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AnimateDiff

like 506

Running on A10G

Changed line 480 " state_dict = torch.load(model_file, map_location="cuda")" in unet" It now gets past "loaded temporal unet's pretrained weights from models/StableDiffusion/stable-diffusion-v1-5/unet"
and it manages to load it in vram but it runs out of memory on a 24GB GPU.

Full log: ### Cleaning cached examples ...
loaded temporal unet's pretrained weights from models/StableDiffusion/stable-diffusion-v1-5/unet ...

missing keys: 560;

unexpected keys: 0;

Temporal Module Parameters: 417.1376 M

Some weights of the model checkpoint at openai/clip-vit-large-patch14 were not used when initializing CLIPTextModel: ['vision_model.encoder.layers.16.mlp.fc2.bias', 'vision_model.encoder.layers.5.self_attn.q_proj.weight', 'vision_model.encoder.layers.7.self_attn.q_proj.bias', 'vision_model.encoder.layers.1.mlp.fc2.bias', 'vision_model.encoder.layers.7.layer_norm1.bias', 'vision_model.encoder.layers.18.layer_norm2.weight', 'vision_model.encoder.layers.0.mlp.fc2.weight', 'vision_model.encoder.layers.6.layer_norm1.bias', 'vision_model.encoder.layers.7.self_attn.k_proj.weight', 'vision_model.encoder.layers.2.layer_norm1.bias', 'vision_model.encoder.layers.5.self_attn.v_proj.bias', 'vision_model.encoder.layers.1.self_attn.q_proj.bias', 'vision_model.encoder.layers.13.mlp.fc2.weight', 'vision_model.encoder.layers.17.mlp.fc1.bias', 'vision_model.encoder.layers.16.self_attn.out_proj.weight', 'vision_model.encoder.layers.8.mlp.fc2.weight', 'vision_model.encoder.layers.17.self_attn.v_proj.bias', 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• This IS expected if you are initializing CLIPTextModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).
• This IS NOT expected if you are initializing CLIPTextModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).
  Caching examples at: '/home/rexommendation/Programs/AnimateDiff/gradio_cached_examples/23'
  Caching example 1/5
  Some weights of the model checkpoint at openai/clip-vit-large-patch14 were not used when initializing CLIPTextModel: ['vision_model.encoder.layers.16.mlp.fc2.bias', 'vision_model.encoder.layers.5.self_attn.q_proj.weight', 'vision_model.encoder.layers.7.self_attn.q_proj.bias', 'vision_model.encoder.layers.1.mlp.fc2.bias', 'vision_model.encoder.layers.7.layer_norm1.bias', 'vision_model.encoder.layers.18.layer_norm2.weight', 'vision_model.encoder.layers.0.mlp.fc2.weight', 'vision_model.encoder.layers.6.layer_norm1.bias', 'vision_model.encoder.layers.7.self_attn.k_proj.weight', 'vision_model.encoder.layers.2.layer_norm1.bias', 'vision_model.encoder.layers.5.self_attn.v_proj.bias', 'vision_model.encoder.layers.1.self_attn.q_proj.bias', 'vision_model.encoder.layers.13.mlp.fc2.weight', 'vision_model.encoder.layers.17.mlp.fc1.bias', 'vision_model.encoder.layers.16.self_attn.out_proj.weight', 'vision_model.encoder.layers.8.mlp.fc2.weight', 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• This IS expected if you are initializing CLIPTextModel from the checkpoint of a model trained on another task or with another architecture (e.g. initializing a BertForSequenceClassification model from a BertForPreTraining model).
• This IS NOT expected if you are initializing CLIPTextModel from the checkpoint of a model that you expect to be exactly identical (initializing a BertForSequenceClassification model from a BertForSequenceClassification model).
  Blocksparse is not available: the current GPU does not expose Tensor cores
  /home/rexommendation/Programs/AnimateDiff/animatediff/pipelines/pipeline_animation.py:70: FutureWarning: The configuration file of this scheduler: DDIMScheduler {
  "_class_name": "DDIMScheduler",
  "_diffusers_version": "0.11.1",
  "beta_end": 0.012,
  "beta_schedule": "linear",
  "beta_start": 0.00085,
  "clip_sample": true,
  "num_train_timesteps": 1000,
  "prediction_type": "epsilon",
  "set_alpha_to_one": true,
  "steps_offset": 0,
  "trained_betas": null
  }
  is outdated. steps_offset should be set to 1 instead of 0. Please make sure to update the config accordingly as leaving steps_offset might led to incorrect results in future versions. If you have downloaded this checkpoint from the Hugging Face Hub, it would be very nice if you could open a Pull request for the scheduler/scheduler_config.json file
  deprecate("steps_offset!=1", "1.0.0", deprecation_message, standard_warn=False)
  /home/rexommendation/Programs/AnimateDiff/animatediff/pipelines/pipeline_animation.py:83: FutureWarning: The configuration file of this scheduler: DDIMScheduler {
  "_class_name": "DDIMScheduler",
  "_diffusers_version": "0.11.1",
  "beta_end": 0.012,
  "beta_schedule": "linear",
  "beta_start": 0.00085,
  "clip_sample": true,
  "num_train_timesteps": 1000,
  "prediction_type": "epsilon",
  "set_alpha_to_one": true,
  "steps_offset": 1,
  "trained_betas": null
  }
  has not set the configuration clip_sample. clip_sample should be set to False in the configuration file. Please make sure to update the config accordingly as not setting clip_sample in the config might lead to incorrect results in future versions. If you have downloaded this checkpoint from the Hugging Face Hub, it would be very nice if you could open a Pull request for the scheduler/scheduler_config.json file
  deprecate("clip_sample not set", "1.0.0", deprecation_message, standard_warn=False)

seed: 13204175718326964000

0%| | 0/25 [00:01<?, ?it/s]
Traceback (most recent call last):
File "/home/rexommendation/Programs/AnimateDiff/app.py", line 631, in
demo = ui()
^^^^
File "/home/rexommendation/Programs/AnimateDiff/app.py", line 625, in ui
gr.Examples( fn=controller.animate, examples=examples, inputs=inputs, outputs=outputs, cache_examples=True )
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/gradio/helpers.py", line 75, in create_examples
client_utils.synchronize_async(examples_obj.create)
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/gradio_client/utils.py", line 527, in synchronize_async
return fsspec.asyn.sync(fsspec.asyn.get_loop(), func, *args, **kwargs) # type: ignore
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/fsspec/asyn.py", line 103, in sync
raise return_result
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/fsspec/asyn.py", line 56, in _runner
result[0] = await coro
^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/gradio/helpers.py", line 277, in create
await self.cache()
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/gradio/helpers.py", line 337, in cache
prediction = await Context.root_block.process_api(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/gradio/blocks.py", line 1437, in process_api
result = await self.call_function(
^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/gradio/blocks.py", line 1109, in call_function
prediction = await anyio.to_thread.run_sync(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/anyio/to_thread.py", line 33, in run_sync
return await get_asynclib().run_sync_in_worker_thread(
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/anyio/_backends/_asyncio.py", line 877, in run_sync_in_worker_thread
return await future
^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/anyio/_backends/_asyncio.py", line 807, in run
result = context.run(func, *args)
^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/gradio/utils.py", line 865, in wrapper
response = f(*args, **kwargs)
^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/app.py", line 542, in animate
sample = pipeline(
^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/torch/utils/_contextlib.py", line 115, in decorate_context
return func(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/animatediff/pipelines/pipeline_animation.py", line 395, in call
noise_pred = self.unet(latent_model_input, t, encoder_hidden_states=text_embeddings).sample.to(dtype=latents_dtype)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1501, in _call_impl
return forward_call(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/animatediff/models/unet.py", line 398, in forward
sample, res_samples = downsample_block(
^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1501, in _call_impl
return forward_call(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/animatediff/models/unet_blocks.py", line 392, in forward
hidden_states = attn(hidden_states, encoder_hidden_states=encoder_hidden_states).sample
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1501, in _call_impl
return forward_call(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/animatediff/models/attention.py", line 117, in forward
hidden_states = block(
^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1501, in _call_impl
return forward_call(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/animatediff/models/attention.py", line 273, in forward
hidden_states = self.attn1(norm_hidden_states, attention_mask=attention_mask) + hidden_states
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1501, in _call_impl
return forward_call(*args, **kwargs)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/diffusers/models/attention.py", line 622, in forward
key = self.reshape_heads_to_batch_dim(key)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/home/rexommendation/Programs/AnimateDiff/venv/lib/python3.11/site-packages/diffusers/models/attention.py", line 576, in reshape_heads_to_batch_dim
tensor = tensor.permute(0, 2, 1, 3).reshape(batch_size * head_size, seq_len, dim // head_size)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
torch.cuda.OutOfMemoryError: CUDA out of memory. Tried to allocate 2.15 GiB (GPU 0; 23.87 GiB total capacity; 20.76 GiB already allocated; 1.21 GiB free; 22.46 GiB reserved in total by PyTorch) If reserved memory is >> allocated memory try setting max_split_size_mb to avoid fragmentation. See documentation for Memory Management and PYTORCH_CUDA_ALLOC_CONF