| ## VACE inference | |
| python -m packages.ltx-pipelines.src.ltx_pipelines.vace_bench_inference \ | |
| --distilled-checkpoint-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-22b-distilled.safetensors \ | |
| --spatial-upsampler-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-spatial-upscaler-x2-1.0.safetensors \ | |
| --gemma-root /mnt/data/xinyuy/models/Gemma3 \ | |
| --lora /home/xinyuy/flexvideo/LTX-2/outputs/hub/inpainting.safetensors 1.0 \ | |
| --subtask inpainting \ | |
| --benchmark-dir /mnt/data/xinyuy/datasets/VACE-Benchmark \ | |
| --output-dir outputs/VACE_bench/inpainting_skip_stage_2 \ | |
| --split all \ | |
| --show-conditioning \ | |
| --skip-stage-2 | |
| python -m packages.ltx-pipelines.src.ltx_pipelines.flexbench_inference \ | |
| --distilled-checkpoint-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-22b-distilled.safetensors \ | |
| --spatial-upsampler-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-spatial-upscaler-x2-1.0.safetensors \ | |
| --gemma-root /mnt/data/xinyuy/models/Gemma3 \ | |
| --dataset-dir /home/xinyuy/dataset_processing/flexcombine-bench/datasets/v0/pose_inpainting \ | |
| --output-dir /home/xinyuy/dataset_processing/flexcombine-bench/flexbench/results/v0/pose_inpainting \ | |
| --hub-dir /home/xinyuy/flexvideo/LTX-2/outputs/hub/ \ | |
| --skip-stage-2 \ | |
| --show-conditioning \ | |
| --subject-offset-frames 100 \ | |
| --frame-num 81 | |
| python -m packages.ltx-pipelines.src.ltx_pipelines.flexbench_inference \ | |
| --distilled-checkpoint-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-22b-distilled.safetensors \ | |
| --spatial-upsampler-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-spatial-upscaler-x2-1.0.safetensors \ | |
| --gemma-root /mnt/data/xinyuy/models/Gemma3 \ | |
| --dataset-dir /home/xinyuy/dataset_processing/flexcombine-bench/datasets/v0/subject_pose \ | |
| --output-dir /home/xinyuy/dataset_processing/flexcombine-bench/results/flexbench/v0/ltx-2-scale-up/subject_pose \ | |
| --hub-dir /home/xinyuy/flexvideo/LTX-2/outputs/hub/ \ | |
| --skip-stage-2 \ | |
| --show-conditioning \ | |
| --subject-offset-frames 100 \ | |
| --frame-num 81 | |
| python -m packages.ltx-pipelines.src.ltx_pipelines.vace_bench_inference \ | |
| --distilled-checkpoint-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-22b-distilled.safetensors \ | |
| --spatial-upsampler-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-spatial-upscaler-x2-1.0.safetensors \ | |
| --gemma-root /mnt/data/xinyuy/models/Gemma3 \ | |
| --lora /home/xinyuy/flexvideo/LTX-2/outputs/hub/depth.safetensors 1.0 \ | |
| --subtask depth \ | |
| --benchmark-dir /mnt/data/xinyuy/datasets/VACE-Benchmark \ | |
| --output-dir /home/xinyuy/dataset_processing/flexcombine-bench/results/vacebench/ltx-2/depth \ | |
| --split all \ | |
| --show-conditioning \ | |
| --skip-stage-2 | |
| python -m packages.ltx-pipelines.src.ltx_pipelines.vace_bench_inference \ | |
| --distilled-checkpoint-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-22b-distilled.safetensors \ | |
| --spatial-upsampler-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-spatial-upscaler-x2-1.0.safetensors \ | |
| --gemma-root /mnt/data/xinyuy/models/Gemma3 \ | |
| --lora /home/xinyuy/flexvideo/LTX-2/outputs/ltx2_v2v_ic_lora_gated_painting/checkpoints/lora_weights_step_01000.safetensors 1.0 \ | |
| --subtask inpainting \ | |
| --benchmark-dir dataset/VACE-Benchmark \ | |
| --output-dir outputs/VACE_bench/inpainting_gated \ | |
| --split all \ | |
| --show-conditioning | |
| python -m packages.ltx-pipelines.src.ltx_pipelines.vace_bench_inference \ | |
| --distilled-checkpoint-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-22b-distilled.safetensors \ | |
| --spatial-upsampler-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-spatial-upscaler-x2-1.0.safetensors \ | |
| --gemma-root /mnt/data/xinyuy/models/Gemma3 \ | |
| --lora /home/xinyuy/flexvideo/LTX-2/outputs/merged_canny_depth_pose_gated 1.0 \ | |
| --subtask depth \ | |
| --benchmark-dir dataset/VACE-Benchmark \ | |
| --output-dir outputs/VACE_bench/depth_gated_merged \ | |
| --split all \ | |
| --show-conditioning | |
| python -m packages.ltx-pipelines.src.ltx_pipelines.vace_bench_inference \ | |
| --distilled-checkpoint-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-22b-distilled.safetensors \ | |
| --spatial-upsampler-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-spatial-upscaler-x2-1.0.safetensors \ | |
| --gemma-root /mnt/data/xinyuy/models/Gemma3 \ | |
| --lora /home/xinyuy/flexvideo/LTX-2/outputs/merged_canny_depth_pose_gated 1.0 \ | |
| --subtask pose \ | |
| --benchmark-dir dataset/VACE-Benchmark \ | |
| --output-dir outputs/VACE_bench/pose_gated_merged \ | |
| --split all \ | |
| --show-conditioning | |
| python -m packages.ltx-pipelines.src.ltx_pipelines.vace_bench_inference \ | |
| --distilled-checkpoint-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-22b-distilled.safetensors \ | |
| --spatial-upsampler-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-spatial-upscaler-x2-1.0.safetensors \ | |
| --gemma-root /mnt/data/xinyuy/models/Gemma3 \ | |
| --lora /home/xinyuy/flexvideo/LTX-2/outputs/hub/subject.safetensors 1.0 \ | |
| --subtask face \ | |
| --benchmark-dir /mnt/data/xinyuy/datasets/VACE-Benchmark \ | |
| --output-dir outputs/VACE_bench/face \ | |
| --split all \ | |
| --show-conditioning \ | |
| --subject-offset-frames 100 \ | |
| --num-frames 81 | |
| python evaluate.py \ | |
| --videos_path ../../outputs/VACE_bench/face_skip_stage_2 \ | |
| --prompt_file ../../outputs/VACE_bench/face/prompts.json \ | |
| --dimension subject_consistency background_consistency aesthetic_quality imaging_quality motion_smoothness dynamic_degree \ | |
| --mode custom_input \ | |
| --output_path ../../outputs/VACE_bench/face_skip_stage_2/eval | |
| python evaluate_i2v.py \ | |
| --videos_path ../../outputs/VACE_bench/object_skip_stage_2_new \ | |
| --custom_image_folder ../../outputs/VACE_bench/object_reference_images \ | |
| --dimension aesthetic_quality background_consistency dynamic_degree i2v_background i2v_subject imaging_quality motion_smoothness subject_consistency temporal_flickering\ | |
| --ratio 16-9 \ | |
| --mode custom_input \ | |
| --output_path ../../outputs/VACE_bench/object_skip_stage_2_new/eval | |
| python -m packages.ltx-pipelines.src.ltx_pipelines.flexbench_inference \ | |
| --distilled-checkpoint-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-22b-distilled.safetensors \ | |
| --spatial-upsampler-path /home/xinyuy/flexvideo/LTX-2/ckpts/LTX-2.3/ltx-2.3-spatial-upscaler-x2-1.0.safetensors \ | |
| --gemma-root /mnt/data/xinyuy/models/Gemma3 \ | |
| --dataset-dir /home/xinyuy/dataset_processing/flexcombine-bench/datasets/v0/pose_depth \ | |
| --output-dir /home/xinyuy/dataset_processing/flexcombine-bench/results/flexbench/v0/ltx-2-union-equal/pose_depth \ | |
| --lora /home/xinyuy/flexvideo/LTX-2/outputs/hub/union-equal.safetensors \ | |
| --skip-stage-2 \ | |
| --show-conditioning \ | |
| --subject-offset-frames 100 \ | |
| --frame-num 81 |
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