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预训练完毕后,进行lora合成报错,只训练lora参数,但是用你们提供的alpaca-lora 合成是OK的 #53
Comments
请帮帮我 |
请提供完整的训练和合并的sh脚本 |
#--modules_to_save ${modules_to_save} pretrained_model=path/model/chinese-alpaca-2-7b-hf deepspeed_config_file=ds_zero2_no_offload.json torchrun --nnodes 1 --nproc_per_node 1 run_clm_pt_with_peft.py 合并脚本 合并脚本 没变动 parser = argparse.ArgumentParser(description='Script to merge Llama-2-hf with Chinese LLaMA-2 or Alpaca-2 LoRA weights') emb_to_model_size = { def transpose(weight, fan_in_fan_out): Borrowed and modified from https://github.com/tloen/alpaca-loradef translate_state_dict_key(k): def unpermute(w): def save_shards(model_sd, num_shards: int, prefix="", verbose=False):
def merge_shards(output_dir, num_shards: int):
if name=='main':
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上面的报错信息是text-generation-webui的,不是合并lora报错的呀。你的意思是合并没出问题,但是推理时出了问题? |
是的不是 lora 合并出的问题 是推理的时候 出的问题,用 alpaca-lora 合并出来的 能跑,用pt完的就不能跑了。 |
是基于原版llama-2合并?你是在chinese-alpaca-2上训练lora的,--base_model应该指向chinese-alpaca-2 |
是基于原版llama-2合并的,训练是在chinese-alpaca-2上训练lora的,就是在合并的时候 应该指向 chinese-alpaca-2 对吧 |
是的 |
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This issue has been automatically marked as stale because it has not had recent activity. It will be closed if no further activity occurs. Thank you for your consideration. |
Closing the issue, since no updates observed. Feel free to re-open if you need any further assistance. |
提交前必须检查以下项目
问题类型
模型推理
基础模型
Alpaca-2-7B
操作系统
Windows
详细描述问题
预训练完毕后,进行lora合成,只训练了lora的参数。但是合并后,运行推理是报错的。用你们提供的alpaca-lora是正确的。
lr=2e-4
lora_rank=64
lora_alpha=128
lora_trainable="q_proj,v_proj"
modules_to_save="embed_tokens,lm_head" 这里已经去掉
lora_dropout=0.05
pretrained_model=path/model/chinese-alpaca-2-7b-hf
chinese_tokenizer_path=path/tokenizer
dataset_dir=path/yuliao
data_cache=temp_data_cache_dir
per_device_train_batch_size=1
per_device_eval_batch_size=1
gradient_accumulation_steps=3
output_dir=output_dir
block_size=512
这是PT训练参数
依赖情况(代码类问题务必提供)
运行日志或截图
Loading path_to_output_dir...
Loading checkpoint shards: 100%|█████████████████████████████████████████████████████████| 2/2 [00:05<00:00, 2.56s/it]
Loaded the model in 7.85 seconds.
Loading the extension "gallery"... Ok.
Running on local URL: http://127.0.0.1:7860
To create a public link, set
share=True
inlaunch()
.I:\oobabooga_windows\installer_files\env\lib\site-packages\transformers\generation\utils.py:1219: UserWarning: You have modified the pretrained model configuration to control generation. This is a deprecated strategy to control generation and will be removed soon, in a future version. Please use a generation configuration file (see https://huggingface.co/docs/transformers/main_classes/text_generation)
warnings.warn(
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failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1019,0,0], thread: [51,0,0] Assertion
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srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1019,0,0], thread: [53,0,0] Assertion
srcIndex < srcSelectDimSize
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srcIndex < srcSelectDimSize
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srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [46,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [47,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [48,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [49,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [50,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [51,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [52,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [53,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [54,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [55,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [56,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [57,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [58,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [59,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [60,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [61,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [62,0,0] Assertion
srcIndex < srcSelectDimSize
failed.C:\cb\pytorch_1000000000000\work\aten\src\ATen\native\cuda\Indexing.cu:1146: block: [1004,0,0], thread: [63,0,0] Assertion
srcIndex < srcSelectDimSize
failed.Traceback (most recent call last):
File "I:\oobabooga_windows\text-generation-webui\modules\callbacks.py", line 66, in gentask
ret = self.mfunc(callback=_callback, **self.kwargs)
File "I:\oobabooga_windows\text-generation-webui\modules\text_generation.py", line 290, in generate_with_callback
shared.model.generate(**kwargs)
File "I:\oobabooga_windows\installer_files\env\lib\site-packages\torch\utils_contextlib.py", line 115, in decorate_context
return func(*args, **kwargs)
File "I:\oobabooga_windows\installer_files\env\lib\site-packages\transformers\generation\utils.py", line 1485, in generate
return self.sample(
File "I:\oobabooga_windows\installer_files\env\lib\site-packages\transformers\generation\utils.py", line 2524, in sample
outputs = self(
File "I:\oobabooga_windows\installer_files\env\lib\site-packages\torch\nn\modules\module.py", line 1501, in _call_impl
return forward_call(*args, **kwargs)
File "I:\oobabooga_windows\installer_files\env\lib\site-packages\transformers\models\llama\modeling_llama.py", line 687, in forward
outputs = self.model(
File "I:\oobabooga_windows\installer_files\env\lib\site-packages\torch\nn\modules\module.py", line 1501, in _call_impl
return forward_call(*args, **kwargs)
File "I:\oobabooga_windows\installer_files\env\lib\site-packages\transformers\models\llama\modeling_llama.py", line 536, in forward
attention_mask = self._prepare_decoder_attention_mask(
File "I:\oobabooga_windows\installer_files\env\lib\site-packages\transformers\models\llama\modeling_llama.py", line 464, in _prepare_decoder_attention_mask
combined_attention_mask = _make_causal_mask(
File "I:\oobabooga_windows\installer_files\env\lib\site-packages\transformers\models\llama\modeling_llama.py", line 49, 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.Output generated in 0.69 seconds (0.00 tokens/s, 0 tokens, context 38, seed 2094177833
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