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Publish Phoenix-MWA evaluation resources (verified batch)

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Explicit evaluation-only release; no training states, raw visual data or credentials.

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NOTICE.md ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
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+ # Attribution and license scope
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+
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+ Phoenix-LIBERO is a modified policy derived from Wan2.2-TI2V-5B through Phoenix Robot37 pretraining (step 125000) and LIBERO post-training (step 25000). Its release checkpoint also changes the Joint96 metadata schema to the Phoenix name; the schema migration does not change inference tensors.
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+
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+ The Wan Team's upstream model is distributed under Apache License 2.0. A copy is included in [LICENSES/Apache-2.0.txt](LICENSES/Apache-2.0.txt). Upstream source and model terms: [Wan-AI/Wan2.2-TI2V-5B](https://huggingface.co/Wan-AI/Wan2.2-TI2V-5B). This notice preserves the upstream license and records the modifications; it does not assign an additional license to Phoenix-owned weight contributions.
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+
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+ LIBERO is acknowledged as the post-training and evaluation benchmark: [Lifelong Robot Learning / LIBERO](https://github.com/Lifelong-Robot-Learning/LIBERO). The accompanying configuration, normalization statistics and initialization records document this policy. Historical absolute paths identify source artifacts; they do not grant access to, or redistribute, those datasets or private pretraining checkpoints.
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+
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+ The separately distributed [Phoenix-Encoders](https://huggingface.co/OpenPhoenix/Phoenix-Encoders) repository contains the required DINO/STVAE encoders and their notices. Public Wan VAE, T5 and tokenizer dependencies retain their upstream terms and are obtained separately.
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+
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+ Phoenix-MWA's code license is not a blanket license for model weights, datasets or third-party dependencies. No additional Phoenix weight license is inferred from that code license. Retained third-party notices do not imply endorsement by the upstream authors.
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train_config.yaml ADDED
@@ -0,0 +1,631 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ output_dir: /mnt/data/lcy/InternW0-Delta/runs/libero_joint96_cached_flu_bi_robot37_init125k/libero_joint96_cached_flu_bi_robot37_init125k_b8_w32_lr5e5_ep50_01
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+ video_latent_cache: 'off'
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+ video_latent_cache_fields:
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+ - current
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+ - memory_anchor
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+ - memory_recent
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+ batch_size: 8
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+ num_workers: 4
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+ lr_scheduler_type: cosine
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+ learning_rate: 5.0e-05
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+ vlm_learning_rate: 5.0e-05
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+ num_epochs: 50
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+ max_steps: null
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+ log_every: 10
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+ save_every: 5000
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+ max_weight_checkpoints: 15
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+ eval_every: 0
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+ eval_num_inference_steps: 10
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+ eval_loss_samples_per_rank: 2
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+ eval_max_videos: 0
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+ gradient_accumulation_steps: 1
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+ mixed_precision: bf16
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+ seed: 42
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+ max_grad_norm: 1.0
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+ weight_decay: 0.01
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+ resume: null
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+ wandb:
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+ enabled: true
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+ workspace: null
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+ project: fastwam-auxsignals
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+ name: libero_joint96_cached_flu_bi_robot37_init125k_b8_w32_lr5e5_ep50_01
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+ group: null
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+ mode: online
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+ paths:
35
+ data: data
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+ cache: .cache/internw0
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+ checkpoints: checkpoints
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+ output: /mnt/data/lcy/InternW0-Delta/runs
39
+ robotwin: data/robotwin
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+ robodojo: data/robodojo
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+ libero: /mnt/data/lcy/FastWAM-AuxSignals-new/data/libero_mujoco3.3.2
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+ ebench: data/ebench
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+ save_on_train_end: true
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+ save_training_state: true
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+ data:
46
+ train:
47
+ _target_: wam.datasets.libero_joint96_cache.LiberoJoint96CachedDataset
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+ dataset_dirs:
49
+ - /mnt/data/lcy/FastWAM-AuxSignals-new/data/libero_mujoco3.3.2/libero_spatial_no_noops_lerobot
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+ - /mnt/data/lcy/FastWAM-AuxSignals-new/data/libero_mujoco3.3.2/libero_object_no_noops_lerobot
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+ - /mnt/data/lcy/FastWAM-AuxSignals-new/data/libero_mujoco3.3.2/libero_goal_no_noops_lerobot
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+ - /mnt/data/lcy/FastWAM-AuxSignals-new/data/libero_mujoco3.3.2/libero_10_no_noops_lerobot
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+ shape_meta:
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+ global_sample_stride: 1
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+ video_size:
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+ val_set_proportion: 0.0
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+ is_training_set: true
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+ skip_padding_as_possible: false
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+ concat_multi_camera: latent_horizontal
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+ single_canvas: false
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+ return_vlm_current_images: false
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+ load_episode_stats: true
107
+ check_local_files: true
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+ proprio_noise_std: 0.01
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+ pretrained_norm_stats: /mnt/data/lcy/InternW0-Delta/assets/stats/libero_joint96_flu_b_identity_v1.json
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+ processor:
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+ _target_: wam.datasets.lerobot.processors.wam_processor.WAMProcessor
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+ shape_meta:
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+ raw_shape: 2
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+ use_stepwise_action_norm: false
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+ norm_default_mode: min/max
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+ norm_exception_mode: null
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+ - _target_: wam.datasets.lerobot.transforms.image.ToTensor
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+ - _target_: wam.datasets.libero_joint96_cache.CacheRGBTransform
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+ val_transforms:
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+ - _target_: wam.datasets.lerobot.transforms.image.ToTensor
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+ - _target_: wam.datasets.libero_joint96_cache.CacheRGBTransform
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+ context_len: 128
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+ image_color_jitter:
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+ enabled: false
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+ brightness: 0.2
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+ contrast: 0.2
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+ saturation: 0.25
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+ gamma: 0.0
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+ prob: 1.0
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+ scale_min: 0.94
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+ scale_max: 1.0
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+ translate: 0.03
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+ rotation_degrees: 5.0
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+ camera_keys:
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+ enabled: false
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+ camera_keys:
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+ gaussian_prob: 0.0
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+ blur_prob: 0.0
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+ blur_sigma: 0.0
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+ downsample_prob: 0.08
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+ downsample_scale_min: 0.75
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+ domain: libero
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+ camera_slots:
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+ - 0
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+ - 2
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+ vae_root: /mnt/data/lcy/fastwam_auxsignals/feature_cache/libero_wan22vae256_perview_t3_256gpu_b1_20260927_01
255
+ stvae_root: /mnt/data/lcy/fastwam_auxsignals/feature_cache/libero_dino110k_stvae150k_robot37_mean_t3_32gpu_20261005_01
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+ source_root: /mnt/data/lcy/FastWAM-AuxSignals-new
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+ source_sha256: 337de222f09fe0340cdd2292bdae77f90cd0a619d2c6b30087fc8e093b3c6dc3
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+ initialization_checkpoint: /mnt/data/lcy/InternW0-Delta/runs/local_robot37_multiview_softprompt/robot37_rgbmix_exclude11_interndata6_softprompt_stvae150k_w224_b20_s256013_resume075000_mask75_lang70_save5000_20261007_01/checkpoints/weights/step_125000.pt
259
+ max_open_shards: 32
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+ pair_binding_file: /mnt/data/lcy/fastwam_auxsignals/feature_cache/libero_dino110k_stvae150k_robot37_mean_t3_32gpu_20261005_01/JOINT96_PAIR_BINDING.json
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+ val:
262
+ _target_: wam.datasets.libero_joint96_cache.LiberoJoint96CachedDataset
263
+ dataset_dirs:
264
+ - /mnt/data/lcy/FastWAM-AuxSignals-new/data/libero_mujoco3.3.2/libero_spatial_no_noops_lerobot
265
+ - /mnt/data/lcy/FastWAM-AuxSignals-new/data/libero_mujoco3.3.2/libero_object_no_noops_lerobot
266
+ - /mnt/data/lcy/FastWAM-AuxSignals-new/data/libero_mujoco3.3.2/libero_goal_no_noops_lerobot
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+ - /mnt/data/lcy/FastWAM-AuxSignals-new/data/libero_mujoco3.3.2/libero_10_no_noops_lerobot
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+ shape_meta:
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+ images:
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+ - key: image
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+ raw_shape:
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+ - 512
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+ - 512
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+ shape:
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+ - 3
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+ - 256
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+ - key: wrist_image
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+ - 3
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+ - 512
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+ - 512
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+ shape:
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+ - 256
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+ shape: 7
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+ - key: joint
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+ lerobot_key: observation.states.joint_state
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+ raw_shape: 7
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+ shape: 7
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+ - key: ee
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+ lerobot_key: observation.states.ee_state
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+ raw_shape: 6
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+ shape: 9
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+ - key: gripper
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+ lerobot_key: observation.states.gripper_state
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+ raw_shape: 2
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+ shape: 1
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+ num_frames: 33
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+ global_sample_stride: 1
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+ memory_video_anchor_size: 0
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+ memory_recent_frame_offset: 0
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+ action_video_freq_ratio: 4
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+ video_size:
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+ - 256
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+ - 256
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+ camera_key: null
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+ val_set_proportion: 0.0
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+ is_training_set: false
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+ skip_padding_as_possible: false
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+ concat_multi_camera: latent_horizontal
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+ single_canvas: false
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+ return_vlm_current_images: false
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+ load_episode_stats: true
322
+ check_local_files: true
323
+ pretrained_norm_stats: /mnt/data/lcy/InternW0-Delta/assets/stats/libero_joint96_flu_b_identity_v1.json
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+ processor:
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+ _target_: wam.datasets.lerobot.processors.wam_processor.WAMProcessor
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+ shape_meta:
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+ images:
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+ - key: image
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+ - 3
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+ - 512
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+ raw_shape: 6
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+ lerobot_key: observation.states.gripper_state
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+ raw_shape: 2
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+ shape: 1
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+ num_obs_steps: 33
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+ action_output_dim: 80
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+ proprio_output_dim: 80
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+ delta_action_dim_mask:
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+ - true
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+ - true
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+ - true
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+ action_state_transforms:
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+ - _target_: wam.datasets.lerobot.transforms.libero_flu_bi.LiberoRight80FLUBIdentityTransform
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+ use_stepwise_action_norm: false
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+ norm_default_mode: min/max
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+ norm_exception_mode: null
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+ action_state_merger:
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+ _target_: wam.datasets.lerobot.transforms.action_state_merger.ConcatLeftAlign
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+ action_target_dim: 80
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+ - _target_: wam.datasets.lerobot.transforms.image.ToTensor
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+ - _target_: wam.datasets.libero_joint96_cache.CacheRGBTransform
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+ val_transforms:
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+ - _target_: wam.datasets.lerobot.transforms.image.ToTensor
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+ - _target_: wam.datasets.libero_joint96_cache.CacheRGBTransform
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+ normalization_passthrough_dims:
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+ context_len: 128
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+ domain: libero
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+ camera_slots:
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+ - 2
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+ enabled: false
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+ image_camera_jitter:
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+ enabled: false
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+ image_sensor_noise:
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+ enabled: false
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+ visual_cache:
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+ vae_root: /mnt/data/lcy/fastwam_auxsignals/feature_cache/libero_wan22vae256_perview_t3_256gpu_b1_20260927_01
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+ stvae_root: /mnt/data/lcy/fastwam_auxsignals/feature_cache/libero_dino110k_stvae150k_robot37_mean_t3_32gpu_20261005_01
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+ source_root: /mnt/data/lcy/FastWAM-AuxSignals-new
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+ source_sha256: 337de222f09fe0340cdd2292bdae77f90cd0a619d2c6b30087fc8e093b3c6dc3
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+ initialization_checkpoint: /mnt/data/lcy/InternW0-Delta/runs/local_robot37_multiview_softprompt/robot37_rgbmix_exclude11_interndata6_softprompt_stvae150k_w224_b20_s256013_resume075000_mask75_lang70_save5000_20261007_01/checkpoints/weights/step_125000.pt
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+ max_open_shards: 32
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+ pair_binding_file: /mnt/data/lcy/fastwam_auxsignals/feature_cache/libero_dino110k_stvae150k_robot37_mean_t3_32gpu_20261005_01/JOINT96_PAIR_BINDING.json
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+ video_size:
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+ num_output_cameras: 3
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+ sampling:
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+ action_size: 32
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+ action_video_freq_ratio: 4
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+ memory_video_anchor_size: 0
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+ memory_recent_frame_offset: 0
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+ model:
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+ _target_: wam.model.factory.create_wam
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+ model_id: Wan-AI/Wan2.2-TI2V-5B
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+ tokenizer_model_id: Wan-AI/Wan2.1-T2V-1.3B
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+ tokenizer_max_len: 128
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+ load_text_encoder: false
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+ proprio_dim: 80
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+ redirect_common_files: true
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+ mot_checkpoint_mixed_attn: true
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+ mot_attention_backend: flex
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+ mot_flex_block_size: 64
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+ action_dit_pretrained_path: null
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+ action_dit_use_interpolated_init: false
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+ skip_dit_load_from_pretrain: false
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+ video_dit_config:
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+ has_image_input: false
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+ patch_size:
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+ freq_dim: 256
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+ text_dim: 4096
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+ out_dim: 96
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+ attn_head_dim: 128
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+ num_layers: 30
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+ eps: 1.0e-06
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+ seperated_timestep: true
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+ require_clip_embedding: false
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+ require_vae_embedding: false
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+ fuse_vae_embedding_in_latents: true
498
+ use_gradient_checkpointing: true
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+ video_attention_mask_mode: first_frame_causal
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+ action_conditioned: false
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+ action_dim: 80
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+ action_group_causal_mask_mode: group_diagonal
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+ action_dit_config:
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+ training_time_rtc:
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+ enabled: false
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+ max_delay_steps: 16
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+ action_dim: 80
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+ hidden_dim: 1024
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+ attn_head_dim: 128
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+ num_layers: 30
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+ text_dim: 4096
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+ freq_dim: 256
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+ eps: 1.0e-06
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+ use_gradient_checkpointing: true
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+ num_embodiments: 28
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+ soft_prompt_tokens: 8
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+ embodiment_registry_path: /mnt/data/lcy/InternW0-Delta/configs/embodiment_registry/local_robot37_arm18_capacity28_v1.json
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+ video_scheduler:
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+ train_shift: 6.0
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+ infer_shift: 6.0
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+ num_train_timesteps: 1000
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+ action_scheduler:
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+ train_shift: 1.0
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+ infer_shift: 1.0
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+ num_train_timesteps: 1000
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+ loss:
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+ lambda_video: 1.0
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+ lambda_action: 1.0
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+ future_delta:
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+ enabled: false
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+ num_tokens: null
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+ video_size:
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+ - 256
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+ - 256
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+ num_views: 3
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+ num_frames: 33
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+ action_video_freq_ratio: 4
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+ loss_weight: 0.5
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+ semantic_alignment:
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+ enabled: false
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+ student_layer: 8
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+ teacher_layer: 20
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+ loss_weight: 0.1
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+ max_sigma: 0.5
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+ understanding:
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+ enabled: false
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+ vlm_model_path: checkpoints/RynnBrain1.1-2B
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+ trust_remote_code: true
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+ train_vlm: false
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+ vlm_gradient_checkpointing: false
553
+ vlm_batch_size: 0
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+ max_pixels: 65536
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+ prompt_cache_size: 256
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+ precompute_metadata: true
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+ save_vlm_weights: null
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+ interval_chunks: 1
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+ prompt: null
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+ default_view_layout: auto
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+ default_view_names: ''
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+ memory:
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+ enabled: false
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+ video:
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+ enabled: false
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+ num_anchor_frames: 0
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+ num_recent_frames: 0
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+ deduplicate_identical_anchor_batch: true
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+ joint96_three_view: true
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+ mot_checkpoint_layer_stride: 1
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+ mot_flex_masked_batches: true
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+ mot_flex_training_kernel_options:
573
+ fwd_BLOCK_M: 64
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+ fwd_BLOCK_N: 64
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+ fwd_num_stages: 2
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+ bwd_BLOCK_M1: 64
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+ bwd_BLOCK_N1: 64
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+ bwd_BLOCK_M2: 64
579
+ bwd_BLOCK_N2: 64
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+ bwd_num_stages: 2
581
+ distillation:
582
+ enabled: false
583
+ joint_visual_codec:
584
+ source_root: /mnt/data/lcy/FastWAM-AuxSignals-new
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+ source_sha256: 337de222f09fe0340cdd2292bdae77f90cd0a619d2c6b30087fc8e093b3c6dc3
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+ stvae_checkpoint_path: /mnt/data/lcy/InternW0-Delta/artifacts/robot37_stvae150k_20261003_v1/weights/step_150000_compat.pt
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+ expected_stvae_step: 150000
588
+ dino_kwargs:
589
+ checkpoint_path: /mnt/data/wlb/starVLA/results/multi_teacher_distillation/ego_video_multi_teacher_distillation_vggt_init_mask_curriculum_legacy_stratified_views_aux256_resume35000/checkpoints/step_00110000.pt
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+ checkpoint_state: ema_student
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+ output_source: backbone
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+ projection_mode: raw
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+ projector_out_dim: 1024
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+ projector_state_path: null
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+ feature_norm_state_path: null
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+ require_feature_norm: false
597
+ starvla_source_path: /mnt/data/lcy/FastWAM-AuxSignals-new/third_party/dino90k_runtime
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+ dinov3_source_path: /mnt/data/lcy/FastWAM-AuxSignals-new/third_party/dino90k_runtime/dinov3
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+ dinov3_source_commit: 6876159a11b4df116f30f667f8c9888617df0751
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+ verify_source_commit: true
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+ strict_load: true
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+ image_size: 256
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+ patch_size: 16
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+ local_robot_joint96:
605
+ enabled: false
606
+ expected_world_size: 192
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+ require_deepspeed: true
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+ smoke_mode: false
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+ allow_audit_package: false
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+ allow_smoke_norm: false
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+ validation_seed: 20260928
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+ prefetch_factor: 1
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+ pin_memory: false
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+ min_learning_rate: 5.0e-07
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+ warmup_steps: null
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+ joint96_posttrain:
617
+ enabled: true
618
+ cached_visuals: true
619
+ expected_pretrain_step: 125000
620
+ action_video_attention: current_and_noisy_future_v1
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+ libero_frame_contract: libero_osc_flu_b_identity_v1
622
+ libero_softprompt:
623
+ enabled: true
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+ embodiment_id: 0
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+ init_checkpoint: /mnt/data/lcy/InternW0-Delta/runs/local_robot37_multiview_softprompt/robot37_rgbmix_exclude11_interndata6_softprompt_stvae150k_w224_b20_s256013_resume075000_mask75_lang70_save5000_20261007_01/checkpoints/weights/step_125000.pt
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+ length_bucketed_sampling: false
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+ local_robot_softprompt:
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+ enabled: true
629
+ registry_path: /mnt/data/lcy/InternW0-Delta/configs/embodiment_registry/local_robot37_arm18_capacity28_v1.json
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+ init_checkpoint: null
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+ expected_init_step: null