huggingface / trl

Train transformer language models with reinforcement learning.
http://hf.co/docs/trl
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Stack-llama rl_training script: CUDA Index error #325

Closed jeromeku closed 1 year ago

jeromeku commented 1 year ago

Trying to run stack-llama rl_training script with the following reward model and this SFT model.

The SFT model was created from a base Llama 7B model (weights converted using llama convert script) merged with SFT adapter weights using the merge script.

Tokenizer is that from the converted Llama 7B model.

Running the rl_training.py script with default parameters and with reward model, SFT model, and tokenizer per above using accelerate launch results in a CUDA device-side assertion error:

./aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [0,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [1,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [2,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [3,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [4,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [5,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [6,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [7,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [8,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [9,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [10,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [11,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [12,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [13,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [14,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [15,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [16,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [17,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [18,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [19,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [20,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [21,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [22,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [23,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [24,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [25,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [26,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [27,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [28,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [29,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [30,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [31,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [96,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [97,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [98,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [99,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [100,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [101,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [102,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [103,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [104,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [105,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [106,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [107,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [108,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [109,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [110,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [111,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [112,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [113,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [114,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [115,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [116,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [117,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [118,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [119,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [120,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [121,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [122,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [123,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [124,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [125,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [126,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [127,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [0,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [1,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [2,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [3,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [4,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [5,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [6,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [7,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [8,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [9,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [10,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [11,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [12,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [13,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [14,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [15,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [16,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [17,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [18,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [19,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [20,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [21,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [22,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [23,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [24,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [25,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [26,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [27,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [28,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [29,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [30,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [31,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [64,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [65,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [66,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [67,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [68,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [69,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [70,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [71,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [72,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [73,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
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../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [91,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [92,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [93,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [94,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [320,0,0], thread: [95,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
../aten/src/ATen/native/cuda/Indexing.cu:1146: indexSelectLargeIndex: block: [213,0,0], thread: [96,0,0] Assertion `srcIndex < srcSelectDimSize` failed.
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Traceback (most recent call last):
  File "/notebooks/HuggingFace/trl/examples/stack_llama/scripts/rl_training-test.py", line 293, in <module>
    response_tensors = ppo_trainer.generate(
  File "/usr/local/lib/python3.9/dist-packages/trl/trainer/ppo_trainer.py", line 416, in generate
    return self._generate_batched(
  File "/usr/local/lib/python3.9/dist-packages/trl/trainer/ppo_trainer.py", line 472, in _generate_batched
    generations = self.accelerator.unwrap_model(self.model).generate(**padded_inputs, **generation_kwargs)
  File "/usr/local/lib/python3.9/dist-packages/trl/models/modeling_value_head.py", line 195, in generate
    return self.pretrained_model.generate(*args, **kwargs)
  File "/usr/local/lib/python3.9/dist-packages/peft/peft_model.py", line 731, in generate
    outputs = self.base_model.generate(**kwargs)
  File "/usr/local/lib/python3.9/dist-packages/torch/utils/_contextlib.py", line 115, in decorate_context
    return func(*args, **kwargs)
  File "/usr/local/lib/python3.9/dist-packages/transformers/generation/utils.py", line 1563, in generate
    return self.sample(
  File "/usr/local/lib/python3.9/dist-packages/transformers/generation/utils.py", line 2610, in sample
    outputs = self(
  File "/usr/local/lib/python3.9/dist-packages/torch/nn/modules/module.py", line 1501, in _call_impl
    return forward_call(*args, **kwargs)
  File "/usr/local/lib/python3.9/dist-packages/accelerate/hooks.py", line 165, in new_forward
    output = old_forward(*args, **kwargs)
  File "/usr/local/lib/python3.9/dist-packages/transformers/models/llama/modeling_llama.py", line 689, in forward
    outputs = self.model(
  File "/usr/local/lib/python3.9/dist-packages/torch/nn/modules/module.py", line 1501, in _call_impl
    return forward_call(*args, **kwargs)
  File "/usr/local/lib/python3.9/dist-packages/accelerate/hooks.py", line 165, in new_forward
    output = old_forward(*args, **kwargs)
  File "/usr/local/lib/python3.9/dist-packages/transformers/models/llama/modeling_llama.py", line 538, in forward
    attention_mask = self._prepare_decoder_attention_mask(
  File "/usr/local/lib/python3.9/dist-packages/transformers/models/llama/modeling_llama.py", line 466, in _prepare_decoder_attention_mask
    combined_attention_mask = _make_causal_mask(
  File "/usr/local/lib/python3.9/dist-packages/transformers/models/llama/modeling_llama.py", line 50, in _make_causal_mask
    mask = torch.full((tgt_len, tgt_len), torch.tensor(torch.finfo(dtype).min, device=device), device=device)
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.

Notes:

Here is my environment:

accelerate                        0.19.0.dev0
peft                              0.3.0.dev0
torch                             2.0.0
transformers                      4.29.0.dev0
trl                               0.4.2.dev0

Device is: NVIDIA A100-SXM4-80GB

Any ideas what might be causing this?

jeromeku commented 1 year ago

Did some additional debugging.

Something odd is going on during the call to ppo_trainer.generate.

Tracing this call ultimately leads to this line of the underlying LlamaModel, which tries to embed the input_ids.

I checked that the input_ids are all within the min and max embedding dimensions (= 32000, i.e., the vocab size). Setting a breakpoint here and passing in each input_id individually, the first embedding call works, but subsequent calls result in the CUDA error per the previous post (CUDA device-side assert error). Also the order in which the inputs are embedded doesn't seem to matter -- the CUDA error is triggered for subsequent embedding calls after the first embedding call.

younesbelkada commented 1 year ago

Hi @jeromeku Thanks for the issue, this seems to be a duplicate of #313 - I think it is related to the tokenizer as you might be using the wrong tokenizer. Can you double check the tokenizer you are using?

jeromeku commented 1 year ago

Thanks @younesbelkada. Tried using LlamaTokenizer instead of AutoTokenizer per #313 but still getting the same issue, probably since AutoTokenizer is just calling LlamaTokenizer under the hood. I uploaded the tokenizer that I'm using here. It's the resulting tokenizer from running the Llama-to-hf conversion script provided here.

jeromeku commented 1 year ago

Hi @younesbelkada:

Tried a few more things:

Very confused as the AutoTokenizer.from_pretrained method seems to be doing a look up of available pretrained tokenizer classes and calls the pretrained method of the identified class. On the main branch of transformers, this just locates LlamaTokenizer in the tokenizer config mapping.

Any ideas what could be leading to this discrepancy?

jeromeku commented 1 year ago

Another question: why is the eos_token_id set to 100_000 in the generation_kwargs?

younesbelkada commented 1 year ago

Thanks for all the input! Can you point me to the llama checkpoint that you are using on the Hub? From what I have got using LlamaTokenizer.from_pretrained("hf-internal-testing/llama-tokenizer") seems to be the fix? Regarding your second question, this is done so that generate will continue generating text infinitely even if the model has predicted the true eos_token. Note that in general setting manually eos_token_id to the generation_kwargs will force generate to stop generating whenever it sees that token. Hence, putting a very abstract value will force the function to continue generating infinitely

jeromeku commented 1 year ago

Hi @younesbelkada,

Here are the models I've been using to test the rl_training.py script:

When running the rl_training script, I used all default arguments:

Unresolved issue, I guess, is why changing from AutoTokenizer to LlamaTokenizer seems to avert the error. My understanding of AutoTokenizer (as described in earlier post) is that it simply looks up the tokenizer to initialize based on the passed in model path, which then looks up the tokenizer type based on the config, which should resolve to LlamaTokenizer.

younesbelkada commented 1 year ago

Good point, I believe something is wrong between LlamaTokenizer and LlamaTokenizerFast, as AutoTokenizer retrieves the LlamaTokenizerFast object:

>>> from transformers import AutoTokenizer, LlamaTokenizer
>>> auto_tok = AutoTokenizer.from_pretrained("hf-internal-testing/llama-tokenizer")
Downloading tokenizer.model: 100%|████████████████████████████████████████████████████████████████████████| 500k/500k [00:00<00:00, 10.7MB/s]
Downloading (…)/main/tokenizer.json: 100%|██████████████████████████████████████████████████████████████| 1.84M/1.84M [00:00<00:00, 27.1MB/s]
Downloading (…)cial_tokens_map.json: 100%|███████████████████████████████████████████████████████████████████| 411/411 [00:00<00:00, 296kB/s]
>>> non_auto_tok = LlamaTokenizer.from_pretrained("hf-internal-testing/llama-tokenizer")
>>> auto_tok
LlamaTokenizerFast(name_or_path='hf-internal-testing/llama-tokenizer', vocab_size=32000, model_max_length=2048, is_fast=True, padding_side='left', truncation_side='right', special_tokens={'bos_token': AddedToken("<s>", rstrip=False, lstrip=False, single_word=False, normalized=True), 'eos_token': AddedToken("</s>", rstrip=False, lstrip=False, single_word=False, normalized=True), 'unk_token': AddedToken("<unk>", rstrip=False, lstrip=False, single_word=False, normalized=True)}, clean_up_tokenization_spaces=False)
>>> non_auto_tok
LlamaTokenizer(name_or_path='hf-internal-testing/llama-tokenizer', vocab_size=32000, model_max_length=2048, is_fast=False, padding_side='right', truncation_side='right', special_tokens={'bos_token': AddedToken("<s>", rstrip=False, lstrip=False, single_word=False, normalized=True), 'eos_token': AddedToken("</s>", rstrip=False, lstrip=False, single_word=False, normalized=True), 'unk_token': AddedToken("<unk>", rstrip=False, lstrip=False, single_word=False, normalized=True)}, clean_up_tokenization_spaces=False)
>>> 

I believe the main issue is resolved right? (i.e.training script works), for the other issue would you mind opening a ticked in transformers describing that the behavior of LlamaTokenizer and LlamaTokenizerFast might be inconsistent (ideally with a reproducible script)? Closing the issue here, feel free to re-open it if you think that the main issue is not addressed