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Luodian / Otter

🦦 Otter, a multi-modal model based on OpenFlamingo (open-sourced version of DeepMind's Flamingo), trained on MIMIC-IT and showcasing improved instruction-following and in-context learning ability.
https://otter-ntu.github.io/
MIT License
3.56k stars 241 forks source link

RuntimeError: CUDA error: CUBLAS_STATUS_EXECUTION_FAILED when calling `cublasGemmStridedBatchedExFix #218

Closed Darren-greenhand closed 1 year ago

Darren-greenhand commented 1 year ago

πŸ˜‚ Sorry to bother again I use the code that you PR #217 ，it works but I met a new problem 😭 RuntimeError: CUDA error: CUBLAS_STATUS_EXECUTION_FAILED when callingcublasGemmStridedBatchedExFix(handle, opa, opb, (int)m, (int)n, (int)k, (void)&falpha, a, CUDA_R_16BF, (int)lda, stridea, b, CUDA_R_16BF, (int)ldb, strideb, (void)&fbeta, c, CUDA_R_16BF, (int)ldc, stridec, (int)num_batches, CUDA_R_32F, CUBLAS_GEMM_DEFAULT_TENSOR_OP)``

I'm not sure whether it caused by the code or my GPU drivers Thx a lot if you could provide some advice! πŸ˜† Here is my env:

| NVIDIA-SMI 470.103.01   Driver Version: 470.103.01   CUDA Version: 11.4     |
|-------------------------------+----------------------+----------------------+
| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
|                               |                      |               MIG M. |
|===============================+======================+======================|
|   0  NVIDIA A100 80G...  Off  | 00000000:65:00.0 Off |                    0 |
| N/A   46C    P0    73W / 300W |      0MiB / 80994MiB |      0%      Default |
|                               |                      |             Disabled |
+-------------------------------+----------------------+----------------------+
|   1  NVIDIA A100 80G...  Off  | 00000000:CA:00.0 Off |                    0 |
| N/A   44C    P0    62W / 300W |      0MiB / 80994MiB |      0%      Default |
|                               |                      |             Disabled 

torch                     2.0.1                    pypi_0    pypi
torchvision               0.15.2                   pypi_0    pypi
transformers              4.31.0                   pypi_0    pypi
transformers              4.31.0                   pypi_0    pypi

The new CLI:

export PYTHONPATH=.

accelerate launch --config_file  ./pipeline/accelerate_configs/accelerate_config_fsdp.yaml \
pipeline/train/instruction_following.py \
--pretrained_model_name_or_path  /tf/ckpt/OTTER-LLaMA7B-Init  \
--external_save_dir /tf/finetuned \
--mimicit_path  /tf/data/SD/SD_instructions.json \
--images_path  /tf/data/SD/SD.json \
--train_config_path  /tf/data/SD/SD_train.json \
--batch_size  4 \
--num_epochs  9 \
--report_to_wandb \
--wandb_entity  ntu-slab \
--run_name  OTTER-LLaMA7B-densecaption \
--wandb_project  OTTER-LLaMA7B \
--workers  1 \
--lr_scheduler  cosine \
--learning_rate  1e-5 \
--warmup_steps_ratio  0.01

The dizzy Trackback:

  0%|                                                                                                                                                                                             | 0/18018 [00:00<?, ?it/s]/tf/anaconda3/envs/otter/lib/python3.9/site-packages/xformers/ops/fmha/flash.py:339: UserWarning: TypedStorage is deprecated. It will be removed in the future and UntypedStorage will be the only storage class. This should only matter to you if you are using storages directly.  To access UntypedStorage directly, use tensor.untyped_storage() instead of tensor.storage()
  and inp.query.storage().data_ptr() == inp.key.storage().data_ptr()
  0%|                                                                                                                                                                                  | 1/18018 [00:04<22:21:07,  4.47s/it]
Traceback (most recent call last):
  File "/tf/Otter/pipeline/train/instruction_following.py", line 647, in <module>
    main()
  File "/tf/Otter/pipeline/train/instruction_following.py", line 592, in main
    train_one_epoch(
  File "/tf/Otter/pipeline/train/instruction_following.py", line 115, in train_one_epoch
    loss_mimicit = model(
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1501, in _call_impl
    return forward_call(*args, **kwargs)
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/accelerate/utils/operations.py", line 581, in forward
    return model_forward(*args, **kwargs)
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/accelerate/utils/operations.py", line 569, in __call__
    return convert_to_fp32(self.model_forward(*args, **kwargs))
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/torch/amp/autocast_mode.py", line 14, in decorate_autocast
    return func(*args, **kwargs)
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/accelerate/hooks.py", line 165, in new_forward
    output = old_forward(*args, **kwargs)
  File "/tf/Otter/otter/modeling_otter.py", line 921, in forward
    output = self.lang_encoder(
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1501, in _call_impl
    return forward_call(*args, **kwargs)
  File "/tf/Otter/otter/modeling_otter.py", line 511, in forward
    return super().forward(*input, **kwargs)  # Call the other parent's forward method
  File "/tf/Otter/xformers_model/llama.py", line 696, in forward
    outputs = self.model(
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1501, in _call_impl
    return forward_call(*args, **kwargs)
  File "/tf/Otter/xformers_model/llama.py", line 588, in forward
    layer_outputs = decoder_layer(
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1501, in _call_impl
    return forward_call(*args, **kwargs)
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/accelerate/hooks.py", line 165, in new_forward
    output = old_forward(*args, **kwargs)
  File "/tf/Otter/otter/modeling_otter.py", line 429, in forward
    lang_x = self.gated_cross_attn_layer(
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1501, in _call_impl
    return forward_call(*args, **kwargs)
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/accelerate/hooks.py", line 165, in new_forward
    output = old_forward(*args, **kwargs)
  File "/tf/Otter/otter/modeling_otter.py", line 375, in forward
    self.attn(
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/torch/nn/modules/module.py", line 1501, in _call_impl
    return forward_call(*args, **kwargs)
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/accelerate/hooks.py", line 165, in new_forward
    output = old_forward(*args, **kwargs)
  File "/tf/Otter/otter/modeling_otter.py", line 289, in forward
    sim = torch.einsum("... i d, ... j d -> ... i j", q, k)
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/torch/functional.py", line 378, in einsum
    return _VF.einsum(equation, operands)  # type: ignore[attr-defined]
RuntimeError: CUDA error: CUBLAS_STATUS_EXECUTION_FAILED when calling `cublasGemmStridedBatchedExFix(handle, opa, opb, (int)m, (int)n, (int)k, (void*)&falpha, a, CUDA_R_16BF, (int)lda, stridea, b, CUDA_R_16BF, (int)ldb, strideb, (void*)&fbeta, c, CUDA_R_16BF, (int)ldc, stridec, (int)num_batches, CUDA_R_32F, CUBLAS_GEMM_DEFAULT_TENSOR_OP)`
Darren-greenhand commented 1 year ago

I do nothing and the error changed oh god

../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [12,0,0], thread: [5,0,0] Assertion `index >= -sizes[i] && index < sizes[i] && "index out of bounds"` failed.
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../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [12,0,0], thread: [25,0,0] Assertion `index >= -sizes[i] && index < sizes[i] && "index out of bounds"` failed.
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../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [12,0,0], thread: [28,0,0] Assertion `index >= -sizes[i] && index < sizes[i] && "index out of bounds"` failed.
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../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [12,0,0], thread: [36,0,0] Assertion `index >= -sizes[i] && index < sizes[i] && "index out of bounds"` failed.
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../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [12,0,0], thread: [39,0,0] Assertion `index >= -sizes[i] && index < sizes[i] && "index out of bounds"` failed.
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../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [12,0,0], thread: [42,0,0] Assertion `index >= -sizes[i] && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [12,0,0], thread: [43,0,0] Assertion `index >= -sizes[i] && index < sizes[i] && "index out of bounds"` failed.
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Traceback (most recent call last):
  File "/tf/anaconda3/envs/otter/bin/accelerate", line 8, in <module>
    sys.exit(main())
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/accelerate/commands/accelerate_cli.py", line 45, in main
    args.func(args)
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/accelerate/commands/launch.py", line 979, in launch_command
    simple_launcher(args)
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/accelerate/commands/launch.py", line 628, in simple_launcher
    raise subprocess.CalledProcessError(returncode=process.returncode, cmd=cmd)
subprocess.CalledProcessError: Command '['/tf/anaconda3/envs/otter/bin/python', 'pipeline/train/instruction_following.py', '--pretrained_model_name_or_path', '/tf/ckpt/OTTER-LLaMA7B-Init', '--external_save_dir', '/tf/finetuned', '--mimicit_path', '/tf/data/SD/SD_instructions.json', '--images_path', '/tf/data/SD/SD.json', '--train_config_path', '/tf/data/SD/SD_train.json', '--batch_size', '4', '--num_epochs', '9', '--report_to_wandb', '--wandb_entity', 'ntu-slab', '--run_name', 'OTTER-LLaMA7B-densecaption', '--wandb_project', 'OTTER-LLaMA7B', '--workers', '1', '--lr_scheduler', 'cosine', '--learning_rate', '1e-5', '--warmup_steps_ratio', '0.01']' returned non-zero exit status 1.
Luodian commented 1 year ago

I have no idea what's wrong with the logs. Could you try other tasks to see if same error happens. I think the cuda driver wont be a problem.

I also updated SD on onedrive folder. I just tested yesterday and it works correctly on my side.

Darren-greenhand commented 1 year ago

thx πŸ˜‚ It is an strange problem

ZhangYuanhan-AI commented 1 year ago

I do nothing and the error changed oh god

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Traceback (most recent call last):
  File "/tf/anaconda3/envs/otter/bin/accelerate", line 8, in <module>
    sys.exit(main())
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/accelerate/commands/accelerate_cli.py", line 45, in main
    args.func(args)
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/accelerate/commands/launch.py", line 979, in launch_command
    simple_launcher(args)
  File "/tf/anaconda3/envs/otter/lib/python3.9/site-packages/accelerate/commands/launch.py", line 628, in simple_launcher
    raise subprocess.CalledProcessError(returncode=process.returncode, cmd=cmd)
subprocess.CalledProcessError: Command '['/tf/anaconda3/envs/otter/bin/python', 'pipeline/train/instruction_following.py', '--pretrained_model_name_or_path', '/tf/ckpt/OTTER-LLaMA7B-Init', '--external_save_dir', '/tf/finetuned', '--mimicit_path', '/tf/data/SD/SD_instructions.json', '--images_path', '/tf/data/SD/SD.json', '--train_config_path', '/tf/data/SD/SD_train.json', '--batch_size', '4', '--num_epochs', '9', '--report_to_wandb', '--wandb_entity', 'ntu-slab', '--run_name', 'OTTER-LLaMA7B-densecaption', '--wandb_project', 'OTTER-LLaMA7B', '--workers', '1', '--lr_scheduler', 'cosine', '--learning_rate', '1e-5', '--warmup_steps_ratio', '0.01']' returned non-zero exit status 1.

Please tell me the exact line this error raises. And try to use "export CUDA_LAUNCH_BLOCKING=1" before your run code, CUDA_LAUNCH_BLOCKING can help you specify the bug.