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+ 基于中英文混合语料增量训练,词表扩充汉字。
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+ 训练细节和benchmark指标: https://github.com/CVI-SZU/Linly
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+ ```python
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+ from transformers import AutoModelForCausalLM, AutoTokenizer
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+
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+ model = AutoModelForCausalLM.from_pretrained("Linly-AI/Chinese-LLaMA-2-13B-hf", device_map="cuda:0", torch_dtype=torch.float16, trust_remote_code=True)
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+ tokenizer = AutoTokenizer.from_pretrained("Linly-AI/Chinese-LLaMA-2-13B-hf", use_fast=False, trust_remote_code=True)
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+ prompt = "北京有什么好玩的地方?"
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+
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+ prompt = f"### Instruction:{prompt.strip()} ### Response:"
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+ inputs = tokenizer(prompt, return_tensors="pt").to("cuda:0")
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+ generate_ids = model.generate(inputs.input_ids, do_sample=True, max_new_tokens=2048, top_k=10, top_p=0.85, temperature=1, repetition_penalty=1.15, eos_token_id=2, bos_token_id=1, pad_token_id=0)
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+ response = tokenizer.batch_decode(generate_ids, skip_special_tokens=True, clean_up_tokenization_spaces=False)[0]
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+ response = response.lstrip(prompt)
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+ ```