AI大模型ChatGLM3推理报错处理：IndexError: piece id is out of range.

启动chatGLM3大模型后，发起对话请求后，推理过程突然报错，错误信息如下：

Traceback (most recent call last):
  File "/root/miniconda3/envs/baichuan/lib/python3.10/threading.py", line 1016, in _bootstrap_inner
    self.run()
  File "/root/miniconda3/envs/baichuan/lib/python3.10/threading.py", line 953, in run
    self._target(*self._args, **self._kwargs)
  File "/root/miniconda3/envs/baichuan/lib/python3.10/site-packages/torch/utils/_contextlib.py", line 115, in decorate_context
    return func(*args, **kwargs)
  File "/root/miniconda3/envs/baichuan/lib/python3.10/site-packages/transformers/generation/utils.py", line 1648, in generate
    return self.sample(
  File "/root/miniconda3/envs/baichuan/lib/python3.10/site-packages/transformers/generation/utils.py", line 2777, in sample
    streamer.put(next_tokens.cpu())
  File "/root/miniconda3/envs/baichuan/lib/python3.10/site-packages/transformers/generation/streamers.py", line 97, in put
    text = self.tokenizer.decode(self.token_cache, **self.decode_kwargs)
  File "/root/miniconda3/envs/baichuan/lib/python3.10/site-packages/transformers/tokenization_utils_base.py", line 3550, in decode
    return self._decode(
  File "/root/miniconda3/envs/baichuan/lib/python3.10/site-packages/transformers/tokenization_utils.py", line 938, in _decode
    filtered_tokens = self.convert_ids_to_tokens(token_ids, skip_special_tokens=skip_special_tokens)
  File "/root/miniconda3/envs/baichuan/lib/python3.10/site-packages/transformers/tokenization_utils.py", line 919, in convert_ids_to_tokens
    tokens.append(self._convert_id_to_token(index))
  File "/root/.cache/huggingface/modules/transformers_modules/chatglm3-6b-32k/tokenization_chatglm.py", line 140, in _convert_id_to_token
    return self.tokenizer.convert_id_to_token(index)
  File "/root/.cache/huggingface/modules/transformers_modules/chatglm3-6b-32k/tokenization_chatglm.py", line 75, in convert_id_to_token
    return self.sp_model.IdToPiece(index)
  File "/root/miniconda3/envs/baichuan/lib/python3.10/site-packages/sentencepiece/__init__.py", line 1045, in _batched_func
    return _func(self, arg)
  File "/root/miniconda3/envs/baichuan/lib/python3.10/site-packages/sentencepiece/__init__.py", line 1038, in _func
    raise IndexError('piece id is out of range.')
IndexError: piece id is out of range.
Traceback (most recent call last):
  File "/root/autodl-tmp/peng/LLaMA-Efficient-Tuning/final/chatglm3-lora/chat_model.py", line 144, in <module>
    for new_text in chatglm3Model.stream_chat(query, history):
  File "/root/miniconda3/envs/baichuan/lib/python3.10/site-packages/torch/utils/_contextlib.py", line 56, in generator_context
    response = gen.send(request)
  File "/root/autodl-tmp/peng/LLaMA-Efficient-Tuning/final/chatglm3-lora/chat_model.py", line 129, in stream_chat
    yield from streamer
  File "/root/miniconda3/envs/baichuan/lib/python3.10/site-packages/transformers/generation/streamers.py", line 223, in __next__
    value = self.text_queue.get(timeout=self.timeout)
  File "/root/miniconda3/envs/baichuan/lib/python3.10/queue.py", line 179, in get
    raise Empty
_queue.Empty

经排查，是由于单卡启了多个大模型服务导致，也就是显存爆了，推理过程中，大模型对显存的占用会急剧飙升，但是服务报错后显存又会进行自动释放，所以最初忽略了显存的问题。。。。记录一下。