diff --git a/.gitattributes b/.gitattributes
index 70cfea88f38c62c2b383f25d72972f8f1c7078b0..b8afeaa3e5174a4b289c5c570900529596c65ea9 100644
--- a/.gitattributes
+++ b/.gitattributes
@@ -506,3 +506,195 @@ outputs/predictor_disca/eval_train100_schedule-fppf_blocks0-53_ckptstep2000_flr1
 outputs/predictor_disca/eval_train100_schedule-fppf_blocks0-53_ckptstep2000_flr1e-4_blr1e-5_schedsteps2000_swarmup100_bwarmup100/predictor/case_0099_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
 outputs/predictor_disca/eval_train100_schedule-fppf_blocks0-53_ckptstep2000_flr1e-4_blr1e-5_schedsteps2000_swarmup100_bwarmup100/predictor/case_0099_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
 outputs/predictor_disca/eval_train100_schedule-fppf_blocks0-53_ckptstep2000_flr1e-4_blr1e-5_schedsteps2000_swarmup100_bwarmup100/predictor/case_0099_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4 filter=lfs diff=lfs merge=lfs -text
+outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4 filter=lfs diff=lfs merge=lfs -text
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.pid
new file mode 100644
index 0000000000000000000000000000000000000000..f97220854603e6c14be844401d94c850a625f5a5
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.pid
@@ -0,0 +1 @@
+555413
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.log
new file mode 100644
index 0000000000000000000000000000000000000000..e1d49f41cde4c6754858b566287d4b910f32b167
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4", "case_id": 96, "frame_psnr_mean_db": 26.202054055732855, "lpips_alex": 0.07641569735109806, "mode": "predictor", "pixel_mae": 0.032344770312309264, "pixel_mse": 0.003950187020353041, "pixel_rmse": 0.06285051328631328, "psnr_db": 24.033823423521255, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4", "ssim": 0.7369128439426422, "temporal_delta_mse": 0.0018912091618403792}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4", "case_id": 96, "frame_psnr_mean_db": 27.57097259664837, "lpips_alex": 0.060922015972435475, "mode": "predictor", "pixel_mae": 0.025842006485909223, "pixel_mse": 0.002886554626049474, "pixel_rmse": 0.05372666587505197, "psnr_db": 25.39620219364943, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4", "ssim": 0.8335061745643616, "temporal_delta_mse": 0.004222025163471699}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4", "case_id": 96, "frame_psnr_mean_db": 26.75990520950024, "lpips_alex": 0.10268432691693306, "mode": "predictor", "pixel_mae": 0.03360012459382415, "pixel_mse": 0.004488682128256187, "pixel_rmse": 0.06699762778081167, "psnr_db": 23.478811486264753, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4", "ssim": 0.736728257894516, "temporal_delta_mse": 0.007922136224806309}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4", "case_id": 96, "frame_psnr_mean_db": 24.784997267584174, "lpips_alex": 0.08412636612355709, "mode": "predictor", "pixel_mae": 0.03439658489450812, "pixel_mse": 0.005459220244432799, "pixel_rmse": 0.07388653628661178, "psnr_db": 22.6286938435087, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4", "ssim": 0.7942930397987366, "temporal_delta_mse": 0.008205389603972435}
+[rank0]:[W722 10:53:08.496271595 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.pid
new file mode 100644
index 0000000000000000000000000000000000000000..1a3477299f1cf26deb3fcaa73efe7d712c31f641
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.pid
@@ -0,0 +1 @@
+555414
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_0.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_0.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..043ad33d580abb1716e1ff9f40a2790771c9db82
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_0.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 4, "elapsed_s": 104.7807618509978, "end_to_end_s": 104.7807618509978, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7189303100458346, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4", "video_validate_s": 0.13324550102697685, "worker_id": 0}
+{"action_id": 1, "action_name": "a_d", "case_id": 4, "elapsed_s": 96.39144881797256, "end_to_end_s": 96.39144881797256, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8784799379645847, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4", "video_validate_s": 0.14536319102626294, "worker_id": 0}
+{"action_id": 2, "action_name": "up_down", "case_id": 4, "elapsed_s": 99.38290166697698, "end_to_end_s": 99.38290166697698, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.786020372994244, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4", "video_validate_s": 0.1345150349661708, "worker_id": 0}
+{"action_id": 3, "action_name": "left_right", "case_id": 4, "elapsed_s": 96.81085363501916, "end_to_end_s": 96.81085363501916, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1342778929974884, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4", "video_validate_s": 0.15595215803477913, "worker_id": 0}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_1.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_1.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..4d9aab090d338dbad797c6b005a25edb5d7460be
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_1.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 11, "elapsed_s": 111.36760972900083, "end_to_end_s": 111.36760972900083, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9013516019913368, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4", "video_validate_s": 0.22504729696083814, "worker_id": 1}
+{"action_id": 1, "action_name": "a_d", "case_id": 11, "elapsed_s": 106.68678729404928, "end_to_end_s": 106.68678729404928, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.040062462037895, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4", "video_validate_s": 0.2385967940208502, "worker_id": 1}
+{"action_id": 2, "action_name": "up_down", "case_id": 11, "elapsed_s": 95.29280593094882, "end_to_end_s": 95.29280593094882, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.98165378900012, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4", "video_validate_s": 0.2932390990317799, "worker_id": 1}
+{"action_id": 3, "action_name": "left_right", "case_id": 11, "elapsed_s": 103.44310452300124, "end_to_end_s": 103.44310452300124, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1285516920033842, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4", "video_validate_s": 0.324056320998352, "worker_id": 1}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_2.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_2.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..02e758705b7f267355bcf29550ef4c503ce47671
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_2.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 17, "elapsed_s": 101.08119557698956, "end_to_end_s": 101.08119557698956, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8986098550376482, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4", "video_validate_s": 0.21731967997038737, "worker_id": 2}
+{"action_id": 1, "action_name": "a_d", "case_id": 17, "elapsed_s": 97.49030897096964, "end_to_end_s": 97.49030897096964, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.82604234397877, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4", "video_validate_s": 0.1890139229944907, "worker_id": 2}
+{"action_id": 2, "action_name": "up_down", "case_id": 17, "elapsed_s": 84.55670471297344, "end_to_end_s": 84.55670471297344, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7511767020332627, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4", "video_validate_s": 0.21184987400192767, "worker_id": 2}
+{"action_id": 3, "action_name": "left_right", "case_id": 17, "elapsed_s": 93.79983462201199, "end_to_end_s": 93.79983462201199, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.207451961003244, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4", "video_validate_s": 0.18245335097890347, "worker_id": 2}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_3.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_3.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0ea03b905e101d1ded4b17aeda713cbb0c924ff0
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_3.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 28, "elapsed_s": 91.83730314997956, "end_to_end_s": 91.83730314997956, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8626840689685196, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4", "video_validate_s": 0.21602603798964992, "worker_id": 3}
+{"action_id": 1, "action_name": "a_d", "case_id": 28, "elapsed_s": 87.65425158198923, "end_to_end_s": 87.65425158198923, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9655721180024557, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4", "video_validate_s": 0.23015272797783837, "worker_id": 3}
+{"action_id": 2, "action_name": "up_down", "case_id": 28, "elapsed_s": 88.18531259603333, "end_to_end_s": 88.18531259603333, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.728517580020707, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4", "video_validate_s": 0.22461954999016598, "worker_id": 3}
+{"action_id": 3, "action_name": "left_right", "case_id": 28, "elapsed_s": 88.3393789199763, "end_to_end_s": 88.3393789199763, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.005136163032148, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4", "video_validate_s": 0.26420315401628613, "worker_id": 3}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_4.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_4.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..e937fa2b2b18387cd2a5120a4483f97d6ec66e3f
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_4.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 58, "elapsed_s": 97.88660696498118, "end_to_end_s": 97.88660696498118, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9428652320057154, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4", "video_validate_s": 0.16565720702055842, "worker_id": 4}
+{"action_id": 1, "action_name": "a_d", "case_id": 58, "elapsed_s": 92.20198441902176, "end_to_end_s": 92.20198441902176, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8572059090365656, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4", "video_validate_s": 0.17786687501939014, "worker_id": 4}
+{"action_id": 2, "action_name": "up_down", "case_id": 58, "elapsed_s": 89.51288931298768, "end_to_end_s": 89.51288931298768, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8742830430273898, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4", "video_validate_s": 0.1754438559873961, "worker_id": 4}
+{"action_id": 3, "action_name": "left_right", "case_id": 58, "elapsed_s": 87.76860210596351, "end_to_end_s": 87.76860210596351, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8314079980482347, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4", "video_validate_s": 0.19228136097081006, "worker_id": 4}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_5.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_5.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..4d87d35e5d687cf5a1024d61ec2a10b529d7237e
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_5.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 80, "elapsed_s": 99.2962741900119, "end_to_end_s": 99.2962741900119, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.929569816973526, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4", "video_validate_s": 0.1351441930164583, "worker_id": 5}
+{"action_id": 1, "action_name": "a_d", "case_id": 80, "elapsed_s": 95.70493367000017, "end_to_end_s": 95.70493367000017, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.763111439999193, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4", "video_validate_s": 0.1266327890334651, "worker_id": 5}
+{"action_id": 2, "action_name": "up_down", "case_id": 80, "elapsed_s": 93.77665614604484, "end_to_end_s": 93.77665614604484, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8929877000045963, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4", "video_validate_s": 0.1729879550402984, "worker_id": 5}
+{"action_id": 3, "action_name": "left_right", "case_id": 80, "elapsed_s": 92.41074561298592, "end_to_end_s": 92.41074561298592, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1119620950194076, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4", "video_validate_s": 0.18110531801357865, "worker_id": 5}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_6.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_6.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..27c7f45d5a03565b1ae9eabbbf222b27f639f027
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_6.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 94, "elapsed_s": 97.37667357904138, "end_to_end_s": 97.37667357904138, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9250392710091546, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4", "video_validate_s": 0.15859005897073075, "worker_id": 6}
+{"action_id": 1, "action_name": "a_d", "case_id": 94, "elapsed_s": 92.38682360900566, "end_to_end_s": 92.38682360900566, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9058515910292044, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4", "video_validate_s": 0.15986132097896188, "worker_id": 6}
+{"action_id": 2, "action_name": "up_down", "case_id": 94, "elapsed_s": 98.65806468902156, "end_to_end_s": 98.65806468902156, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8644941080128774, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4", "video_validate_s": 0.16417083697160706, "worker_id": 6}
+{"action_id": 3, "action_name": "left_right", "case_id": 94, "elapsed_s": 104.37886372103821, "end_to_end_s": 104.37886372103821, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1256949810194783, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4", "video_validate_s": 0.23484107397962362, "worker_id": 6}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_7.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_7.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..27d9f62fae604b05b144a822c64076e2f5ca8c27
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_7.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 96, "elapsed_s": 95.65086898597656, "end_to_end_s": 95.65086898597656, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8036674019531347, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4", "video_validate_s": 0.17880147002870217, "worker_id": 7}
+{"action_id": 1, "action_name": "a_d", "case_id": 96, "elapsed_s": 84.0832563630538, "end_to_end_s": 84.0832563630538, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7497892419924028, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4", "video_validate_s": 0.1680789600359276, "worker_id": 7}
+{"action_id": 2, "action_name": "up_down", "case_id": 96, "elapsed_s": 82.61375323997345, "end_to_end_s": 82.61375323997345, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.733843237045221, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4", "video_validate_s": 0.17580128996632993, "worker_id": 7}
+{"action_id": 3, "action_name": "left_right", "case_id": 96, "elapsed_s": 87.30286563799018, "end_to_end_s": 87.30286563799018, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7039565760060214, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4", "video_validate_s": 0.19940683199092746, "worker_id": 7}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.completed b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.completed
new file mode 100644
index 0000000000000000000000000000000000000000..17c175a8c1bc032e5ac9fb535cd3662390a64f1a
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.completed
@@ -0,0 +1 @@
+2026-07-22T10:53:10Z
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..b253f3995398b20c0220d57d06f92c326b1cf079
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.json
@@ -0,0 +1,562 @@
+{
+  "config": {
+    "actions_per_case": 4,
+    "candidate_modes": [
+      "predictor"
+    ],
+    "cases": 8,
+    "frames_per_video": 125,
+    "full_dit_steps": [
+      0,
+      3
+    ],
+    "reference": "Full-DiT saved training videos; overfit8 seed 20260721",
+    "replace_steps": [
+      1,
+      2
+    ],
+    "resolution": [
+      480,
+      832
+    ],
+    "videos_per_mode": 32
+  },
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 29.322122230598634,
+      "lpips_alex": 0.03226167787238955,
+      "mode": "predictor",
+      "pixel_mae": 0.018997221387922765,
+      "pixel_mse": 0.0018732947059324943,
+      "pixel_rmse": 0.043281574670204576,
+      "psnr_db": 27.273938942253295,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4",
+      "ssim": 0.9156129422187805,
+      "temporal_delta_mse": 0.0006095065036788583
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 22.91818787514798,
+      "lpips_alex": 0.11761861997842789,
+      "mode": "predictor",
+      "pixel_mae": 0.05221673984825611,
+      "pixel_mse": 0.012463315929227975,
+      "pixel_rmse": 0.11163922218122077,
+      "psnr_db": 19.043663960253674,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4",
+      "ssim": 0.7394957120418548,
+      "temporal_delta_mse": 0.0070298886857926846
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 26.619250743845836,
+      "lpips_alex": 0.06239004183188081,
+      "mode": "predictor",
+      "pixel_mae": 0.028274780586361885,
+      "pixel_mse": 0.005981172646046616,
+      "pixel_rmse": 0.07733804139003403,
+      "psnr_db": 22.232136615331825,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4",
+      "ssim": 0.8491278467178345,
+      "temporal_delta_mse": 0.010934234596788883
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 22.691757154545,
+      "lpips_alex": 0.10511922941729426,
+      "mode": "predictor",
+      "pixel_mae": 0.04507081889361143,
+      "pixel_mse": 0.010892884378088639,
+      "pixel_rmse": 0.10436898187722557,
+      "psnr_db": 19.62857106137443,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4",
+      "ssim": 0.8005565533638,
+      "temporal_delta_mse": 0.00987924449145794
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 27.52576563890497,
+      "lpips_alex": 0.03723113546147942,
+      "mode": "predictor",
+      "pixel_mae": 0.027028508588671684,
+      "pixel_mse": 0.002253330056904815,
+      "pixel_rmse": 0.04746925380606709,
+      "psnr_db": 26.471751902584376,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4",
+      "ssim": 0.8919452648162842,
+      "temporal_delta_mse": 0.0014763750368729234
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 25.923314428808965,
+      "lpips_alex": 0.043769826136529445,
+      "mode": "predictor",
+      "pixel_mae": 0.03515550276637077,
+      "pixel_mse": 0.0038047586530447004,
+      "pixel_rmse": 0.061682725726451976,
+      "psnr_db": 24.196728865872906,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4",
+      "ssim": 0.8487478880882263,
+      "temporal_delta_mse": 0.0031164404936134815
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 21.64125200538624,
+      "lpips_alex": 0.1006439253538847,
+      "mode": "predictor",
+      "pixel_mae": 0.061451585106551646,
+      "pixel_mse": 0.01172428011521697,
+      "pixel_rmse": 0.10827871496844137,
+      "psnr_db": 19.309138139934316,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4",
+      "ssim": 0.6497101893424988,
+      "temporal_delta_mse": 0.020618343725800514
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 22.98568915576496,
+      "lpips_alex": 0.07176474955305458,
+      "mode": "predictor",
+      "pixel_mae": 0.052117958351969716,
+      "pixel_mse": 0.008925590465427376,
+      "pixel_rmse": 0.09447534316120464,
+      "psnr_db": 20.493630438550387,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4",
+      "ssim": 0.7409684710502624,
+      "temporal_delta_mse": 0.01661744900047779
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 23.93327866741223,
+      "lpips_alex": 0.14133188305050134,
+      "mode": "predictor",
+      "pixel_mae": 0.03910573992133141,
+      "pixel_mse": 0.006587417821574491,
+      "pixel_rmse": 0.0811629091492813,
+      "psnr_db": 21.812847895948572,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4",
+      "ssim": 0.6986082148551941,
+      "temporal_delta_mse": 0.005665231496095657
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 24.279461892075464,
+      "lpips_alex": 0.13956064799427986,
+      "mode": "predictor",
+      "pixel_mae": 0.03856339357420802,
+      "pixel_mse": 0.005814772532263305,
+      "pixel_rmse": 0.07625465580712633,
+      "psnr_db": 22.3546726974294,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4",
+      "ssim": 0.7389598531723023,
+      "temporal_delta_mse": 0.007653973530977964
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 22.0182886491869,
+      "lpips_alex": 0.23475201754271985,
+      "mode": "predictor",
+      "pixel_mae": 0.0608924763686955,
+      "pixel_mse": 0.015029758285789285,
+      "pixel_rmse": 0.12259591463743515,
+      "psnr_db": 18.230480038436994,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4",
+      "ssim": 0.6802531373500824,
+      "temporal_delta_mse": 0.011243155226111412
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 25.90182707304116,
+      "lpips_alex": 0.08641422836482525,
+      "mode": "predictor",
+      "pixel_mae": 0.03191291505843401,
+      "pixel_mse": 0.0039476065944181755,
+      "pixel_rmse": 0.062829981652219,
+      "psnr_db": 24.036661342157807,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4",
+      "ssim": 0.777696081161499,
+      "temporal_delta_mse": 0.0060860817320644855
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 26.75943663734191,
+      "lpips_alex": 0.12390965474396944,
+      "mode": "predictor",
+      "pixel_mae": 0.0261359189376235,
+      "pixel_mse": 0.003011141116847284,
+      "pixel_rmse": 0.05487386551763311,
+      "psnr_db": 25.212688908399578,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4",
+      "ssim": 0.7703821287155151,
+      "temporal_delta_mse": 0.0010579723166301847
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 22.130304108888744,
+      "lpips_alex": 0.15454216921329497,
+      "mode": "predictor",
+      "pixel_mae": 0.043214346319437026,
+      "pixel_mse": 0.010041153092402964,
+      "pixel_rmse": 0.10020555419937043,
+      "psnr_db": 19.982164114028933,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4",
+      "ssim": 0.6959574737548828,
+      "temporal_delta_mse": 0.006137381307780743
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 26.225505421666487,
+      "lpips_alex": 0.1973762915879488,
+      "mode": "predictor",
+      "pixel_mae": 0.02689591108262539,
+      "pixel_mse": 0.004623094985727221,
+      "pixel_rmse": 0.06799334515764922,
+      "psnr_db": 23.35067183491745,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4",
+      "ssim": 0.7769424662590027,
+      "temporal_delta_mse": 0.005400497931987047
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 23.705466371327,
+      "lpips_alex": 0.19183602680265904,
+      "mode": "predictor",
+      "pixel_mae": 0.03711348783224821,
+      "pixel_mse": 0.006873837219201959,
+      "pixel_rmse": 0.08290860763034173,
+      "psnr_db": 21.628007566968165,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4",
+      "ssim": 0.7138823728561401,
+      "temporal_delta_mse": 0.010671015828847885
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.27418274912784,
+      "lpips_alex": 0.06209922752529383,
+      "mode": "predictor",
+      "pixel_mae": 0.03897900687903166,
+      "pixel_mse": 0.00801036363345338,
+      "pixel_rmse": 0.08950063482151051,
+      "psnr_db": 20.963477685078132,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4",
+      "ssim": 0.7361154317855835,
+      "temporal_delta_mse": 0.0022582511883229017
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.896107538818868,
+      "lpips_alex": 0.07625097812712192,
+      "mode": "predictor",
+      "pixel_mae": 0.03791994024440646,
+      "pixel_mse": 0.007222338765161112,
+      "pixel_rmse": 0.0849843442356362,
+      "psnr_db": 21.41322144766899,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4",
+      "ssim": 0.7464379997253417,
+      "temporal_delta_mse": 0.010523403063416481
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 24.725639531036315,
+      "lpips_alex": 0.07912557655572891,
+      "mode": "predictor",
+      "pixel_mae": 0.034116693802177904,
+      "pixel_mse": 0.005474057768878993,
+      "pixel_rmse": 0.07398687565290883,
+      "psnr_db": 22.61690623701016,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4",
+      "ssim": 0.8102753076553345,
+      "temporal_delta_mse": 0.009193149395287037
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 24.331098285949142,
+      "lpips_alex": 0.0911817051395774,
+      "mode": "predictor",
+      "pixel_mae": 0.039031995143741366,
+      "pixel_mse": 0.007021542769449297,
+      "pixel_rmse": 0.08379464642475257,
+      "psnr_db": 21.535674544449112,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4",
+      "ssim": 0.7787509961128235,
+      "temporal_delta_mse": 0.009098988026380539
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 30.84569262651287,
+      "lpips_alex": 0.01873703349009156,
+      "mode": "predictor",
+      "pixel_mae": 0.011842075303196907,
+      "pixel_mse": 0.0010181088739191183,
+      "pixel_rmse": 0.03190781838232,
+      "psnr_db": 29.922057771917675,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4",
+      "ssim": 0.9364159898757934,
+      "temporal_delta_mse": 0.0006513489643111825
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 32.49187670387817,
+      "lpips_alex": 0.016506457023322582,
+      "mode": "predictor",
+      "pixel_mae": 0.010850730147212743,
+      "pixel_mse": 0.0006544908770592883,
+      "pixel_rmse": 0.025583019310849303,
+      "psnr_db": 31.840964026967598,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4",
+      "ssim": 0.9452751979827881,
+      "temporal_delta_mse": 0.00046540636685676873
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 31.261088936148283,
+      "lpips_alex": 0.03441132996976375,
+      "mode": "predictor",
+      "pixel_mae": 0.013115674447268248,
+      "pixel_mse": 0.0009344049860956148,
+      "pixel_rmse": 0.03056803863671359,
+      "psnr_db": 30.29464852778728,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4",
+      "ssim": 0.9335037217140197,
+      "temporal_delta_mse": 0.0015712075401097536
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 28.084669876844572,
+      "lpips_alex": 0.05370957525447011,
+      "mode": "predictor",
+      "pixel_mae": 0.022145889550447464,
+      "pixel_mse": 0.002609796103963163,
+      "pixel_rmse": 0.05108616352754592,
+      "psnr_db": 25.833934215439825,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4",
+      "ssim": 0.8485338950157165,
+      "temporal_delta_mse": 0.00472933379933238
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 29.42051734778917,
+      "lpips_alex": 0.017543707177042962,
+      "mode": "predictor",
+      "pixel_mae": 0.01590998652204871,
+      "pixel_mse": 0.0014276708805118687,
+      "pixel_rmse": 0.037784532291823714,
+      "psnr_db": 28.453718984783457,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4",
+      "ssim": 0.9381473755836487,
+      "temporal_delta_mse": 0.00026200711727142334
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 27.55031324339071,
+      "lpips_alex": 0.028575138164684176,
+      "mode": "predictor",
+      "pixel_mae": 0.019429493803530932,
+      "pixel_mse": 0.002663018303050194,
+      "pixel_rmse": 0.05160444072994294,
+      "psnr_db": 25.746258486243768,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4",
+      "ssim": 0.920582133769989,
+      "temporal_delta_mse": 0.0007966533303260803
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 26.93220350508729,
+      "lpips_alex": 0.04296773261576891,
+      "mode": "predictor",
+      "pixel_mae": 0.020754518263041973,
+      "pixel_mse": 0.0038067387705668808,
+      "pixel_rmse": 0.06169877446568028,
+      "psnr_db": 24.194469247075332,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4",
+      "ssim": 0.9076442785263061,
+      "temporal_delta_mse": 0.006054835394024849
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 23.100154375252202,
+      "lpips_alex": 0.06925830585509539,
+      "mode": "predictor",
+      "pixel_mae": 0.034975914377719165,
+      "pixel_mse": 0.008078252291190437,
+      "pixel_rmse": 0.08987909818856905,
+      "psnr_db": 20.92682587541265,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4",
+      "ssim": 0.8303468642234803,
+      "temporal_delta_mse": 0.010606998577713966
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 26.202054055732855,
+      "lpips_alex": 0.07641569735109806,
+      "mode": "predictor",
+      "pixel_mae": 0.032344770312309264,
+      "pixel_mse": 0.003950187020353041,
+      "pixel_rmse": 0.06285051328631328,
+      "psnr_db": 24.033823423521255,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4",
+      "ssim": 0.7369128439426422,
+      "temporal_delta_mse": 0.0018912091618403792
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 27.57097259664837,
+      "lpips_alex": 0.060922015972435475,
+      "mode": "predictor",
+      "pixel_mae": 0.025842006485909223,
+      "pixel_mse": 0.002886554626049474,
+      "pixel_rmse": 0.05372666587505197,
+      "psnr_db": 25.39620219364943,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4",
+      "ssim": 0.8335061745643616,
+      "temporal_delta_mse": 0.004222025163471699
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 26.75990520950024,
+      "lpips_alex": 0.10268432691693306,
+      "mode": "predictor",
+      "pixel_mae": 0.03360012459382415,
+      "pixel_mse": 0.004488682128256187,
+      "pixel_rmse": 0.06699762778081167,
+      "psnr_db": 23.478811486264753,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4",
+      "ssim": 0.736728257894516,
+      "temporal_delta_mse": 0.007922136224806309
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 24.784997267584174,
+      "lpips_alex": 0.08412636612355709,
+      "mode": "predictor",
+      "pixel_mae": 0.03439658489450812,
+      "pixel_mse": 0.005459220244432799,
+      "pixel_rmse": 0.07388653628661178,
+      "psnr_db": 22.6286938435087,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4",
+      "ssim": 0.7942930397987366,
+      "temporal_delta_mse": 0.008205389603972435
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 25.806636934476366,
+      "lpips_alex": 0.08609491556772265,
+      "pixel_mae": 0.03279383466858416,
+      "pixel_mse": 0.005611026145015786,
+      "pixel_rmse": 0.07084995066965462,
+      "psnr_db": 23.579295072538127,
+      "ssim": 0.8038223782479762,
+      "temporal_delta_mse": 0.0063327854632007075
+    }
+  },
+  "summary_mean_by_action_id": {
+    "predictor": {
+      "0": {
+        "frame_psnr_mean_db": 27.16038124417756,
+        "lpips_alex": 0.06369125208398327,
+        "pixel_mae": 0.026292903481516985,
+        "pixel_mse": 0.0035164392636870614,
+        "pixel_rmse": 0.05610388774064419,
+        "psnr_db": 25.51803818931079,
+        "ssim": 0.8280175239741802,
+        "temporal_delta_mse": 0.0017339877231279388
+      },
+      "1": {
+        "frame_psnr_mean_db": 25.84506729845716,
+        "lpips_alex": 0.07971823157626204,
+        "pixel_mae": 0.03289901914866641,
+        "pixel_mse": 0.005693800347282376,
+        "pixel_rmse": 0.07071007850820624,
+        "psnr_db": 23.746734474014335,
+        "ssim": 0.8086203041374684,
+        "temporal_delta_mse": 0.004993146492779488
+      },
+      "2": {
+        "frame_psnr_mean_db": 25.7728917502322,
+        "lpips_alex": 0.1067939052968286,
+        "pixel_mae": 0.03488772053131834,
+        "pixel_mse": 0.006507773710822221,
+        "pixel_rmse": 0.07618216658620926,
+        "psnr_db": 22.963407765844764,
+        "ssim": 0.7930231506824493,
+        "temporal_delta_mse": 0.009117195004364476
+      },
+      "3": {
+        "frame_psnr_mean_db": 24.448207445038527,
+        "lpips_alex": 0.09417627331381663,
+        "pixel_mae": 0.03709569551283494,
+        "pixel_mse": 0.0067260912582714815,
+        "pixel_rmse": 0.08040366984355879,
+        "psnr_db": 22.088999860982632,
+        "ssim": 0.7856285341978072,
+        "temporal_delta_mse": 0.009486812632530928
+      }
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.started b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.started
new file mode 100644
index 0000000000000000000000000000000000000000..57f75963f65afb8debf1d8fdefff3c7e3de0e885
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.started
@@ -0,0 +1 @@
+2026-07-22T10:52:20Z
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_0.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_0.json
new file mode 100644
index 0000000000000000000000000000000000000000..0c614b2f60b46003c75b449932d158c5cafec8ac
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_0.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 29.322122230598634,
+      "lpips_alex": 0.03226167787238955,
+      "mode": "predictor",
+      "pixel_mae": 0.018997221387922765,
+      "pixel_mse": 0.0018732947059324943,
+      "pixel_rmse": 0.043281574670204576,
+      "psnr_db": 27.273938942253295,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4",
+      "ssim": 0.9156129422187805,
+      "temporal_delta_mse": 0.0006095065036788583
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 22.91818787514798,
+      "lpips_alex": 0.11761861997842789,
+      "mode": "predictor",
+      "pixel_mae": 0.05221673984825611,
+      "pixel_mse": 0.012463315929227975,
+      "pixel_rmse": 0.11163922218122077,
+      "psnr_db": 19.043663960253674,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4",
+      "ssim": 0.7394957120418548,
+      "temporal_delta_mse": 0.0070298886857926846
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 26.619250743845836,
+      "lpips_alex": 0.06239004183188081,
+      "mode": "predictor",
+      "pixel_mae": 0.028274780586361885,
+      "pixel_mse": 0.005981172646046616,
+      "pixel_rmse": 0.07733804139003403,
+      "psnr_db": 22.232136615331825,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4",
+      "ssim": 0.8491278467178345,
+      "temporal_delta_mse": 0.010934234596788883
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 22.691757154545,
+      "lpips_alex": 0.10511922941729426,
+      "mode": "predictor",
+      "pixel_mae": 0.04507081889361143,
+      "pixel_mse": 0.010892884378088639,
+      "pixel_rmse": 0.10436898187722557,
+      "psnr_db": 19.62857106137443,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4",
+      "ssim": 0.8005565533638,
+      "temporal_delta_mse": 0.00987924449145794
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 25.387829501034364,
+      "lpips_alex": 0.07934739227499812,
+      "pixel_mae": 0.03613989017903805,
+      "pixel_mse": 0.007802666914823931,
+      "pixel_rmse": 0.08415695502967124,
+      "psnr_db": 22.044577644803304,
+      "ssim": 0.8261982635855675,
+      "temporal_delta_mse": 0.007113218569429591
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_1.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_1.json
new file mode 100644
index 0000000000000000000000000000000000000000..27095a306184b97a0defd1c7c07c5929a858ea03
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_1.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 27.52576563890497,
+      "lpips_alex": 0.03723113546147942,
+      "mode": "predictor",
+      "pixel_mae": 0.027028508588671684,
+      "pixel_mse": 0.002253330056904815,
+      "pixel_rmse": 0.04746925380606709,
+      "psnr_db": 26.471751902584376,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4",
+      "ssim": 0.8919452648162842,
+      "temporal_delta_mse": 0.0014763750368729234
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 25.923314428808965,
+      "lpips_alex": 0.043769826136529445,
+      "mode": "predictor",
+      "pixel_mae": 0.03515550276637077,
+      "pixel_mse": 0.0038047586530447004,
+      "pixel_rmse": 0.061682725726451976,
+      "psnr_db": 24.196728865872906,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4",
+      "ssim": 0.8487478880882263,
+      "temporal_delta_mse": 0.0031164404936134815
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 21.64125200538624,
+      "lpips_alex": 0.1006439253538847,
+      "mode": "predictor",
+      "pixel_mae": 0.061451585106551646,
+      "pixel_mse": 0.01172428011521697,
+      "pixel_rmse": 0.10827871496844137,
+      "psnr_db": 19.309138139934316,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4",
+      "ssim": 0.6497101893424988,
+      "temporal_delta_mse": 0.020618343725800514
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 22.98568915576496,
+      "lpips_alex": 0.07176474955305458,
+      "mode": "predictor",
+      "pixel_mae": 0.052117958351969716,
+      "pixel_mse": 0.008925590465427376,
+      "pixel_rmse": 0.09447534316120464,
+      "psnr_db": 20.493630438550387,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4",
+      "ssim": 0.7409684710502624,
+      "temporal_delta_mse": 0.01661744900047779
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 24.519005307216283,
+      "lpips_alex": 0.06335240912623703,
+      "pixel_mae": 0.04393838870339095,
+      "pixel_mse": 0.0066769898226484645,
+      "pixel_rmse": 0.07797650941554127,
+      "psnr_db": 22.617812336735497,
+      "ssim": 0.782842953324318,
+      "temporal_delta_mse": 0.010457152064191177
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_2.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_2.json
new file mode 100644
index 0000000000000000000000000000000000000000..197a7970dd28f2afd30e511243c6995e1f1063d7
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_2.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 23.93327866741223,
+      "lpips_alex": 0.14133188305050134,
+      "mode": "predictor",
+      "pixel_mae": 0.03910573992133141,
+      "pixel_mse": 0.006587417821574491,
+      "pixel_rmse": 0.0811629091492813,
+      "psnr_db": 21.812847895948572,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4",
+      "ssim": 0.6986082148551941,
+      "temporal_delta_mse": 0.005665231496095657
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 24.279461892075464,
+      "lpips_alex": 0.13956064799427986,
+      "mode": "predictor",
+      "pixel_mae": 0.03856339357420802,
+      "pixel_mse": 0.005814772532263305,
+      "pixel_rmse": 0.07625465580712633,
+      "psnr_db": 22.3546726974294,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4",
+      "ssim": 0.7389598531723023,
+      "temporal_delta_mse": 0.007653973530977964
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 22.0182886491869,
+      "lpips_alex": 0.23475201754271985,
+      "mode": "predictor",
+      "pixel_mae": 0.0608924763686955,
+      "pixel_mse": 0.015029758285789285,
+      "pixel_rmse": 0.12259591463743515,
+      "psnr_db": 18.230480038436994,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4",
+      "ssim": 0.6802531373500824,
+      "temporal_delta_mse": 0.011243155226111412
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 25.90182707304116,
+      "lpips_alex": 0.08641422836482525,
+      "mode": "predictor",
+      "pixel_mae": 0.03191291505843401,
+      "pixel_mse": 0.0039476065944181755,
+      "pixel_rmse": 0.062829981652219,
+      "psnr_db": 24.036661342157807,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4",
+      "ssim": 0.777696081161499,
+      "temporal_delta_mse": 0.0060860817320644855
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 24.03321407042894,
+      "lpips_alex": 0.15051469423808156,
+      "pixel_mae": 0.04261863123066724,
+      "pixel_mse": 0.007844888808511315,
+      "pixel_rmse": 0.08571086531151544,
+      "psnr_db": 21.60866549349319,
+      "ssim": 0.7238793216347694,
+      "temporal_delta_mse": 0.00766211049631238
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_3.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_3.json
new file mode 100644
index 0000000000000000000000000000000000000000..edd4ae8597211d9a360dc3a45559e913c4ce7054
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_3.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 26.75943663734191,
+      "lpips_alex": 0.12390965474396944,
+      "mode": "predictor",
+      "pixel_mae": 0.0261359189376235,
+      "pixel_mse": 0.003011141116847284,
+      "pixel_rmse": 0.05487386551763311,
+      "psnr_db": 25.212688908399578,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4",
+      "ssim": 0.7703821287155151,
+      "temporal_delta_mse": 0.0010579723166301847
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 22.130304108888744,
+      "lpips_alex": 0.15454216921329497,
+      "mode": "predictor",
+      "pixel_mae": 0.043214346319437026,
+      "pixel_mse": 0.010041153092402964,
+      "pixel_rmse": 0.10020555419937043,
+      "psnr_db": 19.982164114028933,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4",
+      "ssim": 0.6959574737548828,
+      "temporal_delta_mse": 0.006137381307780743
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 26.225505421666487,
+      "lpips_alex": 0.1973762915879488,
+      "mode": "predictor",
+      "pixel_mae": 0.02689591108262539,
+      "pixel_mse": 0.004623094985727221,
+      "pixel_rmse": 0.06799334515764922,
+      "psnr_db": 23.35067183491745,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4",
+      "ssim": 0.7769424662590027,
+      "temporal_delta_mse": 0.005400497931987047
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 23.705466371327,
+      "lpips_alex": 0.19183602680265904,
+      "mode": "predictor",
+      "pixel_mae": 0.03711348783224821,
+      "pixel_mse": 0.006873837219201959,
+      "pixel_rmse": 0.08290860763034173,
+      "psnr_db": 21.628007566968165,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4",
+      "ssim": 0.7138823728561401,
+      "temporal_delta_mse": 0.010671015828847885
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 24.705178134806033,
+      "lpips_alex": 0.16691603558696805,
+      "pixel_mae": 0.03333991604298353,
+      "pixel_mse": 0.006137306603544857,
+      "pixel_rmse": 0.07649534312624863,
+      "psnr_db": 22.54338310607853,
+      "ssim": 0.7392911103963852,
+      "temporal_delta_mse": 0.005816716846311465
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_4.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_4.json
new file mode 100644
index 0000000000000000000000000000000000000000..ff3a4a845ad606ed1ba8430ddad06db39851993f
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_4.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.27418274912784,
+      "lpips_alex": 0.06209922752529383,
+      "mode": "predictor",
+      "pixel_mae": 0.03897900687903166,
+      "pixel_mse": 0.00801036363345338,
+      "pixel_rmse": 0.08950063482151051,
+      "psnr_db": 20.963477685078132,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4",
+      "ssim": 0.7361154317855835,
+      "temporal_delta_mse": 0.0022582511883229017
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.896107538818868,
+      "lpips_alex": 0.07625097812712192,
+      "mode": "predictor",
+      "pixel_mae": 0.03791994024440646,
+      "pixel_mse": 0.007222338765161112,
+      "pixel_rmse": 0.0849843442356362,
+      "psnr_db": 21.41322144766899,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4",
+      "ssim": 0.7464379997253417,
+      "temporal_delta_mse": 0.010523403063416481
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 24.725639531036315,
+      "lpips_alex": 0.07912557655572891,
+      "mode": "predictor",
+      "pixel_mae": 0.034116693802177904,
+      "pixel_mse": 0.005474057768878993,
+      "pixel_rmse": 0.07398687565290883,
+      "psnr_db": 22.61690623701016,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4",
+      "ssim": 0.8102753076553345,
+      "temporal_delta_mse": 0.009193149395287037
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 24.331098285949142,
+      "lpips_alex": 0.0911817051395774,
+      "mode": "predictor",
+      "pixel_mae": 0.039031995143741366,
+      "pixel_mse": 0.007021542769449297,
+      "pixel_rmse": 0.08379464642475257,
+      "psnr_db": 21.535674544449112,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4",
+      "ssim": 0.7787509961128235,
+      "temporal_delta_mse": 0.009098988026380539
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 24.05675702623304,
+      "lpips_alex": 0.0771643718369305,
+      "pixel_mae": 0.03751190901733935,
+      "pixel_mse": 0.006932075734235695,
+      "pixel_rmse": 0.08306662528370204,
+      "psnr_db": 21.632319978551596,
+      "ssim": 0.7678949338197708,
+      "temporal_delta_mse": 0.00776844791835174
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_5.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_5.json
new file mode 100644
index 0000000000000000000000000000000000000000..e4da25895d264b83aeca8f90d47f0fbe68450954
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_5.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 30.84569262651287,
+      "lpips_alex": 0.01873703349009156,
+      "mode": "predictor",
+      "pixel_mae": 0.011842075303196907,
+      "pixel_mse": 0.0010181088739191183,
+      "pixel_rmse": 0.03190781838232,
+      "psnr_db": 29.922057771917675,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4",
+      "ssim": 0.9364159898757934,
+      "temporal_delta_mse": 0.0006513489643111825
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 32.49187670387817,
+      "lpips_alex": 0.016506457023322582,
+      "mode": "predictor",
+      "pixel_mae": 0.010850730147212743,
+      "pixel_mse": 0.0006544908770592883,
+      "pixel_rmse": 0.025583019310849303,
+      "psnr_db": 31.840964026967598,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4",
+      "ssim": 0.9452751979827881,
+      "temporal_delta_mse": 0.00046540636685676873
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 31.261088936148283,
+      "lpips_alex": 0.03441132996976375,
+      "mode": "predictor",
+      "pixel_mae": 0.013115674447268248,
+      "pixel_mse": 0.0009344049860956148,
+      "pixel_rmse": 0.03056803863671359,
+      "psnr_db": 30.29464852778728,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4",
+      "ssim": 0.9335037217140197,
+      "temporal_delta_mse": 0.0015712075401097536
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 28.084669876844572,
+      "lpips_alex": 0.05370957525447011,
+      "mode": "predictor",
+      "pixel_mae": 0.022145889550447464,
+      "pixel_mse": 0.002609796103963163,
+      "pixel_rmse": 0.05108616352754592,
+      "psnr_db": 25.833934215439825,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4",
+      "ssim": 0.8485338950157165,
+      "temporal_delta_mse": 0.00472933379933238
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 30.670832035845976,
+      "lpips_alex": 0.030841098934412,
+      "pixel_mae": 0.01448859236203134,
+      "pixel_mse": 0.001304200210259296,
+      "pixel_rmse": 0.034786259964357205,
+      "psnr_db": 29.472901135528097,
+      "ssim": 0.9159322011470794,
+      "temporal_delta_mse": 0.0018543241676525213
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_6.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_6.json
new file mode 100644
index 0000000000000000000000000000000000000000..7a343fc171ab5fced953c517dcf9b692e33a6c8b
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_6.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 29.42051734778917,
+      "lpips_alex": 0.017543707177042962,
+      "mode": "predictor",
+      "pixel_mae": 0.01590998652204871,
+      "pixel_mse": 0.0014276708805118687,
+      "pixel_rmse": 0.037784532291823714,
+      "psnr_db": 28.453718984783457,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4",
+      "ssim": 0.9381473755836487,
+      "temporal_delta_mse": 0.00026200711727142334
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 27.55031324339071,
+      "lpips_alex": 0.028575138164684176,
+      "mode": "predictor",
+      "pixel_mae": 0.019429493803530932,
+      "pixel_mse": 0.002663018303050194,
+      "pixel_rmse": 0.05160444072994294,
+      "psnr_db": 25.746258486243768,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4",
+      "ssim": 0.920582133769989,
+      "temporal_delta_mse": 0.0007966533303260803
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 26.93220350508729,
+      "lpips_alex": 0.04296773261576891,
+      "mode": "predictor",
+      "pixel_mae": 0.020754518263041973,
+      "pixel_mse": 0.0038067387705668808,
+      "pixel_rmse": 0.06169877446568028,
+      "psnr_db": 24.194469247075332,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4",
+      "ssim": 0.9076442785263061,
+      "temporal_delta_mse": 0.006054835394024849
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 23.100154375252202,
+      "lpips_alex": 0.06925830585509539,
+      "mode": "predictor",
+      "pixel_mae": 0.034975914377719165,
+      "pixel_mse": 0.008078252291190437,
+      "pixel_rmse": 0.08987909818856905,
+      "psnr_db": 20.92682587541265,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4",
+      "ssim": 0.8303468642234803,
+      "temporal_delta_mse": 0.010606998577713966
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 26.75079711787984,
+      "lpips_alex": 0.03958622095314786,
+      "pixel_mae": 0.022767478241585197,
+      "pixel_mse": 0.0039939200613298455,
+      "pixel_rmse": 0.060241711419004,
+      "psnr_db": 24.8303181483788,
+      "ssim": 0.8991801630258561,
+      "temporal_delta_mse": 0.00443012360483408
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_7.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_7.json
new file mode 100644
index 0000000000000000000000000000000000000000..3f340d9ec7a955f49885169961a9cc3bf3f7544a
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_7.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 26.202054055732855,
+      "lpips_alex": 0.07641569735109806,
+      "mode": "predictor",
+      "pixel_mae": 0.032344770312309264,
+      "pixel_mse": 0.003950187020353041,
+      "pixel_rmse": 0.06285051328631328,
+      "psnr_db": 24.033823423521255,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4",
+      "ssim": 0.7369128439426422,
+      "temporal_delta_mse": 0.0018912091618403792
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 27.57097259664837,
+      "lpips_alex": 0.060922015972435475,
+      "mode": "predictor",
+      "pixel_mae": 0.025842006485909223,
+      "pixel_mse": 0.002886554626049474,
+      "pixel_rmse": 0.05372666587505197,
+      "psnr_db": 25.39620219364943,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4",
+      "ssim": 0.8335061745643616,
+      "temporal_delta_mse": 0.004222025163471699
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 26.75990520950024,
+      "lpips_alex": 0.10268432691693306,
+      "mode": "predictor",
+      "pixel_mae": 0.03360012459382415,
+      "pixel_mse": 0.004488682128256187,
+      "pixel_rmse": 0.06699762778081167,
+      "psnr_db": 23.478811486264753,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4",
+      "ssim": 0.736728257894516,
+      "temporal_delta_mse": 0.007922136224806309
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 24.784997267584174,
+      "lpips_alex": 0.08412636612355709,
+      "mode": "predictor",
+      "pixel_mae": 0.03439658489450812,
+      "pixel_mse": 0.005459220244432799,
+      "pixel_rmse": 0.07388653628661178,
+      "psnr_db": 22.6286938435087,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4",
+      "ssim": 0.7942930397987366,
+      "temporal_delta_mse": 0.008205389603972435
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 26.32948228236641,
+      "lpips_alex": 0.08103710159100591,
+      "pixel_mae": 0.03154587157163769,
+      "pixel_mse": 0.004196161004772875,
+      "pixel_rmse": 0.06436533580719718,
+      "psnr_db": 23.884382736736036,
+      "ssim": 0.7753600790500641,
+      "temporal_delta_mse": 0.0055601900385227054
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..3b0abc54d4d06643cbdb6aab6fa9fc9335e63784
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b4dd02fccaa16b38bb71988db95dde979550d7812e7c646495f9bd89fb01fd21
+size 467077
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e14729dcf9f8ee9533ccdab6ee8e7092faf7a95f
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6b9d689ef73217d8254a63342f8d4b65e15324c577b642b13dd3f65d069b425f
+size 637258
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..d607ef2d9aaae4f6870f149ca63618a0052632e1
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fe88c375af18465fd40afa0d9376d239f3ca24fff9d092ea3fe240caa5a45150
+size 545178
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..7817160646a48970ae70d8ee18b0a6089ecde22d
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:672aa6f80415dd5bc8ca852f952fe3935293cbfcaf650558bd2d28413b95ef1b
+size 685117
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..514b5df4560f173b1c2b6018aa2cfe09c65b50ef
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:64abc0828250a7f102a44906f9ae2d697b2dca15332e8fd00e6fab2c04d2b1d1
+size 1473707
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..06c2fbae00244bd64009c1adcf6ad642e449fda6
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8df0cb4a69c451373871fa8578d6725f49b609e84ce0614d6fa6ba93c35403ce
+size 1601386
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0b62c900c8677fe774a2440ca1cd3aff1ea87d97
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e6a7bcbe32c022acf219dd7b6d028e727dcd39f8dc244f75f181c2f399713f01
+size 2091137
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..09594d56e1cbaf0f859de82e2a7b550e62a10eda
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dfd3bda9a4f95035b932cf92155b5d99d4799c7c8c48e58cc1a279d0357e93f3
+size 2380456
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..f120e232e58ddc0cff149521a0300ddf2a5dd11c
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:be35bba55a0ac141bab8f28f63af14a3d1d0c1586d777ff813c016cecc93f8ff
+size 1177848
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c41bc7bcbfa05ac8d5ef794fc5d580ea3e0ed792
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:65834ac2a02db54793e1a77a29da7e9a377f7ccee8fbd1699d75708e07214c89
+size 1019546
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..f5c7a04814eff90b4db74b5770c714ea50d034a1
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6648166b8ca453512f07c73008624ac8e020cc3236140fc75022e3beaef47079
+size 1225070
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..713cfb925bfab6f62a2c89570837187c97cd1c81
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d7eca8268366e3311b94b5f97696c48e6be0e5353b7dec6afbd6be337f980387
+size 846707
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e9ccceeaa0ee96a22f0ebf85c1cb43a4ef36148a
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:127b8ab408ff3c73284dac94959b8caaaf468cae3cda617e91e147a0a04439fb
+size 1272648
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e083e2148672bd7f54ad13b889f9a6eca89cd81b
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:402620219e11445e3cf3fd0c51b71c5e968c9c15c71cd944ae8cad214b43f42e
+size 1509103
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..3f906c6194fea971f3454d0ff94a3b541e49b7b7
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8c0a897d03cc4299a248f0862ba4bef0bed33e3fe331b5bf472efce0543fc0ac
+size 1308960
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c323fa8f62a113964d4564b7215e84c4f8cc3de7
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:35be05c88d9c96af3ac8d1821a2fb475eb035ac031c5f48a63df3d4ca6599648
+size 1779171
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..519d85e177729d554447f1fd56bdd594751ef204
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:65452986cebcdad9e77971ef9dc5603f6273a3352d3cd9049c8a9d4502a9ff2b
+size 888201
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..9ec9488bda8eaa4a259b6c2b3089a30d948418e4
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a8b09c4301fe27f2788fce4e8bb5afc141b504e09e594eb264e7c9616bb57968
+size 941411
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e3d5f176c49a51582af623c846f5027eddd0ade2
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0c68a74dbc0298fc88359a873e6d7ecab51a62046f2e6aecb71439e1b4953f5c
+size 904003
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..203a29edc6d8fa531553ccd259945bc0851a2c4c
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:823d5cdd2fdd0dc380bbcc7aeacb987ba39710e20592d3951d4092570bf8c525
+size 1042045
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..9eae769dbbd099487f2a454d7cf13372015f3b67
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:84f50aaacc5ad99dbabdad3392c8255000213c1e01840589383384a46c1aed05
+size 709023
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e24ee24ecf970f4801ced45f7253e75b7af55e63
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e052036d5153cc10d601914791861a61073ddef197e0443249e4e6dd937c8847
+size 683599
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..2aae611d9cc58d05610e849352093477d909e354
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:799fbc305a6ea66b9b32f86e08f74c484542a46dae66f5f4d92b4a9bb1e81ce0
+size 907488
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0940bc7a297051232613c8a57ac33aaf466e1bac
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3a8d9db81b3583af4f8ee2b6dd2568b5df4a9e2310a6229486b605ae55ece067
+size 988687
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..d34862f459b497e5fe3b6cbf57733f790d21f9ae
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a25aa3a1e2bcb8bcb9374c5702a7215b0e35d09e62d99c5a3078e8e51f666ac
+size 822794
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..7e0398ae676d80ec6f4060df19c636f8772ac46e
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:413e0ec1697fde6cd76b87f04bd6fe9ddbb615232e3b94f435a03dd2c1bfa5bf
+size 921201
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..fee123d316a9805dd6e917489886b29dd2ae3152
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ac91f908a4422381a1f83c3c5568aa7e4f14e41b1bc299c09b9d6120f29a4939
+size 832445
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..5567392d0b7c48f0f9453fef9bca68acfdd8f75c
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e2d4129a478642865f252ac8e1c697be8c4ea40ed3773b6589a57c29457a57a3
+size 1576006
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..06e98e033e74cb74a75cbc3d791c6c4ec92f9b4c
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e93610d1f9591c124521d2ec45950868731220a7cef7a5c29c00f72951274045
+size 932318
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..291c67190d7916e1c0b49ebe5c8233f6a93fd819
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:65b0a1a149aee6ed4cf74b53c02f1566230f705278f758be09244025574dc103
+size 877825
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..f06e740a9dedf89e3d7158e9c8c3077c22e83fbb
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:915355877d41a2b72ca7308d88b81e8bef069819a5a6629f22e68349227b38c7
+size 912019
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..96fabea317a0d60c2d2a00ebb296d04546a44422
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e950e9cbdceadc8a852f7b256be6726326569fee81c49f1c9b6416690ccf89b9
+size 1122209
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/sync.completed b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/sync.completed
new file mode 100644
index 0000000000000000000000000000000000000000..f29e16696bcf02faedff2927e65afa490568b404
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/sync.completed
@@ -0,0 +1 @@
+2026-07-22T10:53:11Z
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.completed b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.completed
new file mode 100644
index 0000000000000000000000000000000000000000..b89be3b6010620a56fa1dc33fd6937fa341d141b
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.completed
@@ -0,0 +1 @@
+2026-07-22T11:02:00Z
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.started b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.started
new file mode 100644
index 0000000000000000000000000000000000000000..183f960123cd14ff55543c9a9e54386c6b8fd4ba
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.started
@@ -0,0 +1 @@
+2026-07-22T10:53:12Z
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.log
new file mode 100644
index 0000000000000000000000000000000000000000..4b3fbf736256390841edeed919fa725a3a35b8a0
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:08<00:32,  8.05s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:10<00:14,  4.81s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:12<00:07,  3.67s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:15<00:03,  3.16s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:15<00:00,  3.06s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F640C3C10C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.07it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.13it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.74it/s]
100%|██████████| 4/4 [00:00<00:00,  6.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  5.82it/s]
100%|██████████| 4/4 [00:00<00:00,  4.73it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.25it/s]
100%|██████████| 4/4 [00:00<00:00,  4.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.52it/s]
100%|██████████| 4/4 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.14it/s]
100%|██████████| 4/4 [00:01<00:00,  3.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  3.93it/s]
100%|██████████| 4/4 [00:01<00:00,  3.18it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 4, "elapsed_s": 83.50405110704014, "end_to_end_s": 83.50405110704014, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9280414959648624, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4", "video_validate_s": 0.1440964649664238, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F640C3C11E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.70it/s]
100%|██████████| 4/4 [00:00<00:00,  5.86it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:00<00:00,  6.04it/s]
100%|██████████| 4/4 [00:00<00:00,  4.85it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.17it/s]
100%|██████████| 4/4 [00:00<00:00,  4.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:01<00:00,  4.43it/s]
100%|██████████| 4/4 [00:01<00:00,  3.57it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:01<00:00,  3.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.15it/s]
100%|██████████| 4/4 [00:01<00:00,  3.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  3.99it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 4, "elapsed_s": 83.40779554401524, "end_to_end_s": 83.40779554401524, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8748346079955809, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4", "video_validate_s": 0.16834611899685115, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F640C3C0DC0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.69it/s]
100%|██████████| 4/4 [00:00<00:00,  5.79it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.39it/s]
100%|██████████| 4/4 [00:00<00:00,  6.00it/s]
100%|██████████| 4/4 [00:00<00:00,  4.80it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
 75%|███████▌  | 3/4 [00:00<00:00,  4.01it/s]
100%|██████████| 4/4 [00:00<00:00,  4.08it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.52it/s]
100%|██████████| 4/4 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:01<00:00,  3.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.03it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 4, "elapsed_s": 84.47680373804178, "end_to_end_s": 84.47680373804178, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9939711590413935, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4", "video_validate_s": 0.16139820398529992, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F640C3C1150>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.93it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.31it/s]
100%|██████████| 4/4 [00:00<00:00,  5.69it/s]
100%|██████████| 4/4 [00:00<00:00,  4.55it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.18it/s]
100%|██████████| 4/4 [00:00<00:00,  4.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.62it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.11s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.06it/s]
100%|██████████| 4/4 [00:01<00:00,  3.08it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 4, "elapsed_s": 76.02652967500035, "end_to_end_s": 76.02652967500035, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0302611350198276, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4", "video_validate_s": 0.2045794769655913, "worker_id": 0}
+[rank0]:[W722 11:01:21.047122629 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.pid
new file mode 100644
index 0000000000000000000000000000000000000000..5070bfd52bf9b95916b72d0a729b8a71242ed7a7
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.pid
@@ -0,0 +1 @@
+679988
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.log
new file mode 100644
index 0000000000000000000000000000000000000000..ef634edceb0d1db0ba84d99204a4052908a0138c
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:06<00:25,  6.45s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:08<00:11,  3.91s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:11<00:06,  3.41s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:14<00:03,  3.15s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:14<00:00,  2.83s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F662C184FA0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.02it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.12it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.74it/s]
100%|██████████| 4/4 [00:00<00:00,  6.02it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:00<00:00,  6.11it/s]
100%|██████████| 4/4 [00:00<00:00,  4.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.22it/s]
100%|██████████| 4/4 [00:00<00:00,  4.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.03it/s]
100%|██████████| 4/4 [00:01<00:00,  4.38it/s]
100%|██████████| 4/4 [00:01<00:00,  3.52it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.00it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.05it/s]
100%|██████████| 4/4 [00:01<00:00,  3.26it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 11, "elapsed_s": 79.27029828703962, "end_to_end_s": 79.27029828703962, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0475774109945633, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4", "video_validate_s": 0.2564401949639432, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F662C187E20>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.13it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:00<00:00,  6.02it/s]
100%|██████████| 4/4 [00:00<00:00,  4.84it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.21it/s]
100%|██████████| 4/4 [00:00<00:00,  4.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.26it/s]
100%|██████████| 4/4 [00:01<00:00,  3.48it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  3.98it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.05it/s]
100%|██████████| 4/4 [00:01<00:00,  3.26it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.05it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 11, "elapsed_s": 79.4526622290141, "end_to_end_s": 79.4526622290141, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0014093330246396, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4", "video_validate_s": 0.27327144000446424, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F662C185030>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:00<00:00,  5.90it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.40it/s]
100%|██████████| 4/4 [00:00<00:00,  6.00it/s]
100%|██████████| 4/4 [00:00<00:00,  4.81it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.22it/s]
100%|██████████| 4/4 [00:00<00:00,  4.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.53it/s]
100%|██████████| 4/4 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.03it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 11, "elapsed_s": 83.5545132389525, "end_to_end_s": 83.5545132389525, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.901725472009275, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4", "video_validate_s": 0.3553575389669277, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F662C185150>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.13it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  5.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:00<00:00,  6.10it/s]
100%|██████████| 4/4 [00:00<00:00,  4.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.23it/s]
100%|██████████| 4/4 [00:00<00:00,  4.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.01it/s]
100%|██████████| 4/4 [00:01<00:00,  4.33it/s]
100%|██████████| 4/4 [00:01<00:00,  3.47it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  3.99it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  3.91it/s]
100%|██████████| 4/4 [00:01<00:00,  3.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.01it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 11, "elapsed_s": 81.5031120609492, "end_to_end_s": 81.5031120609492, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.986265428015031, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4", "video_validate_s": 0.39053726999554783, "worker_id": 1}
+[rank0]:[W722 11:01:14.887076839 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.pid
new file mode 100644
index 0000000000000000000000000000000000000000..a671ec5bffa8bb026eef71f42c233da6f98c314c
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.pid
@@ -0,0 +1 @@
+679989
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.log
new file mode 100644
index 0000000000000000000000000000000000000000..a9b9c5774ee41e5f917fac9b225ffdc0f4693778
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:03<00:13,  3.47s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:04<00:06,  2.20s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:06<00:03,  1.86s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:07<00:01,  1.67s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:07<00:00,  1.53s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7EFDA46BD0C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:04,  1.56s/it]
 50%|█████     | 2/4 [00:03<00:03,  1.55s/it]
 75%|███████▌  | 3/4 [00:04<00:01,  1.54s/it]
100%|██████████| 4/4 [00:06<00:00,  1.54s/it]
100%|██████████| 4/4 [00:06<00:00,  1.54s/it]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:04,  1.48s/it]
 50%|█████     | 2/4 [00:02<00:02,  1.23s/it]
 75%|███████▌  | 3/4 [00:03<00:01,  1.11s/it]
100%|██████████| 4/4 [00:04<00:00,  1.04s/it]
100%|██████████| 4/4 [00:04<00:00,  1.11s/it]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:04,  1.42s/it]
100%|██████████| 4/4 [00:01<00:00,  3.30it/s]
100%|██████████| 4/4 [00:01<00:00,  2.59it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:01<00:00,  4.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.61it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.51it/s]
100%|██████████| 4/4 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.20s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.85it/s]
100%|██████████| 4/4 [00:01<00:00,  2.85it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.17s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.94it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.12s/it]
100%|██████████| 4/4 [00:01<00:00,  3.84it/s]
100%|██████████| 4/4 [00:01<00:00,  3.08it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 17, "elapsed_s": 98.57394784304779, "end_to_end_s": 98.57394784304779, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.950447165989317, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4", "video_validate_s": 0.2573799259844236, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7EFDA46BD1E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.96it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.15it/s]
100%|██████████| 4/4 [00:00<00:00,  4.93it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.04it/s]
100%|██████████| 4/4 [00:01<00:00,  4.56it/s]
100%|██████████| 4/4 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:01<00:00,  4.38it/s]
100%|██████████| 4/4 [00:01<00:00,  3.54it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.23s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.81it/s]
100%|██████████| 4/4 [00:01<00:00,  2.83it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.14s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.99it/s]
100%|██████████| 4/4 [00:01<00:00,  3.01it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 17, "elapsed_s": 83.39209525298793, "end_to_end_s": 83.39209525298793, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.04622294701403, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4", "video_validate_s": 0.23802889802027494, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7EFDA46BFB20>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.59it/s]
 50%|█████     | 2/4 [00:01<00:01,  1.62it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  1.62it/s]
100%|██████████| 4/4 [00:02<00:00,  1.65it/s]
100%|██████████| 4/4 [00:02<00:00,  1.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.92it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:00<00:00,  6.05it/s]
100%|██████████| 4/4 [00:00<00:00,  4.86it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.18it/s]
100%|██████████| 4/4 [00:00<00:00,  4.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.04s/it]
100%|██████████| 4/4 [00:01<00:00,  4.15it/s]
100%|██████████| 4/4 [00:01<00:00,  3.32it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.23s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.80it/s]
100%|██████████| 4/4 [00:01<00:00,  2.81it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.16s/it]
100%|██████████| 4/4 [00:01<00:00,  3.73it/s]
100%|██████████| 4/4 [00:01<00:00,  2.98it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 17, "elapsed_s": 81.64316136401612, "end_to_end_s": 81.64316136401612, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0993582759983838, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4", "video_validate_s": 0.251317880989518, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7EFDA46BFEB0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.15it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.89it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.41it/s]
100%|██████████| 4/4 [00:00<00:00,  6.05it/s]
100%|██████████| 4/4 [00:00<00:00,  4.86it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.01s/it]
100%|██████████| 4/4 [00:01<00:00,  4.35it/s]
100%|██████████| 4/4 [00:01<00:00,  3.46it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.51it/s]
100%|██████████| 4/4 [00:01<00:00,  3.62it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.25s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.77it/s]
100%|██████████| 4/4 [00:01<00:00,  2.79it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.19s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 17, "elapsed_s": 84.74806171801174, "end_to_end_s": 84.74806171801174, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.039180734020192, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4", "video_validate_s": 0.22838880901690573, "worker_id": 2}
+[rank0]:[W722 11:00:50.805601469 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.pid
new file mode 100644
index 0000000000000000000000000000000000000000..829d4891230d5bbc08424c5cf5a496d3e84b0cfd
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.pid
@@ -0,0 +1 @@
+679990
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.log
new file mode 100644
index 0000000000000000000000000000000000000000..347516c929efdc671cc7f26f675adef3296d3152
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:06<00:27,  6.84s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:09<00:12,  4.31s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:11<00:06,  3.43s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:14<00:02,  3.00s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:14<00:00,  2.82s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FBF0079D0C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.07it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.13it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  5.90it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.13it/s]
100%|██████████| 4/4 [00:00<00:00,  4.92it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.18it/s]
100%|██████████| 4/4 [00:00<00:00,  4.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.52it/s]
100%|██████████| 4/4 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.25s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.74it/s]
100%|██████████| 4/4 [00:01<00:00,  2.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.10s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.09it/s]
100%|██████████| 4/4 [00:01<00:00,  3.11it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 28, "elapsed_s": 90.83053672796814, "end_to_end_s": 90.83053672796814, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8698439819854684, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4", "video_validate_s": 0.20361777796642855, "worker_id": 3}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FBF0079D1E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  5.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.12it/s]
100%|██████████| 4/4 [00:00<00:00,  4.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.00s/it]
100%|██████████| 4/4 [00:01<00:00,  4.38it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.61it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.26s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.75it/s]
100%|██████████| 4/4 [00:01<00:00,  2.75it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.21s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.83it/s]
100%|██████████| 4/4 [00:01<00:00,  2.85it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.12s/it]
100%|██████████| 4/4 [00:01<00:00,  3.84it/s]
100%|██████████| 4/4 [00:01<00:00,  3.08it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 28, "elapsed_s": 83.22965152899269, "end_to_end_s": 83.22965152899269, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9327702549635433, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4", "video_validate_s": 0.23087232100078836, "worker_id": 3}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FBF0079CDC0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.87it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.37it/s]
100%|██████████| 4/4 [00:00<00:00,  5.82it/s]
100%|██████████| 4/4 [00:00<00:00,  4.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.08it/s]
100%|██████████| 4/4 [00:01<00:00,  4.68it/s]
100%|██████████| 4/4 [00:01<00:00,  3.74it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.62it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.21s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.84it/s]
100%|██████████| 4/4 [00:01<00:00,  2.86it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.26s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.74it/s]
100%|██████████| 4/4 [00:01<00:00,  2.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.22s/it]
100%|██████████| 4/4 [00:01<00:00,  3.58it/s]
100%|██████████| 4/4 [00:01<00:00,  2.86it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 28, "elapsed_s": 82.16106463299366, "end_to_end_s": 82.16106463299366, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8073785590240732, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4", "video_validate_s": 0.21557546901749447, "worker_id": 3}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FBF0079D150>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.58it/s]
 50%|█████     | 2/4 [00:01<00:01,  1.58it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  1.58it/s]
100%|██████████| 4/4 [00:02<00:00,  1.63it/s]
100%|██████████| 4/4 [00:02<00:00,  1.61it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  5.86it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.41it/s]
100%|██████████| 4/4 [00:00<00:00,  6.07it/s]
100%|██████████| 4/4 [00:00<00:00,  4.86it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.19it/s]
100%|██████████| 4/4 [00:00<00:00,  4.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.03it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.08s/it]
100%|██████████| 4/4 [00:01<00:00,  3.93it/s]
100%|██████████| 4/4 [00:01<00:00,  3.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.02it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 28, "elapsed_s": 79.28255823999643, "end_to_end_s": 79.28255823999643, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0371724810102023, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4", "video_validate_s": 0.29656517202965915, "worker_id": 3}
+[rank0]:[W722 11:01:27.675891301 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.pid
new file mode 100644
index 0000000000000000000000000000000000000000..c9c567bbe4be322b3a65d167e83ca8766c9b7ba1
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.pid
@@ -0,0 +1 @@
+679991
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.log
new file mode 100644
index 0000000000000000000000000000000000000000..1fa64ca8d43c0c8f2960850aa9193ef96357711e
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:07<00:29,  7.35s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:09<00:13,  4.38s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:11<00:06,  3.29s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:13<00:02,  2.73s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:13<00:00,  2.70s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FCA84760DF0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.99it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.09it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.12it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.94it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:00<00:00,  6.17it/s]
100%|██████████| 4/4 [00:00<00:00,  4.95it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.24it/s]
100%|██████████| 4/4 [00:00<00:00,  4.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:01<00:00,  4.46it/s]
100%|██████████| 4/4 [00:01<00:00,  3.59it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.02it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.23s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.80it/s]
100%|██████████| 4/4 [00:01<00:00,  2.83it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 58, "elapsed_s": 94.08960510103498, "end_to_end_s": 94.08960510103498, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0456965289777145, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4", "video_validate_s": 0.20117960596689954, "worker_id": 4}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FCA84760DF0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.90it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.36it/s]
100%|██████████| 4/4 [00:00<00:00,  5.87it/s]
100%|██████████| 4/4 [00:00<00:00,  4.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:00<00:00,  5.16it/s]
100%|██████████| 4/4 [00:00<00:00,  4.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.51it/s]
100%|██████████| 4/4 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.14s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.98it/s]
100%|██████████| 4/4 [00:01<00:00,  3.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.12s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.05it/s]
100%|██████████| 4/4 [00:01<00:00,  3.06it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:01<00:00,  3.94it/s]
100%|██████████| 4/4 [00:01<00:00,  3.17it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 58, "elapsed_s": 89.20639077300439, "end_to_end_s": 89.20639077300439, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9606597380479798, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4", "video_validate_s": 0.2200307000312023, "worker_id": 4}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FCA84760FD0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.94it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.13it/s]
100%|██████████| 4/4 [00:00<00:00,  4.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.24it/s]
100%|██████████| 4/4 [00:00<00:00,  4.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.51it/s]
100%|██████████| 4/4 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.11s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.06it/s]
100%|██████████| 4/4 [00:01<00:00,  3.07it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.27s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.72it/s]
100%|██████████| 4/4 [00:01<00:00,  2.73it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.32s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.63it/s]
100%|██████████| 4/4 [00:01<00:00,  2.66it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 58, "elapsed_s": 87.32374573702691, "end_to_end_s": 87.32374573702691, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.955252458981704, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4", "video_validate_s": 0.22677727899281308, "worker_id": 4}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FCA84763E80>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.88it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.41it/s]
100%|██████████| 4/4 [00:00<00:00,  6.01it/s]
100%|██████████| 4/4 [00:00<00:00,  4.83it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.19it/s]
100%|██████████| 4/4 [00:00<00:00,  4.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.61it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  3.99it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:01<00:00,  3.99it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.01it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 58, "elapsed_s": 86.4204215289792, "end_to_end_s": 86.4204215289792, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0969364129705355, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4", "video_validate_s": 0.25298374495469034, "worker_id": 4}
+[rank0]:[W722 11:01:50.400178574 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.pid
new file mode 100644
index 0000000000000000000000000000000000000000..7dfdf3ea4d04e6534dea67bdc144c4d20fc505b5
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.pid
@@ -0,0 +1 @@
+679992
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..a5683643235c17bec0cb1df36b081afb38139d75
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:07<00:29,  7.39s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:09<00:13,  4.41s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:11<00:06,  3.31s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:13<00:02,  2.66s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:13<00:00,  2.68s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FC1E44C5210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.99it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.09it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.12it/s]
100%|██████████| 4/4 [00:01<00:00,  2.12it/s]
100%|██████████| 4/4 [00:01<00:00,  2.11it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:00<00:00,  6.16it/s]
100%|██████████| 4/4 [00:00<00:00,  4.94it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.21it/s]
100%|██████████| 4/4 [00:00<00:00,  4.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.51it/s]
100%|██████████| 4/4 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.06it/s]
100%|██████████| 4/4 [00:01<00:00,  3.26it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.05it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 80, "elapsed_s": 90.66589808196295, "end_to_end_s": 90.66589808196295, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7729112170054577, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4", "video_validate_s": 0.1440695759956725, "worker_id": 5}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FC1E44C5180>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.11it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.11it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.12it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.12it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  5.85it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.41it/s]
100%|██████████| 4/4 [00:00<00:00,  5.99it/s]
100%|██████████| 4/4 [00:00<00:00,  4.82it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:00<00:00,  5.08it/s]
100%|██████████| 4/4 [00:00<00:00,  4.10it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:01<00:00,  4.47it/s]
100%|██████████| 4/4 [00:01<00:00,  3.59it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.08s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.08it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 80, "elapsed_s": 82.15614625700982, "end_to_end_s": 82.15614625700982, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8324953019618988, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4", "video_validate_s": 0.1374986550072208, "worker_id": 5}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FC1E44C51E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.13it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  7.04it/s]
100%|██████████| 4/4 [00:00<00:00,  5.71it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.40it/s]
100%|██████████| 4/4 [00:00<00:00,  5.95it/s]
100%|██████████| 4/4 [00:00<00:00,  4.79it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
 75%|███████▌  | 3/4 [00:00<00:00,  3.90it/s]
100%|██████████| 4/4 [00:01<00:00,  4.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:01<00:00,  4.44it/s]
100%|██████████| 4/4 [00:01<00:00,  3.57it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.13it/s]
100%|██████████| 4/4 [00:01<00:00,  3.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.08s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.16it/s]
100%|██████████| 4/4 [00:01<00:00,  3.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  3.92it/s]
100%|██████████| 4/4 [00:01<00:00,  3.17it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 80, "elapsed_s": 94.74400449497625, "end_to_end_s": 94.74400449497625, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8831711480161175, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4", "video_validate_s": 0.1927355980151333, "worker_id": 5}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FC1E44C5210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.13it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  5.87it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:00<00:00,  6.03it/s]
100%|██████████| 4/4 [00:00<00:00,  4.85it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:00<00:00,  5.17it/s]
100%|██████████| 4/4 [00:00<00:00,  4.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:01<00:00,  4.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.59it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 80, "elapsed_s": 96.9979849329684, "end_to_end_s": 96.9979849329684, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1382005880004726, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4", "video_validate_s": 0.21853809099411592, "worker_id": 5}
+[rank0]:[W722 11:01:57.293828412 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.pid
new file mode 100644
index 0000000000000000000000000000000000000000..dc2e07f46c0cefa73e70d02846ce31d769f840fd
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.pid
@@ -0,0 +1 @@
+679993
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.log
new file mode 100644
index 0000000000000000000000000000000000000000..68a830ffb86981621ae606c63516c78e43209c6b
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:05<00:21,  5.47s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:07<00:09,  3.32s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:09<00:05,  2.78s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:12<00:02,  2.80s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:12<00:00,  2.45s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F69443390C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.08it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.14it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  1.98it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
100%|██████████| 4/4 [00:02<00:00,  1.85it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  4.39it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.12it/s]
100%|██████████| 4/4 [00:01<00:00,  4.85it/s]
100%|██████████| 4/4 [00:01<00:00,  3.88it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.34it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.04it/s]
100%|██████████| 4/4 [00:01<00:00,  4.43it/s]
100%|██████████| 4/4 [00:01<00:00,  3.56it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.00it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.12s/it]
100%|██████████| 4/4 [00:01<00:00,  3.84it/s]
100%|██████████| 4/4 [00:01<00:00,  3.08it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.03it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 94, "elapsed_s": 94.3062370790285, "end_to_end_s": 94.3062370790285, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7466987719526514, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4", "video_validate_s": 0.15028183202957734, "worker_id": 6}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F69443391E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.17it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.19it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.19it/s]
100%|██████████| 4/4 [00:01<00:00,  2.19it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.15it/s]
100%|██████████| 4/4 [00:00<00:00,  4.93it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.25it/s]
100%|██████████| 4/4 [00:00<00:00,  4.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.15s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.97it/s]
100%|██████████| 4/4 [00:01<00:00,  3.01it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.27s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.71it/s]
100%|██████████| 4/4 [00:01<00:00,  2.74it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  3.99it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.33s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.61it/s]
100%|██████████| 4/4 [00:01<00:00,  2.64it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 94, "elapsed_s": 75.77090596803464, "end_to_end_s": 75.77090596803464, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8766167300054803, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4", "video_validate_s": 0.1551972070010379, "worker_id": 6}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F694433A650>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.12it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.93it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:00<00:00,  6.09it/s]
100%|██████████| 4/4 [00:00<00:00,  4.89it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.25it/s]
100%|██████████| 4/4 [00:00<00:00,  4.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.54it/s]
100%|██████████| 4/4 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.09s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.11it/s]
100%|██████████| 4/4 [00:01<00:00,  3.11it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.26s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.74it/s]
100%|██████████| 4/4 [00:01<00:00,  2.74it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.19s/it]
100%|██████████| 4/4 [00:01<00:00,  3.65it/s]
100%|██████████| 4/4 [00:01<00:00,  2.92it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 94, "elapsed_s": 76.10085902898572, "end_to_end_s": 76.10085902898572, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8031509409775026, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4", "video_validate_s": 0.17790671397233382, "worker_id": 6}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F69443390C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  5.86it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.12it/s]
100%|██████████| 4/4 [00:00<00:00,  4.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.17it/s]
100%|██████████| 4/4 [00:00<00:00,  4.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.61it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.08s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.14it/s]
100%|██████████| 4/4 [00:01<00:00,  3.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:01<00:00,  3.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.29s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.69it/s]
100%|██████████| 4/4 [00:01<00:00,  2.72it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 94, "elapsed_s": 83.50643313099863, "end_to_end_s": 83.50643313099863, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9625938550452702, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4", "video_validate_s": 0.2561963750049472, "worker_id": 6}
+[rank0]:[W722 11:01:20.285818448 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.pid
new file mode 100644
index 0000000000000000000000000000000000000000..e1fe7d85d17bb56a2954cd1aea9fceca46ca9feb
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.pid
@@ -0,0 +1 @@
+679994
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.log
new file mode 100644
index 0000000000000000000000000000000000000000..6a6e77bb4ae2b3275eb37dcbd2de8f85f7887017
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:11<00:44, 11.04s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:14<00:20,  6.74s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:17<00:10,  5.06s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:21<00:04,  4.43s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:21<00:00,  4.26s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FA2743B90C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.10it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.70it/s]
100%|██████████| 4/4 [00:00<00:00,  5.87it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.11it/s]
100%|██████████| 4/4 [00:00<00:00,  4.90it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.21it/s]
100%|██████████| 4/4 [00:00<00:00,  4.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.52it/s]
100%|██████████| 4/4 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.03it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.23it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 96, "elapsed_s": 93.09024965099525, "end_to_end_s": 93.09024965099525, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.048813553992659, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4", "video_validate_s": 0.22815657500177622, "worker_id": 7}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FA2743B9060>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.66it/s]
100%|██████████| 4/4 [00:00<00:00,  5.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.13it/s]
100%|██████████| 4/4 [00:00<00:00,  4.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.22it/s]
100%|██████████| 4/4 [00:00<00:00,  4.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.55it/s]
100%|██████████| 4/4 [00:01<00:00,  3.65it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.01it/s]
100%|██████████| 4/4 [00:01<00:00,  3.09it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 96, "elapsed_s": 85.98328361305175, "end_to_end_s": 85.98328361305175, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0340482980245724, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4", "video_validate_s": 0.22921525099081919, "worker_id": 7}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FA2743B91E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.15it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.11it/s]
100%|██████████| 4/4 [00:01<00:00,  2.12it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.68it/s]
100%|██████████| 4/4 [00:00<00:00,  5.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:00<00:00,  6.06it/s]
100%|██████████| 4/4 [00:00<00:00,  4.86it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.18it/s]
100%|██████████| 4/4 [00:00<00:00,  4.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.62it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.15it/s]
100%|██████████| 4/4 [00:01<00:00,  3.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 96, "elapsed_s": 86.80474394699559, "end_to_end_s": 86.80474394699559, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.103236228984315, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4", "video_validate_s": 0.22345924796536565, "worker_id": 7}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FA2743B90C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.88it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.11it/s]
100%|██████████| 4/4 [00:00<00:00,  4.90it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.22it/s]
100%|██████████| 4/4 [00:00<00:00,  4.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  3.56it/s]
100%|██████████| 4/4 [00:01<00:00,  3.60it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:01<00:00,  3.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  3.99it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 96, "elapsed_s": 91.8639712369768, "end_to_end_s": 91.8639712369768, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1706973139662296, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4", "video_validate_s": 0.2713483640109189, "worker_id": 7}
+[rank0]:[W722 11:01:20.284822781 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.pid
new file mode 100644
index 0000000000000000000000000000000000000000..59150c0d9055df6e5b6edd55760a2f9b8a745f8f
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.pid
@@ -0,0 +1 @@
+679995
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_merge.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_merge.log
new file mode 100644
index 0000000000000000000000000000000000000000..cf1a3ed18f68039228aa4e342351f885ab0b03bd
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_merge.log
@@ -0,0 +1,13 @@
+{
+  "predictor": {
+    "frame_psnr_mean_db": 23.491600354809428,
+    "lpips_alex": 0.18313139718788446,
+    "pixel_mae": 0.043972145084291696,
+    "pixel_mse": 0.008282274191127726,
+    "pixel_rmse": 0.08793553378263082,
+    "psnr_db": 21.460840803636724,
+    "ssim": 0.7329085624888537,
+    "temporal_delta_mse": 0.007485471256586607
+  }
+}
+/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.json
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.log
new file mode 100644
index 0000000000000000000000000000000000000000..fd56790e5bfa75033515bd810b4ff3eff965e9ae
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4", "case_id": 4, "frame_psnr_mean_db": 25.78871673452133, "lpips_alex": 0.06801177083328366, "mode": "predictor", "pixel_mae": 0.03174122517555952, "pixel_mse": 0.00466521994228242, "pixel_rmse": 0.0683024153473537, "psnr_db": 23.311278765760207, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4", "ssim": 0.8221514434814453, "temporal_delta_mse": 0.0008646729402244091}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4", "case_id": 4, "frame_psnr_mean_db": 23.168623837915852, "lpips_alex": 0.14589384858682752, "mode": "predictor", "pixel_mae": 0.04440294499695301, "pixel_mse": 0.009034369236498606, "pixel_rmse": 0.09504929897952223, "psnr_db": 20.44102163708552, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4", "ssim": 0.7726336789131164, "temporal_delta_mse": 0.0055604721419513226}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4", "case_id": 4, "frame_psnr_mean_db": 23.64888797551083, "lpips_alex": 0.17142130583152174, "mode": "predictor", "pixel_mae": 0.046335082199424504, "pixel_mse": 0.010537561873323284, "pixel_rmse": 0.10265262721101338, "psnr_db": 19.772598623160516, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4", "ssim": 0.8019757153987884, "temporal_delta_mse": 0.009994329884648323}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4", "case_id": 4, "frame_psnr_mean_db": 21.072502589214842, "lpips_alex": 0.1899133547283709, "mode": "predictor", "pixel_mae": 0.060013340290635826, "pixel_mse": 0.014171192617272026, "pixel_rmse": 0.1190428184195587, "psnr_db": 18.485935989194424, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4", "ssim": 0.7110432491302491, "temporal_delta_mse": 0.014595573768019676}
+[rank0]:[W722 11:02:48.310831775 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.pid
new file mode 100644
index 0000000000000000000000000000000000000000..faf733f9e69e5745c9aa5828ed618080dbdf7d69
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.pid
@@ -0,0 +1 @@
+689866
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.log
new file mode 100644
index 0000000000000000000000000000000000000000..6dc86513c8b2276e5b58cb5613c184ec74b020a4
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4", "case_id": 11, "frame_psnr_mean_db": 23.368389227778952, "lpips_alex": 0.10307138240337371, "mode": "predictor", "pixel_mae": 0.04926838098466396, "pixel_mse": 0.006549385904450901, "pixel_rmse": 0.0809282762972924, "psnr_db": 21.837994192160444, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4", "ssim": 0.7294751620292663, "temporal_delta_mse": 0.0030462979339063168}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4", "case_id": 11, "frame_psnr_mean_db": 21.854036789860874, "lpips_alex": 0.10807244530320168, "mode": "predictor", "pixel_mae": 0.05988323760032654, "pixel_mse": 0.009565940617816522, "pixel_rmse": 0.09780562671859182, "psnr_db": 20.192723194116454, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4", "ssim": 0.6617870633602142, "temporal_delta_mse": 0.005584296304732561}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4", "case_id": 11, "frame_psnr_mean_db": 19.719687787518897, "lpips_alex": 0.2529993479847908, "mode": "predictor", "pixel_mae": 0.07814819319546222, "pixel_mse": 0.015575387126998975, "pixel_rmse": 0.1248013907254201, "psnr_db": 18.075611501243284, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4", "ssim": 0.5378862071037293, "temporal_delta_mse": 0.023532617837190628}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4", "case_id": 11, "frame_psnr_mean_db": 19.538778550767404, "lpips_alex": 0.19088721983879806, "mode": "predictor", "pixel_mae": 0.0831755898743868, "pixel_mse": 0.01774471461074427, "pixel_rmse": 0.13320928875549284, "psnr_db": 17.50930981043108, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4", "ssim": 0.5356430797576904, "temporal_delta_mse": 0.031653422862291336}
+[rank0]:[W722 11:02:49.413676341 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.pid
new file mode 100644
index 0000000000000000000000000000000000000000..d63fe377ee52daf06edc94a083abcd47e2f1397f
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.pid
@@ -0,0 +1 @@
+689867
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.log
new file mode 100644
index 0000000000000000000000000000000000000000..99ad2bccab35ee44ef0abb66a826c6beb6c0f234
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4", "case_id": 17, "frame_psnr_mean_db": 22.350499859439623, "lpips_alex": 0.3140650331303477, "mode": "predictor", "pixel_mae": 0.05212211450561881, "pixel_mse": 0.00954634175467072, "pixel_rmse": 0.09770538242425911, "psnr_db": 20.20163022147556, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4", "ssim": 0.6308952999114991, "temporal_delta_mse": 0.005918342154473066}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4", "case_id": 17, "frame_psnr_mean_db": 21.44755924764093, "lpips_alex": 0.3853984692767262, "mode": "predictor", "pixel_mae": 0.0634644811078906, "pixel_mse": 0.012715651792474091, "pixel_rmse": 0.11276369891270015, "psnr_db": 18.956613733868352, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4", "ssim": 0.6491781811714172, "temporal_delta_mse": 0.010477416217327118}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4", "case_id": 17, "frame_psnr_mean_db": 20.310351671657198, "lpips_alex": 0.3455518518164754, "mode": "predictor", "pixel_mae": 0.06796855753660203, "pixel_mse": 0.016264927344280294, "pixel_rmse": 0.12753402426129387, "psnr_db": 17.88747872378969, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4", "ssim": 0.6219385859966278, "temporal_delta_mse": 0.012688668444752693}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4", "case_id": 17, "frame_psnr_mean_db": 24.23621737751331, "lpips_alex": 0.20874700120091438, "mode": "predictor", "pixel_mae": 0.039887300662696364, "pixel_mse": 0.00552271716739051, "pixel_rmse": 0.07431498615616174, "psnr_db": 22.57847197548881, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4", "ssim": 0.7309892973899841, "temporal_delta_mse": 0.0064580002799630165}
+[rank0]:[W722 11:02:49.892954927 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.pid
new file mode 100644
index 0000000000000000000000000000000000000000..01b5112ba93aae5842a8938ba6f5852d5be8a1a8
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.pid
@@ -0,0 +1 @@
+689868
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.log
new file mode 100644
index 0000000000000000000000000000000000000000..a8c2cb56ecbbe3793e61bbe7e06b328492364a58
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4", "case_id": 28, "frame_psnr_mean_db": 25.89311490437607, "lpips_alex": 0.2574959705322981, "mode": "predictor", "pixel_mae": 0.029527111999690533, "pixel_mse": 0.003428507002652623, "pixel_rmse": 0.05855345423331251, "psnr_db": 24.64894959160459, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4", "ssim": 0.740823395729065, "temporal_delta_mse": 0.0008908050949685276}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4", "case_id": 28, "frame_psnr_mean_db": 22.07410787694158, "lpips_alex": 0.2778909557163715, "mode": "predictor", "pixel_mae": 0.04374463490396738, "pixel_mse": 0.009456906494451687, "pixel_rmse": 0.0972466271623427, "psnr_db": 20.2425090504687, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4", "ssim": 0.6848222827911377, "temporal_delta_mse": 0.004942825064063072}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4", "case_id": 28, "frame_psnr_mean_db": 24.633292675335422, "lpips_alex": 0.34388504990935326, "mode": "predictor", "pixel_mae": 0.03320652981102466, "pixel_mse": 0.00632170866872184, "pixel_rmse": 0.07950917348785509, "psnr_db": 21.991655221759455, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4", "ssim": 0.7428601803779602, "temporal_delta_mse": 0.0052199894562363625}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4", "case_id": 28, "frame_psnr_mean_db": 22.110942309768717, "lpips_alex": 0.3411992198675871, "mode": "predictor", "pixel_mae": 0.044614488489925865, "pixel_mse": 0.009536361224716529, "pixel_rmse": 0.09765429445096886, "psnr_db": 20.206173067932355, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4", "ssim": 0.6634544749259949, "temporal_delta_mse": 0.009653644636273384}
+[rank0]:[W722 11:02:49.231832773 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.pid
new file mode 100644
index 0000000000000000000000000000000000000000..2c79fb0c68cbba037e63274b18fd8d1d1a892b3b
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.pid
@@ -0,0 +1 @@
+689869
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.log
new file mode 100644
index 0000000000000000000000000000000000000000..1e65fa46ad858535ea6bfe25d6f577108920d50b
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4", "case_id": 58, "frame_psnr_mean_db": 23.943286026710524, "lpips_alex": 0.11279441029578448, "mode": "predictor", "pixel_mae": 0.03764356992021203, "pixel_mse": 0.006642786370415706, "pixel_rmse": 0.08150329054961956, "psnr_db": 21.77649714085843, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4", "ssim": 0.7460477647781372, "temporal_delta_mse": 0.0017473729094490409}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4", "case_id": 58, "frame_psnr_mean_db": 23.447912239769042, "lpips_alex": 0.17121578435599805, "mode": "predictor", "pixel_mae": 0.04159510390087962, "pixel_mse": 0.007034403583442326, "pixel_rmse": 0.08387135138676571, "psnr_db": 21.52772718613061, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4", "ssim": 0.7160129551887512, "temporal_delta_mse": 0.008786692284047604}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4", "case_id": 58, "frame_psnr_mean_db": 22.732924638577842, "lpips_alex": 0.1744211694896221, "mode": "predictor", "pixel_mae": 0.04098474525287747, "pixel_mse": 0.007820489539997652, "pixel_rmse": 0.08843353176254838, "psnr_db": 21.067660605123642, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4", "ssim": 0.7849458413124084, "temporal_delta_mse": 0.010729342699050903}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4", "case_id": 58, "frame_psnr_mean_db": 23.325253424674337, "lpips_alex": 0.19815782986581326, "mode": "predictor", "pixel_mae": 0.04625770079344511, "pixel_mse": 0.008749866581172683, "pixel_rmse": 0.09354072151300033, "psnr_db": 20.57998569092229, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4", "ssim": 0.7429275341033935, "temporal_delta_mse": 0.00702781742438674}
+[rank0]:[W722 11:02:49.312615370 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.pid
new file mode 100644
index 0000000000000000000000000000000000000000..1e50c3c4194fda4f05b506de8e0bfba57bc24eb6
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.pid
@@ -0,0 +1 @@
+689870
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..6bc475f2417fef5ed3db8a29aa7e0408e18626c5
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4", "case_id": 80, "frame_psnr_mean_db": 27.525534009366435, "lpips_alex": 0.051348264683038, "mode": "predictor", "pixel_mae": 0.01789273587241769, "pixel_mse": 0.0023264904760872014, "pixel_rmse": 0.04823370684580651, "psnr_db": 26.33298720990693, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4", "ssim": 0.885228455543518, "temporal_delta_mse": 0.0007935946923680604}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4", "case_id": 80, "frame_psnr_mean_db": 29.083766519763667, "lpips_alex": 0.0417136700078845, "mode": "predictor", "pixel_mae": 0.016253069203346966, "pixel_mse": 0.001505503301799763, "pixel_rmse": 0.03880081573626723, "psnr_db": 28.223182876757352, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4", "ssim": 0.8950317316055297, "temporal_delta_mse": 0.0006686365813948214}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4", "case_id": 80, "frame_psnr_mean_db": 26.934008155298084, "lpips_alex": 0.09609213433414697, "mode": "predictor", "pixel_mae": 0.022197891894727945, "pixel_mse": 0.0027384997023036702, "pixel_rmse": 0.05233067649384699, "psnr_db": 25.624873019463994, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4", "ssim": 0.8720785188674927, "temporal_delta_mse": 0.0039658499881625175}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4", "case_id": 80, "frame_psnr_mean_db": 25.727891421356176, "lpips_alex": 0.12624383462220432, "mode": "predictor", "pixel_mae": 0.028907689310610295, "pixel_mse": 0.0039775962161365894, "pixel_rmse": 0.06306818703702041, "psnr_db": 24.003793061799872, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4", "ssim": 0.8102032289505005, "temporal_delta_mse": 0.0044607375748455524}
+[rank0]:[W722 11:02:49.926665658 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.pid
new file mode 100644
index 0000000000000000000000000000000000000000..9ba98fa91a26911690967e2f3fff02a199ca5c63
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.pid
@@ -0,0 +1 @@
+689871
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.log
new file mode 100644
index 0000000000000000000000000000000000000000..48abab421fb428dacb5a136362eb0352a798386f
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4", "case_id": 94, "frame_psnr_mean_db": 25.144633267295596, "lpips_alex": 0.05662686612829566, "mode": "predictor", "pixel_mae": 0.025954230923205614, "pixel_mse": 0.004088967921677977, "pixel_rmse": 0.06394503828818915, "psnr_db": 23.883862965116677, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4", "ssim": 0.8656853699684143, "temporal_delta_mse": 0.00041925336699932814}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4", "case_id": 94, "frame_psnr_mean_db": 25.308071198131742, "lpips_alex": 0.05487484083138406, "mode": "predictor", "pixel_mae": 0.02632219711691141, "pixel_mse": 0.003827233978314325, "pixel_rmse": 0.061864642392196245, "psnr_db": 24.17114986329303, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4", "ssim": 0.8660076289176941, "temporal_delta_mse": 0.000693035195581615}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4", "case_id": 94, "frame_psnr_mean_db": 22.85912129018453, "lpips_alex": 0.08561720131710172, "mode": "predictor", "pixel_mae": 0.03678967823088169, "pixel_mse": 0.010996748258941806, "pixel_rmse": 0.10486538160394882, "psnr_db": 19.587357168393623, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4", "ssim": 0.8727722506523132, "temporal_delta_mse": 0.008203609846532345}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4", "case_id": 94, "frame_psnr_mean_db": 21.536858752684413, "lpips_alex": 0.15204477078840137, "mode": "predictor", "pixel_mae": 0.045526578787714246, "pixel_mse": 0.010620711124851369, "pixel_rmse": 0.10305683444028042, "psnr_db": 19.738464034749516, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4", "ssim": 0.7651400737762452, "temporal_delta_mse": 0.011957470327615738}
+[rank0]:[W722 11:02:49.077383539 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.pid
new file mode 100644
index 0000000000000000000000000000000000000000..84ffb0210f65a74985ad4c9c6da583df90e5ffcd
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.pid
@@ -0,0 +1 @@
+689872
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.log b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.log
new file mode 100644
index 0000000000000000000000000000000000000000..bf22396aee1e4c21c9b3ece4a941371d007a9ddd
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4", "case_id": 96, "frame_psnr_mean_db": 24.352598647504628, "lpips_alex": 0.15506920300424099, "mode": "predictor", "pixel_mae": 0.04115812760591507, "pixel_mse": 0.005338583741220646, "pixel_rmse": 0.07306561257678365, "psnr_db": 22.725739405278485, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4", "ssim": 0.6395506873130798, "temporal_delta_mse": 0.0022616370115429163}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4", "case_id": 96, "frame_psnr_mean_db": 22.66975607707003, "lpips_alex": 0.19961527156084777, "mode": "predictor", "pixel_mae": 0.05159071627631783, "pixel_mse": 0.009598911791923456, "pixel_rmse": 0.09797403631535988, "psnr_db": 20.17777999205304, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4", "ssim": 0.6519681551456451, "temporal_delta_mse": 0.006478020455688238}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4", "case_id": 96, "frame_psnr_mean_db": 24.557431136079032, "lpips_alex": 0.24205393762886523, "mode": "predictor", "pixel_mae": 0.0424816846549511, "pixel_mse": 0.006131004977622069, "pixel_rmse": 0.07830073420870375, "psnr_db": 22.124683312789116, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4", "ssim": 0.6690015587806701, "temporal_delta_mse": 0.007869147695600986}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4", "case_id": 96, "frame_psnr_mean_db": 21.366455133673806, "lpips_alex": 0.23781129413843155, "mode": "predictor", "pixel_mae": 0.05804970961809158, "pixel_mse": 0.0129980831714347, "pixel_rmse": 0.11400913635070963, "psnr_db": 18.86120688419911, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4", "ssim": 0.632914947271347, "temporal_delta_mse": 0.012391487136483192}
+[rank0]:[W722 11:02:49.764519704 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.pid b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.pid
new file mode 100644
index 0000000000000000000000000000000000000000..7cea5dfd5470eb99378a7bb233c3ce4edc68a507
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.pid
@@ -0,0 +1 @@
+689873
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_0.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_0.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..b3aa94119ef4754486e68906f019ad0333573d9f
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_0.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 4, "elapsed_s": 83.50405110704014, "end_to_end_s": 83.50405110704014, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9280414959648624, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4", "video_validate_s": 0.1440964649664238, "worker_id": 0}
+{"action_id": 1, "action_name": "a_d", "case_id": 4, "elapsed_s": 83.40779554401524, "end_to_end_s": 83.40779554401524, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8748346079955809, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4", "video_validate_s": 0.16834611899685115, "worker_id": 0}
+{"action_id": 2, "action_name": "up_down", "case_id": 4, "elapsed_s": 84.47680373804178, "end_to_end_s": 84.47680373804178, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9939711590413935, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4", "video_validate_s": 0.16139820398529992, "worker_id": 0}
+{"action_id": 3, "action_name": "left_right", "case_id": 4, "elapsed_s": 76.02652967500035, "end_to_end_s": 76.02652967500035, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0302611350198276, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4", "video_validate_s": 0.2045794769655913, "worker_id": 0}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_1.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_1.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..3dcfe9349e1fb55b822df240ee64bdcac80570c5
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_1.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 11, "elapsed_s": 79.27029828703962, "end_to_end_s": 79.27029828703962, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0475774109945633, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4", "video_validate_s": 0.2564401949639432, "worker_id": 1}
+{"action_id": 1, "action_name": "a_d", "case_id": 11, "elapsed_s": 79.4526622290141, "end_to_end_s": 79.4526622290141, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0014093330246396, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4", "video_validate_s": 0.27327144000446424, "worker_id": 1}
+{"action_id": 2, "action_name": "up_down", "case_id": 11, "elapsed_s": 83.5545132389525, "end_to_end_s": 83.5545132389525, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.901725472009275, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4", "video_validate_s": 0.3553575389669277, "worker_id": 1}
+{"action_id": 3, "action_name": "left_right", "case_id": 11, "elapsed_s": 81.5031120609492, "end_to_end_s": 81.5031120609492, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.986265428015031, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4", "video_validate_s": 0.39053726999554783, "worker_id": 1}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_2.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_2.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6baee04976312a69f38c8d51b4a18181b69d2fc8
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_2.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 17, "elapsed_s": 98.57394784304779, "end_to_end_s": 98.57394784304779, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.950447165989317, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4", "video_validate_s": 0.2573799259844236, "worker_id": 2}
+{"action_id": 1, "action_name": "a_d", "case_id": 17, "elapsed_s": 83.39209525298793, "end_to_end_s": 83.39209525298793, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.04622294701403, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4", "video_validate_s": 0.23802889802027494, "worker_id": 2}
+{"action_id": 2, "action_name": "up_down", "case_id": 17, "elapsed_s": 81.64316136401612, "end_to_end_s": 81.64316136401612, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0993582759983838, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4", "video_validate_s": 0.251317880989518, "worker_id": 2}
+{"action_id": 3, "action_name": "left_right", "case_id": 17, "elapsed_s": 84.74806171801174, "end_to_end_s": 84.74806171801174, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.039180734020192, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4", "video_validate_s": 0.22838880901690573, "worker_id": 2}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_3.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_3.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..a8f1b3f1d4ee4cce3046c1f58218d926ec96c393
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_3.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 28, "elapsed_s": 90.83053672796814, "end_to_end_s": 90.83053672796814, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8698439819854684, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4", "video_validate_s": 0.20361777796642855, "worker_id": 3}
+{"action_id": 1, "action_name": "a_d", "case_id": 28, "elapsed_s": 83.22965152899269, "end_to_end_s": 83.22965152899269, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9327702549635433, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4", "video_validate_s": 0.23087232100078836, "worker_id": 3}
+{"action_id": 2, "action_name": "up_down", "case_id": 28, "elapsed_s": 82.16106463299366, "end_to_end_s": 82.16106463299366, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8073785590240732, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4", "video_validate_s": 0.21557546901749447, "worker_id": 3}
+{"action_id": 3, "action_name": "left_right", "case_id": 28, "elapsed_s": 79.28255823999643, "end_to_end_s": 79.28255823999643, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0371724810102023, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4", "video_validate_s": 0.29656517202965915, "worker_id": 3}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_4.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_4.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cc530f550ea968497f0e06189015ba585b0d2f7f
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_4.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 58, "elapsed_s": 94.08960510103498, "end_to_end_s": 94.08960510103498, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0456965289777145, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4", "video_validate_s": 0.20117960596689954, "worker_id": 4}
+{"action_id": 1, "action_name": "a_d", "case_id": 58, "elapsed_s": 89.20639077300439, "end_to_end_s": 89.20639077300439, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9606597380479798, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4", "video_validate_s": 0.2200307000312023, "worker_id": 4}
+{"action_id": 2, "action_name": "up_down", "case_id": 58, "elapsed_s": 87.32374573702691, "end_to_end_s": 87.32374573702691, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.955252458981704, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4", "video_validate_s": 0.22677727899281308, "worker_id": 4}
+{"action_id": 3, "action_name": "left_right", "case_id": 58, "elapsed_s": 86.4204215289792, "end_to_end_s": 86.4204215289792, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0969364129705355, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4", "video_validate_s": 0.25298374495469034, "worker_id": 4}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_5.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_5.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..dfa17525516f17b002be17a2a04dffd45a16f6ea
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_5.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 80, "elapsed_s": 90.66589808196295, "end_to_end_s": 90.66589808196295, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7729112170054577, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4", "video_validate_s": 0.1440695759956725, "worker_id": 5}
+{"action_id": 1, "action_name": "a_d", "case_id": 80, "elapsed_s": 82.15614625700982, "end_to_end_s": 82.15614625700982, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8324953019618988, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4", "video_validate_s": 0.1374986550072208, "worker_id": 5}
+{"action_id": 2, "action_name": "up_down", "case_id": 80, "elapsed_s": 94.74400449497625, "end_to_end_s": 94.74400449497625, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8831711480161175, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4", "video_validate_s": 0.1927355980151333, "worker_id": 5}
+{"action_id": 3, "action_name": "left_right", "case_id": 80, "elapsed_s": 96.9979849329684, "end_to_end_s": 96.9979849329684, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1382005880004726, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4", "video_validate_s": 0.21853809099411592, "worker_id": 5}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_6.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_6.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..85ff91fee76a1ef4d77d7e4c4ce64ff9784c7fa1
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_6.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 94, "elapsed_s": 94.3062370790285, "end_to_end_s": 94.3062370790285, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7466987719526514, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4", "video_validate_s": 0.15028183202957734, "worker_id": 6}
+{"action_id": 1, "action_name": "a_d", "case_id": 94, "elapsed_s": 75.77090596803464, "end_to_end_s": 75.77090596803464, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8766167300054803, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4", "video_validate_s": 0.1551972070010379, "worker_id": 6}
+{"action_id": 2, "action_name": "up_down", "case_id": 94, "elapsed_s": 76.10085902898572, "end_to_end_s": 76.10085902898572, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8031509409775026, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4", "video_validate_s": 0.17790671397233382, "worker_id": 6}
+{"action_id": 3, "action_name": "left_right", "case_id": 94, "elapsed_s": 83.50643313099863, "end_to_end_s": 83.50643313099863, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9625938550452702, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4", "video_validate_s": 0.2561963750049472, "worker_id": 6}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_7.jsonl b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_7.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..061fef90a7fd6e44eb0ec0d7a1d16ef91a9c8dea
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_7.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 96, "elapsed_s": 93.09024965099525, "end_to_end_s": 93.09024965099525, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.048813553992659, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4", "video_validate_s": 0.22815657500177622, "worker_id": 7}
+{"action_id": 1, "action_name": "a_d", "case_id": 96, "elapsed_s": 85.98328361305175, "end_to_end_s": 85.98328361305175, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0340482980245724, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4", "video_validate_s": 0.22921525099081919, "worker_id": 7}
+{"action_id": 2, "action_name": "up_down", "case_id": 96, "elapsed_s": 86.80474394699559, "end_to_end_s": 86.80474394699559, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.103236228984315, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4", "video_validate_s": 0.22345924796536565, "worker_id": 7}
+{"action_id": 3, "action_name": "left_right", "case_id": 96, "elapsed_s": 91.8639712369768, "end_to_end_s": 91.8639712369768, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1706973139662296, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4", "video_validate_s": 0.2713483640109189, "worker_id": 7}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.completed b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.completed
new file mode 100644
index 0000000000000000000000000000000000000000..a83000f45e0f6ce254cc65c7262a851e44fb7fc2
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.completed
@@ -0,0 +1 @@
+2026-07-22T11:02:51Z
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..2c0e91aa14eb4a330cf5e94c63ea64b0ed95be4e
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.json
@@ -0,0 +1,562 @@
+{
+  "config": {
+    "actions_per_case": 4,
+    "candidate_modes": [
+      "predictor"
+    ],
+    "cases": 8,
+    "frames_per_video": 125,
+    "full_dit_steps": [
+      0
+    ],
+    "reference": "Full-DiT saved training videos; overfit8 seed 20260721",
+    "replace_steps": [
+      1,
+      2,
+      3
+    ],
+    "resolution": [
+      480,
+      832
+    ],
+    "videos_per_mode": 32
+  },
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 25.78871673452133,
+      "lpips_alex": 0.06801177083328366,
+      "mode": "predictor",
+      "pixel_mae": 0.03174122517555952,
+      "pixel_mse": 0.00466521994228242,
+      "pixel_rmse": 0.0683024153473537,
+      "psnr_db": 23.311278765760207,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4",
+      "ssim": 0.8221514434814453,
+      "temporal_delta_mse": 0.0008646729402244091
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 23.168623837915852,
+      "lpips_alex": 0.14589384858682752,
+      "mode": "predictor",
+      "pixel_mae": 0.04440294499695301,
+      "pixel_mse": 0.009034369236498606,
+      "pixel_rmse": 0.09504929897952223,
+      "psnr_db": 20.44102163708552,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4",
+      "ssim": 0.7726336789131164,
+      "temporal_delta_mse": 0.0055604721419513226
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 23.64888797551083,
+      "lpips_alex": 0.17142130583152174,
+      "mode": "predictor",
+      "pixel_mae": 0.046335082199424504,
+      "pixel_mse": 0.010537561873323284,
+      "pixel_rmse": 0.10265262721101338,
+      "psnr_db": 19.772598623160516,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4",
+      "ssim": 0.8019757153987884,
+      "temporal_delta_mse": 0.009994329884648323
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 21.072502589214842,
+      "lpips_alex": 0.1899133547283709,
+      "mode": "predictor",
+      "pixel_mae": 0.060013340290635826,
+      "pixel_mse": 0.014171192617272026,
+      "pixel_rmse": 0.1190428184195587,
+      "psnr_db": 18.485935989194424,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4",
+      "ssim": 0.7110432491302491,
+      "temporal_delta_mse": 0.014595573768019676
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 23.368389227778952,
+      "lpips_alex": 0.10307138240337371,
+      "mode": "predictor",
+      "pixel_mae": 0.04926838098466396,
+      "pixel_mse": 0.006549385904450901,
+      "pixel_rmse": 0.0809282762972924,
+      "psnr_db": 21.837994192160444,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4",
+      "ssim": 0.7294751620292663,
+      "temporal_delta_mse": 0.0030462979339063168
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 21.854036789860874,
+      "lpips_alex": 0.10807244530320168,
+      "mode": "predictor",
+      "pixel_mae": 0.05988323760032654,
+      "pixel_mse": 0.009565940617816522,
+      "pixel_rmse": 0.09780562671859182,
+      "psnr_db": 20.192723194116454,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4",
+      "ssim": 0.6617870633602142,
+      "temporal_delta_mse": 0.005584296304732561
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 19.719687787518897,
+      "lpips_alex": 0.2529993479847908,
+      "mode": "predictor",
+      "pixel_mae": 0.07814819319546222,
+      "pixel_mse": 0.015575387126998975,
+      "pixel_rmse": 0.1248013907254201,
+      "psnr_db": 18.075611501243284,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4",
+      "ssim": 0.5378862071037293,
+      "temporal_delta_mse": 0.023532617837190628
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 19.538778550767404,
+      "lpips_alex": 0.19088721983879806,
+      "mode": "predictor",
+      "pixel_mae": 0.0831755898743868,
+      "pixel_mse": 0.01774471461074427,
+      "pixel_rmse": 0.13320928875549284,
+      "psnr_db": 17.50930981043108,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4",
+      "ssim": 0.5356430797576904,
+      "temporal_delta_mse": 0.031653422862291336
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 22.350499859439623,
+      "lpips_alex": 0.3140650331303477,
+      "mode": "predictor",
+      "pixel_mae": 0.05212211450561881,
+      "pixel_mse": 0.00954634175467072,
+      "pixel_rmse": 0.09770538242425911,
+      "psnr_db": 20.20163022147556,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4",
+      "ssim": 0.6308952999114991,
+      "temporal_delta_mse": 0.005918342154473066
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 21.44755924764093,
+      "lpips_alex": 0.3853984692767262,
+      "mode": "predictor",
+      "pixel_mae": 0.0634644811078906,
+      "pixel_mse": 0.012715651792474091,
+      "pixel_rmse": 0.11276369891270015,
+      "psnr_db": 18.956613733868352,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4",
+      "ssim": 0.6491781811714172,
+      "temporal_delta_mse": 0.010477416217327118
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 20.310351671657198,
+      "lpips_alex": 0.3455518518164754,
+      "mode": "predictor",
+      "pixel_mae": 0.06796855753660203,
+      "pixel_mse": 0.016264927344280294,
+      "pixel_rmse": 0.12753402426129387,
+      "psnr_db": 17.88747872378969,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4",
+      "ssim": 0.6219385859966278,
+      "temporal_delta_mse": 0.012688668444752693
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 24.23621737751331,
+      "lpips_alex": 0.20874700120091438,
+      "mode": "predictor",
+      "pixel_mae": 0.039887300662696364,
+      "pixel_mse": 0.00552271716739051,
+      "pixel_rmse": 0.07431498615616174,
+      "psnr_db": 22.57847197548881,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4",
+      "ssim": 0.7309892973899841,
+      "temporal_delta_mse": 0.0064580002799630165
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 25.89311490437607,
+      "lpips_alex": 0.2574959705322981,
+      "mode": "predictor",
+      "pixel_mae": 0.029527111999690533,
+      "pixel_mse": 0.003428507002652623,
+      "pixel_rmse": 0.05855345423331251,
+      "psnr_db": 24.64894959160459,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4",
+      "ssim": 0.740823395729065,
+      "temporal_delta_mse": 0.0008908050949685276
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 22.07410787694158,
+      "lpips_alex": 0.2778909557163715,
+      "mode": "predictor",
+      "pixel_mae": 0.04374463490396738,
+      "pixel_mse": 0.009456906494451687,
+      "pixel_rmse": 0.0972466271623427,
+      "psnr_db": 20.2425090504687,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4",
+      "ssim": 0.6848222827911377,
+      "temporal_delta_mse": 0.004942825064063072
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 24.633292675335422,
+      "lpips_alex": 0.34388504990935326,
+      "mode": "predictor",
+      "pixel_mae": 0.03320652981102466,
+      "pixel_mse": 0.00632170866872184,
+      "pixel_rmse": 0.07950917348785509,
+      "psnr_db": 21.991655221759455,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4",
+      "ssim": 0.7428601803779602,
+      "temporal_delta_mse": 0.0052199894562363625
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 22.110942309768717,
+      "lpips_alex": 0.3411992198675871,
+      "mode": "predictor",
+      "pixel_mae": 0.044614488489925865,
+      "pixel_mse": 0.009536361224716529,
+      "pixel_rmse": 0.09765429445096886,
+      "psnr_db": 20.206173067932355,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4",
+      "ssim": 0.6634544749259949,
+      "temporal_delta_mse": 0.009653644636273384
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.943286026710524,
+      "lpips_alex": 0.11279441029578448,
+      "mode": "predictor",
+      "pixel_mae": 0.03764356992021203,
+      "pixel_mse": 0.006642786370415706,
+      "pixel_rmse": 0.08150329054961956,
+      "psnr_db": 21.77649714085843,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4",
+      "ssim": 0.7460477647781372,
+      "temporal_delta_mse": 0.0017473729094490409
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.447912239769042,
+      "lpips_alex": 0.17121578435599805,
+      "mode": "predictor",
+      "pixel_mae": 0.04159510390087962,
+      "pixel_mse": 0.007034403583442326,
+      "pixel_rmse": 0.08387135138676571,
+      "psnr_db": 21.52772718613061,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4",
+      "ssim": 0.7160129551887512,
+      "temporal_delta_mse": 0.008786692284047604
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 22.732924638577842,
+      "lpips_alex": 0.1744211694896221,
+      "mode": "predictor",
+      "pixel_mae": 0.04098474525287747,
+      "pixel_mse": 0.007820489539997652,
+      "pixel_rmse": 0.08843353176254838,
+      "psnr_db": 21.067660605123642,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4",
+      "ssim": 0.7849458413124084,
+      "temporal_delta_mse": 0.010729342699050903
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.325253424674337,
+      "lpips_alex": 0.19815782986581326,
+      "mode": "predictor",
+      "pixel_mae": 0.04625770079344511,
+      "pixel_mse": 0.008749866581172683,
+      "pixel_rmse": 0.09354072151300033,
+      "psnr_db": 20.57998569092229,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4",
+      "ssim": 0.7429275341033935,
+      "temporal_delta_mse": 0.00702781742438674
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 27.525534009366435,
+      "lpips_alex": 0.051348264683038,
+      "mode": "predictor",
+      "pixel_mae": 0.01789273587241769,
+      "pixel_mse": 0.0023264904760872014,
+      "pixel_rmse": 0.04823370684580651,
+      "psnr_db": 26.33298720990693,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4",
+      "ssim": 0.885228455543518,
+      "temporal_delta_mse": 0.0007935946923680604
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 29.083766519763667,
+      "lpips_alex": 0.0417136700078845,
+      "mode": "predictor",
+      "pixel_mae": 0.016253069203346966,
+      "pixel_mse": 0.001505503301799763,
+      "pixel_rmse": 0.03880081573626723,
+      "psnr_db": 28.223182876757352,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4",
+      "ssim": 0.8950317316055297,
+      "temporal_delta_mse": 0.0006686365813948214
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 26.934008155298084,
+      "lpips_alex": 0.09609213433414697,
+      "mode": "predictor",
+      "pixel_mae": 0.022197891894727945,
+      "pixel_mse": 0.0027384997023036702,
+      "pixel_rmse": 0.05233067649384699,
+      "psnr_db": 25.624873019463994,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4",
+      "ssim": 0.8720785188674927,
+      "temporal_delta_mse": 0.0039658499881625175
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 25.727891421356176,
+      "lpips_alex": 0.12624383462220432,
+      "mode": "predictor",
+      "pixel_mae": 0.028907689310610295,
+      "pixel_mse": 0.0039775962161365894,
+      "pixel_rmse": 0.06306818703702041,
+      "psnr_db": 24.003793061799872,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4",
+      "ssim": 0.8102032289505005,
+      "temporal_delta_mse": 0.0044607375748455524
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 25.144633267295596,
+      "lpips_alex": 0.05662686612829566,
+      "mode": "predictor",
+      "pixel_mae": 0.025954230923205614,
+      "pixel_mse": 0.004088967921677977,
+      "pixel_rmse": 0.06394503828818915,
+      "psnr_db": 23.883862965116677,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4",
+      "ssim": 0.8656853699684143,
+      "temporal_delta_mse": 0.00041925336699932814
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 25.308071198131742,
+      "lpips_alex": 0.05487484083138406,
+      "mode": "predictor",
+      "pixel_mae": 0.02632219711691141,
+      "pixel_mse": 0.003827233978314325,
+      "pixel_rmse": 0.061864642392196245,
+      "psnr_db": 24.17114986329303,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4",
+      "ssim": 0.8660076289176941,
+      "temporal_delta_mse": 0.000693035195581615
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 22.85912129018453,
+      "lpips_alex": 0.08561720131710172,
+      "mode": "predictor",
+      "pixel_mae": 0.03678967823088169,
+      "pixel_mse": 0.010996748258941806,
+      "pixel_rmse": 0.10486538160394882,
+      "psnr_db": 19.587357168393623,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4",
+      "ssim": 0.8727722506523132,
+      "temporal_delta_mse": 0.008203609846532345
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 21.536858752684413,
+      "lpips_alex": 0.15204477078840137,
+      "mode": "predictor",
+      "pixel_mae": 0.045526578787714246,
+      "pixel_mse": 0.010620711124851369,
+      "pixel_rmse": 0.10305683444028042,
+      "psnr_db": 19.738464034749516,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4",
+      "ssim": 0.7651400737762452,
+      "temporal_delta_mse": 0.011957470327615738
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 24.352598647504628,
+      "lpips_alex": 0.15506920300424099,
+      "mode": "predictor",
+      "pixel_mae": 0.04115812760591507,
+      "pixel_mse": 0.005338583741220646,
+      "pixel_rmse": 0.07306561257678365,
+      "psnr_db": 22.725739405278485,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4",
+      "ssim": 0.6395506873130798,
+      "temporal_delta_mse": 0.0022616370115429163
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 22.66975607707003,
+      "lpips_alex": 0.19961527156084777,
+      "mode": "predictor",
+      "pixel_mae": 0.05159071627631783,
+      "pixel_mse": 0.009598911791923456,
+      "pixel_rmse": 0.09797403631535988,
+      "psnr_db": 20.17777999205304,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4",
+      "ssim": 0.6519681551456451,
+      "temporal_delta_mse": 0.006478020455688238
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 24.557431136079032,
+      "lpips_alex": 0.24205393762886523,
+      "mode": "predictor",
+      "pixel_mae": 0.0424816846549511,
+      "pixel_mse": 0.006131004977622069,
+      "pixel_rmse": 0.07830073420870375,
+      "psnr_db": 22.124683312789116,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4",
+      "ssim": 0.6690015587806701,
+      "temporal_delta_mse": 0.007869147695600986
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 21.366455133673806,
+      "lpips_alex": 0.23781129413843155,
+      "mode": "predictor",
+      "pixel_mae": 0.05804970961809158,
+      "pixel_mse": 0.0129980831714347,
+      "pixel_rmse": 0.11400913635070963,
+      "psnr_db": 18.86120688419911,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4",
+      "ssim": 0.632914947271347,
+      "temporal_delta_mse": 0.012391487136483192
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.491600354809428,
+      "lpips_alex": 0.18313139718788446,
+      "pixel_mae": 0.043972145084291696,
+      "pixel_mse": 0.008282274191127726,
+      "pixel_rmse": 0.08793553378263082,
+      "psnr_db": 21.460840803636724,
+      "ssim": 0.7329085624888537,
+      "temporal_delta_mse": 0.007485471256586607
+    }
+  },
+  "summary_mean_by_action_id": {
+    "predictor": {
+      "0": {
+        "frame_psnr_mean_db": 24.795846584624144,
+        "lpips_alex": 0.13981036262633278,
+        "pixel_mae": 0.035663437123410406,
+        "pixel_mse": 0.005323285389182275,
+        "pixel_rmse": 0.07152964707032708,
+        "psnr_db": 23.089867436520166,
+        "ssim": 0.7574821973443031,
+        "temporal_delta_mse": 0.001992747012991458
+      },
+      "1": {
+        "frame_psnr_mean_db": 23.631729223386714,
+        "lpips_alex": 0.17308441070490516,
+        "pixel_mae": 0.043407048138324175,
+        "pixel_mse": 0.007842365099590097,
+        "pixel_rmse": 0.08567201220046824,
+        "psnr_db": 21.741588441721635,
+        "ssim": 0.7371802096366881,
+        "temporal_delta_mse": 0.005398924280598294
+      },
+      "2": {
+        "frame_psnr_mean_db": 23.17446316627023,
+        "lpips_alex": 0.21400524978898466,
+        "pixel_mae": 0.04601404534699396,
+        "pixel_mse": 0.009548290936523696,
+        "pixel_rmse": 0.0948034424693288,
+        "psnr_db": 20.766489771965418,
+        "ssim": 0.7379323573112488,
+        "temporal_delta_mse": 0.010275444481521845
+      },
+      "3": {
+        "frame_psnr_mean_db": 22.36436244495663,
+        "lpips_alex": 0.20562556563131515,
+        "pixel_mae": 0.05080404972843826,
+        "pixel_mse": 0.010415155339214832,
+        "pixel_rmse": 0.09973703339039912,
+        "psnr_db": 20.245417564339682,
+        "ssim": 0.6990394856631756,
+        "temporal_delta_mse": 0.01227476925123483
+      }
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.started b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.started
new file mode 100644
index 0000000000000000000000000000000000000000..b89be3b6010620a56fa1dc33fd6937fa341d141b
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.started
@@ -0,0 +1 @@
+2026-07-22T11:02:00Z
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_0.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_0.json
new file mode 100644
index 0000000000000000000000000000000000000000..fa4696eca0e38e1b4368ae99f425362e008e6fe2
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_0.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 25.78871673452133,
+      "lpips_alex": 0.06801177083328366,
+      "mode": "predictor",
+      "pixel_mae": 0.03174122517555952,
+      "pixel_mse": 0.00466521994228242,
+      "pixel_rmse": 0.0683024153473537,
+      "psnr_db": 23.311278765760207,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4",
+      "ssim": 0.8221514434814453,
+      "temporal_delta_mse": 0.0008646729402244091
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 23.168623837915852,
+      "lpips_alex": 0.14589384858682752,
+      "mode": "predictor",
+      "pixel_mae": 0.04440294499695301,
+      "pixel_mse": 0.009034369236498606,
+      "pixel_rmse": 0.09504929897952223,
+      "psnr_db": 20.44102163708552,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4",
+      "ssim": 0.7726336789131164,
+      "temporal_delta_mse": 0.0055604721419513226
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 23.64888797551083,
+      "lpips_alex": 0.17142130583152174,
+      "mode": "predictor",
+      "pixel_mae": 0.046335082199424504,
+      "pixel_mse": 0.010537561873323284,
+      "pixel_rmse": 0.10265262721101338,
+      "psnr_db": 19.772598623160516,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4",
+      "ssim": 0.8019757153987884,
+      "temporal_delta_mse": 0.009994329884648323
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 21.072502589214842,
+      "lpips_alex": 0.1899133547283709,
+      "mode": "predictor",
+      "pixel_mae": 0.060013340290635826,
+      "pixel_mse": 0.014171192617272026,
+      "pixel_rmse": 0.1190428184195587,
+      "psnr_db": 18.485935989194424,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4",
+      "ssim": 0.7110432491302491,
+      "temporal_delta_mse": 0.014595573768019676
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.419682784290714,
+      "lpips_alex": 0.14381006999500096,
+      "pixel_mae": 0.04562314816564322,
+      "pixel_mse": 0.009602085917344084,
+      "pixel_rmse": 0.09626178998936201,
+      "psnr_db": 20.502708753800164,
+      "ssim": 0.7769510217308998,
+      "temporal_delta_mse": 0.007753762183710933
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_1.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_1.json
new file mode 100644
index 0000000000000000000000000000000000000000..25b2ef9f2b5db57e26a8579f556b5c20a5fe31a2
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_1.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 23.368389227778952,
+      "lpips_alex": 0.10307138240337371,
+      "mode": "predictor",
+      "pixel_mae": 0.04926838098466396,
+      "pixel_mse": 0.006549385904450901,
+      "pixel_rmse": 0.0809282762972924,
+      "psnr_db": 21.837994192160444,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4",
+      "ssim": 0.7294751620292663,
+      "temporal_delta_mse": 0.0030462979339063168
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 21.854036789860874,
+      "lpips_alex": 0.10807244530320168,
+      "mode": "predictor",
+      "pixel_mae": 0.05988323760032654,
+      "pixel_mse": 0.009565940617816522,
+      "pixel_rmse": 0.09780562671859182,
+      "psnr_db": 20.192723194116454,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4",
+      "ssim": 0.6617870633602142,
+      "temporal_delta_mse": 0.005584296304732561
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 19.719687787518897,
+      "lpips_alex": 0.2529993479847908,
+      "mode": "predictor",
+      "pixel_mae": 0.07814819319546222,
+      "pixel_mse": 0.015575387126998975,
+      "pixel_rmse": 0.1248013907254201,
+      "psnr_db": 18.075611501243284,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4",
+      "ssim": 0.5378862071037293,
+      "temporal_delta_mse": 0.023532617837190628
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 19.538778550767404,
+      "lpips_alex": 0.19088721983879806,
+      "mode": "predictor",
+      "pixel_mae": 0.0831755898743868,
+      "pixel_mse": 0.01774471461074427,
+      "pixel_rmse": 0.13320928875549284,
+      "psnr_db": 17.50930981043108,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4",
+      "ssim": 0.5356430797576904,
+      "temporal_delta_mse": 0.031653422862291336
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 21.120223088981533,
+      "lpips_alex": 0.16375759888254107,
+      "pixel_mae": 0.06761885041370988,
+      "pixel_mse": 0.012358857065002667,
+      "pixel_rmse": 0.10918614562419929,
+      "psnr_db": 19.403909674487814,
+      "ssim": 0.6161978780627251,
+      "temporal_delta_mse": 0.01595415873453021
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_2.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_2.json
new file mode 100644
index 0000000000000000000000000000000000000000..9b20e275ecc2bbe01c448a3331821d020b8d7d2b
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_2.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 22.350499859439623,
+      "lpips_alex": 0.3140650331303477,
+      "mode": "predictor",
+      "pixel_mae": 0.05212211450561881,
+      "pixel_mse": 0.00954634175467072,
+      "pixel_rmse": 0.09770538242425911,
+      "psnr_db": 20.20163022147556,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4",
+      "ssim": 0.6308952999114991,
+      "temporal_delta_mse": 0.005918342154473066
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 21.44755924764093,
+      "lpips_alex": 0.3853984692767262,
+      "mode": "predictor",
+      "pixel_mae": 0.0634644811078906,
+      "pixel_mse": 0.012715651792474091,
+      "pixel_rmse": 0.11276369891270015,
+      "psnr_db": 18.956613733868352,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4",
+      "ssim": 0.6491781811714172,
+      "temporal_delta_mse": 0.010477416217327118
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 20.310351671657198,
+      "lpips_alex": 0.3455518518164754,
+      "mode": "predictor",
+      "pixel_mae": 0.06796855753660203,
+      "pixel_mse": 0.016264927344280294,
+      "pixel_rmse": 0.12753402426129387,
+      "psnr_db": 17.88747872378969,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4",
+      "ssim": 0.6219385859966278,
+      "temporal_delta_mse": 0.012688668444752693
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 24.23621737751331,
+      "lpips_alex": 0.20874700120091438,
+      "mode": "predictor",
+      "pixel_mae": 0.039887300662696364,
+      "pixel_mse": 0.00552271716739051,
+      "pixel_rmse": 0.07431498615616174,
+      "psnr_db": 22.57847197548881,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4",
+      "ssim": 0.7309892973899841,
+      "temporal_delta_mse": 0.0064580002799630165
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 22.086157039062766,
+      "lpips_alex": 0.3134405888561159,
+      "pixel_mae": 0.05586061345320195,
+      "pixel_mse": 0.011012409514703904,
+      "pixel_rmse": 0.1030795229386037,
+      "psnr_db": 19.906048663655604,
+      "ssim": 0.6582503411173821,
+      "temporal_delta_mse": 0.008885606774128973
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_3.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_3.json
new file mode 100644
index 0000000000000000000000000000000000000000..cf4295f52a44fe4179312d0fbc09b60b49c03614
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_3.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 25.89311490437607,
+      "lpips_alex": 0.2574959705322981,
+      "mode": "predictor",
+      "pixel_mae": 0.029527111999690533,
+      "pixel_mse": 0.003428507002652623,
+      "pixel_rmse": 0.05855345423331251,
+      "psnr_db": 24.64894959160459,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4",
+      "ssim": 0.740823395729065,
+      "temporal_delta_mse": 0.0008908050949685276
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 22.07410787694158,
+      "lpips_alex": 0.2778909557163715,
+      "mode": "predictor",
+      "pixel_mae": 0.04374463490396738,
+      "pixel_mse": 0.009456906494451687,
+      "pixel_rmse": 0.0972466271623427,
+      "psnr_db": 20.2425090504687,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4",
+      "ssim": 0.6848222827911377,
+      "temporal_delta_mse": 0.004942825064063072
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 24.633292675335422,
+      "lpips_alex": 0.34388504990935326,
+      "mode": "predictor",
+      "pixel_mae": 0.03320652981102466,
+      "pixel_mse": 0.00632170866872184,
+      "pixel_rmse": 0.07950917348785509,
+      "psnr_db": 21.991655221759455,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4",
+      "ssim": 0.7428601803779602,
+      "temporal_delta_mse": 0.0052199894562363625
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 22.110942309768717,
+      "lpips_alex": 0.3411992198675871,
+      "mode": "predictor",
+      "pixel_mae": 0.044614488489925865,
+      "pixel_mse": 0.009536361224716529,
+      "pixel_rmse": 0.09765429445096886,
+      "psnr_db": 20.206173067932355,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4",
+      "ssim": 0.6634544749259949,
+      "temporal_delta_mse": 0.009653644636273384
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.677864441605447,
+      "lpips_alex": 0.3051177990064025,
+      "pixel_mae": 0.03777319130115211,
+      "pixel_mse": 0.0071858708476356704,
+      "pixel_rmse": 0.08324088733361978,
+      "psnr_db": 21.772321732941275,
+      "ssim": 0.7079900834560394,
+      "temporal_delta_mse": 0.005176816062885337
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_4.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_4.json
new file mode 100644
index 0000000000000000000000000000000000000000..3e66f012ad16bdf476b8c26dcf650bc3c346b39a
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_4.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.943286026710524,
+      "lpips_alex": 0.11279441029578448,
+      "mode": "predictor",
+      "pixel_mae": 0.03764356992021203,
+      "pixel_mse": 0.006642786370415706,
+      "pixel_rmse": 0.08150329054961956,
+      "psnr_db": 21.77649714085843,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4",
+      "ssim": 0.7460477647781372,
+      "temporal_delta_mse": 0.0017473729094490409
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.447912239769042,
+      "lpips_alex": 0.17121578435599805,
+      "mode": "predictor",
+      "pixel_mae": 0.04159510390087962,
+      "pixel_mse": 0.007034403583442326,
+      "pixel_rmse": 0.08387135138676571,
+      "psnr_db": 21.52772718613061,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4",
+      "ssim": 0.7160129551887512,
+      "temporal_delta_mse": 0.008786692284047604
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 22.732924638577842,
+      "lpips_alex": 0.1744211694896221,
+      "mode": "predictor",
+      "pixel_mae": 0.04098474525287747,
+      "pixel_mse": 0.007820489539997652,
+      "pixel_rmse": 0.08843353176254838,
+      "psnr_db": 21.067660605123642,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4",
+      "ssim": 0.7849458413124084,
+      "temporal_delta_mse": 0.010729342699050903
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.325253424674337,
+      "lpips_alex": 0.19815782986581326,
+      "mode": "predictor",
+      "pixel_mae": 0.04625770079344511,
+      "pixel_mse": 0.008749866581172683,
+      "pixel_rmse": 0.09354072151300033,
+      "psnr_db": 20.57998569092229,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4",
+      "ssim": 0.7429275341033935,
+      "temporal_delta_mse": 0.00702781742438674
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.362344082432934,
+      "lpips_alex": 0.16414729850180448,
+      "pixel_mae": 0.04162027996685356,
+      "pixel_mse": 0.007561886518757091,
+      "pixel_rmse": 0.0868372238029835,
+      "psnr_db": 21.237967655758744,
+      "ssim": 0.7474835238456725,
+      "temporal_delta_mse": 0.007072806329233572
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_5.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_5.json
new file mode 100644
index 0000000000000000000000000000000000000000..70575c17dfc9d259584b808d094b3840171169ae
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_5.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 27.525534009366435,
+      "lpips_alex": 0.051348264683038,
+      "mode": "predictor",
+      "pixel_mae": 0.01789273587241769,
+      "pixel_mse": 0.0023264904760872014,
+      "pixel_rmse": 0.04823370684580651,
+      "psnr_db": 26.33298720990693,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4",
+      "ssim": 0.885228455543518,
+      "temporal_delta_mse": 0.0007935946923680604
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 29.083766519763667,
+      "lpips_alex": 0.0417136700078845,
+      "mode": "predictor",
+      "pixel_mae": 0.016253069203346966,
+      "pixel_mse": 0.001505503301799763,
+      "pixel_rmse": 0.03880081573626723,
+      "psnr_db": 28.223182876757352,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4",
+      "ssim": 0.8950317316055297,
+      "temporal_delta_mse": 0.0006686365813948214
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 26.934008155298084,
+      "lpips_alex": 0.09609213433414697,
+      "mode": "predictor",
+      "pixel_mae": 0.022197891894727945,
+      "pixel_mse": 0.0027384997023036702,
+      "pixel_rmse": 0.05233067649384699,
+      "psnr_db": 25.624873019463994,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4",
+      "ssim": 0.8720785188674927,
+      "temporal_delta_mse": 0.0039658499881625175
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 25.727891421356176,
+      "lpips_alex": 0.12624383462220432,
+      "mode": "predictor",
+      "pixel_mae": 0.028907689310610295,
+      "pixel_mse": 0.0039775962161365894,
+      "pixel_rmse": 0.06306818703702041,
+      "psnr_db": 24.003793061799872,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4",
+      "ssim": 0.8102032289505005,
+      "temporal_delta_mse": 0.0044607375748455524
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 27.31780002644609,
+      "lpips_alex": 0.07884947591181846,
+      "pixel_mae": 0.021312846570275726,
+      "pixel_mse": 0.0026370224240818063,
+      "pixel_rmse": 0.05060834652823529,
+      "psnr_db": 26.046209041982035,
+      "ssim": 0.8656354837417602,
+      "temporal_delta_mse": 0.002472204709192738
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_6.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_6.json
new file mode 100644
index 0000000000000000000000000000000000000000..4d1331c101e657501d96f6e3ef9c2fe644e32068
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_6.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 25.144633267295596,
+      "lpips_alex": 0.05662686612829566,
+      "mode": "predictor",
+      "pixel_mae": 0.025954230923205614,
+      "pixel_mse": 0.004088967921677977,
+      "pixel_rmse": 0.06394503828818915,
+      "psnr_db": 23.883862965116677,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4",
+      "ssim": 0.8656853699684143,
+      "temporal_delta_mse": 0.00041925336699932814
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 25.308071198131742,
+      "lpips_alex": 0.05487484083138406,
+      "mode": "predictor",
+      "pixel_mae": 0.02632219711691141,
+      "pixel_mse": 0.003827233978314325,
+      "pixel_rmse": 0.061864642392196245,
+      "psnr_db": 24.17114986329303,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4",
+      "ssim": 0.8660076289176941,
+      "temporal_delta_mse": 0.000693035195581615
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 22.85912129018453,
+      "lpips_alex": 0.08561720131710172,
+      "mode": "predictor",
+      "pixel_mae": 0.03678967823088169,
+      "pixel_mse": 0.010996748258941806,
+      "pixel_rmse": 0.10486538160394882,
+      "psnr_db": 19.587357168393623,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4",
+      "ssim": 0.8727722506523132,
+      "temporal_delta_mse": 0.008203609846532345
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 21.536858752684413,
+      "lpips_alex": 0.15204477078840137,
+      "mode": "predictor",
+      "pixel_mae": 0.045526578787714246,
+      "pixel_mse": 0.010620711124851369,
+      "pixel_rmse": 0.10305683444028042,
+      "psnr_db": 19.738464034749516,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4",
+      "ssim": 0.7651400737762452,
+      "temporal_delta_mse": 0.011957470327615738
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.71217112707407,
+      "lpips_alex": 0.0872909197662957,
+      "pixel_mae": 0.033648171264678235,
+      "pixel_mse": 0.007383415320946369,
+      "pixel_rmse": 0.08343297418115365,
+      "psnr_db": 21.84520850788821,
+      "ssim": 0.8424013308286666,
+      "temporal_delta_mse": 0.0053183421841822565
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_7.json b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_7.json
new file mode 100644
index 0000000000000000000000000000000000000000..ada5edd384ea2384a61411ac8276438d4a521081
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_7.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 24.352598647504628,
+      "lpips_alex": 0.15506920300424099,
+      "mode": "predictor",
+      "pixel_mae": 0.04115812760591507,
+      "pixel_mse": 0.005338583741220646,
+      "pixel_rmse": 0.07306561257678365,
+      "psnr_db": 22.725739405278485,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4",
+      "ssim": 0.6395506873130798,
+      "temporal_delta_mse": 0.0022616370115429163
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 22.66975607707003,
+      "lpips_alex": 0.19961527156084777,
+      "mode": "predictor",
+      "pixel_mae": 0.05159071627631783,
+      "pixel_mse": 0.009598911791923456,
+      "pixel_rmse": 0.09797403631535988,
+      "psnr_db": 20.17777999205304,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4",
+      "ssim": 0.6519681551456451,
+      "temporal_delta_mse": 0.006478020455688238
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 24.557431136079032,
+      "lpips_alex": 0.24205393762886523,
+      "mode": "predictor",
+      "pixel_mae": 0.0424816846549511,
+      "pixel_mse": 0.006131004977622069,
+      "pixel_rmse": 0.07830073420870375,
+      "psnr_db": 22.124683312789116,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4",
+      "ssim": 0.6690015587806701,
+      "temporal_delta_mse": 0.007869147695600986
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 21.366455133673806,
+      "lpips_alex": 0.23781129413843155,
+      "mode": "predictor",
+      "pixel_mae": 0.05804970961809158,
+      "pixel_mse": 0.0129980831714347,
+      "pixel_rmse": 0.11400913635070963,
+      "psnr_db": 18.86120688419911,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4",
+      "ssim": 0.632914947271347,
+      "temporal_delta_mse": 0.012391487136483192
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.236560248581874,
+      "lpips_alex": 0.20863742658309642,
+      "pixel_mae": 0.04832005953881889,
+      "pixel_mse": 0.008516645920550217,
+      "pixel_rmse": 0.09083737986288923,
+      "psnr_db": 20.972352398579936,
+      "ssim": 0.6483588371276855,
+      "temporal_delta_mse": 0.007250073074828833
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0c3ecba7d2729d1988a1064cf4f63458d8c06f14
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f2eeffa835d9a5f2a855a71cc7655b5a1baab58558f8015fc3f34a0b4edb181b
+size 555126
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..83c5970424b44c8602eddd12a8efa28e67a6e353
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5fc7b1ed9a3de04764d7b40267c543209aaaf7cccf6d76e52d777a7eb221c33a
+size 919924
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..6e2e6d0967e35c708a68edb69c1dec749caafd9a
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e3749e963763a3d294f0572da977419481ee50aea0c71de434db10d22147a143
+size 761436
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..7f7c1c3815dacbd1d78c81bbc6d476a98314373b
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b17fccfee0a9502aaa7fb3e3aba14c2a90c78520cc1dbb638a45fa6757aecc0f
+size 1232027
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..581befa61cec8a053250ba8c6ef7b2db6a1d4460
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1eeb4fcf63f6d8b2a0682fa2bc5b3db82552752b7f647b5326513e069ef5734f
+size 1795987
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..3df143cf7c0a654e3dfaa18ac5eda9d427f0511b
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b2fa90e8bef170af4f0e8a306f93f2d9ce10f86d6dd4d7a4ac6e9a1d8241cdf7
+size 2020419
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..87df7ec1abf03f8469e13b5284212b6a3b39ee0e
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bcb48fe7113b1738db1b25f41054690458222347d6cdd5ecedf44dcccae3d7c6
+size 3061623
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..28470efdff2c294ad436e97c3326e36b2d38f08f
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:070f87afa9ccca3d9d75f86276d9e7ad2fb56a2c7c587b6f7bde08235e8de63d
+size 3405570
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..5009783f2d5f4916003321bf2a301f800cc91498
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f2d00f286b028a96e5dbf6caf3f81268edc360fa892daed4a727c8f10f1ede66
+size 1680504
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..81978075f342d663b8c94547ca41dfa632663a38
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:31b72caa60fdc891c22cb31f7cf051b8654eca9973d6b4f7d7da25e222dfeaff
+size 1618424
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..1324591cda742327bf1028a13a9f3d6ab04e50ae
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3effd5ae9fa19c50fdeba08cc40866cf9d9d0a45872565bdc8e04eaf7d7a2731
+size 1721649
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..5793786ec8d57341a53c175780371b1cab3664af
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c169c1127cbb554eda1b4682613f13fad56c82d92d2398199269131234c085b7
+size 1372634
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..3e2b17adb62d4a14ea0bbfe617ca1f15c6a36dc2
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2c113f9ed43fd25f8565fe0e287197cde574d514e860770410fabb8cfde4192e
+size 1241885
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..f0f3c2ac75c441a98c99dacb9cd3226c7ac80172
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a2a5b173f6a13ff00aedc8db3082cdbd901a142ffff3a45172de19607d8c99fe
+size 1597540
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..6513ed581289317a7941c5e74cb06ae9847b1629
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:150d90804efa07ab483776038bf4c89cb7f2c4a46861e4d86b6db4e818e5ff40
+size 1320129
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..bfcd5253a4ebea4bb5625e6f3ec051c73f603088
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4a444f4bd18ce1f7472cc268495ebc2c4a1abfb551354ef243a0a3ac3d4f61b9
+size 2168551
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..d6b1d86900fdb58d555b071fb0f9059c354d120e
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e4f51511850461da2c9928ad6ef7c3120ca5a333a48fb4f3c5b4ba4b49680054
+size 1262392
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..407be76905cf4af994eeffb627e8904398adf4fb
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fbbfd437e543aa3a035faf844e5610cc6a0790579ef6d3c2a23bbd4bdc727f3f
+size 1501122
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..2311244511d2e98bccd358c4780a88b73c323766
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c29c2bf54025d4528347092e0b43e01dddf334b01a60141c59d05b19b7f8f331
+size 1424694
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..b536a77d0663d5c573e7da0f3508b90cabd5db12
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:eca9ef8efb759ac6746595e629d7e9e8b430206b9d94d27acc976719c1afd5f5
+size 1808588
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..b1562c0148a6cb4f185c9942b71689e76e1fbcc2
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2a5b2415e5ee23133c65af9a5c5f73f9479ee8030590dc7ecb76bee3074ec4ef
+size 854238
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..542aa4c9d5fd6b2e1156e2ebbdc924c7df28ef62
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:392681f1cdd0ad1fbee3c6b24eb7636ef16988ada9762d99afeb7e4713addf2f
+size 815780
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..40e59d8bd01ecc38effac675066c91d6ad512260
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1324a9e65f639387c4f325b48509416ac0ffea4b29b486ff45bd987cceffbea7
+size 1175071
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..53a718c2919c73a2e9cbf7262d17b81dcafe8175
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9a02bc35fa1ee0e985d1677b3ce7a7ca12f94030ceeb86b0e3159dff65a22eeb
+size 1417247
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..3c1f05e75aa64c370e692f8669ba10585c6f71bf
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d73ede2ad6bd40e74f744c83a21c2b3c0d6eeaa3e82555140e44242ceed75869
+size 858106
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..4ad80a28dfd0342b023d53415f5e9822e2605138
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2086bc03cf6b23586a582013cb0633730f59dd85ee9c412b7c8570b4d5043839
+size 948557
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..3ed836d91fc6f371c6bf14bcc0f4cdc848ee0c86
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:657a1ce977195bc7ffca4f6daf5b419473e27ab80280a68a3a4b6be0ff0d7e3d
+size 1044165
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..a6d1e3e0101b8a1e21b6d7a9881b6f8f7e5b61f4
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:92969ca787f6a4851d91eb7a42983ba125c53b5ee4e1b7ece27ed3bfd05fd294
+size 1947172
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..b1421344f27703db14fd77763d89525f65043dd7
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2046c4d858bcfe678d0c2b92cbc0adc4fc9240867ed3639756b889d6a6af791b
+size 1380872
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..8d052ac396a31251e9215c583ded638eabd35b4d
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:82c94b4fa430c3961f6965e34177791c3d946cb7bc495e436ef4f367c29c56d1
+size 1552563
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..8e89a9205ccaa2f2ecef5bb33b3c90f319e78a1c
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a6a02395e1e15803e77e9e2759418716c9c2abd86ac01aac90272573df5688aa
+size 1398720
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4 b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..50cd8ef9f01640fa2349e91744da4a074c4d8d5a
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3dcb831ee67f5ed313353094d05aed00de58184695328de4de619560051d2a59
+size 1961644
diff --git a/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/sync.completed b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/sync.completed
new file mode 100644
index 0000000000000000000000000000000000000000..3fcb08ef5df8e248631617948aee23d80366451b
--- /dev/null
+++ b/outputs/predictor_v4/eval_detached-timestep-rollout-offline-ffff-targets-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/sync.completed
@@ -0,0 +1 @@
+2026-07-22T11:02:52Z
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.completed b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.completed
new file mode 100644
index 0000000000000000000000000000000000000000..51f206517c706fe52200fdbdd86d8472153116df
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.completed
@@ -0,0 +1 @@
+2026-07-22T09:23:13Z
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.started b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.started
new file mode 100644
index 0000000000000000000000000000000000000000..b1341c6cc01f5c574258cc03923084115e9b8527
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.started
@@ -0,0 +1 @@
+2026-07-22T09:13:09Z
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.log
new file mode 100644
index 0000000000000000000000000000000000000000..de1555af70cfee61d005a1e16ec808cfb4dae896
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:09<00:36,  9.15s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:11<00:15,  5.29s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:13<00:07,  3.73s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:15<00:03,  3.01s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:15<00:00,  3.11s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FAFA42AE890>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.05it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.13it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.51it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.92it/s]
100%|██████████| 4/4 [00:01<00:00,  2.71it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.49it/s]
100%|██████████| 4/4 [00:01<00:00,  2.31it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.01it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 4, "elapsed_s": 96.064082975965, "end_to_end_s": 96.064082975965, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.861765851965174, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4", "video_validate_s": 0.13361367100151256, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FAFA417FE20>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.17it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.19it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.41it/s]
100%|██████████| 4/4 [00:01<00:00,  2.88it/s]
100%|██████████| 4/4 [00:01<00:00,  2.67it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 4, "elapsed_s": 85.0620064450195, "end_to_end_s": 85.0620064450195, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8960162489674985, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4", "video_validate_s": 0.14674220699816942, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FAFA42ACFD0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 4, "elapsed_s": 81.0753806050052, "end_to_end_s": 81.0753806050052, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9300008220016025, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4", "video_validate_s": 0.13719669199781492, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FAFA42AE9E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.12it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.15it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.88it/s]
100%|██████████| 4/4 [00:01<00:00,  2.67it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.19it/s]
100%|██████████| 4/4 [00:01<00:00,  2.45it/s]
100%|██████████| 4/4 [00:01<00:00,  2.27it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.16it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.92it/s]
100%|██████████| 4/4 [00:02<00:00,  1.79it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 4, "elapsed_s": 82.16558049799642, "end_to_end_s": 82.16558049799642, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7994247330352664, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4", "video_validate_s": 0.157071070978418, "worker_id": 0}
+[rank0]:[W722 09:21:56.831845694 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.pid
new file mode 100644
index 0000000000000000000000000000000000000000..3fc14eebcbd25da9a703f4fdfa767bfb0a0605a1
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.pid
@@ -0,0 +1 @@
+250301
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.log
new file mode 100644
index 0000000000000000000000000000000000000000..6183b2307c62311b59722a5a2d5c75e1ea73a4b3
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:08<00:32,  8.13s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:10<00:15,  5.01s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:14<00:08,  4.13s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:16<00:03,  3.67s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:16<00:00,  3.40s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FE624369210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
 50%|█████     | 2/4 [00:01<00:01,  1.71it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  1.80it/s]
100%|██████████| 4/4 [00:02<00:00,  1.93it/s]
100%|██████████| 4/4 [00:02<00:00,  1.86it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.52it/s]
100%|██████████| 4/4 [00:01<00:00,  2.34it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.24it/s]
100%|██████████| 4/4 [00:01<00:00,  2.71it/s]
100%|██████████| 4/4 [00:01<00:00,  2.49it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.13it/s]
100%|██████████| 4/4 [00:02<00:00,  1.98it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 11, "elapsed_s": 97.41485284996452, "end_to_end_s": 97.41485284996452, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9183473250013776, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4", "video_validate_s": 0.2312670829705894, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FE6243691E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.17it/s]
 50%|█████     | 2/4 [00:01<00:01,  1.92it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  1.67it/s]
100%|██████████| 4/4 [00:02<00:00,  1.57it/s]
100%|██████████| 4/4 [00:02<00:00,  1.66it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.19it/s]
100%|██████████| 4/4 [00:01<00:00,  2.81it/s]
100%|██████████| 4/4 [00:01<00:00,  2.55it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.48it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.92it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 11, "elapsed_s": 93.64644742297241, "end_to_end_s": 93.64644742297241, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.848186168994289, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4", "video_validate_s": 0.23415849200682715, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FE624368F40>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.17it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.92it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.28s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.70it/s]
100%|██████████| 4/4 [00:02<00:00,  1.50it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 11, "elapsed_s": 94.20779828395462, "end_to_end_s": 94.20779828395462, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.859014879039023, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4", "video_validate_s": 0.29469316598260775, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FE6243691B0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.39it/s]
100%|██████████| 4/4 [00:01<00:00,  2.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.98it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.26s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.74it/s]
100%|██████████| 4/4 [00:02<00:00,  1.49it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.27s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.72it/s]
100%|██████████| 4/4 [00:02<00:00,  1.49it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.92it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 11, "elapsed_s": 91.96472896100022, "end_to_end_s": 91.96472896100022, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1314070370281115, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4", "video_validate_s": 0.31575886998325586, "worker_id": 1}
+[rank0]:[W722 09:22:12.484809676 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.pid
new file mode 100644
index 0000000000000000000000000000000000000000..a9180733f9b5586a0a4d713b377f69b82ff6f96b
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.pid
@@ -0,0 +1 @@
+250302
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.log
new file mode 100644
index 0000000000000000000000000000000000000000..58561125cafbf0dddaf034ec312d0aded0a22387
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:07<00:28,  7.14s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:09<00:13,  4.35s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:11<00:06,  3.25s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:13<00:02,  2.80s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:13<00:00,  2.72s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F6B103BD2D0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.06it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.13it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.52it/s]
100%|██████████| 4/4 [00:01<00:00,  3.26it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.86it/s]
100%|██████████| 4/4 [00:01<00:00,  2.66it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 17, "elapsed_s": 89.9655740330345, "end_to_end_s": 89.9655740330345, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.897657704015728, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4", "video_validate_s": 0.24004371097544208, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F6B103BF9D0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.32it/s]
100%|██████████| 4/4 [00:01<00:00,  2.79it/s]
100%|██████████| 4/4 [00:01<00:00,  2.58it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:01<00:00,  2.45it/s]
100%|██████████| 4/4 [00:01<00:00,  2.27it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.98it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.16it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 17, "elapsed_s": 88.6302877140115, "end_to_end_s": 88.6302877140115, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.787773599033244, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4", "video_validate_s": 0.18757457996252924, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F6B103BE7A0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.47it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.48it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.92it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 17, "elapsed_s": 87.11690870497841, "end_to_end_s": 87.11690870497841, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.843061434046831, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4", "video_validate_s": 0.2138332260074094, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F6B103BE8F0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.46it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.88it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:02<00:00,  2.12it/s]
100%|██████████| 4/4 [00:02<00:00,  1.97it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.08s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.16it/s]
100%|██████████| 4/4 [00:02<00:00,  1.74it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 17, "elapsed_s": 87.57721869199304, "end_to_end_s": 87.57721869199304, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0356517559848726, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4", "video_validate_s": 0.1776903159916401, "worker_id": 2}
+[rank0]:[W722 09:21:48.451266280 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.pid
new file mode 100644
index 0000000000000000000000000000000000000000..4479d8de4649f5251350595f92ee2160f6815fcf
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.pid
@@ -0,0 +1 @@
+250303
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.log
new file mode 100644
index 0000000000000000000000000000000000000000..461dd2a5428f737ff71554737302454f351ed3c7
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:07<00:28,  7.01s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:09<00:12,  4.13s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:11<00:06,  3.15s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:13<00:02,  2.88s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:13<00:00,  2.72s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FF2782512D0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.98it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.09it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.12it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 28, "elapsed_s": 99.69318378600292, "end_to_end_s": 99.69318378600292, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.901007461012341, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4", "video_validate_s": 0.20795838796766475, "worker_id": 3}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FF2782512D0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
 75%|███████▌  | 3/4 [00:00<00:00,  4.56it/s]
100%|██████████| 4/4 [00:01<00:00,  2.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.27it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 28, "elapsed_s": 78.64326354500372, "end_to_end_s": 78.64326354500372, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8993304570321925, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4", "video_validate_s": 0.23115742503432557, "worker_id": 3}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FF2782511E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.47it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.41it/s]
100%|██████████| 4/4 [00:01<00:00,  2.87it/s]
100%|██████████| 4/4 [00:01<00:00,  2.67it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:02<00:00,  2.13it/s]
100%|██████████| 4/4 [00:02<00:00,  1.98it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:02<00:00,  1.89it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.07it/s]
100%|██████████| 4/4 [00:02<00:00,  1.67it/s]
100%|██████████| 4/4 [00:02<00:00,  1.73it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 28, "elapsed_s": 77.68780479801353, "end_to_end_s": 77.68780479801353, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.92601801402634, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4", "video_validate_s": 0.22637627797666937, "worker_id": 3}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FF278251060>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.11it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.14it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.70it/s]
100%|██████████| 4/4 [00:01<00:00,  3.44it/s]
100%|██████████| 4/4 [00:01<00:00,  3.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.41it/s]
100%|██████████| 4/4 [00:01<00:00,  2.86it/s]
100%|██████████| 4/4 [00:01<00:00,  2.65it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:01<00:00,  2.45it/s]
100%|██████████| 4/4 [00:01<00:00,  2.27it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 28, "elapsed_s": 79.82000024802983, "end_to_end_s": 79.82000024802983, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.093153062975034, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4", "video_validate_s": 0.2680972759844735, "worker_id": 3}
+[rank0]:[W722 09:21:27.961136394 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.pid
new file mode 100644
index 0000000000000000000000000000000000000000..e5aa00f9a632c744464d628efa4aa5baac9877ef
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.pid
@@ -0,0 +1 @@
+250304
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.log
new file mode 100644
index 0000000000000000000000000000000000000000..f30cc14be973d6892f4a357541446808e14da363
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:09<00:36,  9.04s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:11<00:15,  5.28s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:14<00:08,  4.19s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:16<00:03,  3.45s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:16<00:00,  3.38s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F5D701B92D0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.07it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.13it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:04,  1.42s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.45it/s]
100%|██████████| 4/4 [00:02<00:00,  1.35it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 58, "elapsed_s": 112.51215073699132, "end_to_end_s": 112.51215073699132, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9076694510295056, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4", "video_validate_s": 0.16425568901468068, "worker_id": 4}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F5D701BB9D0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  3.54it/s]
100%|██████████| 4/4 [00:02<00:00,  1.97it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.26s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.73it/s]
100%|██████████| 4/4 [00:02<00:00,  1.41it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 58, "elapsed_s": 102.81915871502133, "end_to_end_s": 102.81915871502133, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8949555740109645, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4", "video_validate_s": 0.17301063903141767, "worker_id": 4}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F5D701BA7A0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.46it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.48it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.04it/s]
100%|██████████| 4/4 [00:02<00:00,  2.13it/s]
100%|██████████| 4/4 [00:02<00:00,  1.97it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:02<00:00,  1.87it/s]
100%|██████████| 4/4 [00:02<00:00,  1.74it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:02<00:00,  1.74it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 58, "elapsed_s": 99.34993433702039, "end_to_end_s": 99.34993433702039, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8419166959938593, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4", "video_validate_s": 0.18165463797049597, "worker_id": 4}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F5D701BB9D0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.42it/s]
100%|██████████| 4/4 [00:01<00:00,  3.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.88it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.89it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 58, "elapsed_s": 106.64160501398146, "end_to_end_s": 106.64160501398146, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.2932637900230475, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4", "video_validate_s": 0.19044291297905147, "worker_id": 4}
+[rank0]:[W722 09:23:09.485779013 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.pid
new file mode 100644
index 0000000000000000000000000000000000000000..e5cd74a4e91f5b12f6e500ccd29580cba5b0a469
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.pid
@@ -0,0 +1 @@
+250305
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..cf86beae0d5c32eb34f9269f71eae45f9a0d5d17
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:11<00:46, 11.64s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:15<00:21,  7.04s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:18<00:10,  5.12s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:21<00:04,  4.18s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:21<00:00,  4.21s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F1C301B9060>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.09it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.15it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.45it/s]
100%|██████████| 4/4 [00:01<00:00,  2.28it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.92it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 80, "elapsed_s": 110.78517431998625, "end_to_end_s": 110.78517431998625, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8134612399735488, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4", "video_validate_s": 0.13463783799670637, "worker_id": 5}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F1C301B9000>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.17it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.47it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.71it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.48it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.92it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.92it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 80, "elapsed_s": 104.13472303998424, "end_to_end_s": 104.13472303998424, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.939922988996841, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4", "video_validate_s": 0.12265293102245778, "worker_id": 5}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F1C301B91E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.04it/s]
100%|██████████| 4/4 [00:02<00:00,  2.13it/s]
100%|██████████| 4/4 [00:02<00:00,  1.98it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.22s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.75it/s]
100%|██████████| 4/4 [00:02<00:00,  1.48it/s]
100%|██████████| 4/4 [00:02<00:00,  1.53it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 80, "elapsed_s": 102.99578352598473, "end_to_end_s": 102.99578352598473, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8928069319808856, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4", "video_validate_s": 0.17043168400414288, "worker_id": 5}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F1C301B9060>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.79it/s]
100%|██████████| 4/4 [00:02<00:00,  1.68it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 80, "elapsed_s": 103.22169306600699, "end_to_end_s": 103.22169306600699, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.3340130109572783, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4", "video_validate_s": 0.1826565390219912, "worker_id": 5}
+[rank0]:[W722 09:23:09.521322395 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.pid
new file mode 100644
index 0000000000000000000000000000000000000000..a5530a03fa62493781663cccb9d3fe53f61d556c
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.pid
@@ -0,0 +1 @@
+250306
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.log
new file mode 100644
index 0000000000000000000000000000000000000000..fec71bd7258ed6c488646d4b39372e87f11848f1
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:08<00:34,  8.62s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:11<00:15,  5.09s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:13<00:07,  3.60s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:14<00:02,  2.86s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:14<00:00,  2.96s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F7E4C2B1210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.06it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.14it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.51it/s]
100%|██████████| 4/4 [00:01<00:00,  3.26it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.45it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.48it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 94, "elapsed_s": 87.04494123603217, "end_to_end_s": 87.04494123603217, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.769498764013406, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4", "video_validate_s": 0.14212185697397217, "worker_id": 6}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F7E4C2B1240>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.18it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.45it/s]
100%|██████████| 4/4 [00:01<00:00,  2.28it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.89it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 94, "elapsed_s": 75.23129865602823, "end_to_end_s": 75.23129865602823, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.6973426429904066, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4", "video_validate_s": 0.15334677102509886, "worker_id": 6}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F7E4C2B0FA0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 94, "elapsed_s": 73.97664964897558, "end_to_end_s": 73.97664964897558, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9700049820239656, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4", "video_validate_s": 0.20998035598313436, "worker_id": 6}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F7E4C2B1150>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
 75%|███████▌  | 3/4 [00:00<00:00,  3.84it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.08s/it]
100%|██████████| 4/4 [00:02<00:00,  1.88it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.16it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 94, "elapsed_s": 76.82655902398983, "end_to_end_s": 76.82655902398983, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9054917889880016, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4", "video_validate_s": 0.2282617409946397, "worker_id": 6}
+[rank0]:[W722 09:21:24.819080732 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.pid
new file mode 100644
index 0000000000000000000000000000000000000000..2f32d8d33c71049d55fd4a8d43da21d70bfcd422
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.pid
@@ -0,0 +1 @@
+250307
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.log
new file mode 100644
index 0000000000000000000000000000000000000000..e19be557962f36ccffb62cfc045d4ce1b8b5909f
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:11<00:44, 11.09s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:14<00:19,  6.51s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:17<00:10,  5.16s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:21<00:04,  4.67s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:21<00:00,  4.37s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F0F38159210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.01it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.08it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.12it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.11it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.51it/s]
100%|██████████| 4/4 [00:01<00:00,  3.26it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.48it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 96, "elapsed_s": 86.26365465699928, "end_to_end_s": 86.26365465699928, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8708197390078567, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4", "video_validate_s": 0.17865577299380675, "worker_id": 7}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F0F38159240>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.70it/s]
100%|██████████| 4/4 [00:01<00:00,  3.43it/s]
100%|██████████| 4/4 [00:01<00:00,  3.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 96, "elapsed_s": 73.516902673, "end_to_end_s": 73.516902673, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7595777380047366, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4", "video_validate_s": 0.16908336500637233, "worker_id": 7}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F0F38158FA0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.15it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.47it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 96, "elapsed_s": 70.94194148405222, "end_to_end_s": 70.94194148405222, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7857140029664151, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4", "video_validate_s": 0.1750673740170896, "worker_id": 7}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F0F38159150>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.47it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.88it/s]
100%|██████████| 4/4 [00:01<00:00,  2.67it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.88it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 96, "elapsed_s": 69.73783098696731, "end_to_end_s": 69.73783098696731, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8072426399448887, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4", "video_validate_s": 0.1982634739833884, "worker_id": 7}
+[rank0]:[W722 09:21:03.075119617 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.pid
new file mode 100644
index 0000000000000000000000000000000000000000..eac5f1a37f8f14091a20c4dc5b3baad9baf42995
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.pid
@@ -0,0 +1 @@
+250308
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_merge.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_merge.log
new file mode 100644
index 0000000000000000000000000000000000000000..3c78ba8d94d2a85da5941dd2d77d722318d7e5b8
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_merge.log
@@ -0,0 +1,13 @@
+{
+  "predictor": {
+    "frame_psnr_mean_db": 26.176012336877996,
+    "lpips_alex": 0.08101186626701384,
+    "pixel_mae": 0.031013250523770696,
+    "pixel_mse": 0.004970565044673094,
+    "pixel_rmse": 0.06676521039016019,
+    "psnr_db": 24.0447750591052,
+    "ssim": 0.8129346885159615,
+    "temporal_delta_mse": 0.005789104030554881
+  }
+}
+/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.json
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.log
new file mode 100644
index 0000000000000000000000000000000000000000..019514955d4165153d6aeefb9a94ed4905a51115
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4", "case_id": 4, "frame_psnr_mean_db": 29.42944724959528, "lpips_alex": 0.03222929873690009, "mode": "predictor", "pixel_mae": 0.018893404189497233, "pixel_mse": 0.001751856926624896, "pixel_rmse": 0.041855189960444524, "psnr_db": 27.56501365356611, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4", "ssim": 0.9165731911659241, "temporal_delta_mse": 0.0005537888500839472}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4", "case_id": 4, "frame_psnr_mean_db": 22.984784080290034, "lpips_alex": 0.11567020257934928, "mode": "predictor", "pixel_mae": 0.05111318985000253, "pixel_mse": 0.012080713027506136, "pixel_rmse": 0.10991229698039312, "psnr_db": 19.179074320416508, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4", "ssim": 0.7433909077644348, "temporal_delta_mse": 0.006854606792330742}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4", "case_id": 4, "frame_psnr_mean_db": 30.887014540277196, "lpips_alex": 0.03515330557152629, "mode": "predictor", "pixel_mae": 0.013628787901252508, "pixel_mse": 0.0015033702382352204, "pixel_rmse": 0.03877331863840417, "psnr_db": 28.22934051601002, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4", "ssim": 0.9480094337463378, "temporal_delta_mse": 0.001998822670429945}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4", "case_id": 4, "frame_psnr_mean_db": 23.546532204142398, "lpips_alex": 0.09183603191748262, "mode": "predictor", "pixel_mae": 0.04087257187813521, "pixel_mse": 0.008624112716934178, "pixel_rmse": 0.092866101010725, "psnr_db": 20.642855759023938, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4", "ssim": 0.7993623700141906, "temporal_delta_mse": 0.009908890351653099}
+[rank0]:[W722 09:24:06.880219185 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.pid
new file mode 100644
index 0000000000000000000000000000000000000000..6cc540f6e47c1019154369c3ff81c1c39c0777fc
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.pid
@@ -0,0 +1 @@
+260505
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.log
new file mode 100644
index 0000000000000000000000000000000000000000..884a8462bf7cdd18ed1778cb7ad50c0cbcdc9d44
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4", "case_id": 11, "frame_psnr_mean_db": 27.373893856389348, "lpips_alex": 0.0394099500477314, "mode": "predictor", "pixel_mae": 0.02759213551133871, "pixel_mse": 0.0023447331632487477, "pixel_rmse": 0.048422444829322155, "psnr_db": 26.2990657398192, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4", "ssim": 0.8843918886184693, "temporal_delta_mse": 0.0017273875419050455}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4", "case_id": 11, "frame_psnr_mean_db": 26.388826490792717, "lpips_alex": 0.04047268094867468, "mode": "predictor", "pixel_mae": 0.032655557975173, "pixel_mse": 0.0032927200498525052, "pixel_rmse": 0.05738222764804888, "psnr_db": 24.824451918427766, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4", "ssim": 0.8676463060379028, "temporal_delta_mse": 0.002683371538296342}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4", "case_id": 11, "frame_psnr_mean_db": 21.089285058334035, "lpips_alex": 0.11362450973317027, "mode": "predictor", "pixel_mae": 0.06613451716303825, "pixel_mse": 0.013524520488921552, "pixel_rmse": 0.11629497189870916, "psnr_db": 18.68878123833745, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4", "ssim": 0.6255200481414795, "temporal_delta_mse": 0.02487247996032238}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4", "case_id": 11, "frame_psnr_mean_db": 22.89496994401277, "lpips_alex": 0.07010790440812707, "mode": "predictor", "pixel_mae": 0.05299343782290816, "pixel_mse": 0.00918801073008217, "pixel_rmse": 0.09585411170149234, "psnr_db": 20.367785062923403, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4", "ssim": 0.7296945760250092, "temporal_delta_mse": 0.017679942771792412}
+[rank0]:[W722 09:24:07.949857751 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.pid
new file mode 100644
index 0000000000000000000000000000000000000000..3c0df6f7ce6ac2d4c8aff11510fd7028dc1fc257
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.pid
@@ -0,0 +1 @@
+260506
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.log
new file mode 100644
index 0000000000000000000000000000000000000000..2519bb4833690dec20fdc1e960690e8c743b4a7b
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4", "case_id": 17, "frame_psnr_mean_db": 23.654404385880895, "lpips_alex": 0.15186556731909515, "mode": "predictor", "pixel_mae": 0.041542432449758054, "pixel_mse": 0.007234114853781648, "pixel_rmse": 0.08505359988725726, "psnr_db": 21.406146003618435, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4", "ssim": 0.6841185297966004, "temporal_delta_mse": 0.00602333340793848}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4", "case_id": 17, "frame_psnr_mean_db": 24.04185108950286, "lpips_alex": 0.14753816472738981, "mode": "predictor", "pixel_mae": 0.04093671157583594, "pixel_mse": 0.006381203217606526, "pixel_rmse": 0.07988243372360739, "psnr_db": 21.950974244921973, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4", "ssim": 0.7296277132034302, "temporal_delta_mse": 0.00859949178993702}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4", "case_id": 17, "frame_psnr_mean_db": 23.91134457074248, "lpips_alex": 0.1327616044059396, "mode": "predictor", "pixel_mae": 0.04020415491238236, "pixel_mse": 0.006989550093421713, "pixel_rmse": 0.08360352919238345, "psnr_db": 21.555507782218047, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4", "ssim": 0.737591558933258, "temporal_delta_mse": 0.010389217175543308}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4", "case_id": 17, "frame_psnr_mean_db": 25.612131907227198, "lpips_alex": 0.09074237503111363, "mode": "predictor", "pixel_mae": 0.03345388121157884, "pixel_mse": 0.004225212523364462, "pixel_rmse": 0.06500163477455365, "psnr_db": 23.741514416484456, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4", "ssim": 0.7580704135894776, "temporal_delta_mse": 0.00661383057013154}
+[rank0]:[W722 09:24:06.322704941 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.pid
new file mode 100644
index 0000000000000000000000000000000000000000..4ae63d449a15cbe4bc5e4b47dd254285dbefe065
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.pid
@@ -0,0 +1 @@
+260507
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.log
new file mode 100644
index 0000000000000000000000000000000000000000..624de8e502a033e3b01563dbd81eb280874fadb2
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4", "case_id": 28, "frame_psnr_mean_db": 26.2748937950378, "lpips_alex": 0.11581408371776343, "mode": "predictor", "pixel_mae": 0.027365634057670833, "pixel_mse": 0.003505305936327204, "pixel_rmse": 0.05920562419506448, "psnr_db": 24.552740716601225, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4", "ssim": 0.7704764275550843, "temporal_delta_mse": 0.0011611030204221606}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4", "case_id": 28, "frame_psnr_mean_db": 22.128517693629966, "lpips_alex": 0.15038986198604107, "mode": "predictor", "pixel_mae": 0.042990735918283465, "pixel_mse": 0.01005555092659779, "pixel_rmse": 0.10027736996250844, "psnr_db": 19.97594130156569, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4", "ssim": 0.6980378179550171, "temporal_delta_mse": 0.0063348375260829926}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4", "case_id": 28, "frame_psnr_mean_db": 26.345341052157323, "lpips_alex": 0.19559522430598736, "mode": "predictor", "pixel_mae": 0.026540825217962263, "pixel_mse": 0.00446392881241627, "pixel_rmse": 0.0668126396156915, "psnr_db": 23.502827398368996, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4", "ssim": 0.7787478933334351, "temporal_delta_mse": 0.0053026797249913216}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4", "case_id": 28, "frame_psnr_mean_db": 23.659914071650224, "lpips_alex": 0.1911381891220808, "mode": "predictor", "pixel_mae": 0.03732967195101082, "pixel_mse": 0.007153965654259082, "pixel_rmse": 0.08458111878107952, "psnr_db": 21.45453149202644, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4", "ssim": 0.7140360975265503, "temporal_delta_mse": 0.010883277282118797}
+[rank0]:[W722 09:24:06.399455985 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.pid
new file mode 100644
index 0000000000000000000000000000000000000000..eb6a47dff207fcc3e755f5de539f32c5cd3608c7
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.pid
@@ -0,0 +1 @@
+260508
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.log
new file mode 100644
index 0000000000000000000000000000000000000000..6f954bac4b224602e339319e550480ff655c193b
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4", "case_id": 58, "frame_psnr_mean_db": 23.165450932495922, "lpips_alex": 0.06277171374112368, "mode": "predictor", "pixel_mae": 0.03933520255237818, "pixel_mse": 0.008138071735505946, "pixel_rmse": 0.09021126168891525, "psnr_db": 20.894784862451964, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4", "ssim": 0.7327738285064698, "temporal_delta_mse": 0.002280107932165265}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4", "case_id": 58, "frame_psnr_mean_db": 26.06700924490048, "lpips_alex": 0.05952465353906155, "mode": "predictor", "pixel_mae": 0.028872850310057402, "pixel_mse": 0.004400201412849128, "pixel_rmse": 0.06633401399620807, "psnr_db": 23.565274438576836, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4", "ssim": 0.8209184308052063, "temporal_delta_mse": 0.008041644468903542}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4", "case_id": 58, "frame_psnr_mean_db": 24.142740183334478, "lpips_alex": 0.08689196189492941, "mode": "predictor", "pixel_mae": 0.03727876564860344, "pixel_mse": 0.006456533186719753, "pixel_rmse": 0.08035255557055888, "psnr_db": 21.90000612349071, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4", "ssim": 0.7876148962974548, "temporal_delta_mse": 0.011324463412165642}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4", "case_id": 58, "frame_psnr_mean_db": 27.547692277276536, "lpips_alex": 0.06825989416986704, "mode": "predictor", "pixel_mae": 0.026717854853719473, "pixel_mse": 0.0034033823576173745, "pixel_rmse": 0.05833851521608494, "psnr_db": 24.680892567592867, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4", "ssim": 0.8784570784568787, "temporal_delta_mse": 0.0034249252639710903}
+[rank0]:[W722 09:24:06.567839169 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.pid
new file mode 100644
index 0000000000000000000000000000000000000000..5f8c7f5b5fa3b43547c3d6cf65ae751a841e2671
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.pid
@@ -0,0 +1 @@
+260509
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..7d63bb41a49615fa63b12a1fc4425a8d3cb734c0
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4", "case_id": 80, "frame_psnr_mean_db": 29.6489636099623, "lpips_alex": 0.020594652596861125, "mode": "predictor", "pixel_mae": 0.012915900759398937, "pixel_mse": 0.001386805424292106, "pixel_rmse": 0.03723983652343423, "psnr_db": 28.57984468331243, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4", "ssim": 0.9269253602027893, "temporal_delta_mse": 0.0007643477874808013}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4", "case_id": 80, "frame_psnr_mean_db": 31.802804216395298, "lpips_alex": 0.017653414756059648, "mode": "predictor", "pixel_mae": 0.011455936077982187, "pixel_mse": 0.000811140209378209, "pixel_rmse": 0.02848052333399457, "psnr_db": 30.90904069467985, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4", "ssim": 0.9389279580116272, "temporal_delta_mse": 0.0005594961694441736}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4", "case_id": 80, "frame_psnr_mean_db": 31.132935047366207, "lpips_alex": 0.03794256283342838, "mode": "predictor", "pixel_mae": 0.013382486801594496, "pixel_mse": 0.0010054907974554226, "pixel_rmse": 0.031709474884573895, "psnr_db": 29.976218998386152, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4", "ssim": 0.930906138420105, "temporal_delta_mse": 0.0016743980813771486}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4", "case_id": 80, "frame_psnr_mean_db": 28.401423462666212, "lpips_alex": 0.05364808228239417, "mode": "predictor", "pixel_mae": 0.021635886874049902, "pixel_mse": 0.0025271295040729456, "pixel_rmse": 0.05027056299737398, "psnr_db": 25.973725018619845, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4", "ssim": 0.8519036660194397, "temporal_delta_mse": 0.004559011664241552}
+[rank0]:[W722 09:24:06.778942337 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.pid
new file mode 100644
index 0000000000000000000000000000000000000000..97d26442eba7d9fae1a3393f473bf9b323b61b53
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.pid
@@ -0,0 +1 @@
+260510
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.log
new file mode 100644
index 0000000000000000000000000000000000000000..659713961631361cb33fcdf4bcce832d852ac41a
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4", "case_id": 94, "frame_psnr_mean_db": 29.550966280823733, "lpips_alex": 0.017127383381128312, "mode": "predictor", "pixel_mae": 0.01560144616663456, "pixel_mse": 0.0013709582287701777, "pixel_rmse": 0.037026453094648124, "psnr_db": 28.62975777370208, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4", "ssim": 0.9387304663658143, "temporal_delta_mse": 0.00026432680897414684}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4", "case_id": 94, "frame_psnr_mean_db": 27.554888314929535, "lpips_alex": 0.02784574073180556, "mode": "predictor", "pixel_mae": 0.019143169809132814, "pixel_mse": 0.0027593474006862378, "pixel_rmse": 0.052529490771244275, "psnr_db": 25.591936185845533, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4", "ssim": 0.9256368136405945, "temporal_delta_mse": 0.0008114030351862311}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4", "case_id": 94, "frame_psnr_mean_db": 28.491451720440285, "lpips_alex": 0.03467124498076737, "mode": "predictor", "pixel_mae": 0.01618398894742131, "pixel_mse": 0.0020564917693845926, "pixel_rmse": 0.04534855862521534, "psnr_db": 26.868730243109002, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4", "ssim": 0.9383430495262146, "temporal_delta_mse": 0.002634341362863779}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4", "case_id": 94, "frame_psnr_mean_db": 24.352825978523367, "lpips_alex": 0.06720579271018505, "mode": "predictor", "pixel_mae": 0.030413294091820718, "pixel_mse": 0.006060282542952336, "pixel_rmse": 0.07784781655867001, "psnr_db": 22.17507127651431, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4", "ssim": 0.8599666433334351, "temporal_delta_mse": 0.007091381587088108}
+[rank0]:[W722 09:24:07.066308021 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.pid
new file mode 100644
index 0000000000000000000000000000000000000000..6b837c5df4f42160c8ac4ad72018ab6b9f82cc94
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.pid
@@ -0,0 +1 @@
+260511
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.log
new file mode 100644
index 0000000000000000000000000000000000000000..16762afc03ed608d27308d679e4926719962c35a
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4", "case_id": 96, "frame_psnr_mean_db": 26.054176686929683, "lpips_alex": 0.07738134987652302, "mode": "predictor", "pixel_mae": 0.03278142892569304, "pixel_mse": 0.00404534590622643, "pixel_rmse": 0.06360303378162421, "psnr_db": 23.93044337156148, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4", "ssim": 0.7321080696582795, "temporal_delta_mse": 0.0019178190268576145}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4", "case_id": 96, "frame_psnr_mean_db": 27.267736619470902, "lpips_alex": 0.06292890595644712, "mode": "predictor", "pixel_mae": 0.027310656506568193, "pixel_mse": 0.0032145049692480824, "pixel_rmse": 0.05669660456542422, "psnr_db": 24.928858985335825, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4", "ssim": 0.8164624524116516, "temporal_delta_mse": 0.004660294856876135}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4", "case_id": 96, "frame_psnr_mean_db": 26.925389147251256, "lpips_alex": 0.09919801886379719, "mode": "predictor", "pixel_mae": 0.031917901694774625, "pixel_mse": 0.004039955203887075, "pixel_rmse": 0.0635606419404892, "psnr_db": 23.936234504370468, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4", "ssim": 0.7403775565624237, "temporal_delta_mse": 0.007874946109950542}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4", "case_id": 96, "frame_psnr_mean_db": 25.302789067666925, "lpips_alex": 0.08438539367169141, "mode": "predictor", "pixel_mae": 0.03322959715500474, "pixel_mse": 0.005063571421313099, "pixel_rmse": 0.07115877613698186, "psnr_db": 22.955430599487418, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4", "ssim": 0.8085624508857727, "temporal_delta_mse": 0.005781360436230898}
+[rank0]:[W722 09:24:06.009481995 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.pid
new file mode 100644
index 0000000000000000000000000000000000000000..22635a21473a12bed870b218c3ba58acb3475b44
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.pid
@@ -0,0 +1 @@
+260512
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_0.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_0.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..fddb05181597a9c2f08d73a7ff6922a9cb309331
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_0.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 4, "elapsed_s": 96.064082975965, "end_to_end_s": 96.064082975965, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.861765851965174, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4", "video_validate_s": 0.13361367100151256, "worker_id": 0}
+{"action_id": 1, "action_name": "a_d", "case_id": 4, "elapsed_s": 85.0620064450195, "end_to_end_s": 85.0620064450195, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8960162489674985, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4", "video_validate_s": 0.14674220699816942, "worker_id": 0}
+{"action_id": 2, "action_name": "up_down", "case_id": 4, "elapsed_s": 81.0753806050052, "end_to_end_s": 81.0753806050052, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9300008220016025, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4", "video_validate_s": 0.13719669199781492, "worker_id": 0}
+{"action_id": 3, "action_name": "left_right", "case_id": 4, "elapsed_s": 82.16558049799642, "end_to_end_s": 82.16558049799642, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7994247330352664, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4", "video_validate_s": 0.157071070978418, "worker_id": 0}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_1.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_1.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..0ae865932e7a2bfda6676f55137c252726cbc4a4
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_1.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 11, "elapsed_s": 97.41485284996452, "end_to_end_s": 97.41485284996452, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9183473250013776, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4", "video_validate_s": 0.2312670829705894, "worker_id": 1}
+{"action_id": 1, "action_name": "a_d", "case_id": 11, "elapsed_s": 93.64644742297241, "end_to_end_s": 93.64644742297241, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.848186168994289, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4", "video_validate_s": 0.23415849200682715, "worker_id": 1}
+{"action_id": 2, "action_name": "up_down", "case_id": 11, "elapsed_s": 94.20779828395462, "end_to_end_s": 94.20779828395462, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.859014879039023, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4", "video_validate_s": 0.29469316598260775, "worker_id": 1}
+{"action_id": 3, "action_name": "left_right", "case_id": 11, "elapsed_s": 91.96472896100022, "end_to_end_s": 91.96472896100022, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1314070370281115, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4", "video_validate_s": 0.31575886998325586, "worker_id": 1}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_2.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_2.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..8771c44f6690f472a80ba443d4d43a20897d9572
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_2.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 17, "elapsed_s": 89.9655740330345, "end_to_end_s": 89.9655740330345, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.897657704015728, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4", "video_validate_s": 0.24004371097544208, "worker_id": 2}
+{"action_id": 1, "action_name": "a_d", "case_id": 17, "elapsed_s": 88.6302877140115, "end_to_end_s": 88.6302877140115, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.787773599033244, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4", "video_validate_s": 0.18757457996252924, "worker_id": 2}
+{"action_id": 2, "action_name": "up_down", "case_id": 17, "elapsed_s": 87.11690870497841, "end_to_end_s": 87.11690870497841, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.843061434046831, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4", "video_validate_s": 0.2138332260074094, "worker_id": 2}
+{"action_id": 3, "action_name": "left_right", "case_id": 17, "elapsed_s": 87.57721869199304, "end_to_end_s": 87.57721869199304, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0356517559848726, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4", "video_validate_s": 0.1776903159916401, "worker_id": 2}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_3.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_3.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..1774863091fd9bead18415ff064952b96bd55efc
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_3.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 28, "elapsed_s": 99.69318378600292, "end_to_end_s": 99.69318378600292, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.901007461012341, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4", "video_validate_s": 0.20795838796766475, "worker_id": 3}
+{"action_id": 1, "action_name": "a_d", "case_id": 28, "elapsed_s": 78.64326354500372, "end_to_end_s": 78.64326354500372, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8993304570321925, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4", "video_validate_s": 0.23115742503432557, "worker_id": 3}
+{"action_id": 2, "action_name": "up_down", "case_id": 28, "elapsed_s": 77.68780479801353, "end_to_end_s": 77.68780479801353, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.92601801402634, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4", "video_validate_s": 0.22637627797666937, "worker_id": 3}
+{"action_id": 3, "action_name": "left_right", "case_id": 28, "elapsed_s": 79.82000024802983, "end_to_end_s": 79.82000024802983, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.093153062975034, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4", "video_validate_s": 0.2680972759844735, "worker_id": 3}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_4.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_4.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..931510c8317d2e69c2dbdf5bbf90657e5c454c14
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_4.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 58, "elapsed_s": 112.51215073699132, "end_to_end_s": 112.51215073699132, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9076694510295056, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4", "video_validate_s": 0.16425568901468068, "worker_id": 4}
+{"action_id": 1, "action_name": "a_d", "case_id": 58, "elapsed_s": 102.81915871502133, "end_to_end_s": 102.81915871502133, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8949555740109645, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4", "video_validate_s": 0.17301063903141767, "worker_id": 4}
+{"action_id": 2, "action_name": "up_down", "case_id": 58, "elapsed_s": 99.34993433702039, "end_to_end_s": 99.34993433702039, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8419166959938593, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4", "video_validate_s": 0.18165463797049597, "worker_id": 4}
+{"action_id": 3, "action_name": "left_right", "case_id": 58, "elapsed_s": 106.64160501398146, "end_to_end_s": 106.64160501398146, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.2932637900230475, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4", "video_validate_s": 0.19044291297905147, "worker_id": 4}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_5.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_5.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d549e0e68cd18681c308f38da2fef75c1c268e5f
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_5.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 80, "elapsed_s": 110.78517431998625, "end_to_end_s": 110.78517431998625, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8134612399735488, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4", "video_validate_s": 0.13463783799670637, "worker_id": 5}
+{"action_id": 1, "action_name": "a_d", "case_id": 80, "elapsed_s": 104.13472303998424, "end_to_end_s": 104.13472303998424, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.939922988996841, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4", "video_validate_s": 0.12265293102245778, "worker_id": 5}
+{"action_id": 2, "action_name": "up_down", "case_id": 80, "elapsed_s": 102.99578352598473, "end_to_end_s": 102.99578352598473, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8928069319808856, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4", "video_validate_s": 0.17043168400414288, "worker_id": 5}
+{"action_id": 3, "action_name": "left_right", "case_id": 80, "elapsed_s": 103.22169306600699, "end_to_end_s": 103.22169306600699, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.3340130109572783, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4", "video_validate_s": 0.1826565390219912, "worker_id": 5}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_6.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_6.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..31136761b50e89866f3dd4ddce9d7c1a81e23e8b
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_6.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 94, "elapsed_s": 87.04494123603217, "end_to_end_s": 87.04494123603217, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.769498764013406, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4", "video_validate_s": 0.14212185697397217, "worker_id": 6}
+{"action_id": 1, "action_name": "a_d", "case_id": 94, "elapsed_s": 75.23129865602823, "end_to_end_s": 75.23129865602823, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.6973426429904066, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4", "video_validate_s": 0.15334677102509886, "worker_id": 6}
+{"action_id": 2, "action_name": "up_down", "case_id": 94, "elapsed_s": 73.97664964897558, "end_to_end_s": 73.97664964897558, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9700049820239656, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4", "video_validate_s": 0.20998035598313436, "worker_id": 6}
+{"action_id": 3, "action_name": "left_right", "case_id": 94, "elapsed_s": 76.82655902398983, "end_to_end_s": 76.82655902398983, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9054917889880016, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4", "video_validate_s": 0.2282617409946397, "worker_id": 6}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_7.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_7.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6ac71f47b3a9adbd2e71620305a341f36230c4ce
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_7.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 96, "elapsed_s": 86.26365465699928, "end_to_end_s": 86.26365465699928, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8708197390078567, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4", "video_validate_s": 0.17865577299380675, "worker_id": 7}
+{"action_id": 1, "action_name": "a_d", "case_id": 96, "elapsed_s": 73.516902673, "end_to_end_s": 73.516902673, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7595777380047366, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4", "video_validate_s": 0.16908336500637233, "worker_id": 7}
+{"action_id": 2, "action_name": "up_down", "case_id": 96, "elapsed_s": 70.94194148405222, "end_to_end_s": 70.94194148405222, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7857140029664151, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4", "video_validate_s": 0.1750673740170896, "worker_id": 7}
+{"action_id": 3, "action_name": "left_right", "case_id": 96, "elapsed_s": 69.73783098696731, "end_to_end_s": 69.73783098696731, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8072426399448887, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4", "video_validate_s": 0.1982634739833884, "worker_id": 7}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.completed b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.completed
new file mode 100644
index 0000000000000000000000000000000000000000..a2a09c61d1413f8022dffa0ded0476e8d76188c8
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.completed
@@ -0,0 +1 @@
+2026-07-22T09:24:08Z
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..10428092c9a4423927a04ff7b2bd920d829eb25a
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.json
@@ -0,0 +1,562 @@
+{
+  "config": {
+    "actions_per_case": 4,
+    "candidate_modes": [
+      "predictor"
+    ],
+    "cases": 8,
+    "frames_per_video": 125,
+    "full_dit_steps": [
+      0,
+      3
+    ],
+    "reference": "Full-DiT saved training videos; overfit8 seed 20260721",
+    "replace_steps": [
+      1,
+      2
+    ],
+    "resolution": [
+      480,
+      832
+    ],
+    "videos_per_mode": 32
+  },
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 29.42944724959528,
+      "lpips_alex": 0.03222929873690009,
+      "mode": "predictor",
+      "pixel_mae": 0.018893404189497233,
+      "pixel_mse": 0.001751856926624896,
+      "pixel_rmse": 0.041855189960444524,
+      "psnr_db": 27.56501365356611,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4",
+      "ssim": 0.9165731911659241,
+      "temporal_delta_mse": 0.0005537888500839472
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 22.984784080290034,
+      "lpips_alex": 0.11567020257934928,
+      "mode": "predictor",
+      "pixel_mae": 0.05111318985000253,
+      "pixel_mse": 0.012080713027506136,
+      "pixel_rmse": 0.10991229698039312,
+      "psnr_db": 19.179074320416508,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4",
+      "ssim": 0.7433909077644348,
+      "temporal_delta_mse": 0.006854606792330742
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 30.887014540277196,
+      "lpips_alex": 0.03515330557152629,
+      "mode": "predictor",
+      "pixel_mae": 0.013628787901252508,
+      "pixel_mse": 0.0015033702382352204,
+      "pixel_rmse": 0.03877331863840417,
+      "psnr_db": 28.22934051601002,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4",
+      "ssim": 0.9480094337463378,
+      "temporal_delta_mse": 0.001998822670429945
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 23.546532204142398,
+      "lpips_alex": 0.09183603191748262,
+      "mode": "predictor",
+      "pixel_mae": 0.04087257187813521,
+      "pixel_mse": 0.008624112716934178,
+      "pixel_rmse": 0.092866101010725,
+      "psnr_db": 20.642855759023938,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4",
+      "ssim": 0.7993623700141906,
+      "temporal_delta_mse": 0.009908890351653099
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 27.373893856389348,
+      "lpips_alex": 0.0394099500477314,
+      "mode": "predictor",
+      "pixel_mae": 0.02759213551133871,
+      "pixel_mse": 0.0023447331632487477,
+      "pixel_rmse": 0.048422444829322155,
+      "psnr_db": 26.2990657398192,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4",
+      "ssim": 0.8843918886184693,
+      "temporal_delta_mse": 0.0017273875419050455
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 26.388826490792717,
+      "lpips_alex": 0.04047268094867468,
+      "mode": "predictor",
+      "pixel_mae": 0.032655557975173,
+      "pixel_mse": 0.0032927200498525052,
+      "pixel_rmse": 0.05738222764804888,
+      "psnr_db": 24.824451918427766,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4",
+      "ssim": 0.8676463060379028,
+      "temporal_delta_mse": 0.002683371538296342
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 21.089285058334035,
+      "lpips_alex": 0.11362450973317027,
+      "mode": "predictor",
+      "pixel_mae": 0.06613451716303825,
+      "pixel_mse": 0.013524520488921552,
+      "pixel_rmse": 0.11629497189870916,
+      "psnr_db": 18.68878123833745,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4",
+      "ssim": 0.6255200481414795,
+      "temporal_delta_mse": 0.02487247996032238
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 22.89496994401277,
+      "lpips_alex": 0.07010790440812707,
+      "mode": "predictor",
+      "pixel_mae": 0.05299343782290816,
+      "pixel_mse": 0.00918801073008217,
+      "pixel_rmse": 0.09585411170149234,
+      "psnr_db": 20.367785062923403,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4",
+      "ssim": 0.7296945760250092,
+      "temporal_delta_mse": 0.017679942771792412
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 23.654404385880895,
+      "lpips_alex": 0.15186556731909515,
+      "mode": "predictor",
+      "pixel_mae": 0.041542432449758054,
+      "pixel_mse": 0.007234114853781648,
+      "pixel_rmse": 0.08505359988725726,
+      "psnr_db": 21.406146003618435,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4",
+      "ssim": 0.6841185297966004,
+      "temporal_delta_mse": 0.00602333340793848
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 24.04185108950286,
+      "lpips_alex": 0.14753816472738981,
+      "mode": "predictor",
+      "pixel_mae": 0.04093671157583594,
+      "pixel_mse": 0.006381203217606526,
+      "pixel_rmse": 0.07988243372360739,
+      "psnr_db": 21.950974244921973,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4",
+      "ssim": 0.7296277132034302,
+      "temporal_delta_mse": 0.00859949178993702
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 23.91134457074248,
+      "lpips_alex": 0.1327616044059396,
+      "mode": "predictor",
+      "pixel_mae": 0.04020415491238236,
+      "pixel_mse": 0.006989550093421713,
+      "pixel_rmse": 0.08360352919238345,
+      "psnr_db": 21.555507782218047,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4",
+      "ssim": 0.737591558933258,
+      "temporal_delta_mse": 0.010389217175543308
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 25.612131907227198,
+      "lpips_alex": 0.09074237503111363,
+      "mode": "predictor",
+      "pixel_mae": 0.03345388121157884,
+      "pixel_mse": 0.004225212523364462,
+      "pixel_rmse": 0.06500163477455365,
+      "psnr_db": 23.741514416484456,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4",
+      "ssim": 0.7580704135894776,
+      "temporal_delta_mse": 0.00661383057013154
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 26.2748937950378,
+      "lpips_alex": 0.11581408371776343,
+      "mode": "predictor",
+      "pixel_mae": 0.027365634057670833,
+      "pixel_mse": 0.003505305936327204,
+      "pixel_rmse": 0.05920562419506448,
+      "psnr_db": 24.552740716601225,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4",
+      "ssim": 0.7704764275550843,
+      "temporal_delta_mse": 0.0011611030204221606
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 22.128517693629966,
+      "lpips_alex": 0.15038986198604107,
+      "mode": "predictor",
+      "pixel_mae": 0.042990735918283465,
+      "pixel_mse": 0.01005555092659779,
+      "pixel_rmse": 0.10027736996250844,
+      "psnr_db": 19.97594130156569,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4",
+      "ssim": 0.6980378179550171,
+      "temporal_delta_mse": 0.0063348375260829926
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 26.345341052157323,
+      "lpips_alex": 0.19559522430598736,
+      "mode": "predictor",
+      "pixel_mae": 0.026540825217962263,
+      "pixel_mse": 0.00446392881241627,
+      "pixel_rmse": 0.0668126396156915,
+      "psnr_db": 23.502827398368996,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4",
+      "ssim": 0.7787478933334351,
+      "temporal_delta_mse": 0.0053026797249913216
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 23.659914071650224,
+      "lpips_alex": 0.1911381891220808,
+      "mode": "predictor",
+      "pixel_mae": 0.03732967195101082,
+      "pixel_mse": 0.007153965654259082,
+      "pixel_rmse": 0.08458111878107952,
+      "psnr_db": 21.45453149202644,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4",
+      "ssim": 0.7140360975265503,
+      "temporal_delta_mse": 0.010883277282118797
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.165450932495922,
+      "lpips_alex": 0.06277171374112368,
+      "mode": "predictor",
+      "pixel_mae": 0.03933520255237818,
+      "pixel_mse": 0.008138071735505946,
+      "pixel_rmse": 0.09021126168891525,
+      "psnr_db": 20.894784862451964,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4",
+      "ssim": 0.7327738285064698,
+      "temporal_delta_mse": 0.002280107932165265
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 26.06700924490048,
+      "lpips_alex": 0.05952465353906155,
+      "mode": "predictor",
+      "pixel_mae": 0.028872850310057402,
+      "pixel_mse": 0.004400201412849128,
+      "pixel_rmse": 0.06633401399620807,
+      "psnr_db": 23.565274438576836,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4",
+      "ssim": 0.8209184308052063,
+      "temporal_delta_mse": 0.008041644468903542
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 24.142740183334478,
+      "lpips_alex": 0.08689196189492941,
+      "mode": "predictor",
+      "pixel_mae": 0.03727876564860344,
+      "pixel_mse": 0.006456533186719753,
+      "pixel_rmse": 0.08035255557055888,
+      "psnr_db": 21.90000612349071,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4",
+      "ssim": 0.7876148962974548,
+      "temporal_delta_mse": 0.011324463412165642
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 27.547692277276536,
+      "lpips_alex": 0.06825989416986704,
+      "mode": "predictor",
+      "pixel_mae": 0.026717854853719473,
+      "pixel_mse": 0.0034033823576173745,
+      "pixel_rmse": 0.05833851521608494,
+      "psnr_db": 24.680892567592867,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4",
+      "ssim": 0.8784570784568787,
+      "temporal_delta_mse": 0.0034249252639710903
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 29.6489636099623,
+      "lpips_alex": 0.020594652596861125,
+      "mode": "predictor",
+      "pixel_mae": 0.012915900759398937,
+      "pixel_mse": 0.001386805424292106,
+      "pixel_rmse": 0.03723983652343423,
+      "psnr_db": 28.57984468331243,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4",
+      "ssim": 0.9269253602027893,
+      "temporal_delta_mse": 0.0007643477874808013
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 31.802804216395298,
+      "lpips_alex": 0.017653414756059648,
+      "mode": "predictor",
+      "pixel_mae": 0.011455936077982187,
+      "pixel_mse": 0.000811140209378209,
+      "pixel_rmse": 0.02848052333399457,
+      "psnr_db": 30.90904069467985,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4",
+      "ssim": 0.9389279580116272,
+      "temporal_delta_mse": 0.0005594961694441736
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 31.132935047366207,
+      "lpips_alex": 0.03794256283342838,
+      "mode": "predictor",
+      "pixel_mae": 0.013382486801594496,
+      "pixel_mse": 0.0010054907974554226,
+      "pixel_rmse": 0.031709474884573895,
+      "psnr_db": 29.976218998386152,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4",
+      "ssim": 0.930906138420105,
+      "temporal_delta_mse": 0.0016743980813771486
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 28.401423462666212,
+      "lpips_alex": 0.05364808228239417,
+      "mode": "predictor",
+      "pixel_mae": 0.021635886874049902,
+      "pixel_mse": 0.0025271295040729456,
+      "pixel_rmse": 0.05027056299737398,
+      "psnr_db": 25.973725018619845,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4",
+      "ssim": 0.8519036660194397,
+      "temporal_delta_mse": 0.004559011664241552
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 29.550966280823733,
+      "lpips_alex": 0.017127383381128312,
+      "mode": "predictor",
+      "pixel_mae": 0.01560144616663456,
+      "pixel_mse": 0.0013709582287701777,
+      "pixel_rmse": 0.037026453094648124,
+      "psnr_db": 28.62975777370208,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4",
+      "ssim": 0.9387304663658143,
+      "temporal_delta_mse": 0.00026432680897414684
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 27.554888314929535,
+      "lpips_alex": 0.02784574073180556,
+      "mode": "predictor",
+      "pixel_mae": 0.019143169809132814,
+      "pixel_mse": 0.0027593474006862378,
+      "pixel_rmse": 0.052529490771244275,
+      "psnr_db": 25.591936185845533,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4",
+      "ssim": 0.9256368136405945,
+      "temporal_delta_mse": 0.0008114030351862311
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 28.491451720440285,
+      "lpips_alex": 0.03467124498076737,
+      "mode": "predictor",
+      "pixel_mae": 0.01618398894742131,
+      "pixel_mse": 0.0020564917693845926,
+      "pixel_rmse": 0.04534855862521534,
+      "psnr_db": 26.868730243109002,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4",
+      "ssim": 0.9383430495262146,
+      "temporal_delta_mse": 0.002634341362863779
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 24.352825978523367,
+      "lpips_alex": 0.06720579271018505,
+      "mode": "predictor",
+      "pixel_mae": 0.030413294091820718,
+      "pixel_mse": 0.006060282542952336,
+      "pixel_rmse": 0.07784781655867001,
+      "psnr_db": 22.17507127651431,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4",
+      "ssim": 0.8599666433334351,
+      "temporal_delta_mse": 0.007091381587088108
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 26.054176686929683,
+      "lpips_alex": 0.07738134987652302,
+      "mode": "predictor",
+      "pixel_mae": 0.03278142892569304,
+      "pixel_mse": 0.00404534590622643,
+      "pixel_rmse": 0.06360303378162421,
+      "psnr_db": 23.93044337156148,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4",
+      "ssim": 0.7321080696582795,
+      "temporal_delta_mse": 0.0019178190268576145
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 27.267736619470902,
+      "lpips_alex": 0.06292890595644712,
+      "mode": "predictor",
+      "pixel_mae": 0.027310656506568193,
+      "pixel_mse": 0.0032145049692480824,
+      "pixel_rmse": 0.05669660456542422,
+      "psnr_db": 24.928858985335825,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4",
+      "ssim": 0.8164624524116516,
+      "temporal_delta_mse": 0.004660294856876135
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 26.925389147251256,
+      "lpips_alex": 0.09919801886379719,
+      "mode": "predictor",
+      "pixel_mae": 0.031917901694774625,
+      "pixel_mse": 0.004039955203887075,
+      "pixel_rmse": 0.0635606419404892,
+      "psnr_db": 23.936234504370468,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4",
+      "ssim": 0.7403775565624237,
+      "temporal_delta_mse": 0.007874946109950542
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 25.302789067666925,
+      "lpips_alex": 0.08438539367169141,
+      "mode": "predictor",
+      "pixel_mae": 0.03322959715500474,
+      "pixel_mse": 0.005063571421313099,
+      "pixel_rmse": 0.07115877613698186,
+      "psnr_db": 22.955430599487418,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4",
+      "ssim": 0.8085624508857727,
+      "temporal_delta_mse": 0.005781360436230898
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 26.176012336877996,
+      "lpips_alex": 0.08101186626701384,
+      "pixel_mae": 0.031013250523770696,
+      "pixel_mse": 0.004970565044673094,
+      "pixel_rmse": 0.06676521039016019,
+      "psnr_db": 24.0447750591052,
+      "ssim": 0.8129346885159615,
+      "temporal_delta_mse": 0.005789104030554881
+    }
+  },
+  "summary_mean_by_action_id": {
+    "predictor": {
+      "0": {
+        "frame_psnr_mean_db": 26.89402459963937,
+        "lpips_alex": 0.06464924992714077,
+        "pixel_mae": 0.027003448076546192,
+        "pixel_mse": 0.0037221490218471444,
+        "pixel_rmse": 0.05782718049508878,
+        "psnr_db": 25.23222460057911,
+        "ssim": 0.8232622202336788,
+        "temporal_delta_mse": 0.0018365267969784327
+      },
+      "1": {
+        "frame_psnr_mean_db": 26.02955221873897,
+        "lpips_alex": 0.0777529531531036,
+        "pixel_mae": 0.03180985100287943,
+        "pixel_mse": 0.0053744226517155776,
+        "pixel_rmse": 0.06893687012267863,
+        "psnr_db": 23.865694011221247,
+        "ssim": 0.8175810499787332,
+        "temporal_delta_mse": 0.004818143272132147
+      },
+      "2": {
+        "frame_psnr_mean_db": 26.61568766498791,
+        "lpips_alex": 0.09197980407369322,
+        "pixel_mae": 0.030658928535878656,
+        "pixel_mse": 0.005004980073805201,
+        "pixel_rmse": 0.0658069612957532,
+        "psnr_db": 24.332205850536358,
+        "ssim": 0.8108888218700886,
+        "temporal_delta_mse": 0.008258918562205508
+      },
+      "3": {
+        "frame_psnr_mean_db": 25.1647848641457,
+        "lpips_alex": 0.08966545791411772,
+        "pixel_mae": 0.03458077447977848,
+        "pixel_mse": 0.005780708431324456,
+        "pixel_rmse": 0.07448982964712017,
+        "psnr_db": 22.748975774084084,
+        "ssim": 0.8000066619813442,
+        "temporal_delta_mse": 0.008242827490903437
+      }
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.started b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.started
new file mode 100644
index 0000000000000000000000000000000000000000..51f206517c706fe52200fdbdd86d8472153116df
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.started
@@ -0,0 +1 @@
+2026-07-22T09:23:13Z
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_0.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_0.json
new file mode 100644
index 0000000000000000000000000000000000000000..58a34c9dc34f884bb9258a0f73168b34eaefe92a
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_0.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 29.42944724959528,
+      "lpips_alex": 0.03222929873690009,
+      "mode": "predictor",
+      "pixel_mae": 0.018893404189497233,
+      "pixel_mse": 0.001751856926624896,
+      "pixel_rmse": 0.041855189960444524,
+      "psnr_db": 27.56501365356611,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4",
+      "ssim": 0.9165731911659241,
+      "temporal_delta_mse": 0.0005537888500839472
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 22.984784080290034,
+      "lpips_alex": 0.11567020257934928,
+      "mode": "predictor",
+      "pixel_mae": 0.05111318985000253,
+      "pixel_mse": 0.012080713027506136,
+      "pixel_rmse": 0.10991229698039312,
+      "psnr_db": 19.179074320416508,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4",
+      "ssim": 0.7433909077644348,
+      "temporal_delta_mse": 0.006854606792330742
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 30.887014540277196,
+      "lpips_alex": 0.03515330557152629,
+      "mode": "predictor",
+      "pixel_mae": 0.013628787901252508,
+      "pixel_mse": 0.0015033702382352204,
+      "pixel_rmse": 0.03877331863840417,
+      "psnr_db": 28.22934051601002,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4",
+      "ssim": 0.9480094337463378,
+      "temporal_delta_mse": 0.001998822670429945
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 23.546532204142398,
+      "lpips_alex": 0.09183603191748262,
+      "mode": "predictor",
+      "pixel_mae": 0.04087257187813521,
+      "pixel_mse": 0.008624112716934178,
+      "pixel_rmse": 0.092866101010725,
+      "psnr_db": 20.642855759023938,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4",
+      "ssim": 0.7993623700141906,
+      "temporal_delta_mse": 0.009908890351653099
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 26.711944518576225,
+      "lpips_alex": 0.06872220970131457,
+      "pixel_mae": 0.031126988454721873,
+      "pixel_mse": 0.005990013227325107,
+      "pixel_rmse": 0.0708517266474917,
+      "psnr_db": 23.904071062254147,
+      "ssim": 0.8518339756727219,
+      "temporal_delta_mse": 0.004829027166124433
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_1.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_1.json
new file mode 100644
index 0000000000000000000000000000000000000000..244bcce213f9544183182c3ebd9ca42718fde3cb
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_1.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 27.373893856389348,
+      "lpips_alex": 0.0394099500477314,
+      "mode": "predictor",
+      "pixel_mae": 0.02759213551133871,
+      "pixel_mse": 0.0023447331632487477,
+      "pixel_rmse": 0.048422444829322155,
+      "psnr_db": 26.2990657398192,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4",
+      "ssim": 0.8843918886184693,
+      "temporal_delta_mse": 0.0017273875419050455
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 26.388826490792717,
+      "lpips_alex": 0.04047268094867468,
+      "mode": "predictor",
+      "pixel_mae": 0.032655557975173,
+      "pixel_mse": 0.0032927200498525052,
+      "pixel_rmse": 0.05738222764804888,
+      "psnr_db": 24.824451918427766,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4",
+      "ssim": 0.8676463060379028,
+      "temporal_delta_mse": 0.002683371538296342
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 21.089285058334035,
+      "lpips_alex": 0.11362450973317027,
+      "mode": "predictor",
+      "pixel_mae": 0.06613451716303825,
+      "pixel_mse": 0.013524520488921552,
+      "pixel_rmse": 0.11629497189870916,
+      "psnr_db": 18.68878123833745,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4",
+      "ssim": 0.6255200481414795,
+      "temporal_delta_mse": 0.02487247996032238
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 22.89496994401277,
+      "lpips_alex": 0.07010790440812707,
+      "mode": "predictor",
+      "pixel_mae": 0.05299343782290816,
+      "pixel_mse": 0.00918801073008217,
+      "pixel_rmse": 0.09585411170149234,
+      "psnr_db": 20.367785062923403,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4",
+      "ssim": 0.7296945760250092,
+      "temporal_delta_mse": 0.017679942771792412
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 24.43674383738222,
+      "lpips_alex": 0.06590376128442586,
+      "pixel_mae": 0.04484391211811453,
+      "pixel_mse": 0.007087496108026245,
+      "pixel_rmse": 0.07948843901939313,
+      "psnr_db": 22.545020989876956,
+      "ssim": 0.7768132047057152,
+      "temporal_delta_mse": 0.011740795453079045
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_2.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_2.json
new file mode 100644
index 0000000000000000000000000000000000000000..2f5359c3a292e51c91811f8a9e18440516caf25c
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_2.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 23.654404385880895,
+      "lpips_alex": 0.15186556731909515,
+      "mode": "predictor",
+      "pixel_mae": 0.041542432449758054,
+      "pixel_mse": 0.007234114853781648,
+      "pixel_rmse": 0.08505359988725726,
+      "psnr_db": 21.406146003618435,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4",
+      "ssim": 0.6841185297966004,
+      "temporal_delta_mse": 0.00602333340793848
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 24.04185108950286,
+      "lpips_alex": 0.14753816472738981,
+      "mode": "predictor",
+      "pixel_mae": 0.04093671157583594,
+      "pixel_mse": 0.006381203217606526,
+      "pixel_rmse": 0.07988243372360739,
+      "psnr_db": 21.950974244921973,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4",
+      "ssim": 0.7296277132034302,
+      "temporal_delta_mse": 0.00859949178993702
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 23.91134457074248,
+      "lpips_alex": 0.1327616044059396,
+      "mode": "predictor",
+      "pixel_mae": 0.04020415491238236,
+      "pixel_mse": 0.006989550093421713,
+      "pixel_rmse": 0.08360352919238345,
+      "psnr_db": 21.555507782218047,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4",
+      "ssim": 0.737591558933258,
+      "temporal_delta_mse": 0.010389217175543308
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 25.612131907227198,
+      "lpips_alex": 0.09074237503111363,
+      "mode": "predictor",
+      "pixel_mae": 0.03345388121157884,
+      "pixel_mse": 0.004225212523364462,
+      "pixel_rmse": 0.06500163477455365,
+      "psnr_db": 23.741514416484456,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4",
+      "ssim": 0.7580704135894776,
+      "temporal_delta_mse": 0.00661383057013154
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 24.304932988338358,
+      "lpips_alex": 0.13072692787088455,
+      "pixel_mae": 0.0390342950373888,
+      "pixel_mse": 0.006207520172043587,
+      "pixel_rmse": 0.07838529939445044,
+      "psnr_db": 22.16353561181073,
+      "ssim": 0.7273520538806915,
+      "temporal_delta_mse": 0.007906468235887587
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_3.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_3.json
new file mode 100644
index 0000000000000000000000000000000000000000..c1b71f55368622e55f63147616d104381ee03426
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_3.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 26.2748937950378,
+      "lpips_alex": 0.11581408371776343,
+      "mode": "predictor",
+      "pixel_mae": 0.027365634057670833,
+      "pixel_mse": 0.003505305936327204,
+      "pixel_rmse": 0.05920562419506448,
+      "psnr_db": 24.552740716601225,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4",
+      "ssim": 0.7704764275550843,
+      "temporal_delta_mse": 0.0011611030204221606
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 22.128517693629966,
+      "lpips_alex": 0.15038986198604107,
+      "mode": "predictor",
+      "pixel_mae": 0.042990735918283465,
+      "pixel_mse": 0.01005555092659779,
+      "pixel_rmse": 0.10027736996250844,
+      "psnr_db": 19.97594130156569,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4",
+      "ssim": 0.6980378179550171,
+      "temporal_delta_mse": 0.0063348375260829926
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 26.345341052157323,
+      "lpips_alex": 0.19559522430598736,
+      "mode": "predictor",
+      "pixel_mae": 0.026540825217962263,
+      "pixel_mse": 0.00446392881241627,
+      "pixel_rmse": 0.0668126396156915,
+      "psnr_db": 23.502827398368996,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4",
+      "ssim": 0.7787478933334351,
+      "temporal_delta_mse": 0.0053026797249913216
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 23.659914071650224,
+      "lpips_alex": 0.1911381891220808,
+      "mode": "predictor",
+      "pixel_mae": 0.03732967195101082,
+      "pixel_mse": 0.007153965654259082,
+      "pixel_rmse": 0.08458111878107952,
+      "psnr_db": 21.45453149202644,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4",
+      "ssim": 0.7140360975265503,
+      "temporal_delta_mse": 0.010883277282118797
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 24.60216665311883,
+      "lpips_alex": 0.16323433978296817,
+      "pixel_mae": 0.033556716786231844,
+      "pixel_mse": 0.0062946878324000866,
+      "pixel_rmse": 0.07771918813858598,
+      "psnr_db": 22.37151022714059,
+      "ssim": 0.7403245590925218,
+      "temporal_delta_mse": 0.005920474388403818
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_4.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_4.json
new file mode 100644
index 0000000000000000000000000000000000000000..c1459c99d943d8ac4f84f6578d6ba98cb4b42cbd
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_4.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.165450932495922,
+      "lpips_alex": 0.06277171374112368,
+      "mode": "predictor",
+      "pixel_mae": 0.03933520255237818,
+      "pixel_mse": 0.008138071735505946,
+      "pixel_rmse": 0.09021126168891525,
+      "psnr_db": 20.894784862451964,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4",
+      "ssim": 0.7327738285064698,
+      "temporal_delta_mse": 0.002280107932165265
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 26.06700924490048,
+      "lpips_alex": 0.05952465353906155,
+      "mode": "predictor",
+      "pixel_mae": 0.028872850310057402,
+      "pixel_mse": 0.004400201412849128,
+      "pixel_rmse": 0.06633401399620807,
+      "psnr_db": 23.565274438576836,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4",
+      "ssim": 0.8209184308052063,
+      "temporal_delta_mse": 0.008041644468903542
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 24.142740183334478,
+      "lpips_alex": 0.08689196189492941,
+      "mode": "predictor",
+      "pixel_mae": 0.03727876564860344,
+      "pixel_mse": 0.006456533186719753,
+      "pixel_rmse": 0.08035255557055888,
+      "psnr_db": 21.90000612349071,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4",
+      "ssim": 0.7876148962974548,
+      "temporal_delta_mse": 0.011324463412165642
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 27.547692277276536,
+      "lpips_alex": 0.06825989416986704,
+      "mode": "predictor",
+      "pixel_mae": 0.026717854853719473,
+      "pixel_mse": 0.0034033823576173745,
+      "pixel_rmse": 0.05833851521608494,
+      "psnr_db": 24.680892567592867,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4",
+      "ssim": 0.8784570784568787,
+      "temporal_delta_mse": 0.0034249252639710903
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 25.230723159501856,
+      "lpips_alex": 0.06936205583624543,
+      "pixel_mae": 0.033051168341189624,
+      "pixel_mse": 0.0055995471731730495,
+      "pixel_rmse": 0.07380908661794179,
+      "psnr_db": 22.760239498028092,
+      "ssim": 0.8049410585165024,
+      "temporal_delta_mse": 0.006267785269301385
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_5.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_5.json
new file mode 100644
index 0000000000000000000000000000000000000000..6103a3a00fb750e9e51052328c41cc98efb2d3c2
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_5.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 29.6489636099623,
+      "lpips_alex": 0.020594652596861125,
+      "mode": "predictor",
+      "pixel_mae": 0.012915900759398937,
+      "pixel_mse": 0.001386805424292106,
+      "pixel_rmse": 0.03723983652343423,
+      "psnr_db": 28.57984468331243,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4",
+      "ssim": 0.9269253602027893,
+      "temporal_delta_mse": 0.0007643477874808013
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 31.802804216395298,
+      "lpips_alex": 0.017653414756059648,
+      "mode": "predictor",
+      "pixel_mae": 0.011455936077982187,
+      "pixel_mse": 0.000811140209378209,
+      "pixel_rmse": 0.02848052333399457,
+      "psnr_db": 30.90904069467985,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4",
+      "ssim": 0.9389279580116272,
+      "temporal_delta_mse": 0.0005594961694441736
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 31.132935047366207,
+      "lpips_alex": 0.03794256283342838,
+      "mode": "predictor",
+      "pixel_mae": 0.013382486801594496,
+      "pixel_mse": 0.0010054907974554226,
+      "pixel_rmse": 0.031709474884573895,
+      "psnr_db": 29.976218998386152,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4",
+      "ssim": 0.930906138420105,
+      "temporal_delta_mse": 0.0016743980813771486
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 28.401423462666212,
+      "lpips_alex": 0.05364808228239417,
+      "mode": "predictor",
+      "pixel_mae": 0.021635886874049902,
+      "pixel_mse": 0.0025271295040729456,
+      "pixel_rmse": 0.05027056299737398,
+      "psnr_db": 25.973725018619845,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4",
+      "ssim": 0.8519036660194397,
+      "temporal_delta_mse": 0.004559011664241552
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 30.246531584097504,
+      "lpips_alex": 0.03245967811718583,
+      "pixel_mae": 0.014847552628256381,
+      "pixel_mse": 0.001432641483799671,
+      "pixel_rmse": 0.03692509943484417,
+      "psnr_db": 28.85970734874957,
+      "ssim": 0.9121657806634903,
+      "temporal_delta_mse": 0.001889313425635919
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_6.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_6.json
new file mode 100644
index 0000000000000000000000000000000000000000..9f49f6ee62376c5eec2f4467ccd47886c48510b2
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_6.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 29.550966280823733,
+      "lpips_alex": 0.017127383381128312,
+      "mode": "predictor",
+      "pixel_mae": 0.01560144616663456,
+      "pixel_mse": 0.0013709582287701777,
+      "pixel_rmse": 0.037026453094648124,
+      "psnr_db": 28.62975777370208,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4",
+      "ssim": 0.9387304663658143,
+      "temporal_delta_mse": 0.00026432680897414684
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 27.554888314929535,
+      "lpips_alex": 0.02784574073180556,
+      "mode": "predictor",
+      "pixel_mae": 0.019143169809132814,
+      "pixel_mse": 0.0027593474006862378,
+      "pixel_rmse": 0.052529490771244275,
+      "psnr_db": 25.591936185845533,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4",
+      "ssim": 0.9256368136405945,
+      "temporal_delta_mse": 0.0008114030351862311
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 28.491451720440285,
+      "lpips_alex": 0.03467124498076737,
+      "mode": "predictor",
+      "pixel_mae": 0.01618398894742131,
+      "pixel_mse": 0.0020564917693845926,
+      "pixel_rmse": 0.04534855862521534,
+      "psnr_db": 26.868730243109002,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4",
+      "ssim": 0.9383430495262146,
+      "temporal_delta_mse": 0.002634341362863779
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 24.352825978523367,
+      "lpips_alex": 0.06720579271018505,
+      "mode": "predictor",
+      "pixel_mae": 0.030413294091820718,
+      "pixel_mse": 0.006060282542952336,
+      "pixel_rmse": 0.07784781655867001,
+      "psnr_db": 22.17507127651431,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4",
+      "ssim": 0.8599666433334351,
+      "temporal_delta_mse": 0.007091381587088108
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 27.48753307367923,
+      "lpips_alex": 0.03671254045097157,
+      "pixel_mae": 0.02033547475375235,
+      "pixel_mse": 0.003061769985448336,
+      "pixel_rmse": 0.05318807976244444,
+      "psnr_db": 25.816373869792734,
+      "ssim": 0.9156692432165147,
+      "temporal_delta_mse": 0.0027003631985280663
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_7.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_7.json
new file mode 100644
index 0000000000000000000000000000000000000000..b81b61f83bbe1f505a1120364905d41b56806194
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_7.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 26.054176686929683,
+      "lpips_alex": 0.07738134987652302,
+      "mode": "predictor",
+      "pixel_mae": 0.03278142892569304,
+      "pixel_mse": 0.00404534590622643,
+      "pixel_rmse": 0.06360303378162421,
+      "psnr_db": 23.93044337156148,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4",
+      "ssim": 0.7321080696582795,
+      "temporal_delta_mse": 0.0019178190268576145
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 27.267736619470902,
+      "lpips_alex": 0.06292890595644712,
+      "mode": "predictor",
+      "pixel_mae": 0.027310656506568193,
+      "pixel_mse": 0.0032145049692480824,
+      "pixel_rmse": 0.05669660456542422,
+      "psnr_db": 24.928858985335825,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4",
+      "ssim": 0.8164624524116516,
+      "temporal_delta_mse": 0.004660294856876135
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 26.925389147251256,
+      "lpips_alex": 0.09919801886379719,
+      "mode": "predictor",
+      "pixel_mae": 0.031917901694774625,
+      "pixel_mse": 0.004039955203887075,
+      "pixel_rmse": 0.0635606419404892,
+      "psnr_db": 23.936234504370468,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4",
+      "ssim": 0.7403775565624237,
+      "temporal_delta_mse": 0.007874946109950542
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 25.302789067666925,
+      "lpips_alex": 0.08438539367169141,
+      "mode": "predictor",
+      "pixel_mae": 0.03322959715500474,
+      "pixel_mse": 0.005063571421313099,
+      "pixel_rmse": 0.07115877613698186,
+      "psnr_db": 22.955430599487418,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4",
+      "ssim": 0.8085624508857727,
+      "temporal_delta_mse": 0.005781360436230898
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 26.38752288032969,
+      "lpips_alex": 0.08097341709211468,
+      "pixel_mae": 0.03130989607051015,
+      "pixel_mse": 0.004090844375168672,
+      "pixel_rmse": 0.06375476410612987,
+      "psnr_db": 23.937741865188798,
+      "ssim": 0.7743776323795319,
+      "temporal_delta_mse": 0.0050586051074787974
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..85148847ef13684d72c6a0c49d48db0eccead073
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6883412ae49bb153968a91b0f5a4381d97bd664181151a9202825c2336ddc8e1
+size 468076
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..82589322b58baf0ddc0b01cddb06c3df800ccb34
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d80b101cf5533a2d76adc95a3eebfb7e6a1f7a4042ca8abdb1499e0ba73d12f5
+size 625593
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..b0d6f8cb1585d3766b15017b95b9c9d033e91d43
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1b2c7e42494429616df887b3afaf3858615b3f76f8061608b314bc405e31d8f4
+size 541511
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..818e6cdab9d5dc3cd8bd150fbc2313f79fbd4c34
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3a0e5d87770db20440c11639d4ec0776d13bb8c02eb9159d95d6718900d9cea5
+size 678976
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0f915d13a2c8eaf15a617f9889d987381cc9c524
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7a93aed82d2ca3620f1403f286767095ca2a53c71f29aaa61c239f49b61a3379
+size 1470670
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..ae4824a2678b4fc817c38ba512fe2ee248cd690c
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2d7592d9a13a8c8491e5b2bfb12f217f67502f8c29a611b470a509fe04561995
+size 1605044
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0478e8fd229d3f14a41aee7792d318b1cad1ad8d
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c7f13700a3cc4a9f7fb046be9c3f6c5f11f125804f2fe7763125e8c2ee9200de
+size 2085207
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..63367a4c920f8a2c5bef5837eacce3694b43c514
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:21b53d7fa930b1aab88fa590b5bd67248b8ee2958952895eaebc960cc8ee57c1
+size 2330832
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..8ca98d62d5fa18c8b1f71f688c32f9777fde1b52
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1ca87e1494568e26618bfd1a83a9ff6a2e741e2844ab359890acddb9f033cd06
+size 1173661
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..d3f90da3c4398fc993e9b081c2e8dcc422dc232e
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5bc67f662a6a7de9fe712a00318bc8146a0e0e7dd750488ec2a615114871bc1b
+size 1037828
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..fd9f5cc7b86ea063a8473dc0ad18ee7230ffa77a
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1620be8cc2bd32e5f95a04e8126010afdeaa0be215c8856ed2acb46a9215816c
+size 1239402
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..b227a3003f35809212e7dcbe53802f99e36c85a7
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1355b2ff7fe8d6c8b51933d9475a859e318cc5de4b2f2772b969e5ed3ba2509b
+size 857101
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..8576e23cb5bd6bd21175d86561645f6844009e6b
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:728c39929adc2c4d86c623cb7717a1004400bf0cc0fc703398f9cab152470dd7
+size 1291148
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..2b310395417db5e1ce602507ae191dc497347197
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9034da35916bcf18f405063a44577cc35be155486bbcef2c6cde173c11055a00
+size 1489399
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..3ec039437268124fadbf5e66437ed684e1ffc0d1
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0eac2c402ae4fa1d0184fc6d08bdf86f3a6666a65ecb231d7d4506a90ae750d5
+size 1318793
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..5c73b2a246a0f72c8c7ade04543dda4d72e638a9
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b025e5754fc50643ab1e9318fb35bbd1b383fbd70cf16631fd7311511a649720
+size 1766954
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..2c9dfd91187d88e606bd09bfd3f3d987c7d9700f
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b3db8735a9d0b30f559dc0fa46228df2010f796b273cb2eacb49857b8db6a845
+size 888255
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..5ec0754e073743fbba1a22b220c42f3a12daa6f2
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:737ff16fe78c3c4b88e463ee0a7be4e44532d7d4f8bb6021a14d3de15400ec2e
+size 952946
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..bba97512c222a19db5e5116775f95668c311b408
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cd92ca8642d579dbb2cff5d86d5825b7b4ba778e798c04369387a803d3174082
+size 869853
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..5a1856a8b1d7b8dcc3e86e45981a7bd5c1a7ddd9
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cefa001a5e4833469f23c0cf634770fc56207d8df2bce4b15627bf78bfe68fe6
+size 1017701
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..1ca22b3ffb1b43d657055507ed2e007bad3cd887
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:64dcf44e308fc42c8c849829bec26741d0a4040d4ebf776c048b7103a3ca243b
+size 707483
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..acff40c3267ba4ebec3f3a201d7b1a97cb764842
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1b31e151af26902df892537fb7503133dee6873c902dc45d5a6dc054bc431795
+size 680995
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..70dbedfa7f5bf368152d668fc927aea19629315f
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:713e4af3c754ed5e0947606c9e1bd0ad259e83f5b866db0f0cc0c37b503fcb69
+size 904519
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..d45d34d1187a359a8fa590dade6d0a54681aba8d
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dcf6c66fe05a870f4b3d13ba4d107e99d527f1d33ef1fff4332fc5631d5d62b2
+size 981127
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..7a6bd821f4faccafe4c80f0948606df0c08abb66
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ce8c6aaad9c8421cc8d92e3f29566856c0f14a231efa44e2009f7151c0af7958
+size 822894
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0895b296965a3d5ae8c8c1953aad0c97ec9360dc
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e25d96310ca9693a4b4668ccc1692b7fcc3fff1c5d6b85e40017c81506827041
+size 925096
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..37cf092eddd927db19671cb81bb23dd1912d5586
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d6af61b97980f384683e5c3144a59e0ba2471cb867d4c41c4ec5983dc9f0818f
+size 808453
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..876ac434ed56c210f099c094d5dbe4d203c45913
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a269fcf23a8df51b8aa039eba030d794681673526f08ab600a510af2c52b5c9d
+size 1577935
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..f13a501ee60def084f0087d4c8102b4a8bb3ce58
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9739ddc146e90ec1b52b797a3e0aa5be190122e0f4d3e6ba5e6b7335e2f90a8c
+size 934817
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..f86c227fc32087ae92226f531e286cfb6c00cb79
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:163bc238c98bc4f355eefc1d9657f132672f61583802dfcd0197d60023166d6f
+size 882285
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..2e2723cc87025efd2933773652358305248d2fab
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:268ee42f14837c94d5a0e694dd88ca033f71aed0c920bffc61869577a494c668
+size 921729
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..b3ca54798c3cb0bb70bbb3d6e2fa6ec5ae569e37
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ae79d82448cb2b7d407cf94c04c7622b2a5fd8557ed9c1eaf61e47e512c111e6
+size 1120320
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/sync.completed b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/sync.completed
new file mode 100644
index 0000000000000000000000000000000000000000..a3b349c3fcb0a76d18d9ea440d496dc5b9a31fe5
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppf_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/sync.completed
@@ -0,0 +1 @@
+2026-07-22T09:24:09Z
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.completed b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.completed
new file mode 100644
index 0000000000000000000000000000000000000000..db63e241f7fe4ac2193f67f1c4ef44dfe3f70e21
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.completed
@@ -0,0 +1 @@
+2026-07-22T09:33:42Z
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.started b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.started
new file mode 100644
index 0000000000000000000000000000000000000000..91e12cb2e15d193bdd4339a984c4dd3758aeb16d
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/generation.started
@@ -0,0 +1 @@
+2026-07-22T09:24:10Z
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.log
new file mode 100644
index 0000000000000000000000000000000000000000..b861ad0e719dd8cd16bf505dc9d3b005c12ff6e4
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:08<00:33,  8.43s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:11<00:15,  5.23s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:13<00:07,  4.00s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:16<00:03,  3.40s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:16<00:00,  3.30s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FC01C449060>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.96it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.09it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.12it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.12it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.74it/s]
100%|██████████| 4/4 [00:00<00:00,  6.01it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.41it/s]
100%|██████████| 4/4 [00:00<00:00,  5.90it/s]
100%|██████████| 4/4 [00:00<00:00,  4.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:00<00:00,  5.13it/s]
100%|██████████| 4/4 [00:00<00:00,  4.13it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.55it/s]
100%|██████████| 4/4 [00:01<00:00,  3.66it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:01<00:00,  3.98it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.05it/s]
100%|██████████| 4/4 [00:01<00:00,  3.26it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.11s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.06it/s]
100%|██████████| 4/4 [00:01<00:00,  3.07it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 4, "elapsed_s": 86.88403573899996, "end_to_end_s": 86.88403573899996, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9092032929765992, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4", "video_validate_s": 0.1571779790101573, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FC01C449090>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.69it/s]
100%|██████████| 4/4 [00:00<00:00,  5.80it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.40it/s]
100%|██████████| 4/4 [00:00<00:00,  5.93it/s]
100%|██████████| 4/4 [00:00<00:00,  4.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.20it/s]
100%|██████████| 4/4 [00:00<00:00,  4.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.53it/s]
100%|██████████| 4/4 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.00it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.19s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 4, "elapsed_s": 82.80209194100462, "end_to_end_s": 82.80209194100462, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9461889220401645, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4", "video_validate_s": 0.17460485402261838, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FC01C449060>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.14it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  5.89it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.11it/s]
100%|██████████| 4/4 [00:00<00:00,  4.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
 75%|███████▌  | 3/4 [00:00<00:00,  3.79it/s]
100%|██████████| 4/4 [00:01<00:00,  3.93it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:01<00:00,  4.40it/s]
100%|██████████| 4/4 [00:01<00:00,  3.55it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:01<00:00,  3.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.22s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.82it/s]
100%|██████████| 4/4 [00:01<00:00,  2.84it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.18s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.92it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 4, "elapsed_s": 83.86758351098979, "end_to_end_s": 83.86758351098979, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7942299660062417, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4", "video_validate_s": 0.15848013799404725, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FC01C44BB20>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:00<00:00,  5.93it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:00<00:00,  6.13it/s]
100%|██████████| 4/4 [00:00<00:00,  4.92it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.23it/s]
100%|██████████| 4/4 [00:00<00:00,  4.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.52it/s]
100%|██████████| 4/4 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.20s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.85it/s]
100%|██████████| 4/4 [00:01<00:00,  2.86it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.19s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.05it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 4, "elapsed_s": 78.70673471601913, "end_to_end_s": 78.70673471601913, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.986147532996256, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4", "video_validate_s": 0.2051027020206675, "worker_id": 0}
+[rank0]:[W722 09:32:17.779795363 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.pid
new file mode 100644
index 0000000000000000000000000000000000000000..7e8b7b799f38d886fcf5b90237dc32dc3d683d2b
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_0.pid
@@ -0,0 +1 @@
+385174
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.log
new file mode 100644
index 0000000000000000000000000000000000000000..ebae570f7a49974be2d1b4bce3a4e9eb7a4aa2bc
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:07<00:30,  7.69s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:10<00:15,  5.11s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:14<00:08,  4.15s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:17<00:03,  3.90s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:17<00:00,  3.51s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FA8F0169210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.01it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.10it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.92it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.13it/s]
100%|██████████| 4/4 [00:00<00:00,  4.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.54it/s]
100%|██████████| 4/4 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.52it/s]
100%|██████████| 4/4 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.03it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.05it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 11, "elapsed_s": 80.05878254503477, "end_to_end_s": 80.05878254503477, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1077369319973513, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4", "video_validate_s": 0.2562010080437176, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FA8F01691E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.93it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:00<00:00,  6.16it/s]
100%|██████████| 4/4 [00:00<00:00,  4.94it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.24it/s]
100%|██████████| 4/4 [00:00<00:00,  4.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.56it/s]
100%|██████████| 4/4 [00:01<00:00,  3.66it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.13s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.01it/s]
100%|██████████| 4/4 [00:01<00:00,  3.04it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.02it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 11, "elapsed_s": 79.05310526199173, "end_to_end_s": 79.05310526199173, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0856512609752826, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4", "video_validate_s": 0.2938850339851342, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FA8F0169150>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.13it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  7.11it/s]
100%|██████████| 4/4 [00:00<00:00,  5.75it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.06it/s]
100%|██████████| 4/4 [00:00<00:00,  4.88it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.19it/s]
100%|██████████| 4/4 [00:00<00:00,  4.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.52it/s]
100%|██████████| 4/4 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.00it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.03it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.24it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 11, "elapsed_s": 79.1373455900466, "end_to_end_s": 79.1373455900466, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.078797933005262, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4", "video_validate_s": 0.35896740801399574, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FA8F0169210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.10it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.14it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.70it/s]
100%|██████████| 4/4 [00:00<00:00,  5.86it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:00<00:00,  6.07it/s]
100%|██████████| 4/4 [00:00<00:00,  4.87it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.22it/s]
100%|██████████| 4/4 [00:00<00:00,  4.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.53it/s]
100%|██████████| 4/4 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:01<00:00,  3.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 11, "elapsed_s": 74.98770014097681, "end_to_end_s": 74.98770014097681, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0650536909815855, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4", "video_validate_s": 0.39516197302145883, "worker_id": 1}
+[rank0]:[W722 09:32:04.769273778 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.pid
new file mode 100644
index 0000000000000000000000000000000000000000..7be987e38100b842919a6cf4490b231b8fe968b6
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_1.pid
@@ -0,0 +1 @@
+385175
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.log
new file mode 100644
index 0000000000000000000000000000000000000000..abccef6fe258fddf849a932319d384221b4703b7
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:08<00:35,  8.94s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:12<00:16,  5.56s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:15<00:09,  4.58s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:18<00:03,  3.90s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:18<00:00,  3.69s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F18B422D0C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.08it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.14it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  6.87it/s]
100%|██████████| 4/4 [00:00<00:00,  5.61it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.39it/s]
100%|██████████| 4/4 [00:00<00:00,  5.91it/s]
100%|██████████| 4/4 [00:00<00:00,  4.75it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.21it/s]
100%|██████████| 4/4 [00:00<00:00,  4.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.54it/s]
100%|██████████| 4/4 [00:01<00:00,  3.65it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.03it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 17, "elapsed_s": 83.12695904698921, "end_to_end_s": 83.12695904698921, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8659903789521195, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4", "video_validate_s": 0.2583988370024599, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F18B422D1E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.90it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.11it/s]
100%|██████████| 4/4 [00:00<00:00,  4.90it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:00<00:00,  5.15it/s]
100%|██████████| 4/4 [00:00<00:00,  4.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  3.35it/s]
100%|██████████| 4/4 [00:01<00:00,  3.44it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.03it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 17, "elapsed_s": 79.57030703604687, "end_to_end_s": 79.57030703604687, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9078837239649147, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4", "video_validate_s": 0.23674343200400472, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F18B422CDC0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.13it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.69it/s]
100%|██████████| 4/4 [00:00<00:00,  5.82it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:00<00:00,  6.07it/s]
100%|██████████| 4/4 [00:00<00:00,  4.87it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:00<00:00,  5.18it/s]
100%|██████████| 4/4 [00:00<00:00,  4.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.51it/s]
100%|██████████| 4/4 [00:01<00:00,  3.62it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  3.93it/s]
100%|██████████| 4/4 [00:01<00:00,  3.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.99it/s]
100%|██████████| 4/4 [00:01<00:00,  3.07it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 17, "elapsed_s": 80.24989998602541, "end_to_end_s": 80.24989998602541, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8757854599971324, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4", "video_validate_s": 0.24716427398379892, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F18B422D150>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.70it/s]
100%|██████████| 4/4 [00:00<00:00,  5.86it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:00<00:00,  6.08it/s]
100%|██████████| 4/4 [00:00<00:00,  4.87it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.19it/s]
100%|██████████| 4/4 [00:00<00:00,  4.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.61it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  3.99it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.01it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.09s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.09it/s]
100%|██████████| 4/4 [00:01<00:00,  3.12it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 17, "elapsed_s": 76.6045537989703, "end_to_end_s": 76.6045537989703, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8872882400173694, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4", "video_validate_s": 0.2222214060020633, "worker_id": 2}
+[rank0]:[W722 09:32:12.833908383 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.pid
new file mode 100644
index 0000000000000000000000000000000000000000..c22fed3c6d3374cd68842a0730f7731f41cc8741
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_2.pid
@@ -0,0 +1 @@
+385176
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.log
new file mode 100644
index 0000000000000000000000000000000000000000..a68f522845edc5445060dd5d20dbe1b3454f05f2
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:08<00:34,  8.71s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:10<00:14,  4.76s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:13<00:07,  3.76s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:15<00:03,  3.24s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:15<00:00,  3.15s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FF5301250C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.96it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.08it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.11it/s]
100%|██████████| 4/4 [00:01<00:00,  2.11it/s]
100%|██████████| 4/4 [00:01<00:00,  2.10it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.68it/s]
100%|██████████| 4/4 [00:00<00:00,  5.81it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.29it/s]
100%|██████████| 4/4 [00:00<00:00,  5.60it/s]
100%|██████████| 4/4 [00:00<00:00,  4.47it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.15it/s]
100%|██████████| 4/4 [00:00<00:00,  4.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.53it/s]
100%|██████████| 4/4 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.08s/it]
100%|██████████| 4/4 [00:01<00:00,  3.93it/s]
100%|██████████| 4/4 [00:01<00:00,  3.16it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 28, "elapsed_s": 92.95078143797582, "end_to_end_s": 92.95078143797582, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.99323977495078, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4", "video_validate_s": 0.232392450037878, "worker_id": 3}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FF530125060>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  5.90it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:00<00:00,  6.02it/s]
100%|██████████| 4/4 [00:00<00:00,  4.84it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.02it/s]
100%|██████████| 4/4 [00:00<00:00,  4.07it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.53it/s]
100%|██████████| 4/4 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.25s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.77it/s]
100%|██████████| 4/4 [00:01<00:00,  2.79it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 28, "elapsed_s": 93.46516656404128, "end_to_end_s": 93.46516656404128, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.993934596015606, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4", "video_validate_s": 0.23187881999183446, "worker_id": 3}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FF5301251E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.93it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.11it/s]
100%|██████████| 4/4 [00:00<00:00,  4.90it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.17it/s]
100%|██████████| 4/4 [00:00<00:00,  4.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.02it/s]
100%|██████████| 4/4 [00:01<00:00,  4.31it/s]
100%|██████████| 4/4 [00:01<00:00,  3.47it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.25s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.75it/s]
100%|██████████| 4/4 [00:01<00:00,  2.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.14s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.97it/s]
100%|██████████| 4/4 [00:01<00:00,  3.00it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 28, "elapsed_s": 87.45454962697113, "end_to_end_s": 87.45454962697113, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0157631190377288, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4", "video_validate_s": 0.21687703800853342, "worker_id": 3}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FF5301250C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.12it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.13it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.70it/s]
100%|██████████| 4/4 [00:00<00:00,  5.84it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.26it/s]
100%|██████████| 4/4 [00:00<00:00,  5.30it/s]
100%|██████████| 4/4 [00:00<00:00,  4.28it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.01s/it]
100%|██████████| 4/4 [00:01<00:00,  4.29it/s]
100%|██████████| 4/4 [00:01<00:00,  3.43it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.13s/it]
100%|██████████| 4/4 [00:01<00:00,  3.79it/s]
100%|██████████| 4/4 [00:01<00:00,  3.04it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.08s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.14it/s]
100%|██████████| 4/4 [00:01<00:00,  3.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.26s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.74it/s]
100%|██████████| 4/4 [00:01<00:00,  2.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 28, "elapsed_s": 85.25495352497092, "end_to_end_s": 85.25495352497092, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.5049168310360983, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4", "video_validate_s": 0.297490767959971, "worker_id": 3}
+[rank0]:[W722 09:32:42.612692511 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.pid
new file mode 100644
index 0000000000000000000000000000000000000000..964663faba51a915a6e1c2cf8d56c153d8d1259b
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_3.pid
@@ -0,0 +1 @@
+385177
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.log
new file mode 100644
index 0000000000000000000000000000000000000000..bc7304bd08ebe6582515ed0cd7f12451884a5e79
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:07<00:31,  7.91s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:10<00:14,  4.88s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:13<00:07,  3.94s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:16<00:03,  3.57s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:16<00:00,  3.30s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F43701BD210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.01it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.11it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  7.01it/s]
100%|██████████| 4/4 [00:00<00:00,  5.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:00<00:00,  6.12it/s]
100%|██████████| 4/4 [00:00<00:00,  4.90it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.23it/s]
100%|██████████| 4/4 [00:00<00:00,  4.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.52it/s]
100%|██████████| 4/4 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.06it/s]
100%|██████████| 4/4 [00:01<00:00,  3.12it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:01<00:00,  3.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.18s/it]
100%|██████████| 4/4 [00:01<00:00,  3.67it/s]
100%|██████████| 4/4 [00:01<00:00,  2.94it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 58, "elapsed_s": 96.5614155170042, "end_to_end_s": 96.5614155170042, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9118804990430363, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4", "video_validate_s": 0.20041027996921912, "worker_id": 4}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F43701BD240>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.14it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.89it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.41it/s]
100%|██████████| 4/4 [00:00<00:00,  5.91it/s]
100%|██████████| 4/4 [00:00<00:00,  4.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.20it/s]
100%|██████████| 4/4 [00:00<00:00,  5.10it/s]
100%|██████████| 4/4 [00:00<00:00,  4.10it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:01<00:00,  4.40it/s]
100%|██████████| 4/4 [00:01<00:00,  3.55it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:01<00:00,  3.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:01<00:00,  3.05it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 58, "elapsed_s": 101.30377207999118, "end_to_end_s": 101.30377207999118, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9035475510172546, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4", "video_validate_s": 0.21519551798701286, "worker_id": 4}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F43701BCFA0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.15it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  5.84it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:00<00:00,  6.07it/s]
100%|██████████| 4/4 [00:00<00:00,  4.88it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.18it/s]
100%|██████████| 4/4 [00:00<00:00,  5.04it/s]
100%|██████████| 4/4 [00:00<00:00,  4.05it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.60it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:01<00:00,  3.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.00it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.17s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.94it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 58, "elapsed_s": 97.72401817998616, "end_to_end_s": 97.72401817998616, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9742147310171276, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4", "video_validate_s": 0.21914247301174328, "worker_id": 4}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F43701BD150>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.92it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:00<00:00,  6.10it/s]
100%|██████████| 4/4 [00:00<00:00,  4.89it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:00<00:00,  5.19it/s]
100%|██████████| 4/4 [00:00<00:00,  4.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.62it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.27s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.72it/s]
100%|██████████| 4/4 [00:01<00:00,  2.74it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.23s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.81it/s]
100%|██████████| 4/4 [00:01<00:00,  2.82it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:01<00:00,  3.99it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 58, "elapsed_s": 110.32674139400478, "end_to_end_s": 110.32674139400478, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.5970767610124312, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4", "video_validate_s": 0.238849040993955, "worker_id": 4}
+[rank0]:[W722 09:33:39.881393334 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.pid
new file mode 100644
index 0000000000000000000000000000000000000000..784e9b6053701a6d411c30f3e0c6ba3f0b225c65
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_4.pid
@@ -0,0 +1 @@
+385178
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..9a2352b9cb85dc17dfe7202ff13a3b7440af89f4
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:08<00:32,  8.09s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:10<00:14,  4.92s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:13<00:08,  4.01s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:16<00:03,  3.46s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:16<00:00,  3.27s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FAF187A90C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.05it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.12it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  7.04it/s]
100%|██████████| 4/4 [00:00<00:00,  5.71it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.16it/s]
100%|██████████| 4/4 [00:00<00:00,  4.93it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.19it/s]
100%|██████████| 4/4 [00:00<00:00,  5.04it/s]
100%|██████████| 4/4 [00:00<00:00,  4.05it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.54it/s]
100%|██████████| 4/4 [00:01<00:00,  3.65it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.02it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 80, "elapsed_s": 92.8925450189854, "end_to_end_s": 92.8925450189854, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8538171719992533, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4", "video_validate_s": 0.14619607001077384, "worker_id": 5}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FAF187A91E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  6.81it/s]
100%|██████████| 4/4 [00:00<00:00,  5.57it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.39it/s]
100%|██████████| 4/4 [00:00<00:00,  5.64it/s]
100%|██████████| 4/4 [00:00<00:00,  4.59it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.20it/s]
100%|██████████| 4/4 [00:00<00:00,  5.10it/s]
100%|██████████| 4/4 [00:00<00:00,  4.10it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.62it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  3.92it/s]
100%|██████████| 4/4 [00:01<00:00,  3.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.01it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 80, "elapsed_s": 103.89795935899019, "end_to_end_s": 103.89795935899019, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8624191639828496, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4", "video_validate_s": 0.1362210260122083, "worker_id": 5}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FAF187A8DC0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.88it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.14it/s]
100%|██████████| 4/4 [00:00<00:00,  4.92it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.21it/s]
100%|██████████| 4/4 [00:00<00:00,  4.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.53it/s]
100%|██████████| 4/4 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:01<00:00,  3.98it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 80, "elapsed_s": 91.09660639899084, "end_to_end_s": 91.09660639899084, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8329571369686164, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4", "video_validate_s": 0.1933617779868655, "worker_id": 5}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FAF187A9150>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.78it/s]
100%|██████████| 4/4 [00:01<00:00,  3.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.35it/s]
100%|██████████| 4/4 [00:01<00:00,  3.43it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.23it/s]
100%|██████████| 4/4 [00:00<00:00,  4.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.53it/s]
100%|██████████| 4/4 [00:01<00:00,  3.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.05it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.02it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 80, "elapsed_s": 93.20234051794978, "end_to_end_s": 93.20234051794978, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0678835439612158, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4", "video_validate_s": 0.21518888900754973, "worker_id": 5}
+[rank0]:[W722 09:33:13.867605159 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.pid
new file mode 100644
index 0000000000000000000000000000000000000000..174d316b39618a42aff6734e5701f43b14e94d5a
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_5.pid
@@ -0,0 +1 @@
+385179
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.log
new file mode 100644
index 0000000000000000000000000000000000000000..4adc59ec1ef845da545dd77e91b748cec3592a34
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:08<00:34,  8.72s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:11<00:16,  5.39s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:15<00:09,  4.56s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:18<00:04,  4.00s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:18<00:00,  3.71s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F0FF8255210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.06it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.14it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:00<00:00,  6.14it/s]
100%|██████████| 4/4 [00:00<00:00,  4.94it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.25it/s]
100%|██████████| 4/4 [00:00<00:00,  4.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.53it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.01it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.01it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.18s/it]
100%|██████████| 4/4 [00:01<00:00,  3.66it/s]
100%|██████████| 4/4 [00:01<00:00,  2.93it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 94, "elapsed_s": 83.83839198196074, "end_to_end_s": 83.83839198196074, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8294913720455952, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4", "video_validate_s": 0.14784470800077543, "worker_id": 6}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F0FF8255180>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.94it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:00<00:00,  6.16it/s]
100%|██████████| 4/4 [00:00<00:00,  4.94it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.21it/s]
100%|██████████| 4/4 [00:00<00:00,  4.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.45it/s]
100%|██████████| 4/4 [00:01<00:00,  3.59it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.02it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.02it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 94, "elapsed_s": 78.31138108402956, "end_to_end_s": 78.31138108402956, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7823082049726509, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4", "video_validate_s": 0.16089498600922525, "worker_id": 6}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F0FF82551E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.90it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  5.56it/s]
100%|██████████| 4/4 [00:00<00:00,  4.57it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.20it/s]
100%|██████████| 4/4 [00:00<00:00,  5.10it/s]
100%|██████████| 4/4 [00:00<00:00,  4.10it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.61it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:01<00:00,  3.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.09s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.12it/s]
100%|██████████| 4/4 [00:01<00:00,  3.14it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 94, "elapsed_s": 83.57013280200772, "end_to_end_s": 83.57013280200772, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8937327879830264, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4", "video_validate_s": 0.1771867290372029, "worker_id": 6}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F0FF8255210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.92it/s]
 50%|█████     | 2/4 [00:01<00:01,  1.90it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.01it/s]
100%|██████████| 4/4 [00:01<00:00,  2.08it/s]
100%|██████████| 4/4 [00:01<00:00,  2.03it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
 75%|███████▌  | 3/4 [00:00<00:00,  4.54it/s]
100%|██████████| 4/4 [00:00<00:00,  4.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:00<00:00,  5.15it/s]
100%|██████████| 4/4 [00:00<00:00,  4.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.52it/s]
100%|██████████| 4/4 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.01it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.03it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 94, "elapsed_s": 80.22991058998741, "end_to_end_s": 80.22991058998741, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9346292949630879, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4", "video_validate_s": 0.25592647603480145, "worker_id": 6}
+[rank0]:[W722 09:32:17.771424219 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.pid
new file mode 100644
index 0000000000000000000000000000000000000000..a2585eae52779e9845219598d955f6f9b8e917d2
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_6.pid
@@ -0,0 +1 @@
+385180
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.log
new file mode 100644
index 0000000000000000000000000000000000000000..b6f7c41edaf77e3c398bce8e2fb18d074fa4462d
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:08<00:32,  8.09s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:10<00:13,  4.65s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:13<00:07,  3.79s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:16<00:03,  3.48s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:16<00:00,  3.22s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FE2182590C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.06it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.13it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
 50%|█████     | 2/4 [00:00<00:00,  3.28it/s]
100%|██████████| 4/4 [00:00<00:00,  6.53it/s]
100%|██████████| 4/4 [00:00<00:00,  4.89it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:00<00:00,  6.19it/s]
100%|██████████| 4/4 [00:00<00:00,  4.96it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.26it/s]
100%|██████████| 4/4 [00:00<00:00,  4.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  3.52it/s]
100%|██████████| 4/4 [00:01<00:00,  3.57it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.16it/s]
100%|██████████| 4/4 [00:01<00:00,  3.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.00it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.03it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 96, "elapsed_s": 84.97831665998092, "end_to_end_s": 84.97831665998092, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7723085019970313, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4", "video_validate_s": 0.23074402200290933, "worker_id": 7}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FE2182591E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  5.90it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.14it/s]
100%|██████████| 4/4 [00:00<00:00,  4.93it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.21it/s]
100%|██████████| 4/4 [00:00<00:00,  4.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.55it/s]
100%|██████████| 4/4 [00:01<00:00,  3.66it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.01it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 96, "elapsed_s": 84.17700328800129, "end_to_end_s": 84.17700328800129, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7970811210107058, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4", "video_validate_s": 0.2343429519678466, "worker_id": 7}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FE218258DC0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.13it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
 75%|███████▌  | 3/4 [00:00<00:00,  5.25it/s]
100%|██████████| 4/4 [00:00<00:00,  5.46it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.38it/s]
100%|██████████| 4/4 [00:00<00:00,  5.90it/s]
100%|██████████| 4/4 [00:00<00:00,  4.73it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.19it/s]
100%|██████████| 4/4 [00:00<00:00,  4.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.55it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:01<00:00,  3.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.02it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 96, "elapsed_s": 83.4956754129962, "end_to_end_s": 83.4956754129962, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8678519829991274, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4", "video_validate_s": 0.2230357119697146, "worker_id": 7}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FE218259150>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.92it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  5.92it/s]
100%|██████████| 4/4 [00:00<00:00,  4.80it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.23it/s]
100%|██████████| 4/4 [00:00<00:00,  4.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:01<00:00,  4.45it/s]
100%|██████████| 4/4 [00:01<00:00,  3.58it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.02it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.02it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 96, "elapsed_s": 81.03150533302687, "end_to_end_s": 81.03150533302687, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.2446663010050543, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4", "video_validate_s": 0.2772532639792189, "worker_id": 7}
+[rank0]:[W722 09:32:24.117917099 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.pid
new file mode 100644
index 0000000000000000000000000000000000000000..335a6d3f9da735e945564cc26f3e5d7ed3d9857c
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/generate_worker_7.pid
@@ -0,0 +1 @@
+385181
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_merge.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_merge.log
new file mode 100644
index 0000000000000000000000000000000000000000..5c2178f8176838dc42b20b1c6f0e3e6092143727
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_merge.log
@@ -0,0 +1,13 @@
+{
+  "predictor": {
+    "frame_psnr_mean_db": 23.492248513691482,
+    "lpips_alex": 0.18365444952913088,
+    "pixel_mae": 0.04383556427666918,
+    "pixel_mse": 0.008128787263976846,
+    "pixel_rmse": 0.08713130572866186,
+    "psnr_db": 21.540769328052377,
+    "ssim": 0.7320090132914485,
+    "temporal_delta_mse": 0.0074983122540288605
+  }
+}
+/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.json
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.log
new file mode 100644
index 0000000000000000000000000000000000000000..ca01f198716a21f8717c55e75669ed8e3cef036c
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4", "case_id": 4, "frame_psnr_mean_db": 25.765857614069045, "lpips_alex": 0.06966777050122619, "mode": "predictor", "pixel_mae": 0.031993908520787956, "pixel_mse": 0.004637661128130276, "pixel_rmse": 0.0681003753890555, "psnr_db": 23.33700988246499, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4", "ssim": 0.8211276025772095, "temporal_delta_mse": 0.0008385501569136977}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4", "case_id": 4, "frame_psnr_mean_db": 23.17781723876253, "lpips_alex": 0.14400412510707974, "mode": "predictor", "pixel_mae": 0.04393935754522681, "pixel_mse": 0.008582131186616607, "pixel_rmse": 0.09263979267364866, "psnr_db": 20.66404851119096, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4", "ssim": 0.7754655151367188, "temporal_delta_mse": 0.005511956755071878}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4", "case_id": 4, "frame_psnr_mean_db": 23.684164413112185, "lpips_alex": 0.16811777812242507, "mode": "predictor", "pixel_mae": 0.044105086479336024, "pixel_mse": 0.009815588256111368, "pixel_rmse": 0.09907365066510554, "psnr_db": 20.080836676658592, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4", "ssim": 0.8036785454750061, "temporal_delta_mse": 0.010016148909926414}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4", "case_id": 4, "frame_psnr_mean_db": 20.956383874857966, "lpips_alex": 0.19371092984080315, "mode": "predictor", "pixel_mae": 0.06199584332108497, "pixel_mse": 0.01466413208062295, "pixel_rmse": 0.12109554938404198, "psnr_db": 18.33743636314567, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4", "ssim": 0.7048256168365479, "temporal_delta_mse": 0.015360443852841854}
+[rank0]:[W722 09:34:30.317491043 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.pid
new file mode 100644
index 0000000000000000000000000000000000000000..950a64ccae414ece56af56fa2312bcd55d27e3f2
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_0.pid
@@ -0,0 +1 @@
+395145
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.log
new file mode 100644
index 0000000000000000000000000000000000000000..2e26489aff24bcf63f2fcd0ec87e7251ac977804
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4", "case_id": 11, "frame_psnr_mean_db": 23.049426006950068, "lpips_alex": 0.10777182299643755, "mode": "predictor", "pixel_mae": 0.05150050536543131, "pixel_mse": 0.007157654810347594, "pixel_rmse": 0.08460292436049474, "psnr_db": 21.45229250005265, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4", "ssim": 0.7144839420318604, "temporal_delta_mse": 0.0033280865754932165}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4", "case_id": 11, "frame_psnr_mean_db": 21.983795312931637, "lpips_alex": 0.11949764917418361, "mode": "predictor", "pixel_mae": 0.059139894366264344, "pixel_mse": 0.00914439501229208, "pixel_rmse": 0.09562633012038096, "psnr_db": 20.3884502190046, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4", "ssim": 0.670010498046875, "temporal_delta_mse": 0.005418083630502224}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4", "case_id": 11, "frame_psnr_mean_db": 19.58638790745211, "lpips_alex": 0.2632136789187789, "mode": "predictor", "pixel_mae": 0.08014270107448102, "pixel_mse": 0.016205018526641652, "pixel_rmse": 0.12729893372154244, "psnr_db": 17.90350468117508, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4", "ssim": 0.5282390882968903, "temporal_delta_mse": 0.02427241951227188}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4", "case_id": 11, "frame_psnr_mean_db": 19.674776809118303, "lpips_alex": 0.19203938747942448, "mode": "predictor", "pixel_mae": 0.08181354989856482, "pixel_mse": 0.017105381852248684, "pixel_rmse": 0.13078754471374054, "psnr_db": 17.668672263913145, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4", "ssim": 0.5445373347997665, "temporal_delta_mse": 0.030220048502087593}
+[rank0]:[W722 09:34:31.768062244 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.pid
new file mode 100644
index 0000000000000000000000000000000000000000..7c5499a6bbbb14c258d8c9b9868d4b722e834108
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_1.pid
@@ -0,0 +1 @@
+395146
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.log
new file mode 100644
index 0000000000000000000000000000000000000000..d05216b934b5ed75257b23583ea2362042834dee
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4", "case_id": 17, "frame_psnr_mean_db": 22.21763247466117, "lpips_alex": 0.3285958367735147, "mode": "predictor", "pixel_mae": 0.05440887788683176, "pixel_mse": 0.01024391246313462, "pixel_rmse": 0.10121221498976603, "psnr_db": 19.895341413457427, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4", "ssim": 0.6247306127548218, "temporal_delta_mse": 0.005915592424571514}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4", "case_id": 17, "frame_psnr_mean_db": 21.13631380760362, "lpips_alex": 0.39709756106883287, "mode": "predictor", "pixel_mae": 0.06797291023656726, "pixel_mse": 0.014777486975304783, "pixel_rmse": 0.12156268743041503, "psnr_db": 18.303994147607195, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4", "ssim": 0.6429054870605468, "temporal_delta_mse": 0.010388349182903767}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4", "case_id": 17, "frame_psnr_mean_db": 22.282742545785855, "lpips_alex": 0.2578842179849744, "mode": "predictor", "pixel_mae": 0.04667003884911537, "pixel_mse": 0.008603208193206228, "pixel_rmse": 0.09275348076059586, "psnr_db": 20.65339567269392, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4", "ssim": 0.6833982553482055, "temporal_delta_mse": 0.010700096376240253}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4", "case_id": 17, "frame_psnr_mean_db": 24.340829205203228, "lpips_alex": 0.20238235980272293, "mode": "predictor", "pixel_mae": 0.039200495518743994, "pixel_mse": 0.005249270268483088, "pixel_rmse": 0.07245184793007758, "psnr_db": 22.799010661937338, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4", "ssim": 0.7282741508483886, "temporal_delta_mse": 0.00633384520187974}
+[rank0]:[W722 09:34:30.453031814 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.pid
new file mode 100644
index 0000000000000000000000000000000000000000..f5d30355c54c7a8e62147d65a5448a17813f6fd5
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_2.pid
@@ -0,0 +1 @@
+395147
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.log
new file mode 100644
index 0000000000000000000000000000000000000000..263252301b558e68dbb60cb0f1a6c95044fa3c3f
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4", "case_id": 28, "frame_psnr_mean_db": 25.89348927623815, "lpips_alex": 0.2591612820029259, "mode": "predictor", "pixel_mae": 0.029568576827645302, "pixel_mse": 0.003394142872071825, "pixel_rmse": 0.058259272841941864, "psnr_db": 24.692698805668208, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4", "ssim": 0.742387291431427, "temporal_delta_mse": 0.0009043779573403299}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4", "case_id": 28, "frame_psnr_mean_db": 21.72451712975903, "lpips_alex": 0.28814500810205934, "mode": "predictor", "pixel_mae": 0.04620189740508795, "pixel_mse": 0.01040604702278506, "pixel_rmse": 0.10201003393188858, "psnr_db": 19.827142159481568, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4", "ssim": 0.6712499084472656, "temporal_delta_mse": 0.004992061760276556}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4", "case_id": 28, "frame_psnr_mean_db": 24.441429843243814, "lpips_alex": 0.359125120267272, "mode": "predictor", "pixel_mae": 0.033877223685383796, "pixel_mse": 0.006596651777392253, "pixel_rmse": 0.08121977454654902, "psnr_db": 21.806764407563712, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4", "ssim": 0.7409494619369507, "temporal_delta_mse": 0.005170165095478296}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4", "case_id": 28, "frame_psnr_mean_db": 21.510457307804117, "lpips_alex": 0.3317789571434259, "mode": "predictor", "pixel_mae": 0.047824792824685575, "pixel_mse": 0.011867461249697954, "pixel_rmse": 0.10893787793829084, "psnr_db": 19.256421776900595, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4", "ssim": 0.6617779412269592, "temporal_delta_mse": 0.010233710519969463}
+[rank0]:[W722 09:34:31.070173111 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.pid
new file mode 100644
index 0000000000000000000000000000000000000000..251726cb710e91258aab6c3f7f9aed961801ffa4
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_3.pid
@@ -0,0 +1 @@
+395148
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.log
new file mode 100644
index 0000000000000000000000000000000000000000..c8fd56f626948c3c9447383d798adcfc207a47e0
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4", "case_id": 58, "frame_psnr_mean_db": 23.33906016270013, "lpips_alex": 0.12363355258107185, "mode": "predictor", "pixel_mae": 0.04058187776431441, "pixel_mse": 0.007530210335331503, "pixel_rmse": 0.08677678454132477, "psnr_db": 21.23192892830104, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4", "ssim": 0.7221585531234741, "temporal_delta_mse": 0.0018780576065182686}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4", "case_id": 58, "frame_psnr_mean_db": 23.734594047082457, "lpips_alex": 0.1704654733762145, "mode": "predictor", "pixel_mae": 0.03994975718855858, "pixel_mse": 0.006480679999978747, "pixel_rmse": 0.08050267076301722, "psnr_db": 21.883794224095997, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4", "ssim": 0.7282034764289856, "temporal_delta_mse": 0.008376399986445904}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4", "case_id": 58, "frame_psnr_mean_db": 22.660327889346426, "lpips_alex": 0.17594432877749205, "mode": "predictor", "pixel_mae": 0.041202759362757205, "pixel_mse": 0.007980557347764261, "pixel_rmse": 0.08933396525266446, "psnr_db": 20.97966777245004, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4", "ssim": 0.7836991319656372, "temporal_delta_mse": 0.010525232180953026}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4", "case_id": 58, "frame_psnr_mean_db": 23.328510120516984, "lpips_alex": 0.1927394297644496, "mode": "predictor", "pixel_mae": 0.04609881865605712, "pixel_mse": 0.008396167856524698, "pixel_rmse": 0.09163060545759096, "psnr_db": 20.75918887570137, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4", "ssim": 0.740152286529541, "temporal_delta_mse": 0.007192518562078476}
+[rank0]:[W722 09:34:30.274327111 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.pid
new file mode 100644
index 0000000000000000000000000000000000000000..3dfba78de47318dbb1dd86533a7b71402263a67e
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_4.pid
@@ -0,0 +1 @@
+395149
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..34a04ed0375cc2b6a5af31895086189754aa9f12
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4", "case_id": 80, "frame_psnr_mean_db": 27.530774256367433, "lpips_alex": 0.04989453062415123, "mode": "predictor", "pixel_mae": 0.017824542257934808, "pixel_mse": 0.0022573009611223825, "pixel_rmse": 0.04751106146069968, "psnr_db": 26.464105335048824, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4", "ssim": 0.885035391330719, "temporal_delta_mse": 0.0008175396360456944}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4", "case_id": 80, "frame_psnr_mean_db": 29.03774789715709, "lpips_alex": 0.042347186882048846, "mode": "predictor", "pixel_mae": 0.016294717889279126, "pixel_mse": 0.0015225791224511341, "pixel_rmse": 0.039020239907657336, "psnr_db": 28.17420129531825, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4", "ssim": 0.8950722875595093, "temporal_delta_mse": 0.0006742055411450565}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4", "case_id": 80, "frame_psnr_mean_db": 27.214975114907574, "lpips_alex": 0.09530961104482412, "mode": "predictor", "pixel_mae": 0.021259943086653948, "pixel_mse": 0.0024308033304987473, "pixel_rmse": 0.04930317769169394, "psnr_db": 26.14250177287599, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4", "ssim": 0.8760835328102112, "temporal_delta_mse": 0.003628371749073267}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4", "case_id": 80, "frame_psnr_mean_db": 25.79490421638578, "lpips_alex": 0.12008202358335257, "mode": "predictor", "pixel_mae": 0.028696714032441378, "pixel_mse": 0.0038381504563149067, "pixel_rmse": 0.061952808300470986, "psnr_db": 24.1587800483072, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4", "ssim": 0.8108436937332153, "temporal_delta_mse": 0.0046106851659715176}
+[rank0]:[W722 09:34:30.094829553 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.pid
new file mode 100644
index 0000000000000000000000000000000000000000..55e6066cb2f682a4d493e3afe792264a1d0d8a6e
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_5.pid
@@ -0,0 +1 @@
+395150
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.log
new file mode 100644
index 0000000000000000000000000000000000000000..763a57e3e81e14924956f188182e857c21797b02
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4", "case_id": 94, "frame_psnr_mean_db": 25.17849214052869, "lpips_alex": 0.05768823309242725, "mode": "predictor", "pixel_mae": 0.02593870583921671, "pixel_mse": 0.0040385185130871835, "pixel_rmse": 0.06354933920260056, "psnr_db": 23.937779219164455, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4", "ssim": 0.8660080819129944, "temporal_delta_mse": 0.0004179069073870778}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4", "case_id": 94, "frame_psnr_mean_db": 25.32040005664588, "lpips_alex": 0.05609114260599017, "mode": "predictor", "pixel_mae": 0.02639163104817271, "pixel_mse": 0.003813712978793774, "pixel_rmse": 0.06175526681015777, "psnr_db": 24.18651995195781, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4", "ssim": 0.8655537333488464, "temporal_delta_mse": 0.0006879050051793456}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4", "case_id": 94, "frame_psnr_mean_db": 23.584688705115994, "lpips_alex": 0.08776911335811019, "mode": "predictor", "pixel_mae": 0.032206865981221196, "pixel_mse": 0.007634072886663489, "pixel_rmse": 0.08737318173595081, "psnr_db": 21.172436979205006, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4", "ssim": 0.8769493346214294, "temporal_delta_mse": 0.008651738055050373}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4", "case_id": 94, "frame_psnr_mean_db": 21.17546834542823, "lpips_alex": 0.15308318215981126, "mode": "predictor", "pixel_mae": 0.046562606792896984, "pixel_mse": 0.011348959212074988, "pixel_rmse": 0.10653149399156565, "psnr_db": 19.45043964830187, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4", "ssim": 0.7600560436248779, "temporal_delta_mse": 0.012769448570907116}
+[rank0]:[W722 09:34:30.447497729 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.pid
new file mode 100644
index 0000000000000000000000000000000000000000..92f38423baa415ede27c045c481a2c2acf18507c
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_6.pid
@@ -0,0 +1 @@
+395151
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.log b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.log
new file mode 100644
index 0000000000000000000000000000000000000000..a9c4cb267b6dfb3957581eee7e36f7816680f3db
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4", "case_id": 96, "frame_psnr_mean_db": 24.29297757392163, "lpips_alex": 0.16422640144824982, "mode": "predictor", "pixel_mae": 0.04157964949309826, "pixel_mse": 0.0054020767292240635, "pixel_rmse": 0.07349882127778692, "psnr_db": 22.674392515365803, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4", "ssim": 0.6339633297920227, "temporal_delta_mse": 0.0022648759186267853}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4", "case_id": 96, "frame_psnr_mean_db": 22.221987999718664, "lpips_alex": 0.2228230420947075, "mode": "predictor", "pixel_mae": 0.056182249695062636, "pixel_mse": 0.010997906054835766, "pixel_rmse": 0.10487090185001637, "psnr_db": 19.58689994423251, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4", "ssim": 0.6323138904571534, "temporal_delta_mse": 0.006667982786893845}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4", "case_id": 96, "frame_psnr_mean_db": 24.5536596879676, "lpips_alex": 0.24288712486624717, "mode": "predictor", "pixel_mae": 0.04228011135756969, "pixel_mse": 0.005977850920287893, "pixel_rmse": 0.0773165630398034, "psnr_db": 22.234549198928647, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4", "ssim": 0.6690972542762756, "temporal_delta_mse": 0.007983393967151642}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4", "case_id": 96, "frame_psnr_mean_db": 21.357363456783997, "lpips_alex": 0.23976452338695525, "mode": "predictor", "pixel_mae": 0.05933144660294056, "pixel_mse": 0.012021502067218534, "pixel_rmse": 0.10964261063664316, "psnr_db": 19.200412645505523, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4", "ssim": 0.621057151556015, "temporal_delta_mse": 0.013195794075727463}
+[rank0]:[W722 09:34:31.719875255 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.pid b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.pid
new file mode 100644
index 0000000000000000000000000000000000000000..c957e739819c6aa758e431fa197e7671a2f1fbe1
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/metrics_worker_7.pid
@@ -0,0 +1 @@
+395152
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_0.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_0.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6ebd0eb2947197bc3c788bb94bfd8fcc3051fd47
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_0.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 4, "elapsed_s": 86.88403573899996, "end_to_end_s": 86.88403573899996, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9092032929765992, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4", "video_validate_s": 0.1571779790101573, "worker_id": 0}
+{"action_id": 1, "action_name": "a_d", "case_id": 4, "elapsed_s": 82.80209194100462, "end_to_end_s": 82.80209194100462, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9461889220401645, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4", "video_validate_s": 0.17460485402261838, "worker_id": 0}
+{"action_id": 2, "action_name": "up_down", "case_id": 4, "elapsed_s": 83.86758351098979, "end_to_end_s": 83.86758351098979, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7942299660062417, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4", "video_validate_s": 0.15848013799404725, "worker_id": 0}
+{"action_id": 3, "action_name": "left_right", "case_id": 4, "elapsed_s": 78.70673471601913, "end_to_end_s": 78.70673471601913, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.986147532996256, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4", "video_validate_s": 0.2051027020206675, "worker_id": 0}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_1.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_1.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..e35f4c994a0a460adc6928d84861ce1fead70054
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_1.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 11, "elapsed_s": 80.05878254503477, "end_to_end_s": 80.05878254503477, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1077369319973513, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4", "video_validate_s": 0.2562010080437176, "worker_id": 1}
+{"action_id": 1, "action_name": "a_d", "case_id": 11, "elapsed_s": 79.05310526199173, "end_to_end_s": 79.05310526199173, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0856512609752826, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4", "video_validate_s": 0.2938850339851342, "worker_id": 1}
+{"action_id": 2, "action_name": "up_down", "case_id": 11, "elapsed_s": 79.1373455900466, "end_to_end_s": 79.1373455900466, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.078797933005262, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4", "video_validate_s": 0.35896740801399574, "worker_id": 1}
+{"action_id": 3, "action_name": "left_right", "case_id": 11, "elapsed_s": 74.98770014097681, "end_to_end_s": 74.98770014097681, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0650536909815855, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4", "video_validate_s": 0.39516197302145883, "worker_id": 1}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_2.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_2.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..803e5bdd47eab249befb324913df35cb7724cefc
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_2.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 17, "elapsed_s": 83.12695904698921, "end_to_end_s": 83.12695904698921, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8659903789521195, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4", "video_validate_s": 0.2583988370024599, "worker_id": 2}
+{"action_id": 1, "action_name": "a_d", "case_id": 17, "elapsed_s": 79.57030703604687, "end_to_end_s": 79.57030703604687, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9078837239649147, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4", "video_validate_s": 0.23674343200400472, "worker_id": 2}
+{"action_id": 2, "action_name": "up_down", "case_id": 17, "elapsed_s": 80.24989998602541, "end_to_end_s": 80.24989998602541, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8757854599971324, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4", "video_validate_s": 0.24716427398379892, "worker_id": 2}
+{"action_id": 3, "action_name": "left_right", "case_id": 17, "elapsed_s": 76.6045537989703, "end_to_end_s": 76.6045537989703, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8872882400173694, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4", "video_validate_s": 0.2222214060020633, "worker_id": 2}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_3.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_3.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..82a80fb2565ff05ea81e4785de76c214c3145b7a
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_3.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 28, "elapsed_s": 92.95078143797582, "end_to_end_s": 92.95078143797582, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.99323977495078, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4", "video_validate_s": 0.232392450037878, "worker_id": 3}
+{"action_id": 1, "action_name": "a_d", "case_id": 28, "elapsed_s": 93.46516656404128, "end_to_end_s": 93.46516656404128, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.993934596015606, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4", "video_validate_s": 0.23187881999183446, "worker_id": 3}
+{"action_id": 2, "action_name": "up_down", "case_id": 28, "elapsed_s": 87.45454962697113, "end_to_end_s": 87.45454962697113, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0157631190377288, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4", "video_validate_s": 0.21687703800853342, "worker_id": 3}
+{"action_id": 3, "action_name": "left_right", "case_id": 28, "elapsed_s": 85.25495352497092, "end_to_end_s": 85.25495352497092, "mode": "predictor", "peak_memory_gib": 71.92749452590942, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.5049168310360983, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4", "video_validate_s": 0.297490767959971, "worker_id": 3}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_4.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_4.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9024aeb4c02320a773407e0afe94cf17d61fdd8c
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_4.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 58, "elapsed_s": 96.5614155170042, "end_to_end_s": 96.5614155170042, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9118804990430363, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4", "video_validate_s": 0.20041027996921912, "worker_id": 4}
+{"action_id": 1, "action_name": "a_d", "case_id": 58, "elapsed_s": 101.30377207999118, "end_to_end_s": 101.30377207999118, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9035475510172546, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4", "video_validate_s": 0.21519551798701286, "worker_id": 4}
+{"action_id": 2, "action_name": "up_down", "case_id": 58, "elapsed_s": 97.72401817998616, "end_to_end_s": 97.72401817998616, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9742147310171276, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4", "video_validate_s": 0.21914247301174328, "worker_id": 4}
+{"action_id": 3, "action_name": "left_right", "case_id": 58, "elapsed_s": 110.32674139400478, "end_to_end_s": 110.32674139400478, "mode": "predictor", "peak_memory_gib": 71.92914247512817, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.5970767610124312, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4", "video_validate_s": 0.238849040993955, "worker_id": 4}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_5.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_5.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..710efb30567d6fa7a258eb0b68b0fd5b0978b5d4
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_5.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 80, "elapsed_s": 92.8925450189854, "end_to_end_s": 92.8925450189854, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8538171719992533, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4", "video_validate_s": 0.14619607001077384, "worker_id": 5}
+{"action_id": 1, "action_name": "a_d", "case_id": 80, "elapsed_s": 103.89795935899019, "end_to_end_s": 103.89795935899019, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8624191639828496, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4", "video_validate_s": 0.1362210260122083, "worker_id": 5}
+{"action_id": 2, "action_name": "up_down", "case_id": 80, "elapsed_s": 91.09660639899084, "end_to_end_s": 91.09660639899084, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8329571369686164, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4", "video_validate_s": 0.1933617779868655, "worker_id": 5}
+{"action_id": 3, "action_name": "left_right", "case_id": 80, "elapsed_s": 93.20234051794978, "end_to_end_s": 93.20234051794978, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0678835439612158, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4", "video_validate_s": 0.21518888900754973, "worker_id": 5}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_6.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_6.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..cf26e07055f9f921f7a908cba4fa72cc43402ab5
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_6.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 94, "elapsed_s": 83.83839198196074, "end_to_end_s": 83.83839198196074, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8294913720455952, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4", "video_validate_s": 0.14784470800077543, "worker_id": 6}
+{"action_id": 1, "action_name": "a_d", "case_id": 94, "elapsed_s": 78.31138108402956, "end_to_end_s": 78.31138108402956, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7823082049726509, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4", "video_validate_s": 0.16089498600922525, "worker_id": 6}
+{"action_id": 2, "action_name": "up_down", "case_id": 94, "elapsed_s": 83.57013280200772, "end_to_end_s": 83.57013280200772, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8937327879830264, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4", "video_validate_s": 0.1771867290372029, "worker_id": 6}
+{"action_id": 3, "action_name": "left_right", "case_id": 94, "elapsed_s": 80.22991058998741, "end_to_end_s": 80.22991058998741, "mode": "predictor", "peak_memory_gib": 71.92708253860474, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9346292949630879, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4", "video_validate_s": 0.25592647603480145, "worker_id": 6}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_7.jsonl b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_7.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..d8b56d3e321bf2186d8059543262d1fb3fb3c3a9
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/logs/worker_7.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 96, "elapsed_s": 84.97831665998092, "end_to_end_s": 84.97831665998092, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7723085019970313, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4", "video_validate_s": 0.23074402200290933, "worker_id": 7}
+{"action_id": 1, "action_name": "a_d", "case_id": 96, "elapsed_s": 84.17700328800129, "end_to_end_s": 84.17700328800129, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7970811210107058, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4", "video_validate_s": 0.2343429519678466, "worker_id": 7}
+{"action_id": 2, "action_name": "up_down", "case_id": 96, "elapsed_s": 83.4956754129962, "end_to_end_s": 83.4956754129962, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8678519829991274, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4", "video_validate_s": 0.2230357119697146, "worker_id": 7}
+{"action_id": 3, "action_name": "left_right", "case_id": 96, "elapsed_s": 81.03150533302687, "end_to_end_s": 81.03150533302687, "mode": "predictor", "peak_memory_gib": 71.92873048782349, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.2446663010050543, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4", "video_validate_s": 0.2772532639792189, "worker_id": 7}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.completed b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.completed
new file mode 100644
index 0000000000000000000000000000000000000000..08593297b031dd16904b4f10154dd83276e8ffad
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.completed
@@ -0,0 +1 @@
+2026-07-22T09:34:32Z
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..c2893f05f10828c8b9cdaf6aec23272532df13b2
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.json
@@ -0,0 +1,562 @@
+{
+  "config": {
+    "actions_per_case": 4,
+    "candidate_modes": [
+      "predictor"
+    ],
+    "cases": 8,
+    "frames_per_video": 125,
+    "full_dit_steps": [
+      0
+    ],
+    "reference": "Full-DiT saved training videos; overfit8 seed 20260721",
+    "replace_steps": [
+      1,
+      2,
+      3
+    ],
+    "resolution": [
+      480,
+      832
+    ],
+    "videos_per_mode": 32
+  },
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 25.765857614069045,
+      "lpips_alex": 0.06966777050122619,
+      "mode": "predictor",
+      "pixel_mae": 0.031993908520787956,
+      "pixel_mse": 0.004637661128130276,
+      "pixel_rmse": 0.0681003753890555,
+      "psnr_db": 23.33700988246499,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4",
+      "ssim": 0.8211276025772095,
+      "temporal_delta_mse": 0.0008385501569136977
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 23.17781723876253,
+      "lpips_alex": 0.14400412510707974,
+      "mode": "predictor",
+      "pixel_mae": 0.04393935754522681,
+      "pixel_mse": 0.008582131186616607,
+      "pixel_rmse": 0.09263979267364866,
+      "psnr_db": 20.66404851119096,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4",
+      "ssim": 0.7754655151367188,
+      "temporal_delta_mse": 0.005511956755071878
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 23.684164413112185,
+      "lpips_alex": 0.16811777812242507,
+      "mode": "predictor",
+      "pixel_mae": 0.044105086479336024,
+      "pixel_mse": 0.009815588256111368,
+      "pixel_rmse": 0.09907365066510554,
+      "psnr_db": 20.080836676658592,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4",
+      "ssim": 0.8036785454750061,
+      "temporal_delta_mse": 0.010016148909926414
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 20.956383874857966,
+      "lpips_alex": 0.19371092984080315,
+      "mode": "predictor",
+      "pixel_mae": 0.06199584332108497,
+      "pixel_mse": 0.01466413208062295,
+      "pixel_rmse": 0.12109554938404198,
+      "psnr_db": 18.33743636314567,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4",
+      "ssim": 0.7048256168365479,
+      "temporal_delta_mse": 0.015360443852841854
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 23.049426006950068,
+      "lpips_alex": 0.10777182299643755,
+      "mode": "predictor",
+      "pixel_mae": 0.05150050536543131,
+      "pixel_mse": 0.007157654810347594,
+      "pixel_rmse": 0.08460292436049474,
+      "psnr_db": 21.45229250005265,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4",
+      "ssim": 0.7144839420318604,
+      "temporal_delta_mse": 0.0033280865754932165
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 21.983795312931637,
+      "lpips_alex": 0.11949764917418361,
+      "mode": "predictor",
+      "pixel_mae": 0.059139894366264344,
+      "pixel_mse": 0.00914439501229208,
+      "pixel_rmse": 0.09562633012038096,
+      "psnr_db": 20.3884502190046,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4",
+      "ssim": 0.670010498046875,
+      "temporal_delta_mse": 0.005418083630502224
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 19.58638790745211,
+      "lpips_alex": 0.2632136789187789,
+      "mode": "predictor",
+      "pixel_mae": 0.08014270107448102,
+      "pixel_mse": 0.016205018526641652,
+      "pixel_rmse": 0.12729893372154244,
+      "psnr_db": 17.90350468117508,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4",
+      "ssim": 0.5282390882968903,
+      "temporal_delta_mse": 0.02427241951227188
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 19.674776809118303,
+      "lpips_alex": 0.19203938747942448,
+      "mode": "predictor",
+      "pixel_mae": 0.08181354989856482,
+      "pixel_mse": 0.017105381852248684,
+      "pixel_rmse": 0.13078754471374054,
+      "psnr_db": 17.668672263913145,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4",
+      "ssim": 0.5445373347997665,
+      "temporal_delta_mse": 0.030220048502087593
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 22.21763247466117,
+      "lpips_alex": 0.3285958367735147,
+      "mode": "predictor",
+      "pixel_mae": 0.05440887788683176,
+      "pixel_mse": 0.01024391246313462,
+      "pixel_rmse": 0.10121221498976603,
+      "psnr_db": 19.895341413457427,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4",
+      "ssim": 0.6247306127548218,
+      "temporal_delta_mse": 0.005915592424571514
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 21.13631380760362,
+      "lpips_alex": 0.39709756106883287,
+      "mode": "predictor",
+      "pixel_mae": 0.06797291023656726,
+      "pixel_mse": 0.014777486975304783,
+      "pixel_rmse": 0.12156268743041503,
+      "psnr_db": 18.303994147607195,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4",
+      "ssim": 0.6429054870605468,
+      "temporal_delta_mse": 0.010388349182903767
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 22.282742545785855,
+      "lpips_alex": 0.2578842179849744,
+      "mode": "predictor",
+      "pixel_mae": 0.04667003884911537,
+      "pixel_mse": 0.008603208193206228,
+      "pixel_rmse": 0.09275348076059586,
+      "psnr_db": 20.65339567269392,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4",
+      "ssim": 0.6833982553482055,
+      "temporal_delta_mse": 0.010700096376240253
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 24.340829205203228,
+      "lpips_alex": 0.20238235980272293,
+      "mode": "predictor",
+      "pixel_mae": 0.039200495518743994,
+      "pixel_mse": 0.005249270268483088,
+      "pixel_rmse": 0.07245184793007758,
+      "psnr_db": 22.799010661937338,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4",
+      "ssim": 0.7282741508483886,
+      "temporal_delta_mse": 0.00633384520187974
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 25.89348927623815,
+      "lpips_alex": 0.2591612820029259,
+      "mode": "predictor",
+      "pixel_mae": 0.029568576827645302,
+      "pixel_mse": 0.003394142872071825,
+      "pixel_rmse": 0.058259272841941864,
+      "psnr_db": 24.692698805668208,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4",
+      "ssim": 0.742387291431427,
+      "temporal_delta_mse": 0.0009043779573403299
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 21.72451712975903,
+      "lpips_alex": 0.28814500810205934,
+      "mode": "predictor",
+      "pixel_mae": 0.04620189740508795,
+      "pixel_mse": 0.01040604702278506,
+      "pixel_rmse": 0.10201003393188858,
+      "psnr_db": 19.827142159481568,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4",
+      "ssim": 0.6712499084472656,
+      "temporal_delta_mse": 0.004992061760276556
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 24.441429843243814,
+      "lpips_alex": 0.359125120267272,
+      "mode": "predictor",
+      "pixel_mae": 0.033877223685383796,
+      "pixel_mse": 0.006596651777392253,
+      "pixel_rmse": 0.08121977454654902,
+      "psnr_db": 21.806764407563712,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4",
+      "ssim": 0.7409494619369507,
+      "temporal_delta_mse": 0.005170165095478296
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 21.510457307804117,
+      "lpips_alex": 0.3317789571434259,
+      "mode": "predictor",
+      "pixel_mae": 0.047824792824685575,
+      "pixel_mse": 0.011867461249697954,
+      "pixel_rmse": 0.10893787793829084,
+      "psnr_db": 19.256421776900595,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4",
+      "ssim": 0.6617779412269592,
+      "temporal_delta_mse": 0.010233710519969463
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.33906016270013,
+      "lpips_alex": 0.12363355258107185,
+      "mode": "predictor",
+      "pixel_mae": 0.04058187776431441,
+      "pixel_mse": 0.007530210335331503,
+      "pixel_rmse": 0.08677678454132477,
+      "psnr_db": 21.23192892830104,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4",
+      "ssim": 0.7221585531234741,
+      "temporal_delta_mse": 0.0018780576065182686
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.734594047082457,
+      "lpips_alex": 0.1704654733762145,
+      "mode": "predictor",
+      "pixel_mae": 0.03994975718855858,
+      "pixel_mse": 0.006480679999978747,
+      "pixel_rmse": 0.08050267076301722,
+      "psnr_db": 21.883794224095997,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4",
+      "ssim": 0.7282034764289856,
+      "temporal_delta_mse": 0.008376399986445904
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 22.660327889346426,
+      "lpips_alex": 0.17594432877749205,
+      "mode": "predictor",
+      "pixel_mae": 0.041202759362757205,
+      "pixel_mse": 0.007980557347764261,
+      "pixel_rmse": 0.08933396525266446,
+      "psnr_db": 20.97966777245004,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4",
+      "ssim": 0.7836991319656372,
+      "temporal_delta_mse": 0.010525232180953026
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.328510120516984,
+      "lpips_alex": 0.1927394297644496,
+      "mode": "predictor",
+      "pixel_mae": 0.04609881865605712,
+      "pixel_mse": 0.008396167856524698,
+      "pixel_rmse": 0.09163060545759096,
+      "psnr_db": 20.75918887570137,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4",
+      "ssim": 0.740152286529541,
+      "temporal_delta_mse": 0.007192518562078476
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 27.530774256367433,
+      "lpips_alex": 0.04989453062415123,
+      "mode": "predictor",
+      "pixel_mae": 0.017824542257934808,
+      "pixel_mse": 0.0022573009611223825,
+      "pixel_rmse": 0.04751106146069968,
+      "psnr_db": 26.464105335048824,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4",
+      "ssim": 0.885035391330719,
+      "temporal_delta_mse": 0.0008175396360456944
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 29.03774789715709,
+      "lpips_alex": 0.042347186882048846,
+      "mode": "predictor",
+      "pixel_mae": 0.016294717889279126,
+      "pixel_mse": 0.0015225791224511341,
+      "pixel_rmse": 0.039020239907657336,
+      "psnr_db": 28.17420129531825,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4",
+      "ssim": 0.8950722875595093,
+      "temporal_delta_mse": 0.0006742055411450565
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 27.214975114907574,
+      "lpips_alex": 0.09530961104482412,
+      "mode": "predictor",
+      "pixel_mae": 0.021259943086653948,
+      "pixel_mse": 0.0024308033304987473,
+      "pixel_rmse": 0.04930317769169394,
+      "psnr_db": 26.14250177287599,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4",
+      "ssim": 0.8760835328102112,
+      "temporal_delta_mse": 0.003628371749073267
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 25.79490421638578,
+      "lpips_alex": 0.12008202358335257,
+      "mode": "predictor",
+      "pixel_mae": 0.028696714032441378,
+      "pixel_mse": 0.0038381504563149067,
+      "pixel_rmse": 0.061952808300470986,
+      "psnr_db": 24.1587800483072,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4",
+      "ssim": 0.8108436937332153,
+      "temporal_delta_mse": 0.0046106851659715176
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 25.17849214052869,
+      "lpips_alex": 0.05768823309242725,
+      "mode": "predictor",
+      "pixel_mae": 0.02593870583921671,
+      "pixel_mse": 0.0040385185130871835,
+      "pixel_rmse": 0.06354933920260056,
+      "psnr_db": 23.937779219164455,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4",
+      "ssim": 0.8660080819129944,
+      "temporal_delta_mse": 0.0004179069073870778
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 25.32040005664588,
+      "lpips_alex": 0.05609114260599017,
+      "mode": "predictor",
+      "pixel_mae": 0.02639163104817271,
+      "pixel_mse": 0.003813712978793774,
+      "pixel_rmse": 0.06175526681015777,
+      "psnr_db": 24.18651995195781,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4",
+      "ssim": 0.8655537333488464,
+      "temporal_delta_mse": 0.0006879050051793456
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 23.584688705115994,
+      "lpips_alex": 0.08776911335811019,
+      "mode": "predictor",
+      "pixel_mae": 0.032206865981221196,
+      "pixel_mse": 0.007634072886663489,
+      "pixel_rmse": 0.08737318173595081,
+      "psnr_db": 21.172436979205006,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4",
+      "ssim": 0.8769493346214294,
+      "temporal_delta_mse": 0.008651738055050373
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 21.17546834542823,
+      "lpips_alex": 0.15308318215981126,
+      "mode": "predictor",
+      "pixel_mae": 0.046562606792896984,
+      "pixel_mse": 0.011348959212074988,
+      "pixel_rmse": 0.10653149399156565,
+      "psnr_db": 19.45043964830187,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4",
+      "ssim": 0.7600560436248779,
+      "temporal_delta_mse": 0.012769448570907116
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 24.29297757392163,
+      "lpips_alex": 0.16422640144824982,
+      "mode": "predictor",
+      "pixel_mae": 0.04157964949309826,
+      "pixel_mse": 0.0054020767292240635,
+      "pixel_rmse": 0.07349882127778692,
+      "psnr_db": 22.674392515365803,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4",
+      "ssim": 0.6339633297920227,
+      "temporal_delta_mse": 0.0022648759186267853
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 22.221987999718664,
+      "lpips_alex": 0.2228230420947075,
+      "mode": "predictor",
+      "pixel_mae": 0.056182249695062636,
+      "pixel_mse": 0.010997906054835766,
+      "pixel_rmse": 0.10487090185001637,
+      "psnr_db": 19.58689994423251,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4",
+      "ssim": 0.6323138904571534,
+      "temporal_delta_mse": 0.006667982786893845
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 24.5536596879676,
+      "lpips_alex": 0.24288712486624717,
+      "mode": "predictor",
+      "pixel_mae": 0.04228011135756969,
+      "pixel_mse": 0.005977850920287893,
+      "pixel_rmse": 0.0773165630398034,
+      "psnr_db": 22.234549198928647,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4",
+      "ssim": 0.6690972542762756,
+      "temporal_delta_mse": 0.007983393967151642
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 21.357363456783997,
+      "lpips_alex": 0.23976452338695525,
+      "mode": "predictor",
+      "pixel_mae": 0.05933144660294056,
+      "pixel_mse": 0.012021502067218534,
+      "pixel_rmse": 0.10964261063664316,
+      "psnr_db": 19.200412645505523,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4",
+      "ssim": 0.621057151556015,
+      "temporal_delta_mse": 0.013195794075727463
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.492248513691482,
+      "lpips_alex": 0.18365444952913088,
+      "pixel_mae": 0.04383556427666918,
+      "pixel_mse": 0.008128787263976846,
+      "pixel_rmse": 0.08713130572866186,
+      "psnr_db": 21.540769328052377,
+      "ssim": 0.7320090132914485,
+      "temporal_delta_mse": 0.0074983122540288605
+    }
+  },
+  "summary_mean_by_action_id": {
+    "predictor": {
+      "0": {
+        "frame_psnr_mean_db": 24.658463688179538,
+        "lpips_alex": 0.14507992875250056,
+        "pixel_mae": 0.03667458049440757,
+        "pixel_mse": 0.00558268472655618,
+        "pixel_rmse": 0.07293884925795877,
+        "psnr_db": 22.96069357494043,
+        "ssim": 0.7512368506193161,
+        "temporal_delta_mse": 0.002045623397862073
+      },
+      "1": {
+        "frame_psnr_mean_db": 23.542146686207612,
+        "lpips_alex": 0.1800588985513896,
+        "pixel_mae": 0.044509051921777426,
+        "pixel_mse": 0.008215617294132244,
+        "pixel_rmse": 0.08724849043589773,
+        "psnr_db": 21.62688130661111,
+        "ssim": 0.7350968495607376,
+        "temporal_delta_mse": 0.005339618081052322
+      },
+      "2": {
+        "frame_psnr_mean_db": 23.501047013366442,
+        "lpips_alex": 0.2062813716675155,
+        "pixel_mae": 0.042718091234564784,
+        "pixel_mse": 0.008155468904820736,
+        "pixel_rmse": 0.08795909092673818,
+        "psnr_db": 21.371707145193874,
+        "ssim": 0.7452618255913257,
+        "temporal_delta_mse": 0.010118445730768144
+      },
+      "3": {
+        "frame_psnr_mean_db": 22.267336667012327,
+        "lpips_alex": 0.20319759914511815,
+        "pixel_mae": 0.051440533455926925,
+        "pixel_mse": 0.010561378130398225,
+        "pixel_rmse": 0.10037879229405272,
+        "psnr_db": 20.20379528546409,
+        "ssim": 0.696440527394414,
+        "temporal_delta_mse": 0.012489561806432903
+      }
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.started b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.started
new file mode 100644
index 0000000000000000000000000000000000000000..db63e241f7fe4ac2193f67f1c4ef44dfe3f70e21
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics.started
@@ -0,0 +1 @@
+2026-07-22T09:33:42Z
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_0.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_0.json
new file mode 100644
index 0000000000000000000000000000000000000000..fdd6dd7eda326d976d9b849b59e5ed3b8bc20a5a
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_0.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 25.765857614069045,
+      "lpips_alex": 0.06966777050122619,
+      "mode": "predictor",
+      "pixel_mae": 0.031993908520787956,
+      "pixel_mse": 0.004637661128130276,
+      "pixel_rmse": 0.0681003753890555,
+      "psnr_db": 23.33700988246499,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4",
+      "ssim": 0.8211276025772095,
+      "temporal_delta_mse": 0.0008385501569136977
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 23.17781723876253,
+      "lpips_alex": 0.14400412510707974,
+      "mode": "predictor",
+      "pixel_mae": 0.04393935754522681,
+      "pixel_mse": 0.008582131186616607,
+      "pixel_rmse": 0.09263979267364866,
+      "psnr_db": 20.66404851119096,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4",
+      "ssim": 0.7754655151367188,
+      "temporal_delta_mse": 0.005511956755071878
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 23.684164413112185,
+      "lpips_alex": 0.16811777812242507,
+      "mode": "predictor",
+      "pixel_mae": 0.044105086479336024,
+      "pixel_mse": 0.009815588256111368,
+      "pixel_rmse": 0.09907365066510554,
+      "psnr_db": 20.080836676658592,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4",
+      "ssim": 0.8036785454750061,
+      "temporal_delta_mse": 0.010016148909926414
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 20.956383874857966,
+      "lpips_alex": 0.19371092984080315,
+      "mode": "predictor",
+      "pixel_mae": 0.06199584332108497,
+      "pixel_mse": 0.01466413208062295,
+      "pixel_rmse": 0.12109554938404198,
+      "psnr_db": 18.33743636314567,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4",
+      "ssim": 0.7048256168365479,
+      "temporal_delta_mse": 0.015360443852841854
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.39605578520043,
+      "lpips_alex": 0.14387515089288355,
+      "pixel_mae": 0.04550854896660894,
+      "pixel_mse": 0.0094248781628703,
+      "pixel_rmse": 0.09522734202796293,
+      "psnr_db": 20.604832858365054,
+      "ssim": 0.7762743200063706,
+      "temporal_delta_mse": 0.007931774918688461
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_1.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_1.json
new file mode 100644
index 0000000000000000000000000000000000000000..875c9566559a5339229368fc0e9d37f94b6ca482
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_1.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 23.049426006950068,
+      "lpips_alex": 0.10777182299643755,
+      "mode": "predictor",
+      "pixel_mae": 0.05150050536543131,
+      "pixel_mse": 0.007157654810347594,
+      "pixel_rmse": 0.08460292436049474,
+      "psnr_db": 21.45229250005265,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4",
+      "ssim": 0.7144839420318604,
+      "temporal_delta_mse": 0.0033280865754932165
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 21.983795312931637,
+      "lpips_alex": 0.11949764917418361,
+      "mode": "predictor",
+      "pixel_mae": 0.059139894366264344,
+      "pixel_mse": 0.00914439501229208,
+      "pixel_rmse": 0.09562633012038096,
+      "psnr_db": 20.3884502190046,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4",
+      "ssim": 0.670010498046875,
+      "temporal_delta_mse": 0.005418083630502224
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 19.58638790745211,
+      "lpips_alex": 0.2632136789187789,
+      "mode": "predictor",
+      "pixel_mae": 0.08014270107448102,
+      "pixel_mse": 0.016205018526641652,
+      "pixel_rmse": 0.12729893372154244,
+      "psnr_db": 17.90350468117508,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4",
+      "ssim": 0.5282390882968903,
+      "temporal_delta_mse": 0.02427241951227188
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 19.674776809118303,
+      "lpips_alex": 0.19203938747942448,
+      "mode": "predictor",
+      "pixel_mae": 0.08181354989856482,
+      "pixel_mse": 0.017105381852248684,
+      "pixel_rmse": 0.13078754471374054,
+      "psnr_db": 17.668672263913145,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4",
+      "ssim": 0.5445373347997665,
+      "temporal_delta_mse": 0.030220048502087593
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 21.073596509113028,
+      "lpips_alex": 0.17063063464220612,
+      "pixel_mae": 0.06814916267618537,
+      "pixel_mse": 0.012403112550382503,
+      "pixel_rmse": 0.10957893322903967,
+      "psnr_db": 19.35322991603637,
+      "ssim": 0.6143177157938481,
+      "temporal_delta_mse": 0.01580965955508873
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_2.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_2.json
new file mode 100644
index 0000000000000000000000000000000000000000..0dbc0b028d77b371d59508390042e970d4161bbd
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_2.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 22.21763247466117,
+      "lpips_alex": 0.3285958367735147,
+      "mode": "predictor",
+      "pixel_mae": 0.05440887788683176,
+      "pixel_mse": 0.01024391246313462,
+      "pixel_rmse": 0.10121221498976603,
+      "psnr_db": 19.895341413457427,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4",
+      "ssim": 0.6247306127548218,
+      "temporal_delta_mse": 0.005915592424571514
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 21.13631380760362,
+      "lpips_alex": 0.39709756106883287,
+      "mode": "predictor",
+      "pixel_mae": 0.06797291023656726,
+      "pixel_mse": 0.014777486975304783,
+      "pixel_rmse": 0.12156268743041503,
+      "psnr_db": 18.303994147607195,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4",
+      "ssim": 0.6429054870605468,
+      "temporal_delta_mse": 0.010388349182903767
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 22.282742545785855,
+      "lpips_alex": 0.2578842179849744,
+      "mode": "predictor",
+      "pixel_mae": 0.04667003884911537,
+      "pixel_mse": 0.008603208193206228,
+      "pixel_rmse": 0.09275348076059586,
+      "psnr_db": 20.65339567269392,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4",
+      "ssim": 0.6833982553482055,
+      "temporal_delta_mse": 0.010700096376240253
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 24.340829205203228,
+      "lpips_alex": 0.20238235980272293,
+      "mode": "predictor",
+      "pixel_mae": 0.039200495518743994,
+      "pixel_mse": 0.005249270268483088,
+      "pixel_rmse": 0.07245184793007758,
+      "psnr_db": 22.799010661937338,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4",
+      "ssim": 0.7282741508483886,
+      "temporal_delta_mse": 0.00633384520187974
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 22.494379508313465,
+      "lpips_alex": 0.29648999390751124,
+      "pixel_mae": 0.0520630806228146,
+      "pixel_mse": 0.00971846947503218,
+      "pixel_rmse": 0.09699505777771363,
+      "psnr_db": 20.412935473923973,
+      "ssim": 0.6698271265029907,
+      "temporal_delta_mse": 0.008334470796398818
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_3.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_3.json
new file mode 100644
index 0000000000000000000000000000000000000000..1a4ab18865361881a9be916bc24342df05166727
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_3.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 25.89348927623815,
+      "lpips_alex": 0.2591612820029259,
+      "mode": "predictor",
+      "pixel_mae": 0.029568576827645302,
+      "pixel_mse": 0.003394142872071825,
+      "pixel_rmse": 0.058259272841941864,
+      "psnr_db": 24.692698805668208,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4",
+      "ssim": 0.742387291431427,
+      "temporal_delta_mse": 0.0009043779573403299
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 21.72451712975903,
+      "lpips_alex": 0.28814500810205934,
+      "mode": "predictor",
+      "pixel_mae": 0.04620189740508795,
+      "pixel_mse": 0.01040604702278506,
+      "pixel_rmse": 0.10201003393188858,
+      "psnr_db": 19.827142159481568,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4",
+      "ssim": 0.6712499084472656,
+      "temporal_delta_mse": 0.004992061760276556
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 24.441429843243814,
+      "lpips_alex": 0.359125120267272,
+      "mode": "predictor",
+      "pixel_mae": 0.033877223685383796,
+      "pixel_mse": 0.006596651777392253,
+      "pixel_rmse": 0.08121977454654902,
+      "psnr_db": 21.806764407563712,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4",
+      "ssim": 0.7409494619369507,
+      "temporal_delta_mse": 0.005170165095478296
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 21.510457307804117,
+      "lpips_alex": 0.3317789571434259,
+      "mode": "predictor",
+      "pixel_mae": 0.047824792824685575,
+      "pixel_mse": 0.011867461249697954,
+      "pixel_rmse": 0.10893787793829084,
+      "psnr_db": 19.256421776900595,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4",
+      "ssim": 0.6617779412269592,
+      "temporal_delta_mse": 0.010233710519969463
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.392473389261276,
+      "lpips_alex": 0.3095525918789208,
+      "pixel_mae": 0.039368122685700654,
+      "pixel_mse": 0.008066075730486772,
+      "pixel_rmse": 0.08760673981466757,
+      "psnr_db": 21.39575678740352,
+      "ssim": 0.7040911507606507,
+      "temporal_delta_mse": 0.005325078833266161
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_4.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_4.json
new file mode 100644
index 0000000000000000000000000000000000000000..24122c3bd63abc226965af8547540321e74113f8
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_4.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.33906016270013,
+      "lpips_alex": 0.12363355258107185,
+      "mode": "predictor",
+      "pixel_mae": 0.04058187776431441,
+      "pixel_mse": 0.007530210335331503,
+      "pixel_rmse": 0.08677678454132477,
+      "psnr_db": 21.23192892830104,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4",
+      "ssim": 0.7221585531234741,
+      "temporal_delta_mse": 0.0018780576065182686
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.734594047082457,
+      "lpips_alex": 0.1704654733762145,
+      "mode": "predictor",
+      "pixel_mae": 0.03994975718855858,
+      "pixel_mse": 0.006480679999978747,
+      "pixel_rmse": 0.08050267076301722,
+      "psnr_db": 21.883794224095997,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4",
+      "ssim": 0.7282034764289856,
+      "temporal_delta_mse": 0.008376399986445904
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 22.660327889346426,
+      "lpips_alex": 0.17594432877749205,
+      "mode": "predictor",
+      "pixel_mae": 0.041202759362757205,
+      "pixel_mse": 0.007980557347764261,
+      "pixel_rmse": 0.08933396525266446,
+      "psnr_db": 20.97966777245004,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4",
+      "ssim": 0.7836991319656372,
+      "temporal_delta_mse": 0.010525232180953026
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.328510120516984,
+      "lpips_alex": 0.1927394297644496,
+      "mode": "predictor",
+      "pixel_mae": 0.04609881865605712,
+      "pixel_mse": 0.008396167856524698,
+      "pixel_rmse": 0.09163060545759096,
+      "psnr_db": 20.75918887570137,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4",
+      "ssim": 0.740152286529541,
+      "temporal_delta_mse": 0.007192518562078476
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.265623054911497,
+      "lpips_alex": 0.165695696124807,
+      "pixel_mae": 0.04195830324292183,
+      "pixel_mse": 0.007596903884899802,
+      "pixel_rmse": 0.08706100650364934,
+      "psnr_db": 21.213644950137112,
+      "ssim": 0.7435533620119096,
+      "temporal_delta_mse": 0.0069930520839989185
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_5.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_5.json
new file mode 100644
index 0000000000000000000000000000000000000000..04609dcb551b3f1e3cddc347ef8628b48659bac0
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_5.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 27.530774256367433,
+      "lpips_alex": 0.04989453062415123,
+      "mode": "predictor",
+      "pixel_mae": 0.017824542257934808,
+      "pixel_mse": 0.0022573009611223825,
+      "pixel_rmse": 0.04751106146069968,
+      "psnr_db": 26.464105335048824,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4",
+      "ssim": 0.885035391330719,
+      "temporal_delta_mse": 0.0008175396360456944
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 29.03774789715709,
+      "lpips_alex": 0.042347186882048846,
+      "mode": "predictor",
+      "pixel_mae": 0.016294717889279126,
+      "pixel_mse": 0.0015225791224511341,
+      "pixel_rmse": 0.039020239907657336,
+      "psnr_db": 28.17420129531825,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4",
+      "ssim": 0.8950722875595093,
+      "temporal_delta_mse": 0.0006742055411450565
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 27.214975114907574,
+      "lpips_alex": 0.09530961104482412,
+      "mode": "predictor",
+      "pixel_mae": 0.021259943086653948,
+      "pixel_mse": 0.0024308033304987473,
+      "pixel_rmse": 0.04930317769169394,
+      "psnr_db": 26.14250177287599,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4",
+      "ssim": 0.8760835328102112,
+      "temporal_delta_mse": 0.003628371749073267
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 25.79490421638578,
+      "lpips_alex": 0.12008202358335257,
+      "mode": "predictor",
+      "pixel_mae": 0.028696714032441378,
+      "pixel_mse": 0.0038381504563149067,
+      "pixel_rmse": 0.061952808300470986,
+      "psnr_db": 24.1587800483072,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4",
+      "ssim": 0.8108436937332153,
+      "temporal_delta_mse": 0.0046106851659715176
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 27.39460037120447,
+      "lpips_alex": 0.07690833803359419,
+      "pixel_mae": 0.021018979316577317,
+      "pixel_mse": 0.0025122084675967926,
+      "pixel_rmse": 0.04944682184013049,
+      "psnr_db": 26.234897112887566,
+      "ssim": 0.8667587263584136,
+      "temporal_delta_mse": 0.002432700523058884
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_6.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_6.json
new file mode 100644
index 0000000000000000000000000000000000000000..27f3b76d13745126afcd476b906912a3311e1252
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_6.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 25.17849214052869,
+      "lpips_alex": 0.05768823309242725,
+      "mode": "predictor",
+      "pixel_mae": 0.02593870583921671,
+      "pixel_mse": 0.0040385185130871835,
+      "pixel_rmse": 0.06354933920260056,
+      "psnr_db": 23.937779219164455,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4",
+      "ssim": 0.8660080819129944,
+      "temporal_delta_mse": 0.0004179069073870778
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 25.32040005664588,
+      "lpips_alex": 0.05609114260599017,
+      "mode": "predictor",
+      "pixel_mae": 0.02639163104817271,
+      "pixel_mse": 0.003813712978793774,
+      "pixel_rmse": 0.06175526681015777,
+      "psnr_db": 24.18651995195781,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4",
+      "ssim": 0.8655537333488464,
+      "temporal_delta_mse": 0.0006879050051793456
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 23.584688705115994,
+      "lpips_alex": 0.08776911335811019,
+      "mode": "predictor",
+      "pixel_mae": 0.032206865981221196,
+      "pixel_mse": 0.007634072886663489,
+      "pixel_rmse": 0.08737318173595081,
+      "psnr_db": 21.172436979205006,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4",
+      "ssim": 0.8769493346214294,
+      "temporal_delta_mse": 0.008651738055050373
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 21.17546834542823,
+      "lpips_alex": 0.15308318215981126,
+      "mode": "predictor",
+      "pixel_mae": 0.046562606792896984,
+      "pixel_mse": 0.011348959212074988,
+      "pixel_rmse": 0.10653149399156565,
+      "psnr_db": 19.45043964830187,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4",
+      "ssim": 0.7600560436248779,
+      "temporal_delta_mse": 0.012769448570907116
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.814762311929698,
+      "lpips_alex": 0.08865791780408472,
+      "pixel_mae": 0.032774952415376896,
+      "pixel_mse": 0.006708815897654858,
+      "pixel_rmse": 0.0798023204350687,
+      "psnr_db": 22.186793949657282,
+      "ssim": 0.8421417983770371,
+      "temporal_delta_mse": 0.005631749634630978
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_7.json b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_7.json
new file mode 100644
index 0000000000000000000000000000000000000000..038d0de9a3e2cef43324dae1f64fac21fbae128e
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/metrics/worker_7.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 24.29297757392163,
+      "lpips_alex": 0.16422640144824982,
+      "mode": "predictor",
+      "pixel_mae": 0.04157964949309826,
+      "pixel_mse": 0.0054020767292240635,
+      "pixel_rmse": 0.07349882127778692,
+      "psnr_db": 22.674392515365803,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4",
+      "ssim": 0.6339633297920227,
+      "temporal_delta_mse": 0.0022648759186267853
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 22.221987999718664,
+      "lpips_alex": 0.2228230420947075,
+      "mode": "predictor",
+      "pixel_mae": 0.056182249695062636,
+      "pixel_mse": 0.010997906054835766,
+      "pixel_rmse": 0.10487090185001637,
+      "psnr_db": 19.58689994423251,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4",
+      "ssim": 0.6323138904571534,
+      "temporal_delta_mse": 0.006667982786893845
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 24.5536596879676,
+      "lpips_alex": 0.24288712486624717,
+      "mode": "predictor",
+      "pixel_mae": 0.04228011135756969,
+      "pixel_mse": 0.005977850920287893,
+      "pixel_rmse": 0.0773165630398034,
+      "psnr_db": 22.234549198928647,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4",
+      "ssim": 0.6690972542762756,
+      "temporal_delta_mse": 0.007983393967151642
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 21.357363456783997,
+      "lpips_alex": 0.23976452338695525,
+      "mode": "predictor",
+      "pixel_mae": 0.05933144660294056,
+      "pixel_mse": 0.012021502067218534,
+      "pixel_rmse": 0.10964261063664316,
+      "psnr_db": 19.200412645505523,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4",
+      "ssim": 0.621057151556015,
+      "temporal_delta_mse": 0.013195794075727463
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.106497179597973,
+      "lpips_alex": 0.21742527294903996,
+      "pixel_mae": 0.049843364287167784,
+      "pixel_mse": 0.008599833942891565,
+      "pixel_rmse": 0.09133222420106246,
+      "psnr_db": 20.92406357600812,
+      "ssim": 0.6391079065203666,
+      "temporal_delta_mse": 0.007528011687099934
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..f3a5cc2d7f04bb6171a9d45b7c637be2ec8a569e
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5bd656115829454e0c83f13401b028110cda8379124afd60cc5944fb9f681951
+size 564455
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..4367eb2f0a090e2dc75f8e3c3005a05cd5c05188
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c6cf9047e9f2ab0cbac2c8f3af065d72b38db7e18ef59e49455fd25f15d012d5
+size 929184
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..7b7e461cf2fe3ad22f5a1b42b663abe439a752f6
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2be18dca9b11287ba930e6b81cf663aa3a8e6c99431b744204d5a1c259588ded
+size 800403
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..2519e8f3a426bfc5ce563457b419e2154f9faa5f
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:63b152d23b2cae45f9e57983e6d2740f3fda130ce4c2c35889ff5992ea17da23
+size 1149698
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..aab0b3f9303c4a51e0e3a1d14a501443c0d4d702
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b8af1ff228f4771ccfd14355660a483b9f0841e0098980fc225ee662431da9f4
+size 1800369
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..aa1427fdf90137f8e80c5d4f6f3ef908ef654331
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ee906dc0c3fc35fff13a52aa26339157cc64917ef9de48ee0ec15937bf20844d
+size 2097848
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..287584cb261ebe1c24c6f1721659d2ef7cd17cdc
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:26ea4e926b634e2e8fbc57a987d70b67e32511e8250d4bf7299a0d0b44f64bcd
+size 3122164
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..5ce6109f5c7542f021aed48e59a7a2e0be726e36
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ac00770d45715bb3a89694c339ed5e0512b46bc8263eb8cfc6f0a015415eb8f2
+size 3414799
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e931c4d16e085d1bec30ac9e8474d1105f2dd706
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:256483e004de87a7be461b244bd7b1312f0fbb8bb7dde46b5898580b657c501d
+size 1715705
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0165357882354f782c3264456169c8da1b318e14
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c43fd37f90f5f31803afc4afaf8ca1e66f4afc480dfef2dc9fccf204a4f76129
+size 1626909
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..4d1fedb1a7ee640da41206fabba2239894fb78c1
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7f3f28ada3f8b133740f7de761efcd9d71bb27078698b389e18c878a3cbb4d8e
+size 1755935
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c1ff1defcc5025d9f9e4fba4175425a2da26d847
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f97b0b944eb279d97ad92972f56cd7ae4140b2830f2f023d317beb539b49bf15
+size 1366729
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e111d17666184a71ab1062d1b65d2fa25ec22043
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:74d6dca5a5f6c95cc73304ba320129d3fc48f4b9748ec1b390ad20ce4b1aacea
+size 1246943
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..db91cc2e738e385818530fd41e73ee83b85bd9bd
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5d0acb650388394ad94eac6462914e65fb02c973d3bd062b7784df1b12f74466
+size 1588351
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..cf8b013426d06021b1d9fe57f6a663700ce2cc98
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aaada7879207e547596664de13dae9b837ce7fce876bc9cb4fbde83f53448262
+size 1324389
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..61ff761edaa08474d63963cffdf03d4cee2f1a0b
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2c042764020a5d97b71890c2aaa44b069ea4b906005e7e40ac1ac764e64748df
+size 2140510
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c53f6d632741db59c88c3e500c74caed59c4c7e8
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d656aaf22e4521c77ac0d7fdabc2021dbb5950525c230ae3bc0b54fee8c5f5dc
+size 1296886
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..b6d8bc238086250cdc1a041ce1bca7c689c4339d
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c14e231abdc421b7684c0446000303b2154903d987406c7d21e0fb016f2ec178
+size 1508038
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..1de91e7d8b1e476245da092482c02cdbea2dabf7
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:51a053b805ac3defe89fded4efc8f93f549de35011aeae39212c6d0a3951c061
+size 1413039
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..074e4b6b861c43af5dd21dd2e81b8b835c90913c
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:08419f55023379f6ae8a7c4927920e69bfab311773752c22ea6309923bdbc911
+size 1666152
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..882097aa6712cdf48f93b2a5a065d6256528e449
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:825243b2114fc972ece0923b57a274b044a03bb95777a768ec9a9c19bf0a0a6a
+size 862098
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..32bd5a7eacaa4df9c0da53f5443f3cdc2b16e45d
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:366d230987ba6f4b60e2f77a0c1b5107fe73c4a474920d32730af300aed30485
+size 820904
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..6cb8a9daaaa93ef9fa1d87d2f18b9bc01d2af666
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:fd844b2dddf1b9380561692065e14ba0f1b5fc131d42229051b26a375ba68425
+size 1195394
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..5add4f5e98b5073de8d24521d7d732520ebd544b
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6091b3a717af40b226d564a189c855a73a8246ce8e2062ad69ded4e5b53a6e83
+size 1390733
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..939231c5660444a2e11c5b53e972f16aeca5f1d6
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:17937fc464c9c35ba6fe08a5a73a97856bf50b410abe012aea0abd706756574b
+size 861538
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..2830ec0f2c604b5f5a4a4ef39c2964edcb7eba17
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7d43a0a9d8388abd504c78f97de9a155acc1d36e29150bf1af15042029468640
+size 967480
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e68f161f87250054aa44c82b5e1d22297d421837
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:548619393409e575077cebb8fd94024ac1d70d366556d6d8f2e7af4bc81b3095
+size 1024024
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..f8fb61d51626b026980229b589e1974a3dd8e5ad
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e7c473a008ba4fa6f3ceec18ca99261773c27bcd89e1154b9d67bc0f13290078
+size 1919390
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..302e71dd8f676214aa3d24a2a2fb8bef1e9be699
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c53b71d4bea0da26c65f54f5b918964203782ead419672554be4870251933396
+size 1428084
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..aa8f1c7f1b5aaff91e87576d484f764e0e49be68
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:cb4127413afd07cbb70d6d48078413efb6dcb211069c2199389e091d14c74b3d
+size 1601116
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c820132a5dde629cd712177a1819468bcbb7f9f5
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d3357df83b9449d1d606bda096dc17bb349cb6aa0ddad32b47f231c9b4c76b17
+size 1447596
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4 b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..2120337c06647260179aba6da75f3a7b8aea9545
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:78c5fa4329a22f2513f7b72f3bf714ef66af81a17903c5182481172d1c7f5be7
+size 1945608
diff --git a/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/sync.completed b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/sync.completed
new file mode 100644
index 0000000000000000000000000000000000000000..43ea113787639a9716037d93e01c1ddb9585a892
--- /dev/null
+++ b/outputs/predictor_v4/eval_grouped-teacher-forcing-offline-prefeature-overfit8_schedule-fppp_blocks1-52_ckptstep1000_flr1e-4_blr1e-5_schedsteps1000_swarmup8_bwarmup8/sync.completed
@@ -0,0 +1 @@
+2026-07-22T09:34:33Z
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/comparison_vs_stage1_and_fppp_step300.json b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/comparison_vs_stage1_and_fppp_step300.json
new file mode 100644
index 0000000000000000000000000000000000000000..554d170cd55f45134998aeda3e68fb1d8f9c03fb
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/comparison_vs_stage1_and_fppp_step300.json
@@ -0,0 +1,85 @@
+{
+  "protocol": {
+    "case_ids": [4, 11, 17, 28, 58, 80, 94, 96],
+    "actions_per_case": 4,
+    "record_count": 32,
+    "replace_steps": [1, 2],
+    "schedule": "F-P-P-F",
+    "seed": 0,
+    "frames": 125,
+    "resolution": [480, 832],
+    "reference": "saved Full-DiT training videos"
+  },
+  "stage1_fp32master_step2000": {
+    "psnr_db": 22.818450049153423,
+    "frame_psnr_mean_db": 25.07729977608318,
+    "ssim": 0.7855479832068086,
+    "lpips_alex": 0.0958413378446712,
+    "pixel_mse": 0.006562440223961858,
+    "pixel_rmse": 0.07697885376020858,
+    "pixel_mae": 0.03594205375644378,
+    "temporal_delta_mse": 0.007229928171000211
+  },
+  "fppp_rollout_step300": {
+    "psnr_db": 22.49114564503653,
+    "frame_psnr_mean_db": 24.8876251366458,
+    "ssim": 0.7808303912580012,
+    "lpips_alex": 0.09858955446089386,
+    "pixel_mse": 0.00715077456825202,
+    "pixel_rmse": 0.08017869481856313,
+    "pixel_mae": 0.03726975037483498,
+    "temporal_delta_mse": 0.007673707540561736
+  },
+  "fppf_rollout_step100": {
+    "weights": "checkpoints/predictor_v4_rollout_fppf_blocks1-52_overfit8_seed20260721_fp32master_8gpu_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8_swanlab/predictor_step_00100.safetensors",
+    "psnr_db": 22.095051351967932,
+    "frame_psnr_mean_db": 24.462979894356728,
+    "ssim": 0.7613428485319019,
+    "lpips_alex": 0.10558993655518858,
+    "pixel_mse": 0.007884031585084814,
+    "pixel_rmse": 0.08403680078082754,
+    "pixel_mae": 0.039949877350591134,
+    "temporal_delta_mse": 0.008389268374230596
+  },
+  "fppf_step100_minus_stage1": {
+    "psnr_db": -0.7233986971854911,
+    "frame_psnr_mean_db": -0.6143198817264519,
+    "ssim": -0.024205134674906703,
+    "lpips_alex": 0.009748598710517378,
+    "pixel_mse": 0.0013215913611229558,
+    "pixel_rmse": 0.00705794702061896,
+    "pixel_mae": 0.004007823594147357,
+    "temporal_delta_mse": 0.0011593402032303857
+  },
+  "fppf_step100_relative_to_stage1_percent": {
+    "psnr_db": -3.1702359083426446,
+    "frame_psnr_mean_db": -2.4497050607990234,
+    "ssim": -3.081305686266944,
+    "lpips_alex": 10.171601241957617,
+    "pixel_mse": 20.13871846477693,
+    "pixel_rmse": 9.168682925059745,
+    "pixel_mae": 11.150791830944895,
+    "temporal_delta_mse": 16.035293516200987
+  },
+  "fppf_step100_paired_wins_vs_stage1_out_of_32": {
+    "psnr_db": 6,
+    "frame_psnr_mean_db": 4,
+    "ssim": 6,
+    "lpips_alex": 6,
+    "pixel_mse": 6,
+    "pixel_rmse": 6,
+    "pixel_mae": 6,
+    "temporal_delta_mse": 7
+  },
+  "fppf_step100_minus_fppp_step300": {
+    "psnr_db": -0.39609429306859667,
+    "frame_psnr_mean_db": -0.4246452422890705,
+    "ssim": -0.019487542726099316,
+    "lpips_alex": 0.007000382094294724,
+    "pixel_mse": 0.000733257016832794,
+    "pixel_rmse": 0.0038581059622644076,
+    "pixel_mae": 0.0026801269757561544,
+    "temporal_delta_mse": 0.0007155608336688601
+  },
+  "conclusion": "F-P-P-F rollout training through step 100 substantially degrades matched F-P-P-F video quality relative to both the exact FP32-master stage-1 initialization and the previous F-P-P-P rollout step-300 checkpoint."
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/generation.completed b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/generation.completed
new file mode 100644
index 0000000000000000000000000000000000000000..9dcef78d15f57e901250485b51505bb7b0c7f40b
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/generation.completed
@@ -0,0 +1 @@
+2026-07-21T15:51:12Z
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/generation.started b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/generation.started
new file mode 100644
index 0000000000000000000000000000000000000000..c0afafc75352733241b3fbc6aa65ab3dab65e077
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/generation.started
@@ -0,0 +1 @@
+2026-07-21T15:40:35Z
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_0.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_0.log
new file mode 100644
index 0000000000000000000000000000000000000000..4ce99fc63cd234c8ed909138a52f9c5604ce531e
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_0.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:06<00:26,  6.55s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:10<00:15,  5.01s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:13<00:08,  4.09s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:16<00:03,  3.80s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:16<00:00,  3.37s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F00F865A890>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.04it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.10it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.11it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.12it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.47it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.31it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.70it/s]
100%|██████████| 4/4 [00:02<00:00,  1.79it/s]
100%|██████████| 4/4 [00:02<00:00,  1.89it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.10it/s]
100%|██████████| 4/4 [00:02<00:00,  1.96it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 4, "elapsed_s": 100.98217722697882, "end_to_end_s": 100.98217722697882, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8612365440349095, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4", "video_validate_s": 0.1353989220224321, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F00F8315CF0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.47it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:01<00:00,  2.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.27it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.15s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.98it/s]
100%|██████████| 4/4 [00:02<00:00,  1.58it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 4, "elapsed_s": 94.68649115099106, "end_to_end_s": 94.68649115099106, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7416377189802006, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4", "video_validate_s": 0.15829797694459558, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F00F865A5F0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.19it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.48it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.22s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.84it/s]
100%|██████████| 4/4 [00:02<00:00,  1.56it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 4, "elapsed_s": 92.9948396050022, "end_to_end_s": 92.9948396050022, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7297760950168595, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4", "video_validate_s": 0.13688662298955023, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F00F8317DF0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.23s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.79it/s]
100%|██████████| 4/4 [00:02<00:00,  1.52it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.19s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.58it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 4, "elapsed_s": 90.31143467803486, "end_to_end_s": 90.31143467803486, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9188607139512897, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4", "video_validate_s": 0.1584086089860648, "worker_id": 0}
+[rank0]:[W721 15:49:54.257387800 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_0.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_0.pid
new file mode 100644
index 0000000000000000000000000000000000000000..aaedd2ac27f73e1b345b145badd205b6d6b04bd7
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_0.pid
@@ -0,0 +1 @@
+2845611
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_1.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_1.log
new file mode 100644
index 0000000000000000000000000000000000000000..5aeea6b4b51ab10aa1973616d2688e3094c6f3c1
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_1.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:11<00:44, 11.02s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:14<00:19,  6.65s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:17<00:09,  4.80s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:20<00:04,  4.30s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:20<00:00,  4.15s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F90884C9060>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.11it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.32it/s]
100%|██████████| 4/4 [00:01<00:00,  2.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:04,  1.36s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.56it/s]
100%|██████████| 4/4 [00:02<00:00,  1.39it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 11, "elapsed_s": 97.18867401301395, "end_to_end_s": 97.18867401301395, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9122472900198773, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4", "video_validate_s": 0.22117530199466273, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F90884C92A0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.69it/s]
100%|██████████| 4/4 [00:01<00:00,  3.44it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.26it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.92it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.92it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 11, "elapsed_s": 88.52827960497234, "end_to_end_s": 88.52827960497234, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8768349130405113, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4", "video_validate_s": 0.23711694299709052, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F90884CBB20>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.92it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 11, "elapsed_s": 90.26512612594524, "end_to_end_s": 90.26512612594524, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9403897700249217, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4", "video_validate_s": 0.2804198400117457, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F90884C9030>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.50it/s]
 50%|█████     | 2/4 [00:01<00:01,  1.53it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  1.63it/s]
100%|██████████| 4/4 [00:02<00:00,  1.69it/s]
100%|██████████| 4/4 [00:02<00:00,  1.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.47it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.92it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 11, "elapsed_s": 89.2569804880186, "end_to_end_s": 89.2569804880186, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0723754499922507, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4", "video_validate_s": 0.31605051702354103, "worker_id": 1}
+[rank0]:[W721 15:49:45.960389926 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_1.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_1.pid
new file mode 100644
index 0000000000000000000000000000000000000000..8b387172f9ec2b36815e86289cddebe31f9089af
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_1.pid
@@ -0,0 +1 @@
+2845612
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_2.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_2.log
new file mode 100644
index 0000000000000000000000000000000000000000..9acf2f3288569cb26789870ac9b6aa89e0bc4917
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_2.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:10<00:41, 10.29s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:13<00:18,  6.23s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:16<00:08,  4.46s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:19<00:04,  4.02s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:19<00:00,  3.88s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FD24807CDF0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.04it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.12it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.46it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.88it/s]
100%|██████████| 4/4 [00:01<00:00,  2.67it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.20it/s]
100%|██████████| 4/4 [00:01<00:00,  2.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.26it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:04,  1.38s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.52it/s]
100%|██████████| 4/4 [00:02<00:00,  1.37it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:04,  1.41s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:02<00:00,  1.36it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 17, "elapsed_s": 104.12686006096192, "end_to_end_s": 104.12686006096192, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9830168079934083, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4", "video_validate_s": 0.20812732295598835, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FD24807D180>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.13it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.47it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 17, "elapsed_s": 102.94849049497861, "end_to_end_s": 102.94849049497861, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9734980130451731, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4", "video_validate_s": 0.19034790096338838, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FD24807FE80>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.18it/s]
 50%|█████     | 2/4 [00:01<00:01,  1.17it/s]
 75%|███████▌  | 3/4 [00:02<00:00,  1.17it/s]
100%|██████████| 4/4 [00:03<00:00,  1.19it/s]
100%|██████████| 4/4 [00:03<00:00,  1.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.33it/s]
100%|██████████| 4/4 [00:01<00:00,  2.92it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.88it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:01<00:00,  2.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.26it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 17, "elapsed_s": 104.20123604004038, "end_to_end_s": 104.20123604004038, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.010269861028064, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4", "video_validate_s": 0.21487369999522343, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FD24807D1B0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.19it/s]
 50%|█████     | 2/4 [00:01<00:01,  1.22it/s]
 75%|███████▌  | 3/4 [00:02<00:00,  1.21it/s]
100%|██████████| 4/4 [00:03<00:00,  1.21it/s]
100%|██████████| 4/4 [00:03<00:00,  1.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.04it/s]
100%|██████████| 4/4 [00:02<00:00,  2.16it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.36it/s]
100%|██████████| 4/4 [00:01<00:00,  2.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:01<00:00,  2.45it/s]
100%|██████████| 4/4 [00:01<00:00,  2.28it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.15s/it]
100%|██████████| 4/4 [00:02<00:00,  1.81it/s]
100%|██████████| 4/4 [00:02<00:00,  1.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 17, "elapsed_s": 101.62949291802943, "end_to_end_s": 101.62949291802943, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.2585595730342902, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4", "video_validate_s": 0.1791166909970343, "worker_id": 2}
+[rank0]:[W721 15:50:34.839221695 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_2.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_2.pid
new file mode 100644
index 0000000000000000000000000000000000000000..e15fcd8e145c1ec9e20543ca56d2c015ce157163
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_2.pid
@@ -0,0 +1 @@
+2845613
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_3.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_3.log
new file mode 100644
index 0000000000000000000000000000000000000000..c370cfc0d56ba1c694e89030c07d6310a8e24a94
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_3.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:06<00:26,  6.70s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:09<00:13,  4.42s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:12<00:07,  3.80s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:14<00:03,  3.08s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:14<00:00,  2.91s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FEC6C4C6890>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
 50%|█████     | 2/4 [00:01<00:01,  1.66it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  1.73it/s]
100%|██████████| 4/4 [00:02<00:00,  1.88it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.66it/s]
100%|██████████| 4/4 [00:01<00:00,  3.41it/s]
100%|██████████| 4/4 [00:01<00:00,  3.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.86it/s]
100%|██████████| 4/4 [00:01<00:00,  2.65it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 28, "elapsed_s": 117.39292435097741, "end_to_end_s": 117.39292435097741, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9514538570074365, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4", "video_validate_s": 0.20956519595347345, "worker_id": 3}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FEC6C389CF0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.12s/it]
100%|██████████| 4/4 [00:02<00:00,  1.86it/s]
100%|██████████| 4/4 [00:02<00:00,  1.72it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.01it/s]
100%|██████████| 4/4 [00:02<00:00,  1.66it/s]
100%|██████████| 4/4 [00:02<00:00,  1.72it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.29s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.69it/s]
100%|██████████| 4/4 [00:02<00:00,  1.48it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 28, "elapsed_s": 119.26804579701275, "end_to_end_s": 119.26804579701275, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9651046930230223, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4", "video_validate_s": 0.2406669770134613, "worker_id": 3}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FEC6C4C69E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.89it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.27s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.73it/s]
100%|██████████| 4/4 [00:02<00:00,  1.50it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.23s/it]
100%|██████████| 4/4 [00:02<00:00,  1.79it/s]
100%|██████████| 4/4 [00:02<00:00,  1.65it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 28, "elapsed_s": 113.13311903801514, "end_to_end_s": 113.13311903801514, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9458533900324255, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4", "video_validate_s": 0.21805128298001364, "worker_id": 3}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FEC6C38BDF0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.14s/it]
100%|██████████| 4/4 [00:02<00:00,  1.82it/s]
100%|██████████| 4/4 [00:02<00:00,  1.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.21s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.84it/s]
100%|██████████| 4/4 [00:02<00:00,  1.65it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.60it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.08s/it]
100%|██████████| 4/4 [00:02<00:00,  1.88it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 28, "elapsed_s": 115.56332027894678, "end_to_end_s": 115.56332027894678, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.442335745028686, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4", "video_validate_s": 0.264321162016131, "worker_id": 3}
+[rank0]:[W721 15:51:09.728046950 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_3.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_3.pid
new file mode 100644
index 0000000000000000000000000000000000000000..e5137791d758ddbb238ccec42ad98f2ef7f83749
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_3.pid
@@ -0,0 +1 @@
+2845614
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_4.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_4.log
new file mode 100644
index 0000000000000000000000000000000000000000..f2bacb54cb2905f9596715bb466d5eb56cd962ef
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_4.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:10<00:41, 10.37s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:13<00:18,  6.07s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:15<00:08,  4.33s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:19<00:03,  3.98s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:19<00:00,  3.83s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F6C2C1C1210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.09it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.15it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.74it/s]
100%|██████████| 4/4 [00:01<00:00,  3.52it/s]
100%|██████████| 4/4 [00:01<00:00,  3.27it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.71it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.48it/s]
100%|██████████| 4/4 [00:01<00:00,  2.31it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.04it/s]
100%|██████████| 4/4 [00:02<00:00,  2.12it/s]
100%|██████████| 4/4 [00:02<00:00,  1.97it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 58, "elapsed_s": 91.1327430739766, "end_to_end_s": 91.1327430739766, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7939580150414258, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4", "video_validate_s": 0.16439202602487057, "worker_id": 4}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F6C2C1C1210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:02<00:00,  1.89it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 58, "elapsed_s": 85.5548979290179, "end_to_end_s": 85.5548979290179, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8485809169942513, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4", "video_validate_s": 0.16939006303437054, "worker_id": 4}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F6C2C1C11E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.47it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.12it/s]
100%|██████████| 4/4 [00:01<00:00,  2.34it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.04it/s]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.09s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.11it/s]
100%|██████████| 4/4 [00:02<00:00,  1.72it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:02<00:00,  1.89it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 58, "elapsed_s": 80.93750939198071, "end_to_end_s": 80.93750939198071, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8217183090164326, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4", "video_validate_s": 0.17595034395344555, "worker_id": 4}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F6C2C1C0F40>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.17it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.28it/s]
100%|██████████| 4/4 [00:01<00:00,  3.01it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.10it/s]
100%|██████████| 4/4 [00:02<00:00,  2.10it/s]
100%|██████████| 4/4 [00:02<00:00,  1.96it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.02s/it]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
100%|██████████| 4/4 [00:02<00:00,  1.85it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.22s/it]
100%|██████████| 4/4 [00:02<00:00,  1.74it/s]
100%|██████████| 4/4 [00:02<00:00,  1.60it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.08s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.74it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.16it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 58, "elapsed_s": 88.08767620497383, "end_to_end_s": 88.08767620497383, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8810466369614005, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4", "video_validate_s": 0.20242395100649446, "worker_id": 4}
+[rank0]:[W721 15:49:22.577596324 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_4.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_4.pid
new file mode 100644
index 0000000000000000000000000000000000000000..792f882fa0843b04d6ee4d5b41715ec22d815d61
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_4.pid
@@ -0,0 +1 @@
+2845615
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_5.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..9dcf048dc5151d9815c855ab4a5fc8bff02390ef
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_5.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:06<00:27,  6.88s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:10<00:14,  4.75s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:13<00:08,  4.13s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:16<00:03,  3.59s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:16<00:00,  3.26s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FE38C6B10C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.95it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.07it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.10it/s]
100%|██████████| 4/4 [00:01<00:00,  2.11it/s]
100%|██████████| 4/4 [00:01<00:00,  2.09it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.69it/s]
100%|██████████| 4/4 [00:01<00:00,  3.46it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.88it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.45it/s]
100%|██████████| 4/4 [00:01<00:00,  2.28it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.13it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 80, "elapsed_s": 98.27915595599916, "end_to_end_s": 98.27915595599916, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.960376740025822, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4", "video_validate_s": 0.13981324597261846, "worker_id": 5}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FE38C6B10C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.87it/s]
100%|██████████| 4/4 [00:01<00:00,  2.66it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:02<00:00,  2.13it/s]
100%|██████████| 4/4 [00:02<00:00,  1.98it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.08s/it]
100%|██████████| 4/4 [00:02<00:00,  1.87it/s]
100%|██████████| 4/4 [00:02<00:00,  1.74it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 80, "elapsed_s": 98.54460859199753, "end_to_end_s": 98.54460859199753, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9478698389721103, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4", "video_validate_s": 0.125621790997684, "worker_id": 5}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FE38C6B2650>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.43it/s]
100%|██████████| 4/4 [00:01<00:00,  3.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.39it/s]
100%|██████████| 4/4 [00:01<00:00,  2.84it/s]
100%|██████████| 4/4 [00:01<00:00,  2.64it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:01<00:00,  2.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.27it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:02<00:00,  2.13it/s]
100%|██████████| 4/4 [00:02<00:00,  1.98it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.89it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 80, "elapsed_s": 94.37867132597603, "end_to_end_s": 94.37867132597603, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9227940360433422, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4", "video_validate_s": 0.1711709030205384, "worker_id": 5}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FE38C6B10C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.47it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.20it/s]
100%|██████████| 4/4 [00:01<00:00,  2.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.27it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.13it/s]
100%|██████████| 4/4 [00:02<00:00,  1.98it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.89it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 80, "elapsed_s": 84.39177108596778, "end_to_end_s": 84.39177108596778, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8778121380019002, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4", "video_validate_s": 0.18067086697556078, "worker_id": 5}
+[rank0]:[W721 15:49:52.768917806 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_5.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_5.pid
new file mode 100644
index 0000000000000000000000000000000000000000..027f755ea47103df82092522506b86833c19ee44
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_5.pid
@@ -0,0 +1 @@
+2845616
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_6.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_6.log
new file mode 100644
index 0000000000000000000000000000000000000000..8fa1c4d07a57e8f15ed2c0a56864fed8afe388fb
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_6.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:07<00:30,  7.73s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:09<00:12,  4.15s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:11<00:06,  3.13s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:13<00:02,  2.83s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:13<00:00,  2.73s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F2FE0359210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.97it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.09it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.12it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.47it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.88it/s]
100%|██████████| 4/4 [00:01<00:00,  2.67it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.60it/s]
100%|██████████| 4/4 [00:02<00:00,  1.52it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 94, "elapsed_s": 93.2588206580258, "end_to_end_s": 93.2588206580258, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.047280169033911, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4", "video_validate_s": 0.1665792129933834, "worker_id": 6}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F2FE0358F40>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.43it/s]
100%|██████████| 4/4 [00:01<00:00,  3.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.41it/s]
100%|██████████| 4/4 [00:01<00:00,  2.86it/s]
100%|██████████| 4/4 [00:01<00:00,  2.66it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.49it/s]
100%|██████████| 4/4 [00:01<00:00,  2.31it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.09it/s]
100%|██████████| 4/4 [00:02<00:00,  1.68it/s]
100%|██████████| 4/4 [00:02<00:00,  1.74it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 94, "elapsed_s": 89.07547643099679, "end_to_end_s": 89.07547643099679, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8973873479990289, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4", "video_validate_s": 0.15420937503222376, "worker_id": 6}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F2FE0359210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.70it/s]
100%|██████████| 4/4 [00:01<00:00,  3.46it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.88it/s]
100%|██████████| 4/4 [00:01<00:00,  2.67it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
 75%|███████▌  | 3/4 [00:00<00:00,  3.97it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.09s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.12it/s]
100%|██████████| 4/4 [00:02<00:00,  1.74it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 94, "elapsed_s": 86.78355505299987, "end_to_end_s": 86.78355505299987, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8396718159783632, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4", "video_validate_s": 0.16538378299446777, "worker_id": 6}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F2FE035A680>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.45it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
100%|██████████| 4/4 [00:01<00:00,  2.53it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.48it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:02<00:00,  1.89it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 94, "elapsed_s": 84.71322871895973, "end_to_end_s": 84.71322871895973, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.965678276028484, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4", "video_validate_s": 0.23152427800232545, "worker_id": 6}
+[rank0]:[W721 15:49:19.860717302 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_6.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_6.pid
new file mode 100644
index 0000000000000000000000000000000000000000..33128b7e8c34f2734c64b05b8d6abd9e5f6b33d2
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_6.pid
@@ -0,0 +1 @@
+2845617
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_7.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_7.log
new file mode 100644
index 0000000000000000000000000000000000000000..68f807ec5b0bd8aab9d364fa7d12294e0dfe6438
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_7.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:06<00:27,  6.92s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:09<00:12,  4.27s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:12<00:07,  3.65s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:14<00:03,  3.22s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:14<00:00,  2.96s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FAF7817D210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.00it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.08it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.12it/s]
100%|██████████| 4/4 [00:01<00:00,  2.10it/s]
100%|██████████| 4/4 [00:01<00:00,  2.09it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.48it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 96, "elapsed_s": 91.89062973996624, "end_to_end_s": 91.89062973996624, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8429678400279954, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4", "video_validate_s": 0.18033515400020406, "worker_id": 7}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FAF7817D210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.17it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 96, "elapsed_s": 88.35185143299168, "end_to_end_s": 88.35185143299168, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9223091079620644, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4", "video_validate_s": 0.17110783199314028, "worker_id": 7}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FAF7817CF40>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.00it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.11it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.51it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.88it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 96, "elapsed_s": 87.79391087900149, "end_to_end_s": 87.79391087900149, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9090137089951895, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4", "video_validate_s": 0.18013538705417886, "worker_id": 7}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FAF7817E680>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.14it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.65it/s]
100%|██████████| 4/4 [00:01<00:00,  3.42it/s]
100%|██████████| 4/4 [00:01<00:00,  3.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.41it/s]
 75%|███████▌  | 3/4 [00:00<00:00,  4.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.59it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.09s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.12it/s]
100%|██████████| 4/4 [00:02<00:00,  1.74it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 96, "elapsed_s": 90.87101455498487, "end_to_end_s": 90.87101455498487, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.030890977010131, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4", "video_validate_s": 0.20607805799227208, "worker_id": 7}
+[rank0]:[W721 15:49:33.697705135 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_7.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_7.pid
new file mode 100644
index 0000000000000000000000000000000000000000..5a1082aa70bd813893fb91acaa278270d89af81c
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/generate_worker_7.pid
@@ -0,0 +1 @@
+2845618
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_merge.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_merge.log
new file mode 100644
index 0000000000000000000000000000000000000000..7a7407b7f7fc63b15bfe1f3fd2f2ad59860e2a21
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_merge.log
@@ -0,0 +1,13 @@
+{
+  "predictor": {
+    "frame_psnr_mean_db": 24.462979894356728,
+    "lpips_alex": 0.10558993655518858,
+    "pixel_mae": 0.039949877350591134,
+    "pixel_mse": 0.007884031585084814,
+    "pixel_rmse": 0.08403680078082754,
+    "psnr_db": 22.095051351967932,
+    "ssim": 0.7613428485319019,
+    "temporal_delta_mse": 0.008389268374230596
+  }
+}
+/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics.json
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_0.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_0.log
new file mode 100644
index 0000000000000000000000000000000000000000..056c6cfdf98881950a9c0bdc6c8d41b57920d272
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_0.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4", "case_id": 4, "frame_psnr_mean_db": 28.240695330011768, "lpips_alex": 0.03770465113222599, "mode": "predictor", "pixel_mae": 0.02139799390360713, "pixel_mse": 0.0024408488539629618, "pixel_rmse": 0.0494049476668376, "psnr_db": 26.124591128082088, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4", "ssim": 0.8980734696388245, "temporal_delta_mse": 0.0006704340921714902}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4", "case_id": 4, "frame_psnr_mean_db": 22.172812464065565, "lpips_alex": 0.12407514625042677, "mode": "predictor", "pixel_mae": 0.05528542260453105, "pixel_mse": 0.013179513432551176, "pixel_rmse": 0.11480206196994537, "psnr_db": 18.80100622933112, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4", "ssim": 0.7188177630901337, "temporal_delta_mse": 0.007965483702719212}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4", "case_id": 4, "frame_psnr_mean_db": 25.396024429323745, "lpips_alex": 0.11526302918419241, "mode": "predictor", "pixel_mae": 0.03887955438345671, "pixel_mse": 0.00917893308767816, "pixel_rmse": 0.09580674865414315, "psnr_db": 20.37207796038623, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4", "ssim": 0.8234550142288208, "temporal_delta_mse": 0.010771718807518482}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4", "case_id": 4, "frame_psnr_mean_db": 21.16590602922878, "lpips_alex": 0.1447795199267566, "mode": "predictor", "pixel_mae": 0.060355462964624164, "pixel_mse": 0.015306140690518078, "pixel_rmse": 0.1237179885486265, "psnr_db": 18.15134299053421, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4", "ssim": 0.7156180076599121, "temporal_delta_mse": 0.01658584736287594}
+[rank0]:[W721 15:52:06.318696492 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_0.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_0.pid
new file mode 100644
index 0000000000000000000000000000000000000000..028c92e3c6fb08057adc373a5486c1c07045d014
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_0.pid
@@ -0,0 +1 @@
+2857987
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_1.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_1.log
new file mode 100644
index 0000000000000000000000000000000000000000..e2090b697f03c26897f6c50fdb22fd7ec6bca09a
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_1.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4", "case_id": 11, "frame_psnr_mean_db": 25.231184440775557, "lpips_alex": 0.05576143345236778, "mode": "predictor", "pixel_mae": 0.03667984618246555, "pixel_mse": 0.004201926423702389, "pixel_rmse": 0.06482226796173048, "psnr_db": 23.765515564183595, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4", "ssim": 0.8012413606643677, "temporal_delta_mse": 0.003353449748829007}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4", "case_id": 11, "frame_psnr_mean_db": 26.043422802616778, "lpips_alex": 0.04520239618048072, "mode": "predictor", "pixel_mae": 0.034080482877790925, "pixel_mse": 0.003661582534085028, "pixel_rmse": 0.060511011676264576, "psnr_db": 24.363311721802177, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4", "ssim": 0.853147964477539, "temporal_delta_mse": 0.0034038338344544172}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4", "case_id": 11, "frame_psnr_mean_db": 20.29648883811942, "lpips_alex": 0.1429903231151402, "mode": "predictor", "pixel_mae": 0.07884253846108913, "pixel_mse": 0.018332714818418024, "pixel_rmse": 0.13539835604030806, "psnr_db": 17.367732173424727, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4", "ssim": 0.5877148332595825, "temporal_delta_mse": 0.024081218987703323}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4", "case_id": 11, "frame_psnr_mean_db": 20.488935935073933, "lpips_alex": 0.11834680075570941, "mode": "predictor", "pixel_mae": 0.08000931757688522, "pixel_mse": 0.018720263619674368, "pixel_rmse": 0.136822014382461, "psnr_db": 17.276880397985664, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4", "ssim": 0.5834862957000733, "temporal_delta_mse": 0.03608875721693039}
+[rank0]:[W721 15:52:07.939898897 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_1.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_1.pid
new file mode 100644
index 0000000000000000000000000000000000000000..0991e7f5aa62c180dfb925ab9118a06d7aee2b37
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_1.pid
@@ -0,0 +1 @@
+2857988
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_2.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_2.log
new file mode 100644
index 0000000000000000000000000000000000000000..7b991ab8091d0211d5c56bb53297ef299f56a919
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_2.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4", "case_id": 17, "frame_psnr_mean_db": 23.93655516337081, "lpips_alex": 0.13870623076707125, "mode": "predictor", "pixel_mae": 0.038200942538678645, "pixel_mse": 0.00621053405670682, "pixel_rmse": 0.07880694167842589, "psnr_db": 22.06871052334193, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4", "ssim": 0.6992868075370788, "temporal_delta_mse": 0.0054301004856824875}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4", "case_id": 17, "frame_psnr_mean_db": 21.87200388654232, "lpips_alex": 0.20267449194937945, "mode": "predictor", "pixel_mae": 0.0555558272190392, "pixel_mse": 0.010989438405027613, "pixel_rmse": 0.10483052229683687, "psnr_db": 19.590245008275954, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4", "ssim": 0.6613847234249115, "temporal_delta_mse": 0.011990157887339592}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4", "case_id": 17, "frame_psnr_mean_db": 21.96387194639841, "lpips_alex": 0.20110083159059286, "mode": "predictor", "pixel_mae": 0.05615658557042479, "pixel_mse": 0.012372446849010885, "pixel_rmse": 0.11123150115417343, "psnr_db": 19.075444032052978, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4", "ssim": 0.6647623584270478, "temporal_delta_mse": 0.011632713489234447}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4", "case_id": 17, "frame_psnr_mean_db": 24.089199940988454, "lpips_alex": 0.11425996059179307, "mode": "predictor", "pixel_mae": 0.04135824442654848, "pixel_mse": 0.006484932826773729, "pixel_rmse": 0.08052908062789323, "psnr_db": 21.88094518132344, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4", "ssim": 0.7102103931903839, "temporal_delta_mse": 0.00946100428700447}
+[rank0]:[W721 15:52:07.846435277 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_2.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_2.pid
new file mode 100644
index 0000000000000000000000000000000000000000..64e319c026e449538efe86a69ecf5ea978d8215c
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_2.pid
@@ -0,0 +1 @@
+2857989
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_3.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_3.log
new file mode 100644
index 0000000000000000000000000000000000000000..f77fde9541fe9a9df52d422751ccffbff66a2b0a
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_3.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4", "case_id": 28, "frame_psnr_mean_db": 25.546568319494153, "lpips_alex": 0.12320886191725731, "mode": "predictor", "pixel_mae": 0.029573126669973134, "pixel_mse": 0.004137583526025992, "pixel_rmse": 0.06432405091430414, "psnr_db": 23.832532259591765, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4", "ssim": 0.749677586555481, "temporal_delta_mse": 0.001169081311672926}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4", "case_id": 28, "frame_psnr_mean_db": 21.139580867563236, "lpips_alex": 0.17330602599680422, "mode": "predictor", "pixel_mae": 0.049606041602790356, "pixel_mse": 0.01204127849789802, "pixel_rmse": 0.10973275945631743, "psnr_db": 19.19327398866874, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4", "ssim": 0.6576454172134399, "temporal_delta_mse": 0.005828117951750755}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4", "case_id": 28, "frame_psnr_mean_db": 25.480278849695495, "lpips_alex": 0.22682775613665582, "mode": "predictor", "pixel_mae": 0.03139209245145321, "pixel_mse": 0.00651533258438576, "pixel_rmse": 0.08071761012558387, "psnr_db": 21.860634102082074, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4", "ssim": 0.7611964883804321, "temporal_delta_mse": 0.0052304016426205635}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4", "case_id": 28, "frame_psnr_mean_db": 22.642170959245735, "lpips_alex": 0.20368822963535785, "mode": "predictor", "pixel_mae": 0.041664051476866006, "pixel_mse": 0.008711678877007216, "pixel_rmse": 0.093336374886789, "psnr_db": 20.598981415757564, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4", "ssim": 0.6902600545883179, "temporal_delta_mse": 0.011790989898145199}
+[rank0]:[W721 15:52:08.827262664 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_3.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_3.pid
new file mode 100644
index 0000000000000000000000000000000000000000..c7de60a7b5da4dcc92c56bed3db08dfea3927c91
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_3.pid
@@ -0,0 +1 @@
+2857990
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_4.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_4.log
new file mode 100644
index 0000000000000000000000000000000000000000..9625b1bde080498aee29836362a3d17ad8ec4fbb
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_4.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4", "case_id": 58, "frame_psnr_mean_db": 21.173191775546293, "lpips_alex": 0.09651078677922487, "mode": "predictor", "pixel_mae": 0.05265772270038724, "pixel_mse": 0.0130183779654908, "pixel_rmse": 0.11409810675682046, "psnr_db": 18.85443123641877, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4", "ssim": 0.6599443769454956, "temporal_delta_mse": 0.002529740799218416}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4", "case_id": 58, "frame_psnr_mean_db": 22.910342103493793, "lpips_alex": 0.08927386562526227, "mode": "predictor", "pixel_mae": 0.04254975464195013, "pixel_mse": 0.008688669776427559, "pixel_rmse": 0.09321303436981096, "psnr_db": 20.610467083589477, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4", "ssim": 0.7170338916778565, "temporal_delta_mse": 0.011203286238014698}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4", "case_id": 58, "frame_psnr_mean_db": 24.788570100592732, "lpips_alex": 0.07822169244289398, "mode": "predictor", "pixel_mae": 0.029930802892893554, "pixel_mse": 0.005102579389931634, "pixel_rmse": 0.0714323413443213, "psnr_db": 22.92210229465198, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4", "ssim": 0.8611788678169251, "temporal_delta_mse": 0.0066374363377690315}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4", "case_id": 58, "frame_psnr_mean_db": 21.53469383993254, "lpips_alex": 0.1336698496043682, "mode": "predictor", "pixel_mae": 0.0580928232781589, "pixel_mse": 0.014082461952639277, "pixel_rmse": 0.1186695493909001, "psnr_db": 18.513214134482755, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4", "ssim": 0.6720486793518067, "temporal_delta_mse": 0.016310393810272217}
+[rank0]:[W721 15:52:07.995449376 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_4.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_4.pid
new file mode 100644
index 0000000000000000000000000000000000000000..eb92ebc769490e349c95a09465c1b3e0d1d5d253
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_4.pid
@@ -0,0 +1 @@
+2857991
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_5.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..2f802a5746be096620fd5c27880ad4f4f4c8042c
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_5.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4", "case_id": 80, "frame_psnr_mean_db": 29.008054444592076, "lpips_alex": 0.02219358701258898, "mode": "predictor", "pixel_mae": 0.013605863444507121, "pixel_mse": 0.0016502823373302816, "pixel_rmse": 0.04062366720681777, "psnr_db": 27.824417484800254, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4", "ssim": 0.9210848054885864, "temporal_delta_mse": 0.0007996986387297511}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4", "case_id": 80, "frame_psnr_mean_db": 31.257999956863575, "lpips_alex": 0.017884247191250324, "mode": "predictor", "pixel_mae": 0.011848689075559377, "pixel_mse": 0.0009671985052991659, "pixel_rmse": 0.031099815197186718, "psnr_db": 30.14484383301985, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4", "ssim": 0.9353485698699952, "temporal_delta_mse": 0.0006169695407152176}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4", "case_id": 80, "frame_psnr_mean_db": 30.453051848193667, "lpips_alex": 0.039341050639748576, "mode": "predictor", "pixel_mae": 0.014729043897241355, "pixel_mse": 0.0013006175912451, "pixel_rmse": 0.03606407618732386, "psnr_db": 28.858503763245746, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4", "ssim": 0.9284945969581604, "temporal_delta_mse": 0.0016569410217925906}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4", "case_id": 80, "frame_psnr_mean_db": 25.31011545602168, "lpips_alex": 0.06951276417821646, "mode": "predictor", "pixel_mae": 0.029217131238430737, "pixel_mse": 0.004795943945529871, "pixel_rmse": 0.06925275406458484, "psnr_db": 23.191259015300965, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4", "ssim": 0.8149016652107238, "temporal_delta_mse": 0.005770573392510414}
+[rank0]:[W721 15:52:06.174331901 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_5.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_5.pid
new file mode 100644
index 0000000000000000000000000000000000000000..535985a3e5bf2cc1cbbec6508a4a675da8107a61
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_5.pid
@@ -0,0 +1 @@
+2857992
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_6.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_6.log
new file mode 100644
index 0000000000000000000000000000000000000000..7237f4b22c630412cd265402c6021097f5957262
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_6.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4", "case_id": 94, "frame_psnr_mean_db": 28.777198171751362, "lpips_alex": 0.019311767753213645, "mode": "predictor", "pixel_mae": 0.017031944766640664, "pixel_mse": 0.0016964480606256984, "pixel_rmse": 0.041187960141595974, "psnr_db": 27.70459432410822, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4", "ssim": 0.9298940496444702, "temporal_delta_mse": 0.00029261159943416715}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4", "case_id": 94, "frame_psnr_mean_db": 26.843647057771552, "lpips_alex": 0.032511821689084175, "mode": "predictor", "pixel_mae": 0.020828345611691473, "pixel_mse": 0.003218820182955824, "pixel_rmse": 0.056734647112287775, "psnr_db": 24.923032841815242, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4", "ssim": 0.9133733820915222, "temporal_delta_mse": 0.001005037920549512}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4", "case_id": 94, "frame_psnr_mean_db": 26.27758264946239, "lpips_alex": 0.05340871431678534, "mode": "predictor", "pixel_mae": 0.022812159955501555, "pixel_mse": 0.004482528000837192, "pixel_rmse": 0.06695168407767793, "psnr_db": 23.48476988866482, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4", "ssim": 0.9046248145103455, "temporal_delta_mse": 0.006030494812875986}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4", "case_id": 94, "frame_psnr_mean_db": 21.296411287865276, "lpips_alex": 0.09829415418207646, "mode": "predictor", "pixel_mae": 0.04478303759545088, "pixel_mse": 0.012439996096887626, "pixel_rmse": 0.11153473045149491, "psnr_db": 19.051797559072927, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4", "ssim": 0.7831984519958496, "temporal_delta_mse": 0.01705833338201046}
+[rank0]:[W721 15:52:06.350215945 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_6.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_6.pid
new file mode 100644
index 0000000000000000000000000000000000000000..a9f236f6279f3811df6489c46f71e37b2bb4e7e6
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_6.pid
@@ -0,0 +1 @@
+2857993
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_7.log b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_7.log
new file mode 100644
index 0000000000000000000000000000000000000000..273eb1a9cd9efe6289630943eca9945ebfc4f1d2
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_7.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4", "case_id": 96, "frame_psnr_mean_db": 24.45457567172371, "lpips_alex": 0.09841323640197515, "mode": "predictor", "pixel_mae": 0.04044318687543273, "pixel_mse": 0.005658299710135907, "pixel_rmse": 0.07522167048222146, "psnr_db": 22.473140524585794, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4", "ssim": 0.6627405714988709, "temporal_delta_mse": 0.002268739975988865}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4", "case_id": 96, "frame_psnr_mean_db": 25.28550235815653, "lpips_alex": 0.0858154521510005, "mode": "predictor", "pixel_mae": 0.03772756891697645, "pixel_mse": 0.005414499676029663, "pixel_rmse": 0.07358328394431485, "psnr_db": 22.66441667935865, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4", "ssim": 0.7174236817359925, "temporal_delta_mse": 0.006995154079049826}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4", "case_id": 96, "frame_psnr_mean_db": 25.553191420081745, "lpips_alex": 0.15185793527960778, "mode": "predictor", "pixel_mae": 0.04149365693330765, "pixel_mse": 0.006675125547568314, "pixel_rmse": 0.0817014415268685, "psnr_db": 21.75540561558387, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4", "ssim": 0.7025623421669006, "temporal_delta_mse": 0.007956190034747124}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf-blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4", "case_id": 96, "frame_psnr_mean_db": 22.185528274852327, "lpips_alex": 0.12476135593652725, "mode": "predictor", "pixel_mae": 0.0516068124845624, "pixel_mse": 0.010612012900353875, "pixel_rmse": 0.10301462469161296, "psnr_db": 19.74202230745014, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4", "ssim": 0.6631398680210113, "temporal_delta_mse": 0.015871675685048103}
+[rank0]:[W721 15:52:06.386762803 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_7.pid b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_7.pid
new file mode 100644
index 0000000000000000000000000000000000000000..5b2c608d56c63c86f19c037078a1bd36a631a741
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/metrics_worker_7.pid
@@ -0,0 +1 @@
+2857994
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_0.jsonl b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_0.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..711de2aa16f4cef5c0687f1ee99e8411838f8967
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_0.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 4, "elapsed_s": 100.98217722697882, "end_to_end_s": 100.98217722697882, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8612365440349095, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4", "video_validate_s": 0.1353989220224321, "worker_id": 0}
+{"action_id": 1, "action_name": "a_d", "case_id": 4, "elapsed_s": 94.68649115099106, "end_to_end_s": 94.68649115099106, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7416377189802006, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4", "video_validate_s": 0.15829797694459558, "worker_id": 0}
+{"action_id": 2, "action_name": "up_down", "case_id": 4, "elapsed_s": 92.9948396050022, "end_to_end_s": 92.9948396050022, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7297760950168595, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4", "video_validate_s": 0.13688662298955023, "worker_id": 0}
+{"action_id": 3, "action_name": "left_right", "case_id": 4, "elapsed_s": 90.31143467803486, "end_to_end_s": 90.31143467803486, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9188607139512897, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4", "video_validate_s": 0.1584086089860648, "worker_id": 0}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_1.jsonl b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_1.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ae3ea27a88b63e0c4571c3a2607ec7785d9ae6b5
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_1.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 11, "elapsed_s": 97.18867401301395, "end_to_end_s": 97.18867401301395, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9122472900198773, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4", "video_validate_s": 0.22117530199466273, "worker_id": 1}
+{"action_id": 1, "action_name": "a_d", "case_id": 11, "elapsed_s": 88.52827960497234, "end_to_end_s": 88.52827960497234, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8768349130405113, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4", "video_validate_s": 0.23711694299709052, "worker_id": 1}
+{"action_id": 2, "action_name": "up_down", "case_id": 11, "elapsed_s": 90.26512612594524, "end_to_end_s": 90.26512612594524, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9403897700249217, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4", "video_validate_s": 0.2804198400117457, "worker_id": 1}
+{"action_id": 3, "action_name": "left_right", "case_id": 11, "elapsed_s": 89.2569804880186, "end_to_end_s": 89.2569804880186, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0723754499922507, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4", "video_validate_s": 0.31605051702354103, "worker_id": 1}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_2.jsonl b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_2.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..3fec50419ce8b6148fb22d3647cf5a58989e3b22
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_2.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 17, "elapsed_s": 104.12686006096192, "end_to_end_s": 104.12686006096192, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9830168079934083, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4", "video_validate_s": 0.20812732295598835, "worker_id": 2}
+{"action_id": 1, "action_name": "a_d", "case_id": 17, "elapsed_s": 102.94849049497861, "end_to_end_s": 102.94849049497861, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9734980130451731, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4", "video_validate_s": 0.19034790096338838, "worker_id": 2}
+{"action_id": 2, "action_name": "up_down", "case_id": 17, "elapsed_s": 104.20123604004038, "end_to_end_s": 104.20123604004038, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.010269861028064, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4", "video_validate_s": 0.21487369999522343, "worker_id": 2}
+{"action_id": 3, "action_name": "left_right", "case_id": 17, "elapsed_s": 101.62949291802943, "end_to_end_s": 101.62949291802943, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.2585595730342902, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4", "video_validate_s": 0.1791166909970343, "worker_id": 2}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_3.jsonl b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_3.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..6fa5cce80af6855ee31ff8511e5a66f569a39092
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_3.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 28, "elapsed_s": 117.39292435097741, "end_to_end_s": 117.39292435097741, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9514538570074365, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4", "video_validate_s": 0.20956519595347345, "worker_id": 3}
+{"action_id": 1, "action_name": "a_d", "case_id": 28, "elapsed_s": 119.26804579701275, "end_to_end_s": 119.26804579701275, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9651046930230223, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4", "video_validate_s": 0.2406669770134613, "worker_id": 3}
+{"action_id": 2, "action_name": "up_down", "case_id": 28, "elapsed_s": 113.13311903801514, "end_to_end_s": 113.13311903801514, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9458533900324255, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4", "video_validate_s": 0.21805128298001364, "worker_id": 3}
+{"action_id": 3, "action_name": "left_right", "case_id": 28, "elapsed_s": 115.56332027894678, "end_to_end_s": 115.56332027894678, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.442335745028686, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4", "video_validate_s": 0.264321162016131, "worker_id": 3}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_4.jsonl b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_4.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..35180c4f113eff0d2c2034ea8e55d4206861bf2c
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_4.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 58, "elapsed_s": 91.1327430739766, "end_to_end_s": 91.1327430739766, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7939580150414258, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4", "video_validate_s": 0.16439202602487057, "worker_id": 4}
+{"action_id": 1, "action_name": "a_d", "case_id": 58, "elapsed_s": 85.5548979290179, "end_to_end_s": 85.5548979290179, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8485809169942513, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4", "video_validate_s": 0.16939006303437054, "worker_id": 4}
+{"action_id": 2, "action_name": "up_down", "case_id": 58, "elapsed_s": 80.93750939198071, "end_to_end_s": 80.93750939198071, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8217183090164326, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4", "video_validate_s": 0.17595034395344555, "worker_id": 4}
+{"action_id": 3, "action_name": "left_right", "case_id": 58, "elapsed_s": 88.08767620497383, "end_to_end_s": 88.08767620497383, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8810466369614005, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4", "video_validate_s": 0.20242395100649446, "worker_id": 4}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_5.jsonl b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_5.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..4f25f5126b0fe9344b301051a1904fbde56e87d8
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_5.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 80, "elapsed_s": 98.27915595599916, "end_to_end_s": 98.27915595599916, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.960376740025822, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4", "video_validate_s": 0.13981324597261846, "worker_id": 5}
+{"action_id": 1, "action_name": "a_d", "case_id": 80, "elapsed_s": 98.54460859199753, "end_to_end_s": 98.54460859199753, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9478698389721103, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4", "video_validate_s": 0.125621790997684, "worker_id": 5}
+{"action_id": 2, "action_name": "up_down", "case_id": 80, "elapsed_s": 94.37867132597603, "end_to_end_s": 94.37867132597603, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9227940360433422, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4", "video_validate_s": 0.1711709030205384, "worker_id": 5}
+{"action_id": 3, "action_name": "left_right", "case_id": 80, "elapsed_s": 84.39177108596778, "end_to_end_s": 84.39177108596778, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8778121380019002, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4", "video_validate_s": 0.18067086697556078, "worker_id": 5}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_6.jsonl b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_6.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..984a9f1b4808e43370c4ea394de5b7476b5e69d1
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_6.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 94, "elapsed_s": 93.2588206580258, "end_to_end_s": 93.2588206580258, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.047280169033911, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4", "video_validate_s": 0.1665792129933834, "worker_id": 6}
+{"action_id": 1, "action_name": "a_d", "case_id": 94, "elapsed_s": 89.07547643099679, "end_to_end_s": 89.07547643099679, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8973873479990289, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4", "video_validate_s": 0.15420937503222376, "worker_id": 6}
+{"action_id": 2, "action_name": "up_down", "case_id": 94, "elapsed_s": 86.78355505299987, "end_to_end_s": 86.78355505299987, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8396718159783632, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4", "video_validate_s": 0.16538378299446777, "worker_id": 6}
+{"action_id": 3, "action_name": "left_right", "case_id": 94, "elapsed_s": 84.71322871895973, "end_to_end_s": 84.71322871895973, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.965678276028484, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4", "video_validate_s": 0.23152427800232545, "worker_id": 6}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_7.jsonl b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_7.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..9f03d5e9039eb47c4193b705fe94f2e025c4d326
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/logs/worker_7.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 96, "elapsed_s": 91.89062973996624, "end_to_end_s": 91.89062973996624, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8429678400279954, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4", "video_validate_s": 0.18033515400020406, "worker_id": 7}
+{"action_id": 1, "action_name": "a_d", "case_id": 96, "elapsed_s": 88.35185143299168, "end_to_end_s": 88.35185143299168, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9223091079620644, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4", "video_validate_s": 0.17110783199314028, "worker_id": 7}
+{"action_id": 2, "action_name": "up_down", "case_id": 96, "elapsed_s": 87.79391087900149, "end_to_end_s": 87.79391087900149, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9090137089951895, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4", "video_validate_s": 0.18013538705417886, "worker_id": 7}
+{"action_id": 3, "action_name": "left_right", "case_id": 96, "elapsed_s": 90.87101455498487, "end_to_end_s": 90.87101455498487, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.030890977010131, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4", "video_validate_s": 0.20607805799227208, "worker_id": 7}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics.completed b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics.completed
new file mode 100644
index 0000000000000000000000000000000000000000..431a1c9737032957114c93f900d84c6efbdcbdff
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics.completed
@@ -0,0 +1 @@
+2026-07-21T15:52:09Z
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics.json b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..4661beeaf2235839d6fbfe51acca69ca13a6ddbf
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics.json
@@ -0,0 +1,562 @@
+{
+  "config": {
+    "actions_per_case": 4,
+    "candidate_modes": [
+      "predictor"
+    ],
+    "cases": 8,
+    "frames_per_video": 125,
+    "full_dit_steps": [
+      0,
+      3
+    ],
+    "reference": "Full-DiT saved training videos; overfit8 seed 20260721",
+    "replace_steps": [
+      1,
+      2
+    ],
+    "resolution": [
+      480,
+      832
+    ],
+    "videos_per_mode": 32
+  },
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 28.240695330011768,
+      "lpips_alex": 0.03770465113222599,
+      "mode": "predictor",
+      "pixel_mae": 0.02139799390360713,
+      "pixel_mse": 0.0024408488539629618,
+      "pixel_rmse": 0.0494049476668376,
+      "psnr_db": 26.124591128082088,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4",
+      "ssim": 0.8980734696388245,
+      "temporal_delta_mse": 0.0006704340921714902
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 22.172812464065565,
+      "lpips_alex": 0.12407514625042677,
+      "mode": "predictor",
+      "pixel_mae": 0.05528542260453105,
+      "pixel_mse": 0.013179513432551176,
+      "pixel_rmse": 0.11480206196994537,
+      "psnr_db": 18.80100622933112,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4",
+      "ssim": 0.7188177630901337,
+      "temporal_delta_mse": 0.007965483702719212
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 25.396024429323745,
+      "lpips_alex": 0.11526302918419241,
+      "mode": "predictor",
+      "pixel_mae": 0.03887955438345671,
+      "pixel_mse": 0.00917893308767816,
+      "pixel_rmse": 0.09580674865414315,
+      "psnr_db": 20.37207796038623,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4",
+      "ssim": 0.8234550142288208,
+      "temporal_delta_mse": 0.010771718807518482
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 21.16590602922878,
+      "lpips_alex": 0.1447795199267566,
+      "mode": "predictor",
+      "pixel_mae": 0.060355462964624164,
+      "pixel_mse": 0.015306140690518078,
+      "pixel_rmse": 0.1237179885486265,
+      "psnr_db": 18.15134299053421,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4",
+      "ssim": 0.7156180076599121,
+      "temporal_delta_mse": 0.01658584736287594
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 25.231184440775557,
+      "lpips_alex": 0.05576143345236778,
+      "mode": "predictor",
+      "pixel_mae": 0.03667984618246555,
+      "pixel_mse": 0.004201926423702389,
+      "pixel_rmse": 0.06482226796173048,
+      "psnr_db": 23.765515564183595,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4",
+      "ssim": 0.8012413606643677,
+      "temporal_delta_mse": 0.003353449748829007
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 26.043422802616778,
+      "lpips_alex": 0.04520239618048072,
+      "mode": "predictor",
+      "pixel_mae": 0.034080482877790925,
+      "pixel_mse": 0.003661582534085028,
+      "pixel_rmse": 0.060511011676264576,
+      "psnr_db": 24.363311721802177,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4",
+      "ssim": 0.853147964477539,
+      "temporal_delta_mse": 0.0034038338344544172
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 20.29648883811942,
+      "lpips_alex": 0.1429903231151402,
+      "mode": "predictor",
+      "pixel_mae": 0.07884253846108913,
+      "pixel_mse": 0.018332714818418024,
+      "pixel_rmse": 0.13539835604030806,
+      "psnr_db": 17.367732173424727,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4",
+      "ssim": 0.5877148332595825,
+      "temporal_delta_mse": 0.024081218987703323
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 20.488935935073933,
+      "lpips_alex": 0.11834680075570941,
+      "mode": "predictor",
+      "pixel_mae": 0.08000931757688522,
+      "pixel_mse": 0.018720263619674368,
+      "pixel_rmse": 0.136822014382461,
+      "psnr_db": 17.276880397985664,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4",
+      "ssim": 0.5834862957000733,
+      "temporal_delta_mse": 0.03608875721693039
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 23.93655516337081,
+      "lpips_alex": 0.13870623076707125,
+      "mode": "predictor",
+      "pixel_mae": 0.038200942538678645,
+      "pixel_mse": 0.00621053405670682,
+      "pixel_rmse": 0.07880694167842589,
+      "psnr_db": 22.06871052334193,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4",
+      "ssim": 0.6992868075370788,
+      "temporal_delta_mse": 0.0054301004856824875
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 21.87200388654232,
+      "lpips_alex": 0.20267449194937945,
+      "mode": "predictor",
+      "pixel_mae": 0.0555558272190392,
+      "pixel_mse": 0.010989438405027613,
+      "pixel_rmse": 0.10483052229683687,
+      "psnr_db": 19.590245008275954,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4",
+      "ssim": 0.6613847234249115,
+      "temporal_delta_mse": 0.011990157887339592
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 21.96387194639841,
+      "lpips_alex": 0.20110083159059286,
+      "mode": "predictor",
+      "pixel_mae": 0.05615658557042479,
+      "pixel_mse": 0.012372446849010885,
+      "pixel_rmse": 0.11123150115417343,
+      "psnr_db": 19.075444032052978,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4",
+      "ssim": 0.6647623584270478,
+      "temporal_delta_mse": 0.011632713489234447
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 24.089199940988454,
+      "lpips_alex": 0.11425996059179307,
+      "mode": "predictor",
+      "pixel_mae": 0.04135824442654848,
+      "pixel_mse": 0.006484932826773729,
+      "pixel_rmse": 0.08052908062789323,
+      "psnr_db": 21.88094518132344,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4",
+      "ssim": 0.7102103931903839,
+      "temporal_delta_mse": 0.00946100428700447
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 25.546568319494153,
+      "lpips_alex": 0.12320886191725731,
+      "mode": "predictor",
+      "pixel_mae": 0.029573126669973134,
+      "pixel_mse": 0.004137583526025992,
+      "pixel_rmse": 0.06432405091430414,
+      "psnr_db": 23.832532259591765,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4",
+      "ssim": 0.749677586555481,
+      "temporal_delta_mse": 0.001169081311672926
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 21.139580867563236,
+      "lpips_alex": 0.17330602599680422,
+      "mode": "predictor",
+      "pixel_mae": 0.049606041602790356,
+      "pixel_mse": 0.01204127849789802,
+      "pixel_rmse": 0.10973275945631743,
+      "psnr_db": 19.19327398866874,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4",
+      "ssim": 0.6576454172134399,
+      "temporal_delta_mse": 0.005828117951750755
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 25.480278849695495,
+      "lpips_alex": 0.22682775613665582,
+      "mode": "predictor",
+      "pixel_mae": 0.03139209245145321,
+      "pixel_mse": 0.00651533258438576,
+      "pixel_rmse": 0.08071761012558387,
+      "psnr_db": 21.860634102082074,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4",
+      "ssim": 0.7611964883804321,
+      "temporal_delta_mse": 0.0052304016426205635
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 22.642170959245735,
+      "lpips_alex": 0.20368822963535785,
+      "mode": "predictor",
+      "pixel_mae": 0.041664051476866006,
+      "pixel_mse": 0.008711678877007216,
+      "pixel_rmse": 0.093336374886789,
+      "psnr_db": 20.598981415757564,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4",
+      "ssim": 0.6902600545883179,
+      "temporal_delta_mse": 0.011790989898145199
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 21.173191775546293,
+      "lpips_alex": 0.09651078677922487,
+      "mode": "predictor",
+      "pixel_mae": 0.05265772270038724,
+      "pixel_mse": 0.0130183779654908,
+      "pixel_rmse": 0.11409810675682046,
+      "psnr_db": 18.85443123641877,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4",
+      "ssim": 0.6599443769454956,
+      "temporal_delta_mse": 0.002529740799218416
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 22.910342103493793,
+      "lpips_alex": 0.08927386562526227,
+      "mode": "predictor",
+      "pixel_mae": 0.04254975464195013,
+      "pixel_mse": 0.008688669776427559,
+      "pixel_rmse": 0.09321303436981096,
+      "psnr_db": 20.610467083589477,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4",
+      "ssim": 0.7170338916778565,
+      "temporal_delta_mse": 0.011203286238014698
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 24.788570100592732,
+      "lpips_alex": 0.07822169244289398,
+      "mode": "predictor",
+      "pixel_mae": 0.029930802892893554,
+      "pixel_mse": 0.005102579389931634,
+      "pixel_rmse": 0.0714323413443213,
+      "psnr_db": 22.92210229465198,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4",
+      "ssim": 0.8611788678169251,
+      "temporal_delta_mse": 0.0066374363377690315
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 21.53469383993254,
+      "lpips_alex": 0.1336698496043682,
+      "mode": "predictor",
+      "pixel_mae": 0.0580928232781589,
+      "pixel_mse": 0.014082461952639277,
+      "pixel_rmse": 0.1186695493909001,
+      "psnr_db": 18.513214134482755,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4",
+      "ssim": 0.6720486793518067,
+      "temporal_delta_mse": 0.016310393810272217
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 29.008054444592076,
+      "lpips_alex": 0.02219358701258898,
+      "mode": "predictor",
+      "pixel_mae": 0.013605863444507121,
+      "pixel_mse": 0.0016502823373302816,
+      "pixel_rmse": 0.04062366720681777,
+      "psnr_db": 27.824417484800254,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4",
+      "ssim": 0.9210848054885864,
+      "temporal_delta_mse": 0.0007996986387297511
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 31.257999956863575,
+      "lpips_alex": 0.017884247191250324,
+      "mode": "predictor",
+      "pixel_mae": 0.011848689075559377,
+      "pixel_mse": 0.0009671985052991659,
+      "pixel_rmse": 0.031099815197186718,
+      "psnr_db": 30.14484383301985,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4",
+      "ssim": 0.9353485698699952,
+      "temporal_delta_mse": 0.0006169695407152176
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 30.453051848193667,
+      "lpips_alex": 0.039341050639748576,
+      "mode": "predictor",
+      "pixel_mae": 0.014729043897241355,
+      "pixel_mse": 0.0013006175912451,
+      "pixel_rmse": 0.03606407618732386,
+      "psnr_db": 28.858503763245746,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4",
+      "ssim": 0.9284945969581604,
+      "temporal_delta_mse": 0.0016569410217925906
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 25.31011545602168,
+      "lpips_alex": 0.06951276417821646,
+      "mode": "predictor",
+      "pixel_mae": 0.029217131238430737,
+      "pixel_mse": 0.004795943945529871,
+      "pixel_rmse": 0.06925275406458484,
+      "psnr_db": 23.191259015300965,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4",
+      "ssim": 0.8149016652107238,
+      "temporal_delta_mse": 0.005770573392510414
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 28.777198171751362,
+      "lpips_alex": 0.019311767753213645,
+      "mode": "predictor",
+      "pixel_mae": 0.017031944766640664,
+      "pixel_mse": 0.0016964480606256984,
+      "pixel_rmse": 0.041187960141595974,
+      "psnr_db": 27.70459432410822,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4",
+      "ssim": 0.9298940496444702,
+      "temporal_delta_mse": 0.00029261159943416715
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 26.843647057771552,
+      "lpips_alex": 0.032511821689084175,
+      "mode": "predictor",
+      "pixel_mae": 0.020828345611691473,
+      "pixel_mse": 0.003218820182955824,
+      "pixel_rmse": 0.056734647112287775,
+      "psnr_db": 24.923032841815242,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4",
+      "ssim": 0.9133733820915222,
+      "temporal_delta_mse": 0.001005037920549512
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 26.27758264946239,
+      "lpips_alex": 0.05340871431678534,
+      "mode": "predictor",
+      "pixel_mae": 0.022812159955501555,
+      "pixel_mse": 0.004482528000837192,
+      "pixel_rmse": 0.06695168407767793,
+      "psnr_db": 23.48476988866482,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4",
+      "ssim": 0.9046248145103455,
+      "temporal_delta_mse": 0.006030494812875986
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 21.296411287865276,
+      "lpips_alex": 0.09829415418207646,
+      "mode": "predictor",
+      "pixel_mae": 0.04478303759545088,
+      "pixel_mse": 0.012439996096887626,
+      "pixel_rmse": 0.11153473045149491,
+      "psnr_db": 19.051797559072927,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4",
+      "ssim": 0.7831984519958496,
+      "temporal_delta_mse": 0.01705833338201046
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 24.45457567172371,
+      "lpips_alex": 0.09841323640197515,
+      "mode": "predictor",
+      "pixel_mae": 0.04044318687543273,
+      "pixel_mse": 0.005658299710135907,
+      "pixel_rmse": 0.07522167048222146,
+      "psnr_db": 22.473140524585794,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4",
+      "ssim": 0.6627405714988709,
+      "temporal_delta_mse": 0.002268739975988865
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 25.28550235815653,
+      "lpips_alex": 0.0858154521510005,
+      "mode": "predictor",
+      "pixel_mae": 0.03772756891697645,
+      "pixel_mse": 0.005414499676029663,
+      "pixel_rmse": 0.07358328394431485,
+      "psnr_db": 22.66441667935865,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4",
+      "ssim": 0.7174236817359925,
+      "temporal_delta_mse": 0.006995154079049826
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 25.553191420081745,
+      "lpips_alex": 0.15185793527960778,
+      "mode": "predictor",
+      "pixel_mae": 0.04149365693330765,
+      "pixel_mse": 0.006675125547568314,
+      "pixel_rmse": 0.0817014415268685,
+      "psnr_db": 21.75540561558387,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4",
+      "ssim": 0.7025623421669006,
+      "temporal_delta_mse": 0.007956190034747124
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 22.185528274852327,
+      "lpips_alex": 0.12476135593652725,
+      "mode": "predictor",
+      "pixel_mae": 0.0516068124845624,
+      "pixel_mse": 0.010612012900353875,
+      "pixel_rmse": 0.10301462469161296,
+      "psnr_db": 19.74202230745014,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4",
+      "ssim": 0.6631398680210113,
+      "temporal_delta_mse": 0.015871675685048103
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 24.462979894356728,
+      "lpips_alex": 0.10558993655518858,
+      "pixel_mae": 0.039949877350591134,
+      "pixel_mse": 0.007884031585084814,
+      "pixel_rmse": 0.08403680078082754,
+      "psnr_db": 22.095051351967932,
+      "ssim": 0.7613428485319019,
+      "temporal_delta_mse": 0.008389268374230596
+    }
+  },
+  "summary_mean_by_action_id": {
+    "predictor": {
+      "0": {
+        "frame_psnr_mean_db": 25.796002914658217,
+        "lpips_alex": 0.07397631940199062,
+        "pixel_mae": 0.031198828385211527,
+        "pixel_mse": 0.004876787616747606,
+        "pixel_rmse": 0.06606120160109423,
+        "psnr_db": 24.080991630639055,
+        "ssim": 0.7902428784966469,
+        "temporal_delta_mse": 0.0020642320814658888
+      },
+      "1": {
+        "frame_psnr_mean_db": 24.69066393713417,
+        "lpips_alex": 0.09634293087921106,
+        "pixel_mae": 0.03843526656879112,
+        "pixel_mse": 0.007270125126284255,
+        "pixel_rmse": 0.08056339200287058,
+        "psnr_db": 22.536324673232652,
+        "ssim": 0.7717719241976737,
+        "temporal_delta_mse": 0.006126005144324154
+      },
+      "2": {
+        "frame_psnr_mean_db": 25.026132510233452,
+        "lpips_alex": 0.12612641658820212,
+        "pixel_mae": 0.03927955431817099,
+        "pixel_mse": 0.007995034733634384,
+        "pixel_rmse": 0.08491296988880002,
+        "psnr_db": 21.962083728761552,
+        "ssim": 0.7792486644685269,
+        "temporal_delta_mse": 0.009249639391782694
+      },
+      "3": {
+        "frame_psnr_mean_db": 22.339120215401092,
+        "lpips_alex": 0.12591407935135066,
+        "pixel_mae": 0.05088586013019084,
+        "pixel_mse": 0.011394178863673008,
+        "pixel_rmse": 0.10460963963054531,
+        "psnr_db": 19.800805375238458,
+        "ssim": 0.7041079269647598,
+        "temporal_delta_mse": 0.01611719687934965
+      }
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics.started b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics.started
new file mode 100644
index 0000000000000000000000000000000000000000..9dcef78d15f57e901250485b51505bb7b0c7f40b
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics.started
@@ -0,0 +1 @@
+2026-07-21T15:51:12Z
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_0.json b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_0.json
new file mode 100644
index 0000000000000000000000000000000000000000..0b33fd107315d88e5350a68dd822222120a8c3da
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_0.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 28.240695330011768,
+      "lpips_alex": 0.03770465113222599,
+      "mode": "predictor",
+      "pixel_mae": 0.02139799390360713,
+      "pixel_mse": 0.0024408488539629618,
+      "pixel_rmse": 0.0494049476668376,
+      "psnr_db": 26.124591128082088,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4",
+      "ssim": 0.8980734696388245,
+      "temporal_delta_mse": 0.0006704340921714902
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 22.172812464065565,
+      "lpips_alex": 0.12407514625042677,
+      "mode": "predictor",
+      "pixel_mae": 0.05528542260453105,
+      "pixel_mse": 0.013179513432551176,
+      "pixel_rmse": 0.11480206196994537,
+      "psnr_db": 18.80100622933112,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4",
+      "ssim": 0.7188177630901337,
+      "temporal_delta_mse": 0.007965483702719212
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 25.396024429323745,
+      "lpips_alex": 0.11526302918419241,
+      "mode": "predictor",
+      "pixel_mae": 0.03887955438345671,
+      "pixel_mse": 0.00917893308767816,
+      "pixel_rmse": 0.09580674865414315,
+      "psnr_db": 20.37207796038623,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4",
+      "ssim": 0.8234550142288208,
+      "temporal_delta_mse": 0.010771718807518482
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 21.16590602922878,
+      "lpips_alex": 0.1447795199267566,
+      "mode": "predictor",
+      "pixel_mae": 0.060355462964624164,
+      "pixel_mse": 0.015306140690518078,
+      "pixel_rmse": 0.1237179885486265,
+      "psnr_db": 18.15134299053421,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4",
+      "ssim": 0.7156180076599121,
+      "temporal_delta_mse": 0.01658584736287594
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 24.243859563157464,
+      "lpips_alex": 0.10545558662340046,
+      "pixel_mae": 0.04397960846405476,
+      "pixel_mse": 0.010026359016177594,
+      "pixel_rmse": 0.09593293670988814,
+      "psnr_db": 20.862254577083412,
+      "ssim": 0.7889910636544228,
+      "temporal_delta_mse": 0.00899837099132128
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_1.json b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_1.json
new file mode 100644
index 0000000000000000000000000000000000000000..c1e907897bb2e168acac22001453efbb62014519
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_1.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 25.231184440775557,
+      "lpips_alex": 0.05576143345236778,
+      "mode": "predictor",
+      "pixel_mae": 0.03667984618246555,
+      "pixel_mse": 0.004201926423702389,
+      "pixel_rmse": 0.06482226796173048,
+      "psnr_db": 23.765515564183595,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4",
+      "ssim": 0.8012413606643677,
+      "temporal_delta_mse": 0.003353449748829007
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 26.043422802616778,
+      "lpips_alex": 0.04520239618048072,
+      "mode": "predictor",
+      "pixel_mae": 0.034080482877790925,
+      "pixel_mse": 0.003661582534085028,
+      "pixel_rmse": 0.060511011676264576,
+      "psnr_db": 24.363311721802177,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4",
+      "ssim": 0.853147964477539,
+      "temporal_delta_mse": 0.0034038338344544172
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 20.29648883811942,
+      "lpips_alex": 0.1429903231151402,
+      "mode": "predictor",
+      "pixel_mae": 0.07884253846108913,
+      "pixel_mse": 0.018332714818418024,
+      "pixel_rmse": 0.13539835604030806,
+      "psnr_db": 17.367732173424727,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4",
+      "ssim": 0.5877148332595825,
+      "temporal_delta_mse": 0.024081218987703323
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 20.488935935073933,
+      "lpips_alex": 0.11834680075570941,
+      "mode": "predictor",
+      "pixel_mae": 0.08000931757688522,
+      "pixel_mse": 0.018720263619674368,
+      "pixel_rmse": 0.136822014382461,
+      "psnr_db": 17.276880397985664,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4",
+      "ssim": 0.5834862957000733,
+      "temporal_delta_mse": 0.03608875721693039
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.015008004146424,
+      "lpips_alex": 0.09057523837592453,
+      "pixel_mae": 0.05740304627455771,
+      "pixel_mse": 0.011229121848969952,
+      "pixel_rmse": 0.09938841251519104,
+      "psnr_db": 20.69335996434904,
+      "ssim": 0.7063976135253907,
+      "temporal_delta_mse": 0.016731814946979284
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_2.json b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_2.json
new file mode 100644
index 0000000000000000000000000000000000000000..2ed577e3667b899e38f37b4ba2a5beda5781f66a
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_2.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 23.93655516337081,
+      "lpips_alex": 0.13870623076707125,
+      "mode": "predictor",
+      "pixel_mae": 0.038200942538678645,
+      "pixel_mse": 0.00621053405670682,
+      "pixel_rmse": 0.07880694167842589,
+      "psnr_db": 22.06871052334193,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4",
+      "ssim": 0.6992868075370788,
+      "temporal_delta_mse": 0.0054301004856824875
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 21.87200388654232,
+      "lpips_alex": 0.20267449194937945,
+      "mode": "predictor",
+      "pixel_mae": 0.0555558272190392,
+      "pixel_mse": 0.010989438405027613,
+      "pixel_rmse": 0.10483052229683687,
+      "psnr_db": 19.590245008275954,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4",
+      "ssim": 0.6613847234249115,
+      "temporal_delta_mse": 0.011990157887339592
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 21.96387194639841,
+      "lpips_alex": 0.20110083159059286,
+      "mode": "predictor",
+      "pixel_mae": 0.05615658557042479,
+      "pixel_mse": 0.012372446849010885,
+      "pixel_rmse": 0.11123150115417343,
+      "psnr_db": 19.075444032052978,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4",
+      "ssim": 0.6647623584270478,
+      "temporal_delta_mse": 0.011632713489234447
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 24.089199940988454,
+      "lpips_alex": 0.11425996059179307,
+      "mode": "predictor",
+      "pixel_mae": 0.04135824442654848,
+      "pixel_mse": 0.006484932826773729,
+      "pixel_rmse": 0.08052908062789323,
+      "psnr_db": 21.88094518132344,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4",
+      "ssim": 0.7102103931903839,
+      "temporal_delta_mse": 0.00946100428700447
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 22.965407734324998,
+      "lpips_alex": 0.16418537872470917,
+      "pixel_mae": 0.04781789993867278,
+      "pixel_mse": 0.009014338034379761,
+      "pixel_rmse": 0.09384951143933234,
+      "psnr_db": 20.653836186248576,
+      "ssim": 0.6839110706448555,
+      "temporal_delta_mse": 0.00962849403731525
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_3.json b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_3.json
new file mode 100644
index 0000000000000000000000000000000000000000..4cb6e0697175edff19ed5e4660d4dbd373b21faf
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_3.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 25.546568319494153,
+      "lpips_alex": 0.12320886191725731,
+      "mode": "predictor",
+      "pixel_mae": 0.029573126669973134,
+      "pixel_mse": 0.004137583526025992,
+      "pixel_rmse": 0.06432405091430414,
+      "psnr_db": 23.832532259591765,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4",
+      "ssim": 0.749677586555481,
+      "temporal_delta_mse": 0.001169081311672926
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 21.139580867563236,
+      "lpips_alex": 0.17330602599680422,
+      "mode": "predictor",
+      "pixel_mae": 0.049606041602790356,
+      "pixel_mse": 0.01204127849789802,
+      "pixel_rmse": 0.10973275945631743,
+      "psnr_db": 19.19327398866874,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4",
+      "ssim": 0.6576454172134399,
+      "temporal_delta_mse": 0.005828117951750755
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 25.480278849695495,
+      "lpips_alex": 0.22682775613665582,
+      "mode": "predictor",
+      "pixel_mae": 0.03139209245145321,
+      "pixel_mse": 0.00651533258438576,
+      "pixel_rmse": 0.08071761012558387,
+      "psnr_db": 21.860634102082074,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4",
+      "ssim": 0.7611964883804321,
+      "temporal_delta_mse": 0.0052304016426205635
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 22.642170959245735,
+      "lpips_alex": 0.20368822963535785,
+      "mode": "predictor",
+      "pixel_mae": 0.041664051476866006,
+      "pixel_mse": 0.008711678877007216,
+      "pixel_rmse": 0.093336374886789,
+      "psnr_db": 20.598981415757564,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4",
+      "ssim": 0.6902600545883179,
+      "temporal_delta_mse": 0.011790989898145199
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.702149748999652,
+      "lpips_alex": 0.1817577184215188,
+      "pixel_mae": 0.03805882805027067,
+      "pixel_mse": 0.007851468371329247,
+      "pixel_rmse": 0.08702769884574862,
+      "psnr_db": 21.371355441525036,
+      "ssim": 0.7146948866844177,
+      "temporal_delta_mse": 0.006004647701047361
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_4.json b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_4.json
new file mode 100644
index 0000000000000000000000000000000000000000..284d13c1d65e20654db7d2f19dbead654384835f
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_4.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 21.173191775546293,
+      "lpips_alex": 0.09651078677922487,
+      "mode": "predictor",
+      "pixel_mae": 0.05265772270038724,
+      "pixel_mse": 0.0130183779654908,
+      "pixel_rmse": 0.11409810675682046,
+      "psnr_db": 18.85443123641877,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4",
+      "ssim": 0.6599443769454956,
+      "temporal_delta_mse": 0.002529740799218416
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 22.910342103493793,
+      "lpips_alex": 0.08927386562526227,
+      "mode": "predictor",
+      "pixel_mae": 0.04254975464195013,
+      "pixel_mse": 0.008688669776427559,
+      "pixel_rmse": 0.09321303436981096,
+      "psnr_db": 20.610467083589477,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4",
+      "ssim": 0.7170338916778565,
+      "temporal_delta_mse": 0.011203286238014698
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 24.788570100592732,
+      "lpips_alex": 0.07822169244289398,
+      "mode": "predictor",
+      "pixel_mae": 0.029930802892893554,
+      "pixel_mse": 0.005102579389931634,
+      "pixel_rmse": 0.0714323413443213,
+      "psnr_db": 22.92210229465198,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4",
+      "ssim": 0.8611788678169251,
+      "temporal_delta_mse": 0.0066374363377690315
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 21.53469383993254,
+      "lpips_alex": 0.1336698496043682,
+      "mode": "predictor",
+      "pixel_mae": 0.0580928232781589,
+      "pixel_mse": 0.014082461952639277,
+      "pixel_rmse": 0.1186695493909001,
+      "psnr_db": 18.513214134482755,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4",
+      "ssim": 0.6720486793518067,
+      "temporal_delta_mse": 0.016310393810272217
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 22.601699454891342,
+      "lpips_alex": 0.09941904861293732,
+      "pixel_mae": 0.04580777587834745,
+      "pixel_mse": 0.010223022271122317,
+      "pixel_rmse": 0.09935325796546321,
+      "psnr_db": 20.225053687285744,
+      "ssim": 0.7275514539480209,
+      "temporal_delta_mse": 0.00917021429631859
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_5.json b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_5.json
new file mode 100644
index 0000000000000000000000000000000000000000..05c5faea8e84745ddfa7b81df47d158e825e7985
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_5.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 29.008054444592076,
+      "lpips_alex": 0.02219358701258898,
+      "mode": "predictor",
+      "pixel_mae": 0.013605863444507121,
+      "pixel_mse": 0.0016502823373302816,
+      "pixel_rmse": 0.04062366720681777,
+      "psnr_db": 27.824417484800254,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4",
+      "ssim": 0.9210848054885864,
+      "temporal_delta_mse": 0.0007996986387297511
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 31.257999956863575,
+      "lpips_alex": 0.017884247191250324,
+      "mode": "predictor",
+      "pixel_mae": 0.011848689075559377,
+      "pixel_mse": 0.0009671985052991659,
+      "pixel_rmse": 0.031099815197186718,
+      "psnr_db": 30.14484383301985,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4",
+      "ssim": 0.9353485698699952,
+      "temporal_delta_mse": 0.0006169695407152176
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 30.453051848193667,
+      "lpips_alex": 0.039341050639748576,
+      "mode": "predictor",
+      "pixel_mae": 0.014729043897241355,
+      "pixel_mse": 0.0013006175912451,
+      "pixel_rmse": 0.03606407618732386,
+      "psnr_db": 28.858503763245746,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4",
+      "ssim": 0.9284945969581604,
+      "temporal_delta_mse": 0.0016569410217925906
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 25.31011545602168,
+      "lpips_alex": 0.06951276417821646,
+      "mode": "predictor",
+      "pixel_mae": 0.029217131238430737,
+      "pixel_mse": 0.004795943945529871,
+      "pixel_rmse": 0.06925275406458484,
+      "psnr_db": 23.191259015300965,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4",
+      "ssim": 0.8149016652107238,
+      "temporal_delta_mse": 0.005770573392510414
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 29.007305426417748,
+      "lpips_alex": 0.037232912255451084,
+      "pixel_mae": 0.01735018191393465,
+      "pixel_mse": 0.002178510594851105,
+      "pixel_rmse": 0.0442600781639783,
+      "psnr_db": 27.504756024091705,
+      "ssim": 0.8999574093818664,
+      "temporal_delta_mse": 0.0022110456484369934
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_6.json b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_6.json
new file mode 100644
index 0000000000000000000000000000000000000000..48d5c639599bfe3a5c4cef02705898a944b724f1
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_6.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 28.777198171751362,
+      "lpips_alex": 0.019311767753213645,
+      "mode": "predictor",
+      "pixel_mae": 0.017031944766640664,
+      "pixel_mse": 0.0016964480606256984,
+      "pixel_rmse": 0.041187960141595974,
+      "psnr_db": 27.70459432410822,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4",
+      "ssim": 0.9298940496444702,
+      "temporal_delta_mse": 0.00029261159943416715
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 26.843647057771552,
+      "lpips_alex": 0.032511821689084175,
+      "mode": "predictor",
+      "pixel_mae": 0.020828345611691473,
+      "pixel_mse": 0.003218820182955824,
+      "pixel_rmse": 0.056734647112287775,
+      "psnr_db": 24.923032841815242,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4",
+      "ssim": 0.9133733820915222,
+      "temporal_delta_mse": 0.001005037920549512
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 26.27758264946239,
+      "lpips_alex": 0.05340871431678534,
+      "mode": "predictor",
+      "pixel_mae": 0.022812159955501555,
+      "pixel_mse": 0.004482528000837192,
+      "pixel_rmse": 0.06695168407767793,
+      "psnr_db": 23.48476988866482,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4",
+      "ssim": 0.9046248145103455,
+      "temporal_delta_mse": 0.006030494812875986
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 21.296411287865276,
+      "lpips_alex": 0.09829415418207646,
+      "mode": "predictor",
+      "pixel_mae": 0.04478303759545088,
+      "pixel_mse": 0.012439996096887626,
+      "pixel_rmse": 0.11153473045149491,
+      "psnr_db": 19.051797559072927,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4",
+      "ssim": 0.7831984519958496,
+      "temporal_delta_mse": 0.01705833338201046
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 25.798709791712646,
+      "lpips_alex": 0.050881614485289904,
+      "pixel_mae": 0.02636387198232114,
+      "pixel_mse": 0.005459448085326585,
+      "pixel_rmse": 0.06910225544576415,
+      "psnr_db": 23.791048653415302,
+      "ssim": 0.8827726745605469,
+      "temporal_delta_mse": 0.006096619428717531
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_7.json b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_7.json
new file mode 100644
index 0000000000000000000000000000000000000000..1bb51361fe194b3b4935617cf62349be5e4cded1
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/metrics/worker_7.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 24.45457567172371,
+      "lpips_alex": 0.09841323640197515,
+      "mode": "predictor",
+      "pixel_mae": 0.04044318687543273,
+      "pixel_mse": 0.005658299710135907,
+      "pixel_rmse": 0.07522167048222146,
+      "psnr_db": 22.473140524585794,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4",
+      "ssim": 0.6627405714988709,
+      "temporal_delta_mse": 0.002268739975988865
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 25.28550235815653,
+      "lpips_alex": 0.0858154521510005,
+      "mode": "predictor",
+      "pixel_mae": 0.03772756891697645,
+      "pixel_mse": 0.005414499676029663,
+      "pixel_rmse": 0.07358328394431485,
+      "psnr_db": 22.66441667935865,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4",
+      "ssim": 0.7174236817359925,
+      "temporal_delta_mse": 0.006995154079049826
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 25.553191420081745,
+      "lpips_alex": 0.15185793527960778,
+      "mode": "predictor",
+      "pixel_mae": 0.04149365693330765,
+      "pixel_mse": 0.006675125547568314,
+      "pixel_rmse": 0.0817014415268685,
+      "psnr_db": 21.75540561558387,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4",
+      "ssim": 0.7025623421669006,
+      "temporal_delta_mse": 0.007956190034747124
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 22.185528274852327,
+      "lpips_alex": 0.12476135593652725,
+      "mode": "predictor",
+      "pixel_mae": 0.0516068124845624,
+      "pixel_mse": 0.010612012900353875,
+      "pixel_rmse": 0.10301462469161296,
+      "psnr_db": 19.74202230745014,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4",
+      "ssim": 0.6631398680210113,
+      "temporal_delta_mse": 0.015871675685048103
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 24.36969943120358,
+      "lpips_alex": 0.11521199494227767,
+      "pixel_mae": 0.0428178063025698,
+      "pixel_mse": 0.00708998445852194,
+      "pixel_rmse": 0.08338025516125444,
+      "psnr_db": 21.658746281744612,
+      "ssim": 0.6864666158556938,
+      "temporal_delta_mse": 0.00827293994370848
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..062d4f8086e64c39b6764d46b2e923c7e4f5028d
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b57aaba4952f4d4d2b10cfde07fed426a65a3c5aa14147d95867de77c6c1251d
+size 467039
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..7989a7a179f8631017191e9b59d488b5818e9f0d
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b3b77dcc65ee316e3fd6f495d7fbbf009183e6e6e079a7ab2ee4c86b6ad885d8
+size 629096
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c9bc78e940c82e120adec0e045f041ed0223c324
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e21096b3151c16223f343e186af855eed8a8162e668e1332df6c2c00b2c69dff
+size 506925
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..91f5eb18406243e83a6779b89b6a474866bb6c9c
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b55a9055ad3881c40518918974eb7abfa4d67f1660ba997eae04cac003ebdc98
+size 705354
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..5fb93bcff8cb0589ccd156432bb507974e8ff81a
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:20570747561e1cadb0ec1e613132cb40a12c5653497ad97585cc66dc98bebc59
+size 1461200
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..d4ebf3423a5f2601105e452c5e6ef54c55337e7c
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:775335afd56ae5914565b3cb75de5817b2d9ae8d11fad4ff6de6879459c04420
+size 1595982
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0759d409b05f68f7c1906a12d206061d74203354
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2d0a084a2388c797b5a8e6ac02a50348b22c06efdf54866d1bacb6a5840116f3
+size 2065556
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..1dc9b425c724350ef3d649a6af5e004a41a2e251
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:425a2a6a29ddf538e60f3162dd29ed2ef58e7898dafe3973d3acbd49f59a5a06
+size 2385424
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..00dce340538021a32341a54036e2c7a0452b7224
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:6399029f83eb59836ca66525f527b3154b2b57e33051e7625b84dc0b7bba476a
+size 1164490
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..09eac14a1a4ae7e63336640d9bde2865370e040b
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5c4b5d7c92d9fb7ab0da1c9aeee01a0b1e5d722687fa9aef5909ffdb9aff970c
+size 990170
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c40e55f30f7f49efbd20da04ea0bdefdf143ece7
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:289ef0919ec4f03c0f44f059d85c1d2be59e6b505fd90189742b5fdbfa31967a
+size 1218161
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..b7a9b669ae1b758fc5a21f93eb7c544d53409d97
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:f1a18381f580a05116c7c5c30926aaddcf250fc61af776a580cafdca3bb46062
+size 850566
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..ec70853724d43634884a565c0c61807e533b0980
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d5fbe3244c748a217c87829e3768bee64ba380d9cb921e9e4eff0490d3d8efe8
+size 1274125
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..613d60cd836dd2a858d1b19e982187de7b5262c6
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:39d7c5fdb70f589db03814670040bae85ad538b8decf7e8c9cfc5035fbad29ea
+size 1509674
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..a2722a4eb98043ed4035c0412576b3ceaf72915e
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:24bb3218d47dd76a7a7e34564d9de60f0eba1e60b9c0ab93b98e0e76128d6e3e
+size 1305759
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..db18753912555d2b9d9e98c8271cd49bc387cf2d
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:130642c14a97f5fc8e1919ac9e241658013c9e0024d0b512dee196ed1a6c424b
+size 1735189
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..12fc0aeeeef3c3ebcc7693456611b16ef590d8ba
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e28a8b7000f44422bc108b7d13da22820866624911a8f4acee2a91e9d408dca1
+size 896833
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..aac1e7d9857adab283c0078487ffe1be431ffd27
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1f13e022d8fe689e5c205fe5cad6ede58d892f1ff4d6280ff0a4dc738fbc7277
+size 944157
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..6a1b3552cf81d4c1d8fc147caaf2df3ea73c0d24
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:850dbc249c141c119b5bc7527e82d55441a7f4e50568941274fc3ea1fe7ede2b
+size 898751
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..ef3b4b2150dc220979981b22ffdf38b74e30c991
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e1f9e139bbad517a056008ba9489f3ae2269422f95ae5fdc183133d30f15200e
+size 1059148
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..30f69fc5f31b0ecff5940f89c57a6b3099015c96
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9c529aaf439d264f7f2b69adb3c0b9c21c35fa2d791150e5df39083514cdf48f
+size 704518
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..cc002c06f6b6385bd8a029b3eaf9d71d224cf868
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4896d90a82daf5a07ed9978e0b707be6bb078b022fd273b18acb2137fce4a975
+size 675153
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..36c62a1afe5f3103d9f91072919edf3cc3d9e6e5
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9e06bee91eb666f4f4ddda6f1349d959ce21f877f1fef9714592ed6defdbaaad
+size 905644
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..71d214461b03e7050389eb2fd19f0b4aaa2e79b4
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:902fa73ae9b4017c2d34bf1987ac7d6e0a89c2c65c5b1aa153d3ac015f887486
+size 986653
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..857d53dd77e9434da0b5924f19f675aef4425f60
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:d63f368e8f093ae5078fd124972dfd9c493b0b3bffbe750517944e724b0d2534
+size 820591
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..786231da50348f4da07b6db83c407214546b0f91
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ef5eba970ae8f7e8e13136124df1de905401afbf8ce9c1cb2f765beb862ef227
+size 920831
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..189c0433c16d864e684fc5aad2acf6eb82e3eae3
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3858393793382319a4f0b85e54ace3330c980e798c4533e231218a6b23efabae
+size 819416
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..ca1e27e00a4b25cb5f0ef1890e0d851ba948d894
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:8634bdd02bdcc9c1e4257c9ca27ade41d12984571814f876df409481da324bba
+size 1556226
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..75a9809ea27054f07ab7aa8cd1f4dae9059dcef5
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:662cd79fe7e9c5e4b744a13e3292b48b3d8130b317b4c2fd1df955ffb1710a1d
+size 928145
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..11f18e07d532a940c859f8f8dda6f1ba82eb3dc9
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:84ccad1a5657b0e3222c9102ed41f8953054fd259be321045b0ef48fe2b8beb3
+size 857829
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..ba2e83d392a9aa0efa267f7a2565d150b783e000
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:321e3817d19c00db9d0537a03b09ec3ddc5e2511c8c4afc219715b4f3cf4371a
+size 899859
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..eed14109f5395db38ddb343e0d0e3080dd59466e
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:06aaad5a86c4c2411a13cfefe191b9daf1e9fe2f21ec5486d5236c57618aebd6
+size 1136986
diff --git a/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/sync.completed b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/sync.completed
new file mode 100644
index 0000000000000000000000000000000000000000..0d6890775eaef756662689be0d916b95d73f7401
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppf-overfit8_schedule-fppf_blocks1-52_ckptstep100_flr1e-4_blr1e-5_schedsteps300_swarmup8_bwarmup8/sync.completed
@@ -0,0 +1 @@
+2026-07-21T15:52:10Z
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/comparison_vs_stage1_fp32master.json b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/comparison_vs_stage1_fp32master.json
new file mode 100644
index 0000000000000000000000000000000000000000..adb2e5a3d0bce772d340552244deffca76e83255
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/comparison_vs_stage1_fp32master.json
@@ -0,0 +1,67 @@
+{
+  "protocol": {
+    "case_ids": [4, 11, 17, 28, 58, 80, 94, 96],
+    "actions_per_case": 4,
+    "record_count": 32,
+    "replace_steps": [1, 2],
+    "schedule": "F-P-P-F",
+    "seed": 0,
+    "frames": 125,
+    "resolution": [480, 832],
+    "reference": "saved Full-DiT training videos"
+  },
+  "baseline": {
+    "label": "stage1_fp32master_step2000",
+    "weights": "checkpoints/predictor_v4_prefeature_blocks1-52_fp32master_8gpu_flr1e-4_blr1e-5_schedsteps2000_swarmup100_bwarmup100_swanlab/predictor_step_02000.safetensors",
+    "psnr_db": 22.818450049153423,
+    "frame_psnr_mean_db": 25.07729977608318,
+    "ssim": 0.7855479832068086,
+    "lpips_alex": 0.0958413378446712,
+    "pixel_mse": 0.006562440223961858,
+    "pixel_rmse": 0.07697885376020858,
+    "pixel_mae": 0.03594205375644378,
+    "temporal_delta_mse": 0.007229928171000211
+  },
+  "rollout_step300": {
+    "weights": "checkpoints/predictor_v4_rollout_fppp_blocks1-52_overfit8_seed20260721_fp32master_8gpu_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_swanlab/predictor_step_00300.safetensors",
+    "psnr_db": 22.49114564503653,
+    "frame_psnr_mean_db": 24.8876251366458,
+    "ssim": 0.7808303912580012,
+    "lpips_alex": 0.09858955446089386,
+    "pixel_mse": 0.00715077456825202,
+    "pixel_rmse": 0.08017869481856313,
+    "pixel_mae": 0.03726975037483498,
+    "temporal_delta_mse": 0.007673707540561736
+  },
+  "step300_minus_baseline": {
+    "psnr_db": -0.32730440411689443,
+    "frame_psnr_mean_db": -0.1896746394373814,
+    "ssim": -0.004717591948807387,
+    "lpips_alex": 0.002748216616222654,
+    "pixel_mse": 0.0005883343442901617,
+    "pixel_rmse": 0.0031998410583545522,
+    "pixel_mae": 0.0013276966183912026,
+    "temporal_delta_mse": 0.00044377936956152553
+  },
+  "relative_change_percent": {
+    "psnr_db": -1.4343849096316585,
+    "frame_psnr_mean_db": -0.7563598997140764,
+    "ssim": -0.6005479040947947,
+    "lpips_alex": 2.8674647892297234,
+    "pixel_mse": 8.965176431503918,
+    "pixel_rmse": 4.156779299834934,
+    "pixel_mae": 3.6939920778822133,
+    "temporal_delta_mse": 6.1380882225297695
+  },
+  "step300_paired_wins_out_of_32": {
+    "psnr_db": 11,
+    "frame_psnr_mean_db": 12,
+    "ssim": 15,
+    "lpips_alex": 17,
+    "pixel_mse": 11,
+    "pixel_rmse": 11,
+    "pixel_mae": 11,
+    "temporal_delta_mse": 12
+  },
+  "conclusion": "The overfit rollout loss decreased, but matched F-P-P-F video quality at step 300 is worse than the exact FP32-master stage-1 initialization baseline."
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/generation.completed b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/generation.completed
new file mode 100644
index 0000000000000000000000000000000000000000..7d71a2b76b0972ba99abf5f5765fc3a32c0cedec
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/generation.completed
@@ -0,0 +1 @@
+2026-07-21T10:25:46Z
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/generation.started b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/generation.started
new file mode 100644
index 0000000000000000000000000000000000000000..34e0dc0bf01ea13dc9ac82b3d549d586dc02ee3e
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/generation.started
@@ -0,0 +1 @@
+2026-07-21T10:15:50Z
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_0.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_0.log
new file mode 100644
index 0000000000000000000000000000000000000000..d7302e17cb58caaf44d34ef263e2a165bab908d3
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_0.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:03<00:14,  3.71s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:04<00:06,  2.27s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:06<00:03,  1.97s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:09<00:02,  2.49s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:09<00:00,  1.97s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FBF1866DE40>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.05it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.13it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 4, "elapsed_s": 109.42352837004, "end_to_end_s": 109.42352837004, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.879641190986149, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0004_action_00.mp4", "video_validate_s": 0.13244200102053583, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FBF18323C10>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.17it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.19it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.51it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.48it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.09s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.13it/s]
100%|██████████| 4/4 [00:02<00:00,  1.74it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.23it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 4, "elapsed_s": 94.30518077203305, "end_to_end_s": 94.30518077203305, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.864800032984931, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0004_action_01.mp4", "video_validate_s": 0.14350777497747913, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FBF18323B80>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.17it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.98it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 4, "elapsed_s": 87.74087412201334, "end_to_end_s": 87.74087412201334, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.834298666974064, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0004_action_02.mp4", "video_validate_s": 0.13672433904139325, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FBF18323D00>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.64it/s]
100%|██████████| 4/4 [00:01<00:00,  3.42it/s]
100%|██████████| 4/4 [00:01<00:00,  3.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.38it/s]
100%|██████████| 4/4 [00:01<00:00,  2.84it/s]
100%|██████████| 4/4 [00:01<00:00,  2.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.98it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 4, "elapsed_s": 89.70790236897301, "end_to_end_s": 89.70790236897301, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0532276579760946, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0004_action_03.mp4", "video_validate_s": 0.16507869202177972, "worker_id": 0}
+[rank0]:[W721 10:24:59.691691394 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_0.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_0.pid
new file mode 100644
index 0000000000000000000000000000000000000000..7498dfea1ec8b63c931034f5d42aac8542a4b786
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_0.pid
@@ -0,0 +1 @@
+2209437
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_1.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_1.log
new file mode 100644
index 0000000000000000000000000000000000000000..91e31fb067b1d7ab033203160b4740b61be932f8
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_1.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:05<00:23,  5.75s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:09<00:13,  4.36s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:11<00:06,  3.41s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:14<00:03,  3.14s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:14<00:00,  2.83s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F64743E5E10>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.97it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.06it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.11it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.11it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.51it/s]
100%|██████████| 4/4 [00:01<00:00,  3.26it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.45it/s]
100%|██████████| 4/4 [00:01<00:00,  2.28it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 11, "elapsed_s": 98.35841844900278, "end_to_end_s": 98.35841844900278, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8416768600000069, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0011_action_00.mp4", "video_validate_s": 0.22515542700421065, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F647429BBE0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.70it/s]
100%|██████████| 4/4 [00:01<00:00,  3.46it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 11, "elapsed_s": 98.81905654299771, "end_to_end_s": 98.81905654299771, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.008758194046095, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0011_action_01.mp4", "video_validate_s": 0.23550116794649512, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F647429BB50>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.19it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.37it/s]
100%|██████████| 4/4 [00:01<00:00,  3.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.29s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.67it/s]
100%|██████████| 4/4 [00:02<00:00,  1.44it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 11, "elapsed_s": 90.66687128896592, "end_to_end_s": 90.66687128896592, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8063977250130847, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0011_action_02.mp4", "video_validate_s": 0.28261477599153295, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F647429BB20>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.17it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.10it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.14it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.41it/s]
100%|██████████| 4/4 [00:01<00:00,  2.88it/s]
100%|██████████| 4/4 [00:01<00:00,  2.67it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.92it/s]
100%|██████████| 4/4 [00:02<00:00,  1.79it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.32s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.61it/s]
100%|██████████| 4/4 [00:02<00:00,  1.43it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 11, "elapsed_s": 90.05279398302082, "end_to_end_s": 90.05279398302082, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0153794839861803, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0011_action_03.mp4", "video_validate_s": 0.3166470529977232, "worker_id": 1}
+[rank0]:[W721 10:25:01.400074900 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_1.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_1.pid
new file mode 100644
index 0000000000000000000000000000000000000000..87dd69f65b7652c6a87fa03d26c640eae5981703
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_1.pid
@@ -0,0 +1 @@
+2209438
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_2.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_2.log
new file mode 100644
index 0000000000000000000000000000000000000000..37db1c061a1cbfbdf0f197f014a8ba3798b394f3
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_2.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:03<00:12,  3.22s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:04<00:06,  2.00s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:05<00:03,  1.64s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:06<00:01,  1.48s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:06<00:00,  1.37s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F6398395E70>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.93it/s]
 50%|█████     | 2/4 [00:01<00:01,  2.00it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  1.62it/s]
100%|██████████| 4/4 [00:02<00:00,  1.31it/s]
100%|██████████| 4/4 [00:02<00:00,  1.45it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.02it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.13s/it]
100%|██████████| 4/4 [00:02<00:00,  1.80it/s]
100%|██████████| 4/4 [00:02<00:00,  1.67it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.30s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.64it/s]
100%|██████████| 4/4 [00:02<00:00,  1.53it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 17, "elapsed_s": 101.70383900101297, "end_to_end_s": 101.70383900101297, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.918757095001638, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0017_action_00.mp4", "video_validate_s": 0.20938630402088165, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F6398243C40>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.64it/s]
 50%|█████     | 2/4 [00:01<00:01,  1.59it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  1.56it/s]
100%|██████████| 4/4 [00:02<00:00,  1.57it/s]
100%|██████████| 4/4 [00:02<00:00,  1.57it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:01<00:00,  2.28it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.12s/it]
100%|██████████| 4/4 [00:02<00:00,  1.82it/s]
100%|██████████| 4/4 [00:02<00:00,  1.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.13s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.99it/s]
100%|██████████| 4/4 [00:02<00:00,  1.54it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 17, "elapsed_s": 95.39891188900219, "end_to_end_s": 95.39891188900219, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9738815469900146, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0017_action_01.mp4", "video_validate_s": 0.18622705299640074, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F6398243BB0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.55it/s]
100%|██████████| 4/4 [00:01<00:00,  2.36it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.12it/s]
 75%|███████▌  | 3/4 [00:00<00:00,  3.69it/s]
100%|██████████| 4/4 [00:01<00:00,  2.06it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:01<00:00,  2.28it/s]
100%|██████████| 4/4 [00:01<00:00,  2.09it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.02it/s]
100%|██████████| 4/4 [00:02<00:00,  2.11it/s]
100%|██████████| 4/4 [00:02<00:00,  1.95it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 17, "elapsed_s": 93.70687410299433, "end_to_end_s": 93.70687410299433, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8172183419810608, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0017_action_02.mp4", "video_validate_s": 0.2075960910296999, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F6398243D30>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.47it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 17, "elapsed_s": 97.28132371098036, "end_to_end_s": 97.28132371098036, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8294837749563158, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0017_action_03.mp4", "video_validate_s": 0.17905666504520923, "worker_id": 2}
+[rank0]:[W721 10:24:33.000833813 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_2.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_2.pid
new file mode 100644
index 0000000000000000000000000000000000000000..ef8f66d43fcc486aea9a3706e048174dec2191d0
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_2.pid
@@ -0,0 +1 @@
+2209439
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_3.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_3.log
new file mode 100644
index 0000000000000000000000000000000000000000..640474fff68c8d2a0ea443bb3fbc6342ab562258
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_3.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:07<00:31,  7.98s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:10<00:15,  5.05s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:14<00:08,  4.15s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:16<00:03,  3.59s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:16<00:00,  3.36s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FC9F8191E40>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.97it/s]
 50%|█████     | 2/4 [00:01<00:01,  1.67it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  1.60it/s]
100%|██████████| 4/4 [00:02<00:00,  1.48it/s]
100%|██████████| 4/4 [00:02<00:00,  1.55it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.24it/s]
100%|██████████| 4/4 [00:01<00:00,  2.58it/s]
100%|██████████| 4/4 [00:01<00:00,  2.38it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.12it/s]
100%|██████████| 4/4 [00:01<00:00,  2.25it/s]
100%|██████████| 4/4 [00:01<00:00,  2.09it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.04s/it]
100%|██████████| 4/4 [00:02<00:00,  1.94it/s]
100%|██████████| 4/4 [00:02<00:00,  1.80it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:04,  1.43s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.45it/s]
100%|██████████| 4/4 [00:02<00:00,  1.41it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.31s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.62it/s]
100%|██████████| 4/4 [00:02<00:00,  1.43it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 28, "elapsed_s": 99.50139397499152, "end_to_end_s": 99.50139397499152, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.890645045961719, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0028_action_00.mp4", "video_validate_s": 0.21538184996461496, "worker_id": 3}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FC9E834BC10>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.17it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.14it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.04s/it]
100%|██████████| 4/4 [00:02<00:00,  1.97it/s]
100%|██████████| 4/4 [00:02<00:00,  1.83it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.18s/it]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
100%|██████████| 4/4 [00:02<00:00,  1.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.09s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.12it/s]
100%|██████████| 4/4 [00:02<00:00,  1.74it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.30s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.67it/s]
100%|██████████| 4/4 [00:02<00:00,  1.43it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 28, "elapsed_s": 86.2188083549845, "end_to_end_s": 86.2188083549845, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8109261639765464, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0028_action_01.mp4", "video_validate_s": 0.2254258449538611, "worker_id": 3}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FC9E834BB80>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.17it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.19it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.33it/s]
100%|██████████| 4/4 [00:01<00:00,  2.82it/s]
100%|██████████| 4/4 [00:01<00:00,  2.60it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.29s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.69it/s]
100%|██████████| 4/4 [00:02<00:00,  1.48it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.25s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.77it/s]
100%|██████████| 4/4 [00:02<00:00,  1.49it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.08s/it]
100%|██████████| 4/4 [00:02<00:00,  1.88it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 28, "elapsed_s": 80.10662301100092, "end_to_end_s": 80.10662301100092, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.806915396999102, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0028_action_02.mp4", "video_validate_s": 0.2194763189763762, "worker_id": 3}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a city street at night during a snow storm
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FC9E834BB50>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.17it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.19it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.51it/s]
100%|██████████| 4/4 [00:01<00:00,  3.26it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.48it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  3.57it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:02<00:00,  1.71it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 28, "elapsed_s": 80.58504948299378, "end_to_end_s": 80.58504948299378, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8255207409965806, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0028_action_03.mp4", "video_validate_s": 0.25421529199229553, "worker_id": 3}
+[rank0]:[W721 10:24:32.971206954 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_3.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_3.pid
new file mode 100644
index 0000000000000000000000000000000000000000..fc979b2db4e0a0db0e26ce4b93586032016d3e03
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_3.pid
@@ -0,0 +1 @@
+2209440
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_4.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_4.log
new file mode 100644
index 0000000000000000000000000000000000000000..8080a1e8d192d5fbd154e01d3f8edf5816ee91ef
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_4.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:07<00:31,  7.94s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:11<00:15,  5.24s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:14<00:08,  4.33s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:17<00:03,  3.80s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:17<00:00,  3.51s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FF634385E10>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.08it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.14it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.45it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.20it/s]
100%|██████████| 4/4 [00:01<00:00,  2.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.26it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.12it/s]
100%|██████████| 4/4 [00:02<00:00,  1.97it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.10it/s]
100%|██████████| 4/4 [00:02<00:00,  1.69it/s]
100%|██████████| 4/4 [00:02<00:00,  1.74it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 58, "elapsed_s": 107.40239411703078, "end_to_end_s": 107.40239411703078, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.025448736967519, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0058_action_00.mp4", "video_validate_s": 0.16363992501283064, "worker_id": 4}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FF63423FBE0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 58, "elapsed_s": 105.45424290798837, "end_to_end_s": 105.45424290798837, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0039998539723456, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0058_action_01.mp4", "video_validate_s": 0.16841448604827747, "worker_id": 4}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FF63423FB50>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.92it/s]
100%|██████████| 4/4 [00:01<00:00,  2.71it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:02<00:00,  1.89it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 58, "elapsed_s": 102.39677237300202, "end_to_end_s": 102.39677237300202, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8615231259609573, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0058_action_02.mp4", "video_validate_s": 0.1761314650066197, "worker_id": 4}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a bunch of food is cooking on a grill over an open fire
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FF63423FCD0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.48it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.03it/s]
100%|██████████| 4/4 [00:02<00:00,  2.12it/s]
100%|██████████| 4/4 [00:02<00:00,  1.97it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:02<00:00,  1.89it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 58, "elapsed_s": 100.29862717405194, "end_to_end_s": 100.29862717405194, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9568945469800383, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0058_action_03.mp4", "video_validate_s": 0.1883277419838123, "worker_id": 4}
+[rank0]:[W721 10:25:42.153693231 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_4.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_4.pid
new file mode 100644
index 0000000000000000000000000000000000000000..214a1512510e425a0a41eaf95dede569b74be6fc
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_4.pid
@@ -0,0 +1 @@
+2209441
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_5.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..06ca6ef5d3544f0924e0afe51ad1e847a113bd23
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_5.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:06<00:25,  6.34s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:09<00:12,  4.27s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:12<00:07,  3.77s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:15<00:03,  3.54s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:15<00:00,  3.11s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F8B5826DE40>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.02it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.11it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.08it/s]
100%|██████████| 4/4 [00:02<00:00,  1.68it/s]
100%|██████████| 4/4 [00:02<00:00,  1.74it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:04,  1.35s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.56it/s]
100%|██████████| 4/4 [00:02<00:00,  1.39it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 80, "elapsed_s": 112.46554812602699, "end_to_end_s": 112.46554812602699, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.929206216998864, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0080_action_00.mp4", "video_validate_s": 0.1342152829747647, "worker_id": 5}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F8B5811FC10>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
 50%|█████     | 2/4 [00:00<00:00,  3.25it/s]
100%|██████████| 4/4 [00:01<00:00,  3.03it/s]
100%|██████████| 4/4 [00:01<00:00,  2.88it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.88it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.27it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:04,  1.38s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.52it/s]
100%|██████████| 4/4 [00:02<00:00,  1.39it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 80, "elapsed_s": 105.46429949899903, "end_to_end_s": 105.46429949899903, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8422103599878028, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0080_action_01.mp4", "video_validate_s": 0.1247005490004085, "worker_id": 5}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F8B5811FB80>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.90it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.92it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:04,  1.42s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.41it/s]
100%|██████████| 4/4 [00:03<00:00,  1.28it/s]
100%|██████████| 4/4 [00:03<00:00,  1.32it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 80, "elapsed_s": 102.49456148396712, "end_to_end_s": 102.49456148396712, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8521194650093094, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0080_action_02.mp4", "video_validate_s": 0.17085162794683129, "worker_id": 5}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a group of people standing on top of a green hill
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F8B5811FAC0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.46it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.48it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.88it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:04,  1.57s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.24it/s]
100%|██████████| 4/4 [00:03<00:00,  1.29it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 80, "elapsed_s": 99.72442250000313, "end_to_end_s": 99.72442250000313, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1376903600175865, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0080_action_03.mp4", "video_validate_s": 0.1755094050313346, "worker_id": 5}
+[rank0]:[W721 10:25:43.289630352 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_5.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_5.pid
new file mode 100644
index 0000000000000000000000000000000000000000..5cfdf887ef91e7581157515f146fa56474d7c6ec
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_5.pid
@@ -0,0 +1 @@
+2209442
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_6.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_6.log
new file mode 100644
index 0000000000000000000000000000000000000000..c154844a38d55c4dd40cb7a3b128fb7b71ad4e42
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_6.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:09<00:37,  9.44s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:12<00:17,  5.79s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:15<00:08,  4.36s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:17<00:03,  3.43s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:17<00:00,  3.47s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F2AFC091E10>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.01it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.10it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.13it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.13it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:01<00:00,  2.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.30it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
100%|██████████| 4/4 [00:02<00:00,  1.89it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.85it/s]
100%|██████████| 4/4 [00:02<00:00,  1.72it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 94, "elapsed_s": 101.32662228599656, "end_to_end_s": 101.32662228599656, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.864045216992963, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0094_action_00.mp4", "video_validate_s": 0.14431310596410185, "worker_id": 6}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F2AFC543BE0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.70it/s]
100%|██████████| 4/4 [00:01<00:00,  3.45it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:01<00:00,  2.45it/s]
100%|██████████| 4/4 [00:01<00:00,  2.27it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:02<00:00,  2.13it/s]
100%|██████████| 4/4 [00:02<00:00,  1.98it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.16it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.20s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.85it/s]
100%|██████████| 4/4 [00:02<00:00,  1.53it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 94, "elapsed_s": 94.26336979895132, "end_to_end_s": 94.26336979895132, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0224519870243967, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0094_action_01.mp4", "video_validate_s": 0.15876921999733895, "worker_id": 6}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F2AFC543B50>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.88it/s]
100%|██████████| 4/4 [00:01<00:00,  2.67it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.13it/s]
100%|██████████| 4/4 [00:02<00:00,  1.98it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.18s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.49it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 94, "elapsed_s": 103.33506734203547, "end_to_end_s": 103.33506734203547, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8586788829998113, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0094_action_02.mp4", "video_validate_s": 0.16384778398787603, "worker_id": 6}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large cargo ship sailing in the water
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F2AFC543CD0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.11it/s]
100%|██████████| 4/4 [00:02<00:00,  1.97it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.08s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.70it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 94, "elapsed_s": 111.13392941700295, "end_to_end_s": 111.13392941700295, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.022331474989187, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0094_action_03.mp4", "video_validate_s": 0.22467109799617901, "worker_id": 6}
+[rank0]:[W721 10:25:37.980091416 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_6.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_6.pid
new file mode 100644
index 0000000000000000000000000000000000000000..f564053919914852779110881aed4c6505171e90
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_6.pid
@@ -0,0 +1 @@
+2209443
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_7.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_7.log
new file mode 100644
index 0000000000000000000000000000000000000000..00bf40e6a01e4773bf67c948bbd495a3d132738a
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_7.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:07<00:29,  7.34s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:09<00:12,  4.11s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:11<00:06,  3.27s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:13<00:02,  2.74s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:13<00:00,  2.68s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F3D8C5C9E10>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.06it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.13it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.49it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:01<00:00,  2.86it/s]
100%|██████████| 4/4 [00:01<00:00,  2.66it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:02<00:00,  2.14it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.08s/it]
100%|██████████| 4/4 [00:02<00:00,  1.89it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 96, "elapsed_s": 101.66066835599486, "end_to_end_s": 101.66066835599486, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.001010618987493, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0096_action_00.mp4", "video_validate_s": 0.17965861601987854, "worker_id": 7}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F3D8C483BE0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.17it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.04it/s]
100%|██████████| 4/4 [00:02<00:00,  2.12it/s]
100%|██████████| 4/4 [00:02<00:00,  1.97it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.94it/s]
100%|██████████| 4/4 [00:02<00:00,  1.65it/s]
100%|██████████| 4/4 [00:02<00:00,  1.70it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.12it/s]
100%|██████████| 4/4 [00:02<00:00,  1.69it/s]
100%|██████████| 4/4 [00:02<00:00,  1.75it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 96, "elapsed_s": 92.4841953709838, "end_to_end_s": 92.4841953709838, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.889508690976072, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0096_action_01.mp4", "video_validate_s": 0.1780293210176751, "worker_id": 7}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F3D8C483B50>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:01<00:00,  3.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:01<00:00,  2.89it/s]
100%|██████████| 4/4 [00:01<00:00,  2.68it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:01<00:00,  2.47it/s]
100%|██████████| 4/4 [00:01<00:00,  2.29it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  3.53it/s]
100%|██████████| 4/4 [00:02<00:00,  1.97it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.91it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 96, "elapsed_s": 103.41885785001796, "end_to_end_s": 103.41885785001796, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.915306598006282, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0096_action_02.mp4", "video_validate_s": 0.1810551509843208, "worker_id": 7}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a man in a hat sitting in front of a brick oven
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F3D8C483BB0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:01<00:00,  3.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.39it/s]
100%|██████████| 4/4 [00:01<00:00,  2.82it/s]
100%|██████████| 4/4 [00:01<00:00,  2.62it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:01<00:00,  2.46it/s]
100%|██████████| 4/4 [00:01<00:00,  2.28it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.15it/s]
100%|██████████| 4/4 [00:02<00:00,  1.99it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.22it/s]
100%|██████████| 4/4 [00:02<00:00,  1.76it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:02<00:00,  1.90it/s]
100%|██████████| 4/4 [00:02<00:00,  1.77it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 96, "elapsed_s": 110.86188744101673, "end_to_end_s": 110.86188744101673, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.141020745970309, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0096_action_03.mp4", "video_validate_s": 0.20236120000481606, "worker_id": 7}
+[rank0]:[W721 10:25:34.389032881 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_7.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_7.pid
new file mode 100644
index 0000000000000000000000000000000000000000..d2641c6f730bfaa9f36d827544cd370266b19cc1
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_7.pid
@@ -0,0 +1 @@
+2209444
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_merge.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_merge.log
new file mode 100644
index 0000000000000000000000000000000000000000..397ac064861091144e709b21854eaaa957b95187
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_merge.log
@@ -0,0 +1,13 @@
+{
+  "predictor": {
+    "frame_psnr_mean_db": 24.8876251366458,
+    "lpips_alex": 0.09858955446089386,
+    "pixel_mae": 0.03726975037483498,
+    "pixel_mse": 0.00715077456825202,
+    "pixel_rmse": 0.08017869481856313,
+    "psnr_db": 22.49114564503653,
+    "ssim": 0.7808303912580012,
+    "temporal_delta_mse": 0.007673707540561736
+  }
+}
+/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/metrics.json
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_0.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_0.log
new file mode 100644
index 0000000000000000000000000000000000000000..68b41cdc97485433a683335471e9802ab1a851cc
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_0.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0004_action_00.mp4", "case_id": 4, "frame_psnr_mean_db": 28.728087214704022, "lpips_alex": 0.03505078019574284, "mode": "predictor", "pixel_mae": 0.020214299507439137, "pixel_mse": 0.0021220730484928937, "pixel_rmse": 0.046065964100330016, "psnr_db": 26.732396703822094, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4", "ssim": 0.9073152103424073, "temporal_delta_mse": 0.0006365154986269772}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0004_action_01.mp4", "case_id": 4, "frame_psnr_mean_db": 25.70190947652369, "lpips_alex": 0.06525514651089907, "mode": "predictor", "pixel_mae": 0.031116536486893893, "pixel_mse": 0.005924418642534874, "pixel_rmse": 0.07697024517652827, "psnr_db": 22.27354260124025, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4", "ssim": 0.8532748384475708, "temporal_delta_mse": 0.004933447577059269}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0004_action_02.mp4", "case_id": 4, "frame_psnr_mean_db": 25.581437930088292, "lpips_alex": 0.11159376510605216, "mode": "predictor", "pixel_mae": 0.037885160952806474, "pixel_mse": 0.008709686600370333, "pixel_rmse": 0.09332570171378479, "psnr_db": 20.599974718785067, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4", "ssim": 0.8264093906879425, "temporal_delta_mse": 0.010508627630770206}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0004_action_03.mp4", "case_id": 4, "frame_psnr_mean_db": 21.281534434971725, "lpips_alex": 0.13633210691437125, "mode": "predictor", "pixel_mae": 0.05826811796799302, "pixel_mse": 0.015167284625640605, "pixel_rmse": 0.12315553022759719, "psnr_db": 18.190921632907827, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4", "ssim": 0.7335131311416626, "temporal_delta_mse": 0.014842156320810318}
+[rank0]:[W721 10:26:39.253352986 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_0.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_0.pid
new file mode 100644
index 0000000000000000000000000000000000000000..865e88d7d161417fc6fa6784c7e26dc03c1f1b4f
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_0.pid
@@ -0,0 +1 @@
+2220831
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_1.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_1.log
new file mode 100644
index 0000000000000000000000000000000000000000..0e613d89fac42522f9ebdc7a33ea549877c5e04e
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_1.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0011_action_00.mp4", "case_id": 11, "frame_psnr_mean_db": 25.752152587407238, "lpips_alex": 0.05120053267106414, "mode": "predictor", "pixel_mae": 0.03500018677115441, "pixel_mse": 0.0038773437135387213, "pixel_rmse": 0.06226832030445916, "psnr_db": 24.114656985345093, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4", "ssim": 0.8208604574203491, "temporal_delta_mse": 0.0031667319126427174}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0011_action_01.mp4", "case_id": 11, "frame_psnr_mean_db": 26.61689631031793, "lpips_alex": 0.04028183103352785, "mode": "predictor", "pixel_mae": 0.03124330735206604, "pixel_mse": 0.0030771054782671855, "pixel_rmse": 0.05547166374165449, "psnr_db": 25.118576165753343, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4", "ssim": 0.8739873895645142, "temporal_delta_mse": 0.0029637636616826057}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0011_action_02.mp4", "case_id": 11, "frame_psnr_mean_db": 19.844014755174218, "lpips_alex": 0.14473535950854421, "mode": "predictor", "pixel_mae": 0.08013917800784111, "pixel_mse": 0.019514914267114363, "pixel_rmse": 0.1396957918733215, "psnr_db": 17.096333523202645, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4", "ssim": 0.5866674017906189, "temporal_delta_mse": 0.025177637115120888}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0011_action_03.mp4", "case_id": 11, "frame_psnr_mean_db": 22.203363351186976, "lpips_alex": 0.09041963674500585, "mode": "predictor", "pixel_mae": 0.05994097574427724, "pixel_mse": 0.011641472429735586, "pixel_rmse": 0.10789565528664992, "psnr_db": 19.339920860377593, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4", "ssim": 0.6986866548061371, "temporal_delta_mse": 0.021736573427915573}
+[rank0]:[W721 10:26:39.081428270 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_1.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_1.pid
new file mode 100644
index 0000000000000000000000000000000000000000..5b5bedf0cb5c46955cb4595ea3245d25a737296d
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_1.pid
@@ -0,0 +1 @@
+2220832
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_2.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_2.log
new file mode 100644
index 0000000000000000000000000000000000000000..9cb77d1137c5b6de12c194b9818807ee6a325273
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_2.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0017_action_00.mp4", "case_id": 17, "frame_psnr_mean_db": 23.737051759604515, "lpips_alex": 0.14623483178019522, "mode": "predictor", "pixel_mae": 0.039556880190968514, "pixel_mse": 0.006689253218704835, "pixel_rmse": 0.08178785495845232, "psnr_db": 21.7462236371178, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4", "ssim": 0.6945344128608704, "temporal_delta_mse": 0.005453718360513449}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0017_action_01.mp4", "case_id": 17, "frame_psnr_mean_db": 23.59637816280118, "lpips_alex": 0.14912089639902115, "mode": "predictor", "pixel_mae": 0.041376062911003826, "pixel_mse": 0.00658495225122897, "pixel_rmse": 0.08114771870625181, "psnr_db": 21.814473698446363, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4", "ssim": 0.7293549175262452, "temporal_delta_mse": 0.008715084753930569}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0017_action_02.mp4", "case_id": 17, "frame_psnr_mean_db": 21.53861745467273, "lpips_alex": 0.2259527258872986, "mode": "predictor", "pixel_mae": 0.059885981377214195, "pixel_mse": 0.014241685394779779, "pixel_rmse": 0.11933853273264164, "psnr_db": 18.464386122202175, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4", "ssim": 0.6706312851905822, "temporal_delta_mse": 0.011750639416277409}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0017_action_03.mp4", "case_id": 17, "frame_psnr_mean_db": 24.56753400547105, "lpips_alex": 0.10362480641156435, "mode": "predictor", "pixel_mae": 0.03801510524377227, "pixel_mse": 0.005674027517205104, "pixel_rmse": 0.07532614099504305, "psnr_db": 22.461085623467657, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4", "ssim": 0.7372738175392151, "temporal_delta_mse": 0.008150732144713402}
+[rank0]:[W721 10:26:38.674805230 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_2.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_2.pid
new file mode 100644
index 0000000000000000000000000000000000000000..5bccd407a2c4e10cdf0448a45cf784696cd34f28
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_2.pid
@@ -0,0 +1 @@
+2220833
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_3.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_3.log
new file mode 100644
index 0000000000000000000000000000000000000000..60e322871d10884ff2ab2a8e6db9b4371a254569
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_3.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0028_action_00.mp4", "case_id": 28, "frame_psnr_mean_db": 25.38019413492911, "lpips_alex": 0.12168206240236759, "mode": "predictor", "pixel_mae": 0.030358994070440532, "pixel_mse": 0.004474598452216014, "pixel_rmse": 0.06689243942491568, "psnr_db": 23.49245931926035, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4", "ssim": 0.7486512742042541, "temporal_delta_mse": 0.001218942692503333}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0028_action_01.mp4", "case_id": 28, "frame_psnr_mean_db": 21.612153407977587, "lpips_alex": 0.15857608999311923, "mode": "predictor", "pixel_mae": 0.045856928832829, "pixel_mse": 0.010635070155607537, "pixel_rmse": 0.10312647650146657, "psnr_db": 19.7325964087242, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4", "ssim": 0.677984004497528, "temporal_delta_mse": 0.005851163063198328}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0028_action_02.mp4", "case_id": 28, "frame_psnr_mean_db": 25.687084854206265, "lpips_alex": 0.21324584394693374, "mode": "predictor", "pixel_mae": 0.029749066531658173, "pixel_mse": 0.0056676476281136276, "pixel_rmse": 0.07528378064439663, "psnr_db": 22.46597158763843, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4", "ssim": 0.7660497603416443, "temporal_delta_mse": 0.005391896702349186}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0028_action_03.mp4", "case_id": 28, "frame_psnr_mean_db": 22.721872831903244, "lpips_alex": 0.20233308897167443, "mode": "predictor", "pixel_mae": 0.04202846320718527, "pixel_mse": 0.009229874956596176, "pixel_rmse": 0.09607223821997787, "psnr_db": 20.348041826174395, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4", "ssim": 0.6916523542404175, "temporal_delta_mse": 0.012608957476913929}
+[rank0]:[W721 10:26:39.071847713 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_3.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_3.pid
new file mode 100644
index 0000000000000000000000000000000000000000..64f26d845d74ce7ace364f4d956a2bf5e816f6c6
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_3.pid
@@ -0,0 +1 @@
+2220834
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_4.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_4.log
new file mode 100644
index 0000000000000000000000000000000000000000..ad1e4d1893a6297012e4ec1e4614417a2bfb74ff
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_4.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0058_action_00.mp4", "case_id": 58, "frame_psnr_mean_db": 21.80183768923487, "lpips_alex": 0.0805749780908227, "mode": "predictor", "pixel_mae": 0.04758101388812065, "pixel_mse": 0.011123182272014673, "pixel_rmse": 0.10546649833958968, "psnr_db": 19.53770946075892, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4", "ssim": 0.6834097743034363, "temporal_delta_mse": 0.0024258028715848923}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0058_action_01.mp4", "case_id": 58, "frame_psnr_mean_db": 23.46737631958936, "lpips_alex": 0.07924853059276939, "mode": "predictor", "pixel_mae": 0.039086117688566444, "pixel_mse": 0.00757789086306002, "pixel_rmse": 0.08705108191780284, "psnr_db": 21.204516537340417, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4", "ssim": 0.7389959001541138, "temporal_delta_mse": 0.01096357498317957}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0058_action_02.mp4", "case_id": 58, "frame_psnr_mean_db": 23.102446668768543, "lpips_alex": 0.10131173250079155, "mode": "predictor", "pixel_mae": 0.041532641176134345, "pixel_mse": 0.00842343994032126, "pixel_rmse": 0.09177930017341197, "psnr_db": 20.745105163375072, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4", "ssim": 0.775958589553833, "temporal_delta_mse": 0.01224877592176199}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0058_action_03.mp4", "case_id": 58, "frame_psnr_mean_db": 21.825993406529086, "lpips_alex": 0.13042347460985185, "mode": "predictor", "pixel_mae": 0.05663895510137081, "pixel_mse": 0.013594851724919864, "pixel_rmse": 0.11659696276027032, "psnr_db": 18.666255247738164, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4", "ssim": 0.6805086193084717, "temporal_delta_mse": 0.01592153124511242}
+[rank0]:[W721 10:26:38.520727916 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_4.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_4.pid
new file mode 100644
index 0000000000000000000000000000000000000000..e04029c8782d1e7f6a430ddc931711fe849b3009
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_4.pid
@@ -0,0 +1 @@
+2220835
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_5.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_5.log
new file mode 100644
index 0000000000000000000000000000000000000000..d94bfadd863ba94fe67aa51fae19ffce3a8e8a1b
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_5.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0080_action_00.mp4", "case_id": 80, "frame_psnr_mean_db": 30.096704050487322, "lpips_alex": 0.019849797707051038, "mode": "predictor", "pixel_mae": 0.012497670467942952, "pixel_mse": 0.001291594822134357, "pixel_rmse": 0.03593876489439164, "psnr_db": 28.888737046915622, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4", "ssim": 0.930384753704071, "temporal_delta_mse": 0.0007349957013502717}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0080_action_01.mp4", "case_id": 80, "frame_psnr_mean_db": 32.84538116388604, "lpips_alex": 0.016300474468618632, "mode": "predictor", "pixel_mae": 0.010838057715445756, "pixel_mse": 0.0006317173657007515, "pixel_rmse": 0.025133988256954995, "psnr_db": 31.99477184330345, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4", "ssim": 0.944756528377533, "temporal_delta_mse": 0.0004557698266580701}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0080_action_02.mp4", "case_id": 80, "frame_psnr_mean_db": 29.780601402255602, "lpips_alex": 0.046023058466613295, "mode": "predictor", "pixel_mae": 0.016955455902963875, "pixel_mse": 0.0020880574318580328, "pixel_rmse": 0.04569526706189639, "psnr_db": 26.80257560269389, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4", "ssim": 0.9263173446655274, "temporal_delta_mse": 0.0017774789594113827}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0080_action_03.mp4", "case_id": 80, "frame_psnr_mean_db": 25.6237441142672, "lpips_alex": 0.06650436802953481, "mode": "predictor", "pixel_mae": 0.02783192393183708, "pixel_mse": 0.0044381264055846255, "pixel_rmse": 0.06661926452299384, "psnr_db": 23.528003324631605, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4", "ssim": 0.8259154901504516, "temporal_delta_mse": 0.0053451708517968655}
+[rank0]:[W721 10:26:39.490817206 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_5.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_5.pid
new file mode 100644
index 0000000000000000000000000000000000000000..7fea332120cdcae80b93ccc7c3df8e854f349163
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_5.pid
@@ -0,0 +1 @@
+2220836
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_6.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_6.log
new file mode 100644
index 0000000000000000000000000000000000000000..f1374350b11ee0c9e1d892b26aff17720802af0b
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_6.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0094_action_00.mp4", "case_id": 94, "frame_psnr_mean_db": 29.159961009166953, "lpips_alex": 0.018681628515943884, "mode": "predictor", "pixel_mae": 0.016471829131245612, "pixel_mse": 0.0015346308412845246, "pixel_rmse": 0.03917436459324548, "psnr_db": 28.139960780855713, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4", "ssim": 0.9335248928070068, "temporal_delta_mse": 0.00028022503829561174}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0094_action_01.mp4", "case_id": 94, "frame_psnr_mean_db": 26.160539845068, "lpips_alex": 0.03448382638767362, "mode": "predictor", "pixel_mae": 0.022800234992057085, "pixel_mse": 0.0039020315404050053, "pixel_rmse": 0.06246624320707149, "psnr_db": 24.087092244934, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4", "ssim": 0.8981028032302857, "temporal_delta_mse": 0.0011509235482662916}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0094_action_02.mp4", "case_id": 94, "frame_psnr_mean_db": 25.194463464359913, "lpips_alex": 0.06188942471705377, "mode": "predictor", "pixel_mae": 0.026945544824004172, "pixel_mse": 0.006472949446062557, "pixel_rmse": 0.08045464216602145, "psnr_db": 21.88897784822299, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4", "ssim": 0.8947622513771057, "temporal_delta_mse": 0.007409699726849794}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0094_action_03.mp4", "case_id": 94, "frame_psnr_mean_db": 21.75097164579815, "lpips_alex": 0.09180597869493068, "mode": "predictor", "pixel_mae": 0.042545514944940806, "pixel_mse": 0.011224269965081475, "pixel_rmse": 0.10594465519827546, "psnr_db": 19.49841896244201, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4", "ssim": 0.7946676068305969, "temporal_delta_mse": 0.016317537054419518}
+[rank0]:[W721 10:26:39.803946446 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_6.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_6.pid
new file mode 100644
index 0000000000000000000000000000000000000000..f8f69253fa92b0b47da3c234a8664a9072abf1b2
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_6.pid
@@ -0,0 +1 @@
+2220837
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_7.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_7.log
new file mode 100644
index 0000000000000000000000000000000000000000..bf08d283f8b06cf2a81f3d9d3d99ed11c62c75ac
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_7.log
@@ -0,0 +1,5 @@
+{"action_id": 0, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0096_action_00.mp4", "case_id": 96, "frame_psnr_mean_db": 25.059801636921, "lpips_alex": 0.08903830318152904, "mode": "predictor", "pixel_mae": 0.03722199598327279, "pixel_mse": 0.004975728877063375, "pixel_rmse": 0.07053884658160618, "psnr_db": 23.031432919834764, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4", "ssim": 0.691611200094223, "temporal_delta_mse": 0.002121764700859785}
+{"action_id": 1, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0096_action_01.mp4", "case_id": 96, "frame_psnr_mean_db": 27.39048914645004, "lpips_alex": 0.06379931604862213, "mode": "predictor", "pixel_mae": 0.026676178336143493, "pixel_mse": 0.002928219261113554, "pixel_rmse": 0.0541130230269346, "psnr_db": 25.33396407010331, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4", "ssim": 0.8252625055313111, "temporal_delta_mse": 0.004606961272656918}
+{"action_id": 2, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0096_action_02.mp4", "case_id": 96, "frame_psnr_mean_db": 25.712157105518973, "lpips_alex": 0.14878761745989322, "mode": "predictor", "pixel_mae": 0.04058131574094295, "pixel_mse": 0.006533307516074274, "pixel_rmse": 0.08082887798351697, "psnr_db": 21.848668995338958, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4", "ssim": 0.7121505043506622, "temporal_delta_mse": 0.007891046814620495}
+{"action_id": 3, "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0096_action_03.mp4", "case_id": 96, "frame_psnr_mean_db": 22.881253032424834, "lpips_alex": 0.11050372879952192, "mode": "predictor", "pixel_mae": 0.045792317014187574, "pixel_mse": 0.008853379531239625, "pixel_rmse": 0.09409239890256611, "psnr_db": 20.528909178214878, "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4", "ssim": 0.7133974552154541, "temporal_delta_mse": 0.012800795026123524}
+[rank0]:[W721 10:26:38.477637581 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_7.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_7.pid
new file mode 100644
index 0000000000000000000000000000000000000000..b3a713204364d839bd1d6fb5c58f64e80d681657
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/metrics_worker_7.pid
@@ -0,0 +1 @@
+2220838
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_0.jsonl b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_0.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..4dd53418b49ef8f2f207543522bd1f732a2c7826
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_0.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 4, "elapsed_s": 109.42352837004, "end_to_end_s": 109.42352837004, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.879641190986149, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0004_action_00.mp4", "video_validate_s": 0.13244200102053583, "worker_id": 0}
+{"action_id": 1, "action_name": "a_d", "case_id": 4, "elapsed_s": 94.30518077203305, "end_to_end_s": 94.30518077203305, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.864800032984931, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0004_action_01.mp4", "video_validate_s": 0.14350777497747913, "worker_id": 0}
+{"action_id": 2, "action_name": "up_down", "case_id": 4, "elapsed_s": 87.74087412201334, "end_to_end_s": 87.74087412201334, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.834298666974064, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0004_action_02.mp4", "video_validate_s": 0.13672433904139325, "worker_id": 0}
+{"action_id": 3, "action_name": "left_right", "case_id": 4, "elapsed_s": 89.70790236897301, "end_to_end_s": 89.70790236897301, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0532276579760946, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0004_action_03.mp4", "video_validate_s": 0.16507869202177972, "worker_id": 0}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_1.jsonl b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_1.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..88aa390a1d4c426c6325110aa5b73b8614b06ead
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_1.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 11, "elapsed_s": 98.35841844900278, "end_to_end_s": 98.35841844900278, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8416768600000069, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0011_action_00.mp4", "video_validate_s": 0.22515542700421065, "worker_id": 1}
+{"action_id": 1, "action_name": "a_d", "case_id": 11, "elapsed_s": 98.81905654299771, "end_to_end_s": 98.81905654299771, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.008758194046095, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0011_action_01.mp4", "video_validate_s": 0.23550116794649512, "worker_id": 1}
+{"action_id": 2, "action_name": "up_down", "case_id": 11, "elapsed_s": 90.66687128896592, "end_to_end_s": 90.66687128896592, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8063977250130847, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0011_action_02.mp4", "video_validate_s": 0.28261477599153295, "worker_id": 1}
+{"action_id": 3, "action_name": "left_right", "case_id": 11, "elapsed_s": 90.05279398302082, "end_to_end_s": 90.05279398302082, "mode": "predictor", "peak_memory_gib": 71.85800647735596, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0153794839861803, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0011_action_03.mp4", "video_validate_s": 0.3166470529977232, "worker_id": 1}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_2.jsonl b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_2.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..7c300028ba325da72537439e928229677618b252
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_2.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 17, "elapsed_s": 101.70383900101297, "end_to_end_s": 101.70383900101297, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.918757095001638, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0017_action_00.mp4", "video_validate_s": 0.20938630402088165, "worker_id": 2}
+{"action_id": 1, "action_name": "a_d", "case_id": 17, "elapsed_s": 95.39891188900219, "end_to_end_s": 95.39891188900219, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9738815469900146, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0017_action_01.mp4", "video_validate_s": 0.18622705299640074, "worker_id": 2}
+{"action_id": 2, "action_name": "up_down", "case_id": 17, "elapsed_s": 93.70687410299433, "end_to_end_s": 93.70687410299433, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8172183419810608, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0017_action_02.mp4", "video_validate_s": 0.2075960910296999, "worker_id": 2}
+{"action_id": 3, "action_name": "left_right", "case_id": 17, "elapsed_s": 97.28132371098036, "end_to_end_s": 97.28132371098036, "mode": "predictor", "peak_memory_gib": 71.8563585281372, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8294837749563158, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0017_action_03.mp4", "video_validate_s": 0.17905666504520923, "worker_id": 2}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_3.jsonl b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_3.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..ff2a7158f4e85cf408b6d9b9c3aec90ad05686c4
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_3.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 28, "elapsed_s": 99.50139397499152, "end_to_end_s": 99.50139397499152, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.890645045961719, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0028_action_00.mp4", "video_validate_s": 0.21538184996461496, "worker_id": 3}
+{"action_id": 1, "action_name": "a_d", "case_id": 28, "elapsed_s": 86.2188083549845, "end_to_end_s": 86.2188083549845, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8109261639765464, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0028_action_01.mp4", "video_validate_s": 0.2254258449538611, "worker_id": 3}
+{"action_id": 2, "action_name": "up_down", "case_id": 28, "elapsed_s": 80.10662301100092, "end_to_end_s": 80.10662301100092, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.806915396999102, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0028_action_02.mp4", "video_validate_s": 0.2194763189763762, "worker_id": 3}
+{"action_id": 3, "action_name": "left_right", "case_id": 28, "elapsed_s": 80.58504948299378, "end_to_end_s": 80.58504948299378, "mode": "predictor", "peak_memory_gib": 71.85759449005127, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8255207409965806, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0028_action_03.mp4", "video_validate_s": 0.25421529199229553, "worker_id": 3}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_4.jsonl b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_4.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c3880d9bc52bf05d82a1a8dedd4a31fc8dd294a2
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_4.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 58, "elapsed_s": 107.40239411703078, "end_to_end_s": 107.40239411703078, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.025448736967519, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0058_action_00.mp4", "video_validate_s": 0.16363992501283064, "worker_id": 4}
+{"action_id": 1, "action_name": "a_d", "case_id": 58, "elapsed_s": 105.45424290798837, "end_to_end_s": 105.45424290798837, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0039998539723456, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0058_action_01.mp4", "video_validate_s": 0.16841448604827747, "worker_id": 4}
+{"action_id": 2, "action_name": "up_down", "case_id": 58, "elapsed_s": 102.39677237300202, "end_to_end_s": 102.39677237300202, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8615231259609573, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0058_action_02.mp4", "video_validate_s": 0.1761314650066197, "worker_id": 4}
+{"action_id": 3, "action_name": "left_right", "case_id": 58, "elapsed_s": 100.29862717405194, "end_to_end_s": 100.29862717405194, "mode": "predictor", "peak_memory_gib": 71.85924243927002, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9568945469800383, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0058_action_03.mp4", "video_validate_s": 0.1883277419838123, "worker_id": 4}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_5.jsonl b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_5.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c27360017faad1ac7520bcd5ea62b4fb886ee9d2
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_5.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 80, "elapsed_s": 112.46554812602699, "end_to_end_s": 112.46554812602699, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.929206216998864, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0080_action_00.mp4", "video_validate_s": 0.1342152829747647, "worker_id": 5}
+{"action_id": 1, "action_name": "a_d", "case_id": 80, "elapsed_s": 105.46429949899903, "end_to_end_s": 105.46429949899903, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8422103599878028, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0080_action_01.mp4", "video_validate_s": 0.1247005490004085, "worker_id": 5}
+{"action_id": 2, "action_name": "up_down", "case_id": 80, "elapsed_s": 102.49456148396712, "end_to_end_s": 102.49456148396712, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8521194650093094, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0080_action_02.mp4", "video_validate_s": 0.17085162794683129, "worker_id": 5}
+{"action_id": 3, "action_name": "left_right", "case_id": 80, "elapsed_s": 99.72442250000313, "end_to_end_s": 99.72442250000313, "mode": "predictor", "peak_memory_gib": 71.85841846466064, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1376903600175865, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0080_action_03.mp4", "video_validate_s": 0.1755094050313346, "worker_id": 5}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_6.jsonl b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_6.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..c66bc24e67bd3a047154dcdd89fdfa1f1697e2ee
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_6.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 94, "elapsed_s": 101.32662228599656, "end_to_end_s": 101.32662228599656, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.864045216992963, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0094_action_00.mp4", "video_validate_s": 0.14431310596410185, "worker_id": 6}
+{"action_id": 1, "action_name": "a_d", "case_id": 94, "elapsed_s": 94.26336979895132, "end_to_end_s": 94.26336979895132, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0224519870243967, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0094_action_01.mp4", "video_validate_s": 0.15876921999733895, "worker_id": 6}
+{"action_id": 2, "action_name": "up_down", "case_id": 94, "elapsed_s": 103.33506734203547, "end_to_end_s": 103.33506734203547, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.8586788829998113, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0094_action_02.mp4", "video_validate_s": 0.16384778398787603, "worker_id": 6}
+{"action_id": 3, "action_name": "left_right", "case_id": 94, "elapsed_s": 111.13392941700295, "end_to_end_s": 111.13392941700295, "mode": "predictor", "peak_memory_gib": 71.85718250274658, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.022331474989187, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0094_action_03.mp4", "video_validate_s": 0.22467109799617901, "worker_id": 6}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_7.jsonl b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_7.jsonl
new file mode 100644
index 0000000000000000000000000000000000000000..a8dfc47bdef69bfb3fe77edbb79a3ca3606dc9b6
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/worker_7.jsonl
@@ -0,0 +1,4 @@
+{"action_id": 0, "action_name": "w_s", "case_id": 96, "elapsed_s": 101.66066835599486, "end_to_end_s": 101.66066835599486, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.001010618987493, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0096_action_00.mp4", "video_validate_s": 0.17965861601987854, "worker_id": 7}
+{"action_id": 1, "action_name": "a_d", "case_id": 96, "elapsed_s": 92.4841953709838, "end_to_end_s": 92.4841953709838, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.889508690976072, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0096_action_01.mp4", "video_validate_s": 0.1780293210176751, "worker_id": 7}
+{"action_id": 2, "action_name": "up_down", "case_id": 96, "elapsed_s": 103.41885785001796, "end_to_end_s": 103.41885785001796, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.915306598006282, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0096_action_02.mp4", "video_validate_s": 0.1810551509843208, "worker_id": 7}
+{"action_id": 3, "action_name": "left_right", "case_id": 96, "elapsed_s": 110.86188744101673, "end_to_end_s": 110.86188744101673, "mode": "predictor", "peak_memory_gib": 71.85883045196533, "predictor_variant": "v4", "replace_steps": [1, 2], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.141020745970309, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_v4_eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_eval/predictor/case_0096_action_03.mp4", "video_validate_s": 0.20236120000481606, "worker_id": 7}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics.completed b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics.completed
new file mode 100644
index 0000000000000000000000000000000000000000..7391e746f72efaaccf98e4a4e4f43489847c0d01
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics.completed
@@ -0,0 +1 @@
+2026-07-21T10:26:41Z
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics.json b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics.json
new file mode 100644
index 0000000000000000000000000000000000000000..73aa35fe085baef6a876cdba29e27caeaa19b2d9
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics.json
@@ -0,0 +1,562 @@
+{
+  "config": {
+    "actions_per_case": 4,
+    "candidate_modes": [
+      "predictor"
+    ],
+    "cases": 8,
+    "frames_per_video": 125,
+    "full_dit_steps": [
+      0,
+      3
+    ],
+    "reference": "Full-DiT saved training videos; overfit8 seed 20260721",
+    "replace_steps": [
+      1,
+      2
+    ],
+    "resolution": [
+      480,
+      832
+    ],
+    "videos_per_mode": 32
+  },
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 28.728087214704022,
+      "lpips_alex": 0.03505078019574284,
+      "mode": "predictor",
+      "pixel_mae": 0.020214299507439137,
+      "pixel_mse": 0.0021220730484928937,
+      "pixel_rmse": 0.046065964100330016,
+      "psnr_db": 26.732396703822094,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4",
+      "ssim": 0.9073152103424073,
+      "temporal_delta_mse": 0.0006365154986269772
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 25.70190947652369,
+      "lpips_alex": 0.06525514651089907,
+      "mode": "predictor",
+      "pixel_mae": 0.031116536486893893,
+      "pixel_mse": 0.005924418642534874,
+      "pixel_rmse": 0.07697024517652827,
+      "psnr_db": 22.27354260124025,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4",
+      "ssim": 0.8532748384475708,
+      "temporal_delta_mse": 0.004933447577059269
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 25.581437930088292,
+      "lpips_alex": 0.11159376510605216,
+      "mode": "predictor",
+      "pixel_mae": 0.037885160952806474,
+      "pixel_mse": 0.008709686600370333,
+      "pixel_rmse": 0.09332570171378479,
+      "psnr_db": 20.599974718785067,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4",
+      "ssim": 0.8264093906879425,
+      "temporal_delta_mse": 0.010508627630770206
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 21.281534434971725,
+      "lpips_alex": 0.13633210691437125,
+      "mode": "predictor",
+      "pixel_mae": 0.05826811796799302,
+      "pixel_mse": 0.015167284625640605,
+      "pixel_rmse": 0.12315553022759719,
+      "psnr_db": 18.190921632907827,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4",
+      "ssim": 0.7335131311416626,
+      "temporal_delta_mse": 0.014842156320810318
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 25.752152587407238,
+      "lpips_alex": 0.05120053267106414,
+      "mode": "predictor",
+      "pixel_mae": 0.03500018677115441,
+      "pixel_mse": 0.0038773437135387213,
+      "pixel_rmse": 0.06226832030445916,
+      "psnr_db": 24.114656985345093,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4",
+      "ssim": 0.8208604574203491,
+      "temporal_delta_mse": 0.0031667319126427174
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 26.61689631031793,
+      "lpips_alex": 0.04028183103352785,
+      "mode": "predictor",
+      "pixel_mae": 0.03124330735206604,
+      "pixel_mse": 0.0030771054782671855,
+      "pixel_rmse": 0.05547166374165449,
+      "psnr_db": 25.118576165753343,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4",
+      "ssim": 0.8739873895645142,
+      "temporal_delta_mse": 0.0029637636616826057
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 19.844014755174218,
+      "lpips_alex": 0.14473535950854421,
+      "mode": "predictor",
+      "pixel_mae": 0.08013917800784111,
+      "pixel_mse": 0.019514914267114363,
+      "pixel_rmse": 0.1396957918733215,
+      "psnr_db": 17.096333523202645,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4",
+      "ssim": 0.5866674017906189,
+      "temporal_delta_mse": 0.025177637115120888
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 22.203363351186976,
+      "lpips_alex": 0.09041963674500585,
+      "mode": "predictor",
+      "pixel_mae": 0.05994097574427724,
+      "pixel_mse": 0.011641472429735586,
+      "pixel_rmse": 0.10789565528664992,
+      "psnr_db": 19.339920860377593,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4",
+      "ssim": 0.6986866548061371,
+      "temporal_delta_mse": 0.021736573427915573
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 23.737051759604515,
+      "lpips_alex": 0.14623483178019522,
+      "mode": "predictor",
+      "pixel_mae": 0.039556880190968514,
+      "pixel_mse": 0.006689253218704835,
+      "pixel_rmse": 0.08178785495845232,
+      "psnr_db": 21.7462236371178,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4",
+      "ssim": 0.6945344128608704,
+      "temporal_delta_mse": 0.005453718360513449
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 23.59637816280118,
+      "lpips_alex": 0.14912089639902115,
+      "mode": "predictor",
+      "pixel_mae": 0.041376062911003826,
+      "pixel_mse": 0.00658495225122897,
+      "pixel_rmse": 0.08114771870625181,
+      "psnr_db": 21.814473698446363,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4",
+      "ssim": 0.7293549175262452,
+      "temporal_delta_mse": 0.008715084753930569
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 21.53861745467273,
+      "lpips_alex": 0.2259527258872986,
+      "mode": "predictor",
+      "pixel_mae": 0.059885981377214195,
+      "pixel_mse": 0.014241685394779779,
+      "pixel_rmse": 0.11933853273264164,
+      "psnr_db": 18.464386122202175,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4",
+      "ssim": 0.6706312851905822,
+      "temporal_delta_mse": 0.011750639416277409
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 24.56753400547105,
+      "lpips_alex": 0.10362480641156435,
+      "mode": "predictor",
+      "pixel_mae": 0.03801510524377227,
+      "pixel_mse": 0.005674027517205104,
+      "pixel_rmse": 0.07532614099504305,
+      "psnr_db": 22.461085623467657,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4",
+      "ssim": 0.7372738175392151,
+      "temporal_delta_mse": 0.008150732144713402
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 25.38019413492911,
+      "lpips_alex": 0.12168206240236759,
+      "mode": "predictor",
+      "pixel_mae": 0.030358994070440532,
+      "pixel_mse": 0.004474598452216014,
+      "pixel_rmse": 0.06689243942491568,
+      "psnr_db": 23.49245931926035,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4",
+      "ssim": 0.7486512742042541,
+      "temporal_delta_mse": 0.001218942692503333
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 21.612153407977587,
+      "lpips_alex": 0.15857608999311923,
+      "mode": "predictor",
+      "pixel_mae": 0.045856928832829,
+      "pixel_mse": 0.010635070155607537,
+      "pixel_rmse": 0.10312647650146657,
+      "psnr_db": 19.7325964087242,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4",
+      "ssim": 0.677984004497528,
+      "temporal_delta_mse": 0.005851163063198328
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 25.687084854206265,
+      "lpips_alex": 0.21324584394693374,
+      "mode": "predictor",
+      "pixel_mae": 0.029749066531658173,
+      "pixel_mse": 0.0056676476281136276,
+      "pixel_rmse": 0.07528378064439663,
+      "psnr_db": 22.46597158763843,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4",
+      "ssim": 0.7660497603416443,
+      "temporal_delta_mse": 0.005391896702349186
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 22.721872831903244,
+      "lpips_alex": 0.20233308897167443,
+      "mode": "predictor",
+      "pixel_mae": 0.04202846320718527,
+      "pixel_mse": 0.009229874956596176,
+      "pixel_rmse": 0.09607223821997787,
+      "psnr_db": 20.348041826174395,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4",
+      "ssim": 0.6916523542404175,
+      "temporal_delta_mse": 0.012608957476913929
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 21.80183768923487,
+      "lpips_alex": 0.0805749780908227,
+      "mode": "predictor",
+      "pixel_mae": 0.04758101388812065,
+      "pixel_mse": 0.011123182272014673,
+      "pixel_rmse": 0.10546649833958968,
+      "psnr_db": 19.53770946075892,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4",
+      "ssim": 0.6834097743034363,
+      "temporal_delta_mse": 0.0024258028715848923
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.46737631958936,
+      "lpips_alex": 0.07924853059276939,
+      "mode": "predictor",
+      "pixel_mae": 0.039086117688566444,
+      "pixel_mse": 0.00757789086306002,
+      "pixel_rmse": 0.08705108191780284,
+      "psnr_db": 21.204516537340417,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4",
+      "ssim": 0.7389959001541138,
+      "temporal_delta_mse": 0.01096357498317957
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.102446668768543,
+      "lpips_alex": 0.10131173250079155,
+      "mode": "predictor",
+      "pixel_mae": 0.041532641176134345,
+      "pixel_mse": 0.00842343994032126,
+      "pixel_rmse": 0.09177930017341197,
+      "psnr_db": 20.745105163375072,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4",
+      "ssim": 0.775958589553833,
+      "temporal_delta_mse": 0.01224877592176199
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 21.825993406529086,
+      "lpips_alex": 0.13042347460985185,
+      "mode": "predictor",
+      "pixel_mae": 0.05663895510137081,
+      "pixel_mse": 0.013594851724919864,
+      "pixel_rmse": 0.11659696276027032,
+      "psnr_db": 18.666255247738164,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4",
+      "ssim": 0.6805086193084717,
+      "temporal_delta_mse": 0.01592153124511242
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 30.096704050487322,
+      "lpips_alex": 0.019849797707051038,
+      "mode": "predictor",
+      "pixel_mae": 0.012497670467942952,
+      "pixel_mse": 0.001291594822134357,
+      "pixel_rmse": 0.03593876489439164,
+      "psnr_db": 28.888737046915622,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4",
+      "ssim": 0.930384753704071,
+      "temporal_delta_mse": 0.0007349957013502717
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 32.84538116388604,
+      "lpips_alex": 0.016300474468618632,
+      "mode": "predictor",
+      "pixel_mae": 0.010838057715445756,
+      "pixel_mse": 0.0006317173657007515,
+      "pixel_rmse": 0.025133988256954995,
+      "psnr_db": 31.99477184330345,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4",
+      "ssim": 0.944756528377533,
+      "temporal_delta_mse": 0.0004557698266580701
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 29.780601402255602,
+      "lpips_alex": 0.046023058466613295,
+      "mode": "predictor",
+      "pixel_mae": 0.016955455902963875,
+      "pixel_mse": 0.0020880574318580328,
+      "pixel_rmse": 0.04569526706189639,
+      "psnr_db": 26.80257560269389,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4",
+      "ssim": 0.9263173446655274,
+      "temporal_delta_mse": 0.0017774789594113827
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 25.6237441142672,
+      "lpips_alex": 0.06650436802953481,
+      "mode": "predictor",
+      "pixel_mae": 0.02783192393183708,
+      "pixel_mse": 0.0044381264055846255,
+      "pixel_rmse": 0.06661926452299384,
+      "psnr_db": 23.528003324631605,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4",
+      "ssim": 0.8259154901504516,
+      "temporal_delta_mse": 0.0053451708517968655
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 29.159961009166953,
+      "lpips_alex": 0.018681628515943884,
+      "mode": "predictor",
+      "pixel_mae": 0.016471829131245612,
+      "pixel_mse": 0.0015346308412845246,
+      "pixel_rmse": 0.03917436459324548,
+      "psnr_db": 28.139960780855713,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4",
+      "ssim": 0.9335248928070068,
+      "temporal_delta_mse": 0.00028022503829561174
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 26.160539845068,
+      "lpips_alex": 0.03448382638767362,
+      "mode": "predictor",
+      "pixel_mae": 0.022800234992057085,
+      "pixel_mse": 0.0039020315404050053,
+      "pixel_rmse": 0.06246624320707149,
+      "psnr_db": 24.087092244934,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4",
+      "ssim": 0.8981028032302857,
+      "temporal_delta_mse": 0.0011509235482662916
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 25.194463464359913,
+      "lpips_alex": 0.06188942471705377,
+      "mode": "predictor",
+      "pixel_mae": 0.026945544824004172,
+      "pixel_mse": 0.006472949446062557,
+      "pixel_rmse": 0.08045464216602145,
+      "psnr_db": 21.88897784822299,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4",
+      "ssim": 0.8947622513771057,
+      "temporal_delta_mse": 0.007409699726849794
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 21.75097164579815,
+      "lpips_alex": 0.09180597869493068,
+      "mode": "predictor",
+      "pixel_mae": 0.042545514944940806,
+      "pixel_mse": 0.011224269965081475,
+      "pixel_rmse": 0.10594465519827546,
+      "psnr_db": 19.49841896244201,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4",
+      "ssim": 0.7946676068305969,
+      "temporal_delta_mse": 0.016317537054419518
+    },
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 25.059801636921,
+      "lpips_alex": 0.08903830318152904,
+      "mode": "predictor",
+      "pixel_mae": 0.03722199598327279,
+      "pixel_mse": 0.004975728877063375,
+      "pixel_rmse": 0.07053884658160618,
+      "psnr_db": 23.031432919834764,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4",
+      "ssim": 0.691611200094223,
+      "temporal_delta_mse": 0.002121764700859785
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 27.39048914645004,
+      "lpips_alex": 0.06379931604862213,
+      "mode": "predictor",
+      "pixel_mae": 0.026676178336143493,
+      "pixel_mse": 0.002928219261113554,
+      "pixel_rmse": 0.0541130230269346,
+      "psnr_db": 25.33396407010331,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4",
+      "ssim": 0.8252625055313111,
+      "temporal_delta_mse": 0.004606961272656918
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 25.712157105518973,
+      "lpips_alex": 0.14878761745989322,
+      "mode": "predictor",
+      "pixel_mae": 0.04058131574094295,
+      "pixel_mse": 0.006533307516074274,
+      "pixel_rmse": 0.08082887798351697,
+      "psnr_db": 21.848668995338958,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4",
+      "ssim": 0.7121505043506622,
+      "temporal_delta_mse": 0.007891046814620495
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 22.881253032424834,
+      "lpips_alex": 0.11050372879952192,
+      "mode": "predictor",
+      "pixel_mae": 0.045792317014187574,
+      "pixel_mse": 0.008853379531239625,
+      "pixel_rmse": 0.09409239890256611,
+      "psnr_db": 20.528909178214878,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4",
+      "ssim": 0.7133974552154541,
+      "temporal_delta_mse": 0.012800795026123524
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 24.8876251366458,
+      "lpips_alex": 0.09858955446089386,
+      "pixel_mae": 0.03726975037483498,
+      "pixel_mse": 0.00715077456825202,
+      "pixel_rmse": 0.08017869481856313,
+      "psnr_db": 22.49114564503653,
+      "ssim": 0.7808303912580012,
+      "temporal_delta_mse": 0.007673707540561736
+    }
+  },
+  "summary_mean_by_action_id": {
+    "predictor": {
+      "0": {
+        "frame_psnr_mean_db": 26.21447376030688,
+        "lpips_alex": 0.07028911431808955,
+        "pixel_mae": 0.029862858751323072,
+        "pixel_mse": 0.004511050655681174,
+        "pixel_rmse": 0.06351663164962378,
+        "psnr_db": 24.460447106738794,
+        "ssim": 0.8012864969670773,
+        "temporal_delta_mse": 0.0020048370970471296
+      },
+      "1": {
+        "frame_psnr_mean_db": 25.92389047907673,
+        "lpips_alex": 0.07588326392928138,
+        "pixel_mae": 0.031124178039375693,
+        "pixel_mse": 0.0051576756947397375,
+        "pixel_rmse": 0.06818505506683313,
+        "psnr_db": 23.94494169623067,
+        "ssim": 0.8177148609161377,
+        "temporal_delta_mse": 0.0049550860858289525
+      },
+      "2": {
+        "frame_psnr_mean_db": 24.55510295438057,
+        "lpips_alex": 0.13169244094914756,
+        "pixel_mae": 0.04170929306419566,
+        "pixel_mse": 0.008956461028086778,
+        "pixel_rmse": 0.09080023679362394,
+        "psnr_db": 21.2389991951824,
+        "ssim": 0.7698683159947396,
+        "temporal_delta_mse": 0.010269475285895169
+      },
+      "3": {
+        "frame_psnr_mean_db": 22.857033352819034,
+        "lpips_alex": 0.1164933986470569,
+        "pixel_mae": 0.046382671644445504,
+        "pixel_mse": 0.009977910894500383,
+        "pixel_rmse": 0.09821285576417173,
+        "psnr_db": 20.320194581994265,
+        "ssim": 0.7344518911540509,
+        "temporal_delta_mse": 0.013465431693475693
+      }
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics.started b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics.started
new file mode 100644
index 0000000000000000000000000000000000000000..7d71a2b76b0972ba99abf5f5765fc3a32c0cedec
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics.started
@@ -0,0 +1 @@
+2026-07-21T10:25:46Z
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_0.json b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_0.json
new file mode 100644
index 0000000000000000000000000000000000000000..1e02aca41acf36d039d9d5d958e403c52bef4bed
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_0.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 28.728087214704022,
+      "lpips_alex": 0.03505078019574284,
+      "mode": "predictor",
+      "pixel_mae": 0.020214299507439137,
+      "pixel_mse": 0.0021220730484928937,
+      "pixel_rmse": 0.046065964100330016,
+      "psnr_db": 26.732396703822094,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_00.mp4",
+      "ssim": 0.9073152103424073,
+      "temporal_delta_mse": 0.0006365154986269772
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 25.70190947652369,
+      "lpips_alex": 0.06525514651089907,
+      "mode": "predictor",
+      "pixel_mae": 0.031116536486893893,
+      "pixel_mse": 0.005924418642534874,
+      "pixel_rmse": 0.07697024517652827,
+      "psnr_db": 22.27354260124025,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_01.mp4",
+      "ssim": 0.8532748384475708,
+      "temporal_delta_mse": 0.004933447577059269
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 25.581437930088292,
+      "lpips_alex": 0.11159376510605216,
+      "mode": "predictor",
+      "pixel_mae": 0.037885160952806474,
+      "pixel_mse": 0.008709686600370333,
+      "pixel_rmse": 0.09332570171378479,
+      "psnr_db": 20.599974718785067,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_02.mp4",
+      "ssim": 0.8264093906879425,
+      "temporal_delta_mse": 0.010508627630770206
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4",
+      "case_id": 4,
+      "frame_psnr_mean_db": 21.281534434971725,
+      "lpips_alex": 0.13633210691437125,
+      "mode": "predictor",
+      "pixel_mae": 0.05826811796799302,
+      "pixel_mse": 0.015167284625640605,
+      "pixel_rmse": 0.12315553022759719,
+      "psnr_db": 18.190921632907827,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0004_action_03.mp4",
+      "ssim": 0.7335131311416626,
+      "temporal_delta_mse": 0.014842156320810318
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 25.32324226407193,
+      "lpips_alex": 0.08705794968176633,
+      "pixel_mae": 0.03687102872878313,
+      "pixel_mse": 0.007980865729259677,
+      "pixel_rmse": 0.08487936030456007,
+      "psnr_db": 21.94920891418881,
+      "ssim": 0.8301281426548958,
+      "temporal_delta_mse": 0.007730186756816693
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_1.json b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_1.json
new file mode 100644
index 0000000000000000000000000000000000000000..6f1a341e14be692817e1561a909ff27ec1ced971
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_1.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 25.752152587407238,
+      "lpips_alex": 0.05120053267106414,
+      "mode": "predictor",
+      "pixel_mae": 0.03500018677115441,
+      "pixel_mse": 0.0038773437135387213,
+      "pixel_rmse": 0.06226832030445916,
+      "psnr_db": 24.114656985345093,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_00.mp4",
+      "ssim": 0.8208604574203491,
+      "temporal_delta_mse": 0.0031667319126427174
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 26.61689631031793,
+      "lpips_alex": 0.04028183103352785,
+      "mode": "predictor",
+      "pixel_mae": 0.03124330735206604,
+      "pixel_mse": 0.0030771054782671855,
+      "pixel_rmse": 0.05547166374165449,
+      "psnr_db": 25.118576165753343,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_01.mp4",
+      "ssim": 0.8739873895645142,
+      "temporal_delta_mse": 0.0029637636616826057
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 19.844014755174218,
+      "lpips_alex": 0.14473535950854421,
+      "mode": "predictor",
+      "pixel_mae": 0.08013917800784111,
+      "pixel_mse": 0.019514914267114363,
+      "pixel_rmse": 0.1396957918733215,
+      "psnr_db": 17.096333523202645,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_02.mp4",
+      "ssim": 0.5866674017906189,
+      "temporal_delta_mse": 0.025177637115120888
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4",
+      "case_id": 11,
+      "frame_psnr_mean_db": 22.203363351186976,
+      "lpips_alex": 0.09041963674500585,
+      "mode": "predictor",
+      "pixel_mae": 0.05994097574427724,
+      "pixel_mse": 0.011641472429735586,
+      "pixel_rmse": 0.10789565528664992,
+      "psnr_db": 19.339920860377593,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0011_action_03.mp4",
+      "ssim": 0.6986866548061371,
+      "temporal_delta_mse": 0.021736573427915573
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.60410675102159,
+      "lpips_alex": 0.08165933998953552,
+      "pixel_mae": 0.05158091196883469,
+      "pixel_mse": 0.009527708972163963,
+      "pixel_rmse": 0.09133285780152127,
+      "psnr_db": 21.417371883669666,
+      "ssim": 0.7450504758954049,
+      "temporal_delta_mse": 0.013261176529340446
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_2.json b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_2.json
new file mode 100644
index 0000000000000000000000000000000000000000..a743ac18d60fcdc6c17768cc9f27923d4cdad760
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_2.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 23.737051759604515,
+      "lpips_alex": 0.14623483178019522,
+      "mode": "predictor",
+      "pixel_mae": 0.039556880190968514,
+      "pixel_mse": 0.006689253218704835,
+      "pixel_rmse": 0.08178785495845232,
+      "psnr_db": 21.7462236371178,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_00.mp4",
+      "ssim": 0.6945344128608704,
+      "temporal_delta_mse": 0.005453718360513449
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 23.59637816280118,
+      "lpips_alex": 0.14912089639902115,
+      "mode": "predictor",
+      "pixel_mae": 0.041376062911003826,
+      "pixel_mse": 0.00658495225122897,
+      "pixel_rmse": 0.08114771870625181,
+      "psnr_db": 21.814473698446363,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_01.mp4",
+      "ssim": 0.7293549175262452,
+      "temporal_delta_mse": 0.008715084753930569
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 21.53861745467273,
+      "lpips_alex": 0.2259527258872986,
+      "mode": "predictor",
+      "pixel_mae": 0.059885981377214195,
+      "pixel_mse": 0.014241685394779779,
+      "pixel_rmse": 0.11933853273264164,
+      "psnr_db": 18.464386122202175,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_02.mp4",
+      "ssim": 0.6706312851905822,
+      "temporal_delta_mse": 0.011750639416277409
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4",
+      "case_id": 17,
+      "frame_psnr_mean_db": 24.56753400547105,
+      "lpips_alex": 0.10362480641156435,
+      "mode": "predictor",
+      "pixel_mae": 0.03801510524377227,
+      "pixel_mse": 0.005674027517205104,
+      "pixel_rmse": 0.07532614099504305,
+      "psnr_db": 22.461085623467657,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0017_action_03.mp4",
+      "ssim": 0.7372738175392151,
+      "temporal_delta_mse": 0.008150732144713402
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.35989534563737,
+      "lpips_alex": 0.15623331511951982,
+      "pixel_mae": 0.0447085074307397,
+      "pixel_mse": 0.008297479595479672,
+      "pixel_rmse": 0.08940006184809719,
+      "psnr_db": 21.1215422703085,
+      "ssim": 0.7079486082792281,
+      "temporal_delta_mse": 0.008517543668858707
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_3.json b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_3.json
new file mode 100644
index 0000000000000000000000000000000000000000..cca23350fde93060b1f1821e6aeb9b32ea170957
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_3.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 25.38019413492911,
+      "lpips_alex": 0.12168206240236759,
+      "mode": "predictor",
+      "pixel_mae": 0.030358994070440532,
+      "pixel_mse": 0.004474598452216014,
+      "pixel_rmse": 0.06689243942491568,
+      "psnr_db": 23.49245931926035,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_00.mp4",
+      "ssim": 0.7486512742042541,
+      "temporal_delta_mse": 0.001218942692503333
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 21.612153407977587,
+      "lpips_alex": 0.15857608999311923,
+      "mode": "predictor",
+      "pixel_mae": 0.045856928832829,
+      "pixel_mse": 0.010635070155607537,
+      "pixel_rmse": 0.10312647650146657,
+      "psnr_db": 19.7325964087242,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_01.mp4",
+      "ssim": 0.677984004497528,
+      "temporal_delta_mse": 0.005851163063198328
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 25.687084854206265,
+      "lpips_alex": 0.21324584394693374,
+      "mode": "predictor",
+      "pixel_mae": 0.029749066531658173,
+      "pixel_mse": 0.0056676476281136276,
+      "pixel_rmse": 0.07528378064439663,
+      "psnr_db": 22.46597158763843,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_02.mp4",
+      "ssim": 0.7660497603416443,
+      "temporal_delta_mse": 0.005391896702349186
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4",
+      "case_id": 28,
+      "frame_psnr_mean_db": 22.721872831903244,
+      "lpips_alex": 0.20233308897167443,
+      "mode": "predictor",
+      "pixel_mae": 0.04202846320718527,
+      "pixel_mse": 0.009229874956596176,
+      "pixel_rmse": 0.09607223821997787,
+      "psnr_db": 20.348041826174395,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0028_action_03.mp4",
+      "ssim": 0.6916523542404175,
+      "temporal_delta_mse": 0.012608957476913929
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 23.85032630725405,
+      "lpips_alex": 0.17395927132852373,
+      "pixel_mae": 0.03699836316052825,
+      "pixel_mse": 0.007501797798133339,
+      "pixel_rmse": 0.08534373369768919,
+      "psnr_db": 21.509767285449346,
+      "ssim": 0.7210843483209609,
+      "temporal_delta_mse": 0.006267739983741194
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_4.json b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_4.json
new file mode 100644
index 0000000000000000000000000000000000000000..41ab1b4afd62921badfa372e54466e9dba2b16d8
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_4.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 21.80183768923487,
+      "lpips_alex": 0.0805749780908227,
+      "mode": "predictor",
+      "pixel_mae": 0.04758101388812065,
+      "pixel_mse": 0.011123182272014673,
+      "pixel_rmse": 0.10546649833958968,
+      "psnr_db": 19.53770946075892,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_00.mp4",
+      "ssim": 0.6834097743034363,
+      "temporal_delta_mse": 0.0024258028715848923
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.46737631958936,
+      "lpips_alex": 0.07924853059276939,
+      "mode": "predictor",
+      "pixel_mae": 0.039086117688566444,
+      "pixel_mse": 0.00757789086306002,
+      "pixel_rmse": 0.08705108191780284,
+      "psnr_db": 21.204516537340417,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_01.mp4",
+      "ssim": 0.7389959001541138,
+      "temporal_delta_mse": 0.01096357498317957
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 23.102446668768543,
+      "lpips_alex": 0.10131173250079155,
+      "mode": "predictor",
+      "pixel_mae": 0.041532641176134345,
+      "pixel_mse": 0.00842343994032126,
+      "pixel_rmse": 0.09177930017341197,
+      "psnr_db": 20.745105163375072,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_02.mp4",
+      "ssim": 0.775958589553833,
+      "temporal_delta_mse": 0.01224877592176199
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4",
+      "case_id": 58,
+      "frame_psnr_mean_db": 21.825993406529086,
+      "lpips_alex": 0.13042347460985185,
+      "mode": "predictor",
+      "pixel_mae": 0.05663895510137081,
+      "pixel_mse": 0.013594851724919864,
+      "pixel_rmse": 0.11659696276027032,
+      "psnr_db": 18.666255247738164,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0058_action_03.mp4",
+      "ssim": 0.6805086193084717,
+      "temporal_delta_mse": 0.01592153124511242
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 22.549413521030466,
+      "lpips_alex": 0.09788967894855888,
+      "pixel_mae": 0.04620968196354806,
+      "pixel_mse": 0.010179841200078954,
+      "pixel_rmse": 0.1002234607977687,
+      "psnr_db": 20.038396602303145,
+      "ssim": 0.7197182208299637,
+      "temporal_delta_mse": 0.010389921255409718
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_5.json b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_5.json
new file mode 100644
index 0000000000000000000000000000000000000000..b1e28943ada3e2915d0bbe2a8eb4d3fc905385a2
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_5.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 30.096704050487322,
+      "lpips_alex": 0.019849797707051038,
+      "mode": "predictor",
+      "pixel_mae": 0.012497670467942952,
+      "pixel_mse": 0.001291594822134357,
+      "pixel_rmse": 0.03593876489439164,
+      "psnr_db": 28.888737046915622,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_00.mp4",
+      "ssim": 0.930384753704071,
+      "temporal_delta_mse": 0.0007349957013502717
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 32.84538116388604,
+      "lpips_alex": 0.016300474468618632,
+      "mode": "predictor",
+      "pixel_mae": 0.010838057715445756,
+      "pixel_mse": 0.0006317173657007515,
+      "pixel_rmse": 0.025133988256954995,
+      "psnr_db": 31.99477184330345,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_01.mp4",
+      "ssim": 0.944756528377533,
+      "temporal_delta_mse": 0.0004557698266580701
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 29.780601402255602,
+      "lpips_alex": 0.046023058466613295,
+      "mode": "predictor",
+      "pixel_mae": 0.016955455902963875,
+      "pixel_mse": 0.0020880574318580328,
+      "pixel_rmse": 0.04569526706189639,
+      "psnr_db": 26.80257560269389,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_02.mp4",
+      "ssim": 0.9263173446655274,
+      "temporal_delta_mse": 0.0017774789594113827
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4",
+      "case_id": 80,
+      "frame_psnr_mean_db": 25.6237441142672,
+      "lpips_alex": 0.06650436802953481,
+      "mode": "predictor",
+      "pixel_mae": 0.02783192393183708,
+      "pixel_mse": 0.0044381264055846255,
+      "pixel_rmse": 0.06661926452299384,
+      "psnr_db": 23.528003324631605,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0080_action_03.mp4",
+      "ssim": 0.8259154901504516,
+      "temporal_delta_mse": 0.0053451708517968655
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 29.58660768272404,
+      "lpips_alex": 0.03716942466795445,
+      "pixel_mae": 0.017030777004547415,
+      "pixel_mse": 0.0021123740063194417,
+      "pixel_rmse": 0.04334682118405922,
+      "psnr_db": 27.80352195438614,
+      "ssim": 0.9068435292243957,
+      "temporal_delta_mse": 0.0020783538348041475
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_6.json b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_6.json
new file mode 100644
index 0000000000000000000000000000000000000000..bbe6201bd66dc23a02ae25bc398055b1e1ff9dfe
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_6.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 29.159961009166953,
+      "lpips_alex": 0.018681628515943884,
+      "mode": "predictor",
+      "pixel_mae": 0.016471829131245612,
+      "pixel_mse": 0.0015346308412845246,
+      "pixel_rmse": 0.03917436459324548,
+      "psnr_db": 28.139960780855713,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_00.mp4",
+      "ssim": 0.9335248928070068,
+      "temporal_delta_mse": 0.00028022503829561174
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 26.160539845068,
+      "lpips_alex": 0.03448382638767362,
+      "mode": "predictor",
+      "pixel_mae": 0.022800234992057085,
+      "pixel_mse": 0.0039020315404050053,
+      "pixel_rmse": 0.06246624320707149,
+      "psnr_db": 24.087092244934,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_01.mp4",
+      "ssim": 0.8981028032302857,
+      "temporal_delta_mse": 0.0011509235482662916
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 25.194463464359913,
+      "lpips_alex": 0.06188942471705377,
+      "mode": "predictor",
+      "pixel_mae": 0.026945544824004172,
+      "pixel_mse": 0.006472949446062557,
+      "pixel_rmse": 0.08045464216602145,
+      "psnr_db": 21.88897784822299,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_02.mp4",
+      "ssim": 0.8947622513771057,
+      "temporal_delta_mse": 0.007409699726849794
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4",
+      "case_id": 94,
+      "frame_psnr_mean_db": 21.75097164579815,
+      "lpips_alex": 0.09180597869493068,
+      "mode": "predictor",
+      "pixel_mae": 0.042545514944940806,
+      "pixel_mse": 0.011224269965081475,
+      "pixel_rmse": 0.10594465519827546,
+      "psnr_db": 19.49841896244201,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0094_action_03.mp4",
+      "ssim": 0.7946676068305969,
+      "temporal_delta_mse": 0.016317537054419518
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 25.566483991098252,
+      "lpips_alex": 0.051715214578900486,
+      "pixel_mae": 0.02719078097306192,
+      "pixel_mse": 0.00578347044820839,
+      "pixel_rmse": 0.07200997629115347,
+      "psnr_db": 23.40361245911368,
+      "ssim": 0.8802643885612488,
+      "temporal_delta_mse": 0.006289596341957804
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_7.json b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_7.json
new file mode 100644
index 0000000000000000000000000000000000000000..1b8832b5e8f54f7ded2e18f97a52a40c26b9a62a
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/metrics/worker_7.json
@@ -0,0 +1,76 @@
+{
+  "records": [
+    {
+      "action_id": 0,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 25.059801636921,
+      "lpips_alex": 0.08903830318152904,
+      "mode": "predictor",
+      "pixel_mae": 0.03722199598327279,
+      "pixel_mse": 0.004975728877063375,
+      "pixel_rmse": 0.07053884658160618,
+      "psnr_db": 23.031432919834764,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_00.mp4",
+      "ssim": 0.691611200094223,
+      "temporal_delta_mse": 0.002121764700859785
+    },
+    {
+      "action_id": 1,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 27.39048914645004,
+      "lpips_alex": 0.06379931604862213,
+      "mode": "predictor",
+      "pixel_mae": 0.026676178336143493,
+      "pixel_mse": 0.002928219261113554,
+      "pixel_rmse": 0.0541130230269346,
+      "psnr_db": 25.33396407010331,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_01.mp4",
+      "ssim": 0.8252625055313111,
+      "temporal_delta_mse": 0.004606961272656918
+    },
+    {
+      "action_id": 2,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 25.712157105518973,
+      "lpips_alex": 0.14878761745989322,
+      "mode": "predictor",
+      "pixel_mae": 0.04058131574094295,
+      "pixel_mse": 0.006533307516074274,
+      "pixel_rmse": 0.08082887798351697,
+      "psnr_db": 21.848668995338958,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_02.mp4",
+      "ssim": 0.7121505043506622,
+      "temporal_delta_mse": 0.007891046814620495
+    },
+    {
+      "action_id": 3,
+      "candidate_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4",
+      "case_id": 96,
+      "frame_psnr_mean_db": 22.881253032424834,
+      "lpips_alex": 0.11050372879952192,
+      "mode": "predictor",
+      "pixel_mae": 0.045792317014187574,
+      "pixel_mse": 0.008853379531239625,
+      "pixel_rmse": 0.09409239890256611,
+      "psnr_db": 20.528909178214878,
+      "reference_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_predictor_prefeature_v4/videos/case_0096_action_03.mp4",
+      "ssim": 0.7133974552154541,
+      "temporal_delta_mse": 0.012800795026123524
+    }
+  ],
+  "summary_mean": {
+    "predictor": {
+      "frame_psnr_mean_db": 25.260925230328713,
+      "lpips_alex": 0.10303224137239157,
+      "pixel_mae": 0.037567951768636705,
+      "pixel_mse": 0.005822658796372707,
+      "pixel_rmse": 0.07489328662365596,
+      "psnr_db": 22.685743790872976,
+      "ssim": 0.7356054162979127,
+      "temporal_delta_mse": 0.00685514195356518
+    }
+  }
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..870ad9fec0074db68e98d25511db8be3f72a4956
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:604ac7a3375073afe0be7a1652cc03dda4f925cf3099516b682ccf2de51ed59d
+size 466149
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0752fcb5eb877aec6f2a09ed44b5f082765a2c00
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:805dd1cb091556a30f5e749d518fe5747e7f24cde86c786213b04d184332a714
+size 610454
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..5d346af658a1e7ea76358b6c450c3c34b711fe14
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b3c31cd60ae93183940c112e7a190a2a32c0d27443006a5ad04fdef9457752c9
+size 505995
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..63c8c55d77ffbae9e179652e023ce3332f28dab1
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:aaa637a472cc6b7cc75fc7214e80c284bfcb4a7c734ff6b01f7021fe9caa8e64
+size 702932
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..8264e6e30cc94d19c4b0a23ad433eeddc67541e0
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1fb5fc6f5da6deddbafca2457f1bfb56055c953e377f7aaa575fef0e6ccddee7
+size 1476976
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..a3de09e9a09a566bfd6c6e9b226fe57da025f5a1
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c00239986656cc66c8a1cabb5b7264c3f7a8da0d6f0539257f3d0d947ae5a872
+size 1603898
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..05a9c09220ce3ee7918c1e9b9bd1ce24b9c90d57
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5ea5b8c72530cb681ce784f4fbc1cde4defe5e3da44c8802e9a0a1f33e7f71a1
+size 2084495
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..5e7a8e80889c0f26e79d26ce1b6a823cf81a422a
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:dc008870bc29e291b7b1628f965d3a90d3ca158467036f16177f1a409347a701
+size 2362833
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..d6dfeeaf815bc25ea944bdd6764626e54094d8e6
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bb6e87adace7e9ef5ff789e14b3f5603227b4f6852830eacecf3ab132f06f50e
+size 1112663
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0a6a23772498afa6c3bff9b85ea144970e0d92bb
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ed1ee1d6e591bb5fbde71e2ce21e91009c36876439f21c5e70694f661d4e43fd
+size 998460
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..730e7ae0cd7cda4e3632303baaeba64830735d4d
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2ca57580737def8110ee4dce92cc6d1844a85e0f80e3a7debc1b56cdf6301164
+size 1218817
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..5c49e100d45c38a981df4bfdb8abe30c19e3b28f
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2ea447c5bf6d546732a72fbcc6694bb91b5edea6a2146d80a5e8e610cbfbe2e6
+size 848152
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..e32654ddd392c7f4919ec586f3dfb348fb7a7bef
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:9535e2dbe36d7175cabc3419f808b896ceea36cc50fa3907b7fd6f6368747a34
+size 1262308
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..bdc0ee64c6862890bbc1ae1526522740b140ef9d
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:06229eb992cc6e829fdf395af6799a25351becbdb72c5b08000ec9d110bf73a3
+size 1496535
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..996ed1e061463c996e18ea60314350afe63cd790
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:954f35a00fdb63e9033a454a9427f123a21dd7d20cd9e89460aa5717a23cabcc
+size 1299621
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..cf02cd4d9b51bf510d6fbb8b74176ad432201baf
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0028_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:db80897e350043acbef57b348f2ded05f8da8c6b6b2f75338e4d17bc8374c0cd
+size 1741699
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..7fb6613905697c7a0125b7acc3b98587a7774392
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:38fab5c18a7ce7ebf9fe455f72f5a6fc38128d27d9e71fcdea6b9111e439a152
+size 893212
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..eebca8587466f62440acccfbf008aefb49690084
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:61f409fbe88c84e1a287bf2d2c073158ca854d208813cb0956382642dc48245f
+size 941394
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..a9a083dec13f3c4d43bd9c6ca9ef328835f16a0b
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c008a70fbd5dd11e850148e801ef87af0d30a5df21092535d11f1d0ba100923f
+size 892525
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..6ff8647b9e976ef629f323ab253f7eb2f29b3d5a
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0058_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:73710c7317d68dc0ab3b84912d69910d026a3c8528cae4799aafe36838446703
+size 1052357
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..6cebb6313e4a3a5ca84cd9238fe7f46b10d9e399
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3c1d6080e59634cd142ed19c9dcaa8f2229248bfc6f525f21af1270c15709512
+size 707700
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..54d5c868a6cbb40bc250e7403cffccf93936e3ec
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:3a0109581adbf9bd0ebe2672e296083cb6d3670a43edc859feb55456130d790e
+size 687039
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..3113d2c990393537e8cf410ccbe5a3d20fb9d3d7
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a66d3c8ff5d05a02d487f76bf7f4a1a9f6a6de57bc993f333e729b9ea71ae3bf
+size 912324
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..0907d47bfdf97b7f234c11649c8b451469b63f33
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0080_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b003046bb3da4428d9e7d57c787bfa48f4e18c542127bea05f503fa0fa4dbdbe
+size 970566
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..c5b0158d9a825e2837242745ba02e27d1b4c985f
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:acc0741f046b7d3e6478b81d3c0098dae22ddbcdb3f6728a0d56e93e0acfad5e
+size 820166
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..8e1b23f45f268f7be8b0cf284b113b3008d289fa
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5c1f5aa430b5068161325844980c6a265b54065aaba711e1de1f38cfb7b2598d
+size 920910
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..aedd29b4194faa6241251c51b95f7f1b197fa585
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a4dd46a1496b48dae4f3fe8343f030378dc708e3b08191c55027b4493283435c
+size 834416
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..d950611981b28a02f06a3ab492add1a764556d99
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0094_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:328bcbdcea16cc5bd19ae36d2d173a00c67cb976eacfb41099595815c76e38b8
+size 1503732
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..20ca17679498b4907a951e8e17c9210ebdeccdcd
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_00.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:18375304764df68cf62da99330d2768301a41ed002250b1d311231494684a7f4
+size 940075
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..272aff38566c0c357a0d582f1ddf56314c688cd5
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_01.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1114315dc41a0451a752e97d10631359fe014e3d6b578b5b62e1cbb714cc8706
+size 862766
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..97b4cb2f9b9ca631c8b2fb87deaee692242d62c2
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_02.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:61e319e8db67942c145466e943f4635a37b18e4f0f8425063b8dd096c934e702
+size 920590
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4 b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4
new file mode 100644
index 0000000000000000000000000000000000000000..fac674a5874e5ad1f976dc6b403db138121b68b2
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0096_action_03.mp4
@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5147787e317d732bb49e139c93b6d9faac2d88ea617552f938165226d5c2f240
+size 1118370
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/sync.completed b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/sync.completed
new file mode 100644
index 0000000000000000000000000000000000000000..b52bd4d5a8ae9180d91b45efdab0982c33d7f11a
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppf_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/sync.completed
@@ -0,0 +1 @@
+2026-07-21T10:26:42Z
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/comparison_vs_stage1_fp32master.json b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/comparison_vs_stage1_fp32master.json
new file mode 100644
index 0000000000000000000000000000000000000000..2af8fea9247a15c5aa0223e43e2aace195bd68b2
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/comparison_vs_stage1_fp32master.json
@@ -0,0 +1,69 @@
+{
+  "protocol": {
+    "case_ids": [4, 11, 17, 28, 58, 80, 94, 96],
+    "actions_per_case": 4,
+    "record_count": 32,
+    "replace_steps": [1, 2, 3],
+    "schedule": "F-P-P-P",
+    "chunk_0_schedule": "F-F-F-F",
+    "train_chunks_schedule": "F-P-P-P",
+    "seed": 0,
+    "frames": 125,
+    "resolution": [480, 832],
+    "reference": "saved Full-DiT training videos"
+  },
+  "baseline": {
+    "label": "stage1_fp32master_step2000",
+    "weights": "checkpoints/predictor_v4_prefeature_blocks1-52_fp32master_8gpu_flr1e-4_blr1e-5_schedsteps2000_swarmup100_bwarmup100_swanlab/predictor_step_02000.safetensors",
+    "psnr_db": 21.05069032050966,
+    "frame_psnr_mean_db": 23.03708651907467,
+    "ssim": 0.7179842058345676,
+    "lpips_alex": 0.20317266755230962,
+    "pixel_mse": 0.008918703037197702,
+    "pixel_rmse": 0.09164192390681834,
+    "pixel_mae": 0.0463879839553265,
+    "temporal_delta_mse": 0.00778053552039637
+  },
+  "rollout_step300": {
+    "weights": "checkpoints/predictor_v4_rollout_fppp_blocks1-52_overfit8_seed20260721_fp32master_8gpu_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8_swanlab/predictor_step_00300.safetensors",
+    "psnr_db": 21.074148196085176,
+    "frame_psnr_mean_db": 23.127018795321213,
+    "ssim": 0.725476332589984,
+    "lpips_alex": 0.17820671081665207,
+    "pixel_mse": 0.008911451532205319,
+    "pixel_rmse": 0.09152811611164001,
+    "pixel_mae": 0.04613436839031056,
+    "temporal_delta_mse": 0.007745584036456421
+  },
+  "step300_minus_baseline": {
+    "psnr_db": 0.023457875575516596,
+    "frame_psnr_mean_db": 0.0899322762465431,
+    "ssim": 0.0074921267554164395,
+    "lpips_alex": -0.024965956735657546,
+    "pixel_mse": -0.000007251504992382765,
+    "pixel_rmse": -0.00011380779517833339,
+    "pixel_mae": -0.00025361556501594246,
+    "temporal_delta_mse": -0.00003495148393994896
+  },
+  "relative_change_percent": {
+    "psnr_db": 0.11143518439706845,
+    "frame_psnr_mean_db": 0.390380424938197,
+    "ssim": 1.0434946471709283,
+    "lpips_alex": -12.288048897733606,
+    "pixel_mse": -0.08130672096759994,
+    "pixel_rmse": -0.12418747918698791,
+    "pixel_mae": -0.5467268533596692,
+    "temporal_delta_mse": -0.44921694462193296
+  },
+  "step300_paired_wins_out_of_32": {
+    "psnr_db": 19,
+    "frame_psnr_mean_db": 19,
+    "ssim": 25,
+    "lpips_alex": 29,
+    "pixel_mse": 19,
+    "pixel_rmse": 19,
+    "pixel_mae": 20,
+    "temporal_delta_mse": 13
+  },
+  "conclusion": "Rollout step 300 modestly improves the target F-P-P-P schedule over its exact FP32-master stage-1 initialization, with the clearest gains in LPIPS and SSIM, while PSNR and pixel-error gains are small."
+}
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/generation.completed b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/generation.completed
new file mode 100644
index 0000000000000000000000000000000000000000..5035e499607419d1aad45b5fdf623ab88359df8d
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/generation.completed
@@ -0,0 +1 @@
+2026-07-21T12:10:03Z
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/generation.started b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/generation.started
new file mode 100644
index 0000000000000000000000000000000000000000..720c8f2176f17d6f781aef935f396bb05eb0c302
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/generation.started
@@ -0,0 +1 @@
+2026-07-21T12:00:22Z
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_0.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_0.log
new file mode 100644
index 0000000000000000000000000000000000000000..6fa9283b1f124d16e9ac01f342c6fc1ce98dbc06
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_0.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:08<00:35,  8.78s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:11<00:15,  5.32s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:14<00:08,  4.16s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:17<00:03,  3.80s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:17<00:00,  3.54s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FB4282C50C0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.09it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.15it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.05it/s]
100%|██████████| 4/4 [00:01<00:00,  2.10it/s]
100%|██████████| 4/4 [00:01<00:00,  2.10it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.74it/s]
100%|██████████| 4/4 [00:00<00:00,  5.98it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:00<00:00,  6.19it/s]
100%|██████████| 4/4 [00:00<00:00,  4.97it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.14it/s]
100%|██████████| 4/4 [00:00<00:00,  4.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.56it/s]
100%|██████████| 4/4 [00:01<00:00,  3.67it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.26s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.74it/s]
100%|██████████| 4/4 [00:01<00:00,  2.77it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.24s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.78it/s]
100%|██████████| 4/4 [00:01<00:00,  2.79it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 4, "elapsed_s": 99.4530003980035, "end_to_end_s": 99.4530003980035, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.848489543015603, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppp-blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_00.mp4", "video_validate_s": 0.13832094497047365, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FB4282C4DC0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.17it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.19it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.19it/s]
100%|██████████| 4/4 [00:01<00:00,  2.19it/s]
100%|██████████| 4/4 [00:01<00:00,  2.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.94it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:00<00:00,  6.07it/s]
100%|██████████| 4/4 [00:00<00:00,  4.89it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.26it/s]
100%|██████████| 4/4 [00:00<00:00,  4.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.54it/s]
100%|██████████| 4/4 [00:01<00:00,  3.65it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.10s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.09it/s]
100%|██████████| 4/4 [00:01<00:00,  3.10it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.25s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.76it/s]
100%|██████████| 4/4 [00:01<00:00,  2.78it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 4, "elapsed_s": 89.95306620199699, "end_to_end_s": 89.95306620199699, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.846850173023995, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppp-blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_01.mp4", "video_validate_s": 0.17020851996494457, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FB4282C5150>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.66it/s]
100%|██████████| 4/4 [00:00<00:00,  5.73it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:00<00:00,  6.14it/s]
100%|██████████| 4/4 [00:00<00:00,  4.93it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.23it/s]
100%|██████████| 4/4 [00:00<00:00,  4.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.43it/s]
100%|██████████| 4/4 [00:01<00:00,  3.58it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.01it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.23it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.27s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.71it/s]
100%|██████████| 4/4 [00:01<00:00,  2.73it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 4, "elapsed_s": 91.18858368502697, "end_to_end_s": 91.18858368502697, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.7928309490089305, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppp-blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_02.mp4", "video_validate_s": 0.15267596300691366, "worker_id": 0}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a woman is praying in front of a buddhist temple
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7FB4282C51E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
100%|██████████| 4/4 [00:01<00:00,  2.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:00<00:00,  5.94it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.39it/s]
100%|██████████| 4/4 [00:00<00:00,  6.01it/s]
100%|██████████| 4/4 [00:00<00:00,  4.81it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.23it/s]
100%|██████████| 4/4 [00:00<00:00,  5.25it/s]
100%|██████████| 4/4 [00:00<00:00,  4.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.56it/s]
100%|██████████| 4/4 [00:01<00:00,  3.66it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.02it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.16s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  2.93it/s]
100%|██████████| 4/4 [00:01<00:00,  2.94it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 4, "elapsed_s": 88.38407644996187, "end_to_end_s": 88.38407644996187, "mode": "predictor", "peak_memory_gib": 71.9283185005188, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9501681620022282, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppp-blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0004_action_03.mp4", "video_validate_s": 0.18951787299010903, "worker_id": 0}
+[rank0]:[W721 12:09:27.181285435 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_0.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_0.pid
new file mode 100644
index 0000000000000000000000000000000000000000..d5b900c3cf12ae607359a23bac0f6d673ff28a6f
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_0.pid
@@ -0,0 +1 @@
+2639477
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_1.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_1.log
new file mode 100644
index 0000000000000000000000000000000000000000..1a823bb32ff7d372bfbaab233531d0964a72b3af
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_1.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:06<00:24,  6.11s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:08<00:11,  3.74s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:10<00:05,  2.92s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:12<00:02,  2.83s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:12<00:00,  2.57s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F01B02E1210>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.06it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.14it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.14it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.73it/s]
100%|██████████| 4/4 [00:00<00:00,  5.97it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:00<00:00,  5.68it/s]
100%|██████████| 4/4 [00:00<00:00,  4.65it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.21it/s]
100%|██████████| 4/4 [00:00<00:00,  4.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.57it/s]
100%|██████████| 4/4 [00:01<00:00,  3.67it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.21it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.01it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 11, "elapsed_s": 96.09518745797686, "end_to_end_s": 96.09518745797686, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1075440419954248, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppp-blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_00.mp4", "video_validate_s": 0.24762208596803248, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F01B02E0F40>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.11it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  5.89it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:00<00:00,  5.98it/s]
100%|██████████| 4/4 [00:00<00:00,  4.82it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:00<00:00,  5.12it/s]
100%|██████████| 4/4 [00:00<00:00,  4.12it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.52it/s]
100%|██████████| 4/4 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.01it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.03it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.05it/s]
100%|██████████| 4/4 [00:01<00:00,  3.26it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 11, "elapsed_s": 95.24480803398183, "end_to_end_s": 95.24480803398183, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.02510100096697, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppp-blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_01.mp4", "video_validate_s": 0.2806575970025733, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F01B02E11B0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.15it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.65it/s]
100%|██████████| 4/4 [00:00<00:00,  5.67it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.42it/s]
100%|██████████| 4/4 [00:00<00:00,  6.11it/s]
100%|██████████| 4/4 [00:00<00:00,  4.90it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.22it/s]
100%|██████████| 4/4 [00:00<00:00,  4.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.50it/s]
100%|██████████| 4/4 [00:01<00:00,  3.62it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.17it/s]
100%|██████████| 4/4 [00:01<00:00,  3.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.05it/s]
100%|██████████| 4/4 [00:01<00:00,  3.26it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 11, "elapsed_s": 92.94494024501182, "end_to_end_s": 92.94494024501182, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9986344159697182, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppp-blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_02.mp4", "video_validate_s": 0.34146087703993544, "worker_id": 1}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               a large crowd of people walking in a shopping mall
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F01B02E11E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.15it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.15it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  5.87it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  5.75it/s]
100%|██████████| 4/4 [00:00<00:00,  4.69it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.21it/s]
100%|██████████| 4/4 [00:00<00:00,  5.14it/s]
100%|██████████| 4/4 [00:00<00:00,  4.13it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.07it/s]
100%|██████████| 4/4 [00:01<00:00,  4.52it/s]
100%|██████████| 4/4 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.20it/s]
100%|██████████| 4/4 [00:01<00:00,  3.21it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.23it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.02it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 11, "elapsed_s": 91.24737657199148, "end_to_end_s": 91.24737657199148, "mode": "predictor", "peak_memory_gib": 71.92790651321411, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1538462199969217, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppp-blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0011_action_03.mp4", "video_validate_s": 0.37247353099519387, "worker_id": 1}
+[rank0]:[W721 12:09:27.220775756 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_1.pid b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_1.pid
new file mode 100644
index 0000000000000000000000000000000000000000..c37ff65fef92e48cbbe26239773d60a83ad24c63
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_1.pid
@@ -0,0 +1 @@
+2639478
diff --git a/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_2.log b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_2.log
new file mode 100644
index 0000000000000000000000000000000000000000..2999ccd2689470d1cb9e79c7214d9fd2fcbfe169
--- /dev/null
+++ b/outputs/predictor_v4/eval_rollout-fppp-overfit8_schedule-fppp_blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/logs/generate_worker_2.log
@@ -0,0 +1,119 @@
+HY-World 1.5 loading from:  /mnt/s3files/s3-us-west2-default/zoubin/cz/checkpoints/hy_worldplay/huggingface/hub/models--tencent--HY-WorldPlay/snapshots/f4c29235647707b571479a69b569e4166f9f5bf8/ar_distilled_action_model/diffusion_pytorch_model.safetensors
+
Loading checkpoint shards:   0%|          | 0/5 [00:00<?, ?it/s]
Loading checkpoint shards:  20%|██        | 1/5 [00:07<00:31,  7.95s/it]
Loading checkpoint shards:  40%|████      | 2/5 [00:10<00:15,  5.03s/it]
Loading checkpoint shards:  60%|██████    | 3/5 [00:13<00:07,  3.93s/it]
Loading checkpoint shards:  80%|████████  | 4/5 [00:15<00:03,  3.31s/it]
Loading checkpoint shards: 100%|██████████| 5/5 [00:15<00:00,  3.18s/it]
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F1A0C7A2890>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.67it/s]
 50%|█████     | 2/4 [00:01<00:01,  1.91it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.01it/s]
100%|██████████| 4/4 [00:02<00:00,  2.06it/s]
100%|██████████| 4/4 [00:02<00:00,  2.00it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.70it/s]
100%|██████████| 4/4 [00:00<00:00,  7.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.80it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.40it/s]
100%|██████████| 4/4 [00:00<00:00,  6.02it/s]
100%|██████████| 4/4 [00:00<00:00,  4.83it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.20it/s]
100%|██████████| 4/4 [00:00<00:00,  4.18it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.36it/s]
100%|██████████| 4/4 [00:01<00:00,  3.53it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 0, "action_name": "w_s", "case_id": 17, "elapsed_s": 99.10276512801647, "end_to_end_s": 99.10276512801647, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.1053274769801646, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppp-blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_00.mp4", "video_validate_s": 0.23151589703047648, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F1A0C671CF0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.16it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.18it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  5.87it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.44it/s]
100%|██████████| 4/4 [00:00<00:00,  6.15it/s]
100%|██████████| 4/4 [00:00<00:00,  4.93it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.12it/s]
100%|██████████| 4/4 [00:00<00:00,  4.13it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.05it/s]
100%|██████████| 4/4 [00:01<00:00,  4.48it/s]
100%|██████████| 4/4 [00:01<00:00,  3.60it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.02it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.19it/s]
100%|██████████| 4/4 [00:01<00:00,  3.20it/s]
+{"action_id": 1, "action_name": "a_d", "case_id": 17, "elapsed_s": 93.40870433696546, "end_to_end_s": 93.40870433696546, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.840684303024318, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppp-blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_01.mp4", "video_validate_s": 0.21577899099793285, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F1A0C7A29E0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.17it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.17it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.71it/s]
100%|██████████| 4/4 [00:00<00:00,  7.15it/s]
100%|██████████| 4/4 [00:00<00:00,  5.78it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.40it/s]
100%|██████████| 4/4 [00:00<00:00,  6.01it/s]
100%|██████████| 4/4 [00:00<00:00,  4.82it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.16it/s]
100%|██████████| 4/4 [00:00<00:00,  4.15it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.51it/s]
100%|██████████| 4/4 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.00it/s]
100%|██████████| 4/4 [00:01<00:00,  3.22it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.03it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.04it/s]
100%|██████████| 4/4 [00:01<00:00,  3.25it/s]
+{"action_id": 2, "action_name": "up_down", "case_id": 17, "elapsed_s": 99.60996105900267, "end_to_end_s": 99.60996105900267, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 1.9561964210006408, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppp-blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_02.mp4", "video_validate_s": 0.23179917701054364, "worker_id": 2}
+
+============================================================
+🎬  HunyuanVideo Generation Task
+------------------------------------------------------------
+User Prompt:               fried onion rings in a basket
+Rewritten Prompt:          <disabled>
+Aspect Ratio:              16:9
+Video Length:              125
+Reference Image:           <PIL.Image.Image image mode=RGB size=832x480 at 0x7F1A0C673DF0>
+Guidance Scale:            1.0
+Guidance Embedded Scale:   None
+Shift:                     5.0
+Seed:                      0
+Video Resolution:          832 x 480
+Attn mode:                 flash
+Transformer dtype:         torch.bfloat16
+Sampling Steps:            4
+Use Meanflow:              False
+============================================================
+
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  2.14it/s]
 50%|█████     | 2/4 [00:00<00:00,  2.16it/s]
 75%|███████▌  | 3/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
100%|██████████| 4/4 [00:01<00:00,  2.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:01,  1.72it/s]
100%|██████████| 4/4 [00:00<00:00,  5.90it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.43it/s]
100%|██████████| 4/4 [00:00<00:00,  6.10it/s]
100%|██████████| 4/4 [00:00<00:00,  4.89it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.22it/s]
100%|██████████| 4/4 [00:00<00:00,  5.18it/s]
100%|██████████| 4/4 [00:00<00:00,  4.16it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:00<00:02,  1.06it/s]
100%|██████████| 4/4 [00:01<00:00,  4.52it/s]
100%|██████████| 4/4 [00:01<00:00,  3.63it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.07s/it]
 75%|███████▌  | 3/4 [00:01<00:00,  3.18it/s]
100%|██████████| 4/4 [00:01<00:00,  3.19it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.06s/it]
100%|██████████| 4/4 [00:01<00:00,  4.01it/s]
100%|██████████| 4/4 [00:01<00:00,  3.23it/s]
+
  0%|          | 0/4 [00:00<?, ?it/s]
 25%|██▌       | 1/4 [00:01<00:03,  1.05s/it]
100%|██████████| 4/4 [00:01<00:00,  4.03it/s]
100%|██████████| 4/4 [00:01<00:00,  3.24it/s]
+{"action_id": 3, "action_name": "left_right", "case_id": 17, "elapsed_s": 97.79692877398338, "end_to_end_s": 97.79692877398338, "mode": "predictor", "peak_memory_gib": 71.92625856399536, "predictor_variant": "v4", "replace_steps": [1, 2, 3], "seed": 0, "source_blocks": [1, 52], "timing": {}, "video_encode_s": 2.0169915719889104, "video_path": "/mnt/local_nvme/zoubin/cz/hyworldplay_eval_v4_rollout-fppp-overfit8_schedule-fppp-blocks1-52_ckptstep300_flr1e-4_blr1e-5_schedsteps2000_swarmup8_bwarmup8/predictor/case_0017_action_03.mp4", "video_validate_s": 0.20797258900711313, "worker_id": 2}
+[rank0]:[W721 12:09:48.741204327 ProcessGroupNCCL.cpp:1496] Warning: WARNING: destroy_process_group() was not called before program exit, which can leak resources. For more info, please see https://pytorch.org/docs/stable/distributed.html#shutdown (function operator())