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A series of large language models trained from scratch by developers @01-ai
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A6000 运行 报错：RuntimeError: CUDA error: device-side assert triggered #100

Closed Degfy closed 8 months ago

Degfy commented 8 months ago

命令

python text_generation.py \
    --model ../Yi-6B-200K \
    --tokenizer ../Yi-6B-200K \
    --max-tokens 512 \
    --eos-token $'\n' \
    --streaming

错误：

Let me tell you an interesting story about cat Tom and mouse Traceback (most recent call last):
  File "/extend/ai/works/Yi/demo/text_generation.py", line 78, in <module>
    main(args)
  File "/extend/ai/works/Yi/demo/text_generation.py", line 60, in main
    outputs = model.generate(
              ^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi/lib/python3.11/site-packages/torch/utils/_contextlib.py", line 115, in decorate_context
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi/lib/python3.11/site-packages/transformers/generation/utils.py", line 1652, in generate
    return self.sample(
           ^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi/lib/python3.11/site-packages/transformers/generation/utils.py", line 2734, in sample
    outputs = self(
              ^^^^^
  File "/extend/ai/miniconda3/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi/lib/python3.11/site-packages/accelerate/hooks.py", line 164, in new_forward
    output = module._old_forward(*args, **kwargs)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 813, in forward
    outputs = self.model(
              ^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 688, in forward
    layer_outputs = decoder_layer(
                    ^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi/lib/python3.11/site-packages/accelerate/hooks.py", line 159, in new_forward
    args, kwargs = module._hf_hook.pre_forward(module, *args, **kwargs)
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi/lib/python3.11/site-packages/accelerate/hooks.py", line 290, in pre_forward
    return send_to_device(args, self.execution_device), send_to_device(
                                                        ^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi/lib/python3.11/site-packages/accelerate/utils/operations.py", line 160, in send_to_device
    {
  File "/extend/ai/miniconda3/envs/yi/lib/python3.11/site-packages/accelerate/utils/operations.py", line 161, in <dictcomp>
    k: t if k in skip_keys else send_to_device(t, device, non_blocking=non_blocking, skip_keys=skip_keys)
                                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi/lib/python3.11/site-packages/accelerate/utils/operations.py", line 167, in send_to_device
    return tensor.to(device, non_blocking=non_blocking)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
RuntimeError: CUDA error: device-side assert triggered
CUDA kernel errors might be asynchronously reported at some other API call, so the stacktrace below might be incorrect.
For debugging consider passing CUDA_LAUNCH_BLOCKING=1.
Compile with `TORCH_USE_CUDA_DSA` to enable device-side assertions.

../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [64,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [65,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [66,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [67,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [68,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [69,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [70,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [71,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [72,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [73,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [74,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [75,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [76,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [77,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [78,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [79,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [80,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [81,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [82,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [83,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [84,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [85,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [86,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [87,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [88,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [89,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [90,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [91,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [92,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [93,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [94,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [95,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
ZhaoFancy commented 8 months ago

配置 CUDA_LAUNCH_BLOCKING=1 之后重跑，把 log 再贴一下？

Degfy commented 8 months ago 
CUDA_LAUNCH_BLOCKING=1 python text_generation.py     --model /extend/ai/works/Yi/Yi-6B-200K     --tokenizer /extend/ai/works/Yi/Yi-6B-200K     --max-tokens 512     --eos-token $'\n'     --streaming
Namespace(model='/extend/ai/works/Yi/Yi-6B-200K', tokenizer='/extend/ai/works/Yi/Yi-6B-200K', max_tokens=512, streaming=True, prompt='Let me tell you an interesting story about cat Tom and mouse Jerry,', eos_token='\n')
Loading checkpoint shards: 100%|██████████████████████████████████████████████████████████████████████████████████████████████| 2/2 [00:06<00:00,  3.18s/it]
Let me tell you an interesting story about cat Tom and mouse ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [64,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [65,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [66,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [67,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [68,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [69,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [70,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [71,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [72,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [73,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [74,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [75,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [76,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [77,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [78,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [79,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [80,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [81,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [82,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [83,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [84,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [85,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [86,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [87,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [88,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [89,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [90,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [91,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
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../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [93,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
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Traceback (most recent call last):
  File "/extend/ai/works/Yi/demo/text_generation.py", line 78, in <module>
    main(args)
  File "/extend/ai/works/Yi/demo/text_generation.py", line 60, in main
    outputs = model.generate(
              ^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/utils/_contextlib.py", line 115, in decorate_context
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/transformers/generation/utils.py", line 1652, in generate
    return self.sample(
           ^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/transformers/generation/utils.py", line 2734, in sample
    outputs = self(
              ^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/accelerate/hooks.py", line 164, in new_forward
    output = module._old_forward(*args, **kwargs)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 813, in forward
    outputs = self.model(
              ^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 688, in forward
    layer_outputs = decoder_layer(
                    ^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/accelerate/hooks.py", line 164, in new_forward
    output = module._old_forward(*args, **kwargs)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 369, in forward
    hidden_states, self_attn_weights, present_key_value = self.self_attn(
                                                          ^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/accelerate/hooks.py", line 164, in new_forward
    output = module._old_forward(*args, **kwargs)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 259, in forward
    query_states, key_states = apply_rotary_pos_emb(
                               ^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 161, in apply_rotary_pos_emb
    cos = cos[position_ids].unsqueeze(expand_dim)  # [bs, seq_len, dim]
          ~~~^^^^^^^^^^^^^^
RuntimeError: CUDA error: device-side assert triggered
Compile with `TORCH_USE_CUDA_DSA` to enable device-side assertions.

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loofahcus commented 8 months ago 
CUDA_LAUNCH_BLOCKING=1 python text_generation.py     --model /extend/ai/works/Yi/Yi-6B-200K     --tokenizer /extend/ai/works/Yi/Yi-6B-200K     --max-tokens 512     --eos-token $'\n'     --streaming
Namespace(model='/extend/ai/works/Yi/Yi-6B-200K', tokenizer='/extend/ai/works/Yi/Yi-6B-200K', max_tokens=512, streaming=True, prompt='Let me tell you an interesting story about cat Tom and mouse Jerry,', eos_token='\n')
Loading checkpoint shards: 100%|██████████████████████████████████████████████████████████████████████████████████████████████| 2/2 [00:06<00:00,  3.18s/it]
Let me tell you an interesting story about cat Tom and mouse ../aten/src/ATen/native/cuda/IndexKernel.cu:92: operator(): block: [3,0,0], thread: [64,0,0] Assertion `-sizes[i] <= index && index < sizes[i] && "index out of bounds"` failed.
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Traceback (most recent call last):
  File "/extend/ai/works/Yi/demo/text_generation.py", line 78, in <module>
    main(args)
  File "/extend/ai/works/Yi/demo/text_generation.py", line 60, in main
    outputs = model.generate(
              ^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/utils/_contextlib.py", line 115, in decorate_context
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/transformers/generation/utils.py", line 1652, in generate
    return self.sample(
           ^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/transformers/generation/utils.py", line 2734, in sample
    outputs = self(
              ^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/accelerate/hooks.py", line 164, in new_forward
    output = module._old_forward(*args, **kwargs)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 813, in forward
    outputs = self.model(
              ^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 688, in forward
    layer_outputs = decoder_layer(
                    ^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/accelerate/hooks.py", line 164, in new_forward
    output = module._old_forward(*args, **kwargs)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 369, in forward
    hidden_states, self_attn_weights, present_key_value = self.self_attn(
                                                          ^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/miniconda3/envs/yi2/lib/python3.11/site-packages/accelerate/hooks.py", line 164, in new_forward
    output = module._old_forward(*args, **kwargs)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 259, in forward
    query_states, key_states = apply_rotary_pos_emb(
                               ^^^^^^^^^^^^^^^^^^^^^
  File "/extend/ai/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 161, in apply_rotary_pos_emb
    cos = cos[position_ids].unsqueeze(expand_dim)  # [bs, seq_len, dim]
          ~~~^^^^^^^^^^^^^^
RuntimeError: CUDA error: device-side assert triggered
Compile with `TORCH_USE_CUDA_DSA` to enable device-side assertions.

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我们没有 A600 的机器，但我们在 A800 上无法复现该问题。请问你修改过 tokenizer 吗?

Degfy commented 8 months ago

少打了个0，是 NVIDIA RTX A6000。没有修改过 tokenizer @loofahcus

loofahcus commented 8 months ago

因为这里复现不了这个问题，可能等 @ZhaoFancy 这边的镜像出来了，可以用我们的镜像试试

Draconis98 commented 8 months ago

你好，Yi-6B在4090上出现同样错误 @loofahcus

kasoushu commented 8 months ago

你好，请问解决这个问题了吗

ZhaoFancy commented 8 months ago

您好，可以用镜像 registry.lingyiwanwu.com/ci/01-ai/yi:latest 试下？

或者，如果如果有 conda 的话可以试下根目录下的 conda-lock.yml 文件？

Degfy commented 8 months ago

用镜像 registry.lingyiwanwu.com/ci/01-ai/yi:latest 试了下，还是不行😭

(base) ai@enine:~/works/Yi$ docker run -v ~/models:/models --gpus all -it registry.lingyiwanwu.com/ci/01-ai/yi /bin/bash
(yi) yi@3a4bb3e87951:/yi$ python demo/text_generation.py  --model /models/Yi-6B-200K
Namespace(model='/models/Yi-6B-200K', tokenizer='', max_tokens=512, streaming=False, prompt='Let me tell you an interesting story about cat Tom and mouse Jerry,', eos_token='<|endoftext|>')
Loading checkpoint shards: 100%|███████████████████████████████████████████████████| 2/2 [00:07<00:00,  3.68s/it]
Traceback (most recent call last):
  File "/yi/demo/text_generation.py", line 78, in <module>
    main(args)
  File "/yi/demo/text_generation.py", line 60, in main
    outputs = model.generate(
              ^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/torch/utils/_contextlib.py", line 115, in decorate_context
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/transformers/generation/utils.py", line 1652, in generate
    return self.sample(
           ^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/transformers/generation/utils.py", line 2734, in sample
    outputs = self(
              ^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/accelerate/hooks.py", line 164, in new_forward
    output = module._old_forward(*args, **kwargs)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yi/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 818, in forward
    outputs = self.model(
              ^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yi/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 693, in forward
    layer_outputs = decoder_layer(
                    ^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/accelerate/hooks.py", line 159, in new_forward
    args, kwargs = module._hf_hook.pre_forward(module, *args, **kwargs)
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/accelerate/hooks.py", line 290, in pre_forward
    return send_to_device(args, self.execution_device), send_to_device(
                                                        ^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/accelerate/utils/operations.py", line 160, in send_to_device
    {
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/accelerate/utils/operations.py", line 161, in <dictcomp>
    k: t if k in skip_keys else send_to_device(t, device, non_blocking=non_blocking, skip_keys=skip_keys)
                                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/accelerate/utils/operations.py", line 167, in send_to_device
    return tensor.to(device, non_blocking=non_blocking)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
RuntimeError: CUDA error: device-side assert triggered
CUDA kernel errors might be asynchronously reported at some other API call, so the stacktrace below might be incorrect.
For debugging consider passing CUDA_LAUNCH_BLOCKING=1.
Compile with `TORCH_USE_CUDA_DSA` to enable device-side assertions.
loofahcus commented 8 months ago

用镜像 registry.lingyiwanwu.com/ci/01-ai/yi:latest 试了下，还是不行😭

(base) ai@enine:~/works/Yi$ docker run -v ~/models:/models --gpus all -it registry.lingyiwanwu.com/ci/01-ai/yi /bin/bash
(yi) yi@3a4bb3e87951:/yi$ python demo/text_generation.py  --model /models/Yi-6B-200K
Namespace(model='/models/Yi-6B-200K', tokenizer='', max_tokens=512, streaming=False, prompt='Let me tell you an interesting story about cat Tom and mouse Jerry,', eos_token='<|endoftext|>')
Loading checkpoint shards: 100%|███████████████████████████████████████████████████| 2/2 [00:07<00:00,  3.68s/it]
Traceback (most recent call last):
  File "/yi/demo/text_generation.py", line 78, in <module>
    main(args)
  File "/yi/demo/text_generation.py", line 60, in main
    outputs = model.generate(
              ^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/torch/utils/_contextlib.py", line 115, in decorate_context
    return func(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/transformers/generation/utils.py", line 1652, in generate
    return self.sample(
           ^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/transformers/generation/utils.py", line 2734, in sample
    outputs = self(
              ^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/accelerate/hooks.py", line 164, in new_forward
    output = module._old_forward(*args, **kwargs)
             ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yi/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 818, in forward
    outputs = self.model(
              ^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/home/yi/.cache/huggingface/modules/transformers_modules/Yi-6B-200K/modeling_yi.py", line 693, in forward
    layer_outputs = decoder_layer(
                    ^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1518, in _wrapped_call_impl
    return self._call_impl(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/torch/nn/modules/module.py", line 1527, in _call_impl
    return forward_call(*args, **kwargs)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/accelerate/hooks.py", line 159, in new_forward
    args, kwargs = module._hf_hook.pre_forward(module, *args, **kwargs)
                   ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/accelerate/hooks.py", line 290, in pre_forward
    return send_to_device(args, self.execution_device), send_to_device(
                                                        ^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/accelerate/utils/operations.py", line 160, in send_to_device
    {
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/accelerate/utils/operations.py", line 161, in <dictcomp>
    k: t if k in skip_keys else send_to_device(t, device, non_blocking=non_blocking, skip_keys=skip_keys)
                                ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
  File "/opt/conda/envs/yi/lib/python3.11/site-packages/accelerate/utils/operations.py", line 167, in send_to_device
    return tensor.to(device, non_blocking=non_blocking)
           ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
RuntimeError: CUDA error: device-side assert triggered
CUDA kernel errors might be asynchronously reported at some other API call, so the stacktrace below might be incorrect.
For debugging consider passing CUDA_LAUNCH_BLOCKING=1.
Compile with `TORCH_USE_CUDA_DSA` to enable device-side assertions.

请问你有做过任何模型侧（如配置）上的修改吗？

loofahcus commented 8 months ago

@ZhaoFancy 我们能拿到 A6000 的卡做相关测试吗？我看了一下，A6000 的显存应该是 48G, 不知道是不是这个的关系

loofahcus commented 8 months ago

@Degfy 如果方便的话，您可以试着把 config.json 里的 max_position_embeddings 设为 100000 试试

ZhaoFancy commented 8 months ago

我们能拿到 A6000 的卡做相关测试吗？

目前没有

Degfy commented 8 months ago

@Degfy 如果方便的话，您可以试着把 config.json 里的 max_position_embeddings 设为 100000 试试

好的，我抽空试试

Degfy commented 8 months ago

@Degfy 如果方便的话，您可以试着把 config.json 里的 max_position_embeddings 设为 100000 试试

有效，改成 100000后，的确没有再报错了，成功跑起来了。6B的模型跑得飞快；34B模型消耗46.8G显存，大约5秒出一个token。

loofahcus commented 8 months ago

嗯，看起来是显存的问题。长序列这里有一些额外的显存消耗。

Dolphin4mi commented 8 months ago

你好，4 * 4090的配置也遇到了相同的问题，按照给出的答案，把 config.json 里的 max_position_embeddings 设为 100000之后，出现了CUDA error: CUBLAS_STATUS_EXECUTION_FAILED when calling `cublasGemmEx’问题

loofahcus commented 8 months ago

你好，4 * 4090的配置也遇到了相同的问题，按照给出的答案，把 config.json 里的 max_position_embeddings 设为 100000之后，出现了CUDA error: CUBLAS_STATUS_EXECUTION_FAILED when calling `cublasGemmEx’问题

抱歉，因为我们没有4090，所以没法直接去尝试复现。你用 Yi-6B 会有类似的问题吗？