Upload log.txt

log.txt

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+python train_ddp_spawn.py     --base configs/train-v01.yaml     --no-test True     --train True     --logdir outputs/logs/train-v01
+[2024-09-29 13:19:46,460] [INFO] [real_accelerator.py:203:get_accelerator] Setting ds_accelerator to cuda (auto detect)
+ [WARNING]  async_io requires the dev libaio .so object and headers but these were not found.
+ [WARNING]  async_io: please install the libaio-dev package with apt
+ [WARNING]  If libaio is already installed (perhaps from source), try setting the CFLAGS and LDFLAGS environment variables to where it can be found.
+ [WARNING]  Please specify the CUTLASS repo directory as environment variable $CUTLASS_PATH
+ [WARNING]  sparse_attn requires a torch version >= 1.5 and < 2.0 but detected 2.0
+ [WARNING]  using untested triton version (2.0.0), only 1.0.0 is known to be compatible
+2024-09-29 13:19:55.519392: 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`.
+2024-09-29 13:19:55.698222: I external/local_tsl/tsl/cuda/cudart_stub.cc:32] Could not find cuda drivers on your machine, GPU will not be used.
+2024-09-29 13:19:56.301373: I tensorflow/core/platform/cpu_feature_guard.cc:210] This TensorFlow binary is optimized to use available CPU instructions in performance-critical operations.
+To enable the following instructions: AVX2 AVX512F AVX512_VNNI FMA, in other operations, rebuild TensorFlow with the appropriate compiler flags.
+2024-09-29 13:19:58.557393: W tensorflow/compiler/tf2tensorrt/utils/py_utils.cc:38] TF-TRT Warning: Could not find TensorRT
+Global seed set to 2300
+[09/29 13:20:06 VTDM]: Running on GPUs 7,
+[09/29 13:20:06 VTDM]: Use the strategy of deepspeed_stage_2
+[09/29 13:20:06 VTDM]: Pytorch lightning trainer config: 
+{'gpus': '7,', 'logger_refresh_rate': 5, 'check_val_every_n_epoch': 1, 'max_epochs': 50, 'accelerator': 'cuda', 'strategy': 'deepspeed_stage_2', 'precision': 16}
+VideoTransformerBlock is using checkpointing
+VideoTransformerBlock is using checkpointing
+VideoTransformerBlock is using checkpointing
+VideoTransformerBlock is using checkpointing
+VideoTransformerBlock is using checkpointing
+VideoTransformerBlock is using checkpointing
+VideoTransformerBlock is using checkpointing
+VideoTransformerBlock is using checkpointing
+VideoTransformerBlock is using checkpointing
+VideoTransformerBlock is using checkpointing
+VideoTransformerBlock is using checkpointing
+VideoTransformerBlock is using checkpointing
+VideoTransformerBlock is using checkpointing
+VideoTransformerBlock is using checkpointing
+VideoTransformerBlock is using checkpointing
+VideoTransformerBlock is using checkpointing
+Initialized embedder #0: FrozenOpenCLIPImagePredictionEmbedder with 683800065 params. Trainable: False
+Initialized embedder #1: AesEmbedder with 343490018 params. Trainable: False
+Initialized embedder #2: ConcatTimestepEmbedderND with 0 params. Trainable: False
+Initialized embedder #3: VideoPredictionEmbedderWithEncoder with 83653863 params. Trainable: False
+Initialized embedder #4: ConcatTimestepEmbedderND with 0 params. Trainable: False
+Restored from /mnt/afs_intern/yanghaibo/datas/download_checkpoints/svd_checkpoints/stable-video-diffusion-img2vid-xt/svd_xt_image_decoder.safetensors with 312 missing and 0 unexpected keys
+Missing Keys: ['conditioner.embedders.1.aesthetic_model.positional_embedding', 'conditioner.embedders.1.aesthetic_model.text_projection', 'conditioner.embedders.1.aesthetic_model.logit_scale', 'conditioner.embedders.1.aesthetic_model.visual.class_embedding', 'conditioner.embedders.1.aesthetic_model.visual.positional_embedding', 'conditioner.embedders.1.aesthetic_model.visual.proj', 'conditioner.embedders.1.aesthetic_model.visual.conv1.weight', 'conditioner.embedders.1.aesthetic_model.visual.ln_pre.weight', 'conditioner.embedders.1.aesthetic_model.visual.ln_pre.bias', 'conditioner.embedders.1.aesthetic_model.visual.transformer.resblocks.0.attn.in_proj_weight', 'conditioner.embedders.1.aesthetic_model.visual.transformer.resblocks.0.attn.in_proj_bias', 'conditioner.embedders.1.aesthetic_model.visual.transformer.resblocks.0.attn.out_proj.weight', 'conditioner.embedders.1.aesthetic_model.visual.transformer.resblocks.0.attn.out_proj.bias', 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'conditioner.embedders.1.aesthetic_model.ln_final.weight', 'conditioner.embedders.1.aesthetic_model.ln_final.bias', 'conditioner.embedders.1.aesthetic_mlp.layers.0.weight', 'conditioner.embedders.1.aesthetic_mlp.layers.0.bias', 'conditioner.embedders.1.aesthetic_mlp.layers.2.weight', 'conditioner.embedders.1.aesthetic_mlp.layers.2.bias', 'conditioner.embedders.1.aesthetic_mlp.layers.4.weight', 'conditioner.embedders.1.aesthetic_mlp.layers.4.bias', 'conditioner.embedders.1.aesthetic_mlp.layers.6.weight', 'conditioner.embedders.1.aesthetic_mlp.layers.6.bias', 'conditioner.embedders.1.aesthetic_mlp.layers.7.weight', 'conditioner.embedders.1.aesthetic_mlp.layers.7.bias']
+/mnt/afs_intern/yanghaibo/installed/anaconda3/envs/general/lib/python3.10/site-packages/pytorch_lightning/loggers/test_tube.py:104: LightningDeprecationWarning: The TestTubeLogger is deprecated since v1.5 and will be removed in v1.7. We recommend switching to the `pytorch_lightning.loggers.TensorBoardLogger` as an alternative.
+  rank_zero_deprecation(
+[09/29 13:21:06 VTDM]: Merged modelckpt-cfg: 
+{'target': 'pytorch_lightning.callbacks.ModelCheckpoint', 'params': {'dirpath': 'outputs/logs/train-v01/2024-09-29T13-20-04_train-v01_00/checkpoints', 'filename': '{epoch:06}', 'verbose': True, 'save_weights_only': True}}
+[09/29 13:21:06 VTDM]: Caution: Saving checkpoints every n train steps without deleting. This might require some free space.
+[09/29 13:21:06 VTDM]: Merged trainsteps-cfg: 
+{'target': 'pytorch_lightning.callbacks.ModelCheckpoint', 'params': {'dirpath': 'outputs/logs/train-v01/2024-09-29T13-20-04_train-v01_00/checkpoints/trainstep_checkpoints', 'filename': '{epoch:06}-{step:09}', 'verbose': True, 'save_top_k': -1, 'every_n_train_steps': 3000, 'save_weights_only': False}}
+[09/29 13:21:06 VTDM]: Done in building trainer kwargs.
+GPU available: True, used: True
+TPU available: False, using: 0 TPU cores
+IPU available: False, using: 0 IPUs
+============= length of dataset 1 =============
+[09/29 13:21:07 VTDM]: Set up dataset.
+[09/29 13:21:07 VTDM]: accumulate_grad_batches = 1
+[09/29 13:21:07 VTDM]: Setting learning rate to 1.00e-05 = 1 (accumulate_grad_batches) * 1 (num_gpus) * 1 (batchsize) * 1.00e-05 (base_lr)
+/mnt/afs_intern/yanghaibo/installed/anaconda3/envs/general/lib/python3.10/site-packages/pytorch_lightning/trainer/configuration_validator.py:116: UserWarning: You passed in a `val_dataloader` but have no `validation_step`. Skipping val loop.
+  rank_zero_warn("You passed in a `val_dataloader` but have no `validation_step`. Skipping val loop.")
+/mnt/afs_intern/yanghaibo/installed/anaconda3/envs/general/lib/python3.10/site-packages/pytorch_lightning/trainer/configuration_validator.py:271: LightningDeprecationWarning: The `on_keyboard_interrupt` callback hook was deprecated in v1.5 and will be removed in v1.7. Please use the `on_exception` callback hook instead.
+  rank_zero_deprecation(
+/mnt/afs_intern/yanghaibo/installed/anaconda3/envs/general/lib/python3.10/site-packages/pytorch_lightning/trainer/configuration_validator.py:287: LightningDeprecationWarning: Base `Callback.on_train_batch_end` hook signature has changed in v1.5. The `dataloader_idx` argument will be removed in v1.7.
+  rank_zero_deprecation(
+Global seed set to 2300
+initializing deepspeed distributed: GLOBAL_RANK: 0, MEMBER: 1/1
+/mnt/afs_intern/yanghaibo/installed/anaconda3/envs/general/lib/python3.10/site-packages/pytorch_lightning/plugins/training_type/deepspeed.py:625: UserWarning: Inferring the batch size for internal deepspeed logging from the `train_dataloader()`. If you require skipping this, please pass `Trainer(strategy=DeepSpeedPlugin(logging_batch_size_per_gpu=batch_size))`
+  rank_zero_warn(
+Enabling DeepSpeed FP16.
+/mnt/afs_intern/yanghaibo/installed/anaconda3/envs/general/lib/python3.10/site-packages/pytorch_lightning/core/datamodule.py:469: LightningDeprecationWarning: DataModule.setup has already been called, so it will not be called again. In v1.6 this behavior will change to always call DataModule.setup.
+  rank_zero_deprecation(
+LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0,1,2,3,4,5,6,7]
+You have not specified an optimizer or scheduler within the DeepSpeed config. Using `configure_optimizers` to define optimizer and scheduler.
+Project config
+data:
+  target: sgm.data.video_dataset.VideoDataset
+  params:
+    base_folder: datas/OBJAVERSE-LVIS-example/images
+    eval_folder: validation_set_example
+    width: 512
+    height: 512
+    sample_frames: 16
+    batch_size: 1
+    num_workers: 1
+model:
+  target: vtdm.vtdm_gen_v01.VideoLDM
+  base_learning_rate: 1.0e-05
+  params:
+    input_key: video
+    scale_factor: 0.18215
+    log_keys: caption
+    num_samples: 16
+    trained_param_keys:
+    - all
+    en_and_decode_n_samples_a_time: 16
+    disable_first_stage_autocast: true
+    ckpt_path: /mnt/afs_intern/yanghaibo/datas/download_checkpoints/svd_checkpoints/stable-video-diffusion-img2vid-xt/svd_xt_image_decoder.safetensors
+    denoiser_config:
+      target: sgm.modules.diffusionmodules.denoiser.Denoiser
+      params:
+        scaling_config:
+          target: sgm.modules.diffusionmodules.denoiser_scaling.VScalingWithEDMcNoise
+    network_config:
+      target: sgm.modules.diffusionmodules.video_model.VideoUNet
+      params:
+        adm_in_channels: 768
+        num_classes: sequential
+        use_checkpoint: true
+        in_channels: 8
+        out_channels: 4
+        model_channels: 320
+        attention_resolutions:
+        - 4
+        - 2
+        - 1
+        num_res_blocks: 2
+        channel_mult:
+        - 1
+        - 2
+        - 4
+        - 4
+        num_head_channels: 64
+        use_linear_in_transformer: true
+        transformer_depth: 1
+        context_dim: 1024
+        spatial_transformer_attn_type: softmax-xformers
+        extra_ff_mix_layer: true
+        use_spatial_context: true
+        merge_strategy: learned_with_images
+        video_kernel_size:
+        - 3
+        - 1
+        - 1
+    conditioner_config:
+      target: sgm.modules.GeneralConditioner
+      params:
+        emb_models:
+        - is_trainable: false
+          input_key: cond_frames_without_noise
+          ucg_rate: 0.1
+          target: sgm.modules.encoders.modules.FrozenOpenCLIPImagePredictionEmbedder
+          params:
+            n_cond_frames: 1
+            n_copies: 1
+            open_clip_embedding_config:
+              target: sgm.modules.encoders.modules.FrozenOpenCLIPImageEmbedder
+              params:
+                version: ckpts/open_clip_pytorch_model.bin
+                freeze: true
+        - is_trainable: false
+          input_key: video
+          ucg_rate: 0.0
+          target: vtdm.encoders.AesEmbedder
+        - is_trainable: false
+          input_key: elevation
+          target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND
+          params:
+            outdim: 256
+        - input_key: cond_frames
+          is_trainable: false
+          ucg_rate: 0.1
+          target: sgm.modules.encoders.modules.VideoPredictionEmbedderWithEncoder
+          params:
+            disable_encoder_autocast: true
+            n_cond_frames: 1
+            n_copies: 16
+            is_ae: true
+            encoder_config:
+              target: sgm.models.autoencoder.AutoencoderKLModeOnly
+              params:
+                embed_dim: 4
+                monitor: val/rec_loss
+                ddconfig:
+                  attn_type: vanilla-xformers
+                  double_z: true
+                  z_channels: 4
+                  resolution: 256
+                  in_channels: 3
+                  out_ch: 3
+                  ch: 128
+                  ch_mult:
+                  - 1
+                  - 2
+                  - 4
+                  - 4
+                  num_res_blocks: 2
+                  attn_resolutions: []
+                  dropout: 0.0
+                lossconfig:
+                  target: torch.nn.Identity
+        - input_key: cond_aug
+          is_trainable: false
+          target: sgm.modules.encoders.modules.ConcatTimestepEmbedderND
+          params:
+            outdim: 256
+    first_stage_config:
+      target: sgm.models.autoencoder.AutoencoderKL
+      params:
+        embed_dim: 4
+        monitor: val/rec_loss
+        ddconfig:
+          attn_type: vanilla-xformers
+          double_z: true
+          z_channels: 4
+          resolution: 256
+          in_channels: 3
+          out_ch: 3
+          ch: 128
+          ch_mult:
+          - 1
+          - 2
+          - 4
+          - 4
+          num_res_blocks: 2
+          attn_resolutions: []
+          dropout: 0.0
+        lossconfig:
+          target: torch.nn.Identity
+    loss_fn_config:
+      target: sgm.modules.diffusionmodules.loss.StandardDiffusionLoss
+      params:
+        num_frames: 16
+        batch2model_keys:
+        - num_video_frames
+        - image_only_indicator
+        sigma_sampler_config:
+          target: sgm.modules.diffusionmodules.sigma_sampling.EDMSampling
+          params:
+            p_mean: 1.0
+            p_std: 1.6
+        loss_weighting_config:
+          target: sgm.modules.diffusionmodules.loss_weighting.VWeighting
+    sampler_config:
+      target: sgm.modules.diffusionmodules.sampling.EulerEDMSampler
+      params:
+        num_steps: 25
+        verbose: true
+        discretization_config:
+          target: sgm.modules.diffusionmodules.discretizer.EDMDiscretization
+          params:
+            sigma_max: 700.0
+        guider_config:
+          target: sgm.modules.diffusionmodules.guiders.LinearPredictionGuider
+          params:
+            num_frames: 16
+            max_scale: 2.5
+            min_scale: 1.0
+
+Lightning config
+trainer:
+  gpus: 7,
+  logger_refresh_rate: 5
+  check_val_every_n_epoch: 1
+  max_epochs: 50
+  accelerator: cuda
+  strategy: deepspeed_stage_2
+  precision: 16
+callbacks:
+  image_logger:
+    target: vtdm.callbacks.ImageLogger
+    params:
+      log_on_batch_idx: true
+      increase_log_steps: false
+      log_first_step: true
+      batch_frequency: 200
+      max_images: 8
+      clamp: true
+      log_images_kwargs:
+        'N': 8
+        sample: true
+        ucg_keys:
+        - cond_frames
+        - cond_frames_without_noise
+  metrics_over_trainsteps_checkpoint:
+    target: pytorch_lightning.callbacks.ModelCheckpoint
+    params:
+      every_n_train_steps: 3000
+      save_weights_only: false
+
+
+  | Name              | Type                  | Params
+------------------------------------------------------------
+0 | model             | OpenAIWrapper         | 1.5 B 
+1 | denoiser          | Denoiser              | 0     
+2 | conditioner       | GeneralConditioner    | 1.1 B 
+3 | first_stage_model | AutoencoderKL         | 83.7 M
+4 | loss_fn           | StandardDiffusionLoss | 0     
+------------------------------------------------------------
+1.5 B     Trainable params
+1.2 B     Non-trainable params
+2.7 B     Total params
+5,438.442 Total estimated model params size (MB)
+/mnt/afs_intern/yanghaibo/installed/anaconda3/envs/general/lib/python3.10/site-packages/pytorch_lightning/callbacks/model_checkpoint.py:617: UserWarning: Checkpoint directory outputs/logs/train-v01/2024-09-29T13-20-04_train-v01_00/checkpoints exists and is not empty.
+  rank_zero_warn(f"Checkpoint directory {dirpath} exists and is not empty.")
+[09/29 13:21:13 VTDM]: Epoch: 0, batch_num: inf
+/mnt/afs_intern/yanghaibo/installed/anaconda3/envs/general/lib/python3.10/site-packages/pytorch_lightning/utilities/data.py:56: UserWarning: Trying to infer the `batch_size` from an ambiguous collection. The batch size we found is 1. To avoid any miscalculations, use `self.log(..., batch_size=batch_size)`.
+  warning_cache.warn(
+##############################  Sampling setting  ##############################
+Sampler: EulerEDMSampler
+Discretization: EDMDiscretization
+Guider: LinearPredictionGuider
+Sampling with EulerEDMSampler for 26 steps:   0%|                                                                                                       | 0/26 [00:00<?, ?it/s]/mnt/afs_intern/yanghaibo/installed/anaconda3/envs/general/lib/python3.10/site-packages/torch/utils/checkpoint.py:31: UserWarning: None of the inputs have requires_grad=True. Gradients will be None
+  warnings.warn("None of the inputs have requires_grad=True. Gradients will be None")
+Sampling with EulerEDMSampler for 26 steps:  96%|██████████████████████████████████████████████████████████████████████████████████████████▍   | 25/26 [00:36<00:01,  1.48s/it]
+[09/29 13:22:36 VTDM]: [Epoch 0] [Batch 5/inf 16.49 s/batch] => loss: 0.025749  
+[09/29 13:22:48 VTDM]: [Epoch 0] [Batch 10/inf 9.47 s/batch] => loss: 0.034793  
+Average Epoch time: 94.71 seconds
+Average Peak memory 43059.05 MiB
+[09/29 13:23:36 VTDM]: Epoch: 1, batch_num: inf
+##############################  Sampling setting  ##############################
+Sampler: EulerEDMSampler
+Discretization: EDMDiscretization
+Guider: LinearPredictionGuider
+Sampling with EulerEDMSampler for 26 steps:  96%|██████████████████████████████████████████████████████████████████████████████████████████▍   | 25/26 [00:25<00:01,  1.02s/it]
+[09/29 13:24:19 VTDM]: [Epoch 1] [Batch 5/inf 8.63 s/batch] => loss: 0.030595  
+[09/29 13:24:31 VTDM]: [Epoch 1] [Batch 10/inf 5.54 s/batch] => loss: 0.113596  
+Average Epoch time: 55.36 seconds
+Average Peak memory 43059.05 MiB
+[09/29 13:25:18 VTDM]: Epoch: 2, batch_num: inf
+##############################  Sampling setting  ##############################
+Sampler: EulerEDMSampler
+Discretization: EDMDiscretization
+Guider: LinearPredictionGuider
+Sampling with EulerEDMSampler for 26 steps:  96%|██████████████████████████████████████████████████████████████████████████████████████████▍   | 25/26 [00:25<00:01,  1.02s/it]
+[09/29 13:26:01 VTDM]: [Epoch 2] [Batch 5/inf 8.58 s/batch] => loss: 0.127297  
+[09/29 13:26:13 VTDM]: [Epoch 2] [Batch 10/inf 5.51 s/batch] => loss: 0.039552  
+Average Epoch time: 55.14 seconds
+Average Peak memory 43059.05 MiB
+[09/29 13:26:59 VTDM]: Epoch: 3, batch_num: inf
+##############################  Sampling setting  ##############################