主干部分fp16,最敏感psnr=25.21,可以考虑对主干部分太敏感的部分回退fp32
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@@ -1,24 +1,13 @@
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2026-02-10 15:38:28.973314: I tensorflow/core/util/port.cc:113] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
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2026-02-10 15:38:29.023024: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
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2026-02-10 15:38:29.023070: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
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2026-02-10 15:38:29.024393: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
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2026-02-10 15:38:29.031901: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
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2026-02-11 14:24:46.595601: I tensorflow/core/util/port.cc:113] oneDNN custom operations are on. You may see slightly different numerical results due to floating-point round-off errors from different computation orders. To turn them off, set the environment variable `TF_ENABLE_ONEDNN_OPTS=0`.
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2026-02-11 14:24:46.645554: E external/local_xla/xla/stream_executor/cuda/cuda_dnn.cc:9261] Unable to register cuDNN factory: Attempting to register factory for plugin cuDNN when one has already been registered
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2026-02-11 14:24:46.645598: E external/local_xla/xla/stream_executor/cuda/cuda_fft.cc:607] Unable to register cuFFT factory: Attempting to register factory for plugin cuFFT when one has already been registered
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2026-02-11 14:24:46.646935: E external/local_xla/xla/stream_executor/cuda/cuda_blas.cc:1515] Unable to register cuBLAS factory: Attempting to register factory for plugin cuBLAS when one has already been registered
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2026-02-11 14:24:46.654595: I tensorflow/core/platform/cpu_feature_guard.cc:182] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
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To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
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2026-02-10 15:38:29.955454: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT
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2026-02-11 14:24:47.580547: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT
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Global seed set to 123
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INFO:mainlogger:LatentVisualDiffusion: Running in v-prediction mode
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INFO:unifolm_wma.models.diffusion_head.conditional_unet1d:number of parameters: 5.010531e+08
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INFO:unifolm_wma.models.diffusion_head.conditional_unet1d:number of parameters: 5.010531e+08
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AE working on z of shape (1, 4, 32, 32) = 4096 dimensions.
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INFO:root:Loaded ViT-H-14 model config.
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DEBUG:urllib3.connectionpool:Starting new HTTPS connection (1): hf-mirror.com:443
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DEBUG:urllib3.connectionpool:https://hf-mirror.com:443 "HEAD /laion/CLIP-ViT-H-14-laion2B-s32B-b79K/resolve/main/open_clip_pytorch_model.bin HTTP/1.1" 302 0
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INFO:root:Loading pretrained ViT-H-14 weights (laion2b_s32b_b79k).
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INFO:root:Loaded ViT-H-14 model config.
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DEBUG:urllib3.connectionpool:https://hf-mirror.com:443 "HEAD /laion/CLIP-ViT-H-14-laion2B-s32B-b79K/resolve/main/open_clip_pytorch_model.bin HTTP/1.1" 302 0
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INFO:root:Loading pretrained ViT-H-14 weights (laion2b_s32b_b79k).
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>>> model checkpoint loaded.
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>>> Load pre-trained model ...
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>>> Loading prepared model from ckpts/unifolm_wma_dual.ckpt.prepared.pt ...
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>>> Prepared model loaded.
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INFO:root:***** Configing Data *****
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>>> unitree_z1_stackbox: 1 data samples loaded.
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>>> unitree_z1_stackbox: data stats loaded.
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@@ -36,13 +25,16 @@ INFO:root:***** Configing Data *****
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>>> unitree_g1_pack_camera: data stats loaded.
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>>> unitree_g1_pack_camera: normalizer initiated.
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>>> Dataset is successfully loaded ...
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✓ KV fused: 66 attention layers
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>>> Generate 16 frames under each generation ...
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DEBUG:h5py._conv:Creating converter from 3 to 5
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DEBUG:PIL.PngImagePlugin:STREAM b'IHDR' 16 13
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DEBUG:PIL.PngImagePlugin:STREAM b'pHYs' 41 9
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DEBUG:PIL.PngImagePlugin:STREAM b'IDAT' 62 4096
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0%| | 0/8 [00:00<?, ?it/s]
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12%|█▎ | 1/8 [00:34<03:58, 34.12s/it]>>> Step 0: generating actions ...
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>>> Step 0: interacting with world model ...
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>>>>>>>>>>>>>>>>>>>>>>>>
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>>> Step 1: generating actions ...
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DEBUG:PIL.Image:Importing BlpImagePlugin
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@@ -92,9 +84,7 @@ DEBUG:PIL.Image:Importing WmfImagePlugin
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DEBUG:PIL.Image:Importing WebPImagePlugin
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DEBUG:PIL.Image:Importing WmfImagePlugin
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DEBUG:PIL.Image:Importing XbmImagePlugin
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DEBUG:PIL.Image:Importing XVThumbImagePlugin
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12%|█▎ | 1/8 [01:14<08:41, 74.51s/it]
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DEBUG:PIL.Image:Importing XpmImagePlugin
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DEBUG:PIL.Image:Importing XVThumbImagePlugin
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25%|██▌ | 2/8 [01:08<03:24, 34.15s/it]
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@@ -116,6 +106,6 @@ DEBUG:PIL.Image:Importing XVThumbImagePlugin
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>>> Step 4: generating actions ...
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>>> Step 4: interacting with world model ...
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>>>>>>>>>>>>>>>>>>>>>>>>
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>>> Step 5: generating actions ...
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>>> Step 5: interacting with world model ...
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>>>>>>>>>>>>>>>>>>>>>>>>
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>>> Step 5: generating actions ...
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>>> Step 5: interacting with world model ...
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>>>>>>>>>>>>>>>>>>>>>>>>
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@@ -1,5 +1,5 @@
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{
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"gt_video": "unitree_z1_dual_arm_cleanup_pencils/case1/unitree_z1_dual_arm_cleanup_pencils_case1.mp4",
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"pred_video": "unitree_z1_dual_arm_cleanup_pencils/case1/output/inference/0_full_fs4.mp4",
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"psnr": 47.911564449209735
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"psnr": 48.52515070316814
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}
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@@ -20,5 +20,6 @@ dataset="unitree_z1_dual_arm_cleanup_pencils"
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--n_iter 8 \
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--timestep_spacing 'uniform_trailing' \
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--guidance_rescale 0.7 \
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--perframe_ae
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--perframe_ae \
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--fast_policy_no_decode
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} 2>&1 | tee "${res_dir}/output.log"
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