训练文本生成
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from typing import Optional
from dataclasses import dataclass
@dataclass
class Template:
name: str
def __post_init__(self):
assert hasattr(self, "_format_{}".format(self.name)), "Template {} does not exist.".format(self.name)
def get_prompt(self, query: str, history: Optional[list] = None, prefix: Optional[str] = "") -> str:
return getattr(self, "_format_{}".format(self.name))(query, history, prefix)
def _format_vanilla(self, query: str, history: Optional[list], prefix: Optional[str] = "") -> str:
prompt = prefix
if history:
for old_query, response in history:
prompt += old_query + "\n" + response + "\n"
prompt += query
return prompt
def _format_alpaca(self, query: str, history: Optional[list], prefix: Optional[str] = "") -> str:
if prefix:
prompt = prefix
else:
prompt = "Below is an instruction that describes a task. "
prompt += "Write a response that appropriately completes the request.\n\n"
prompt += "Instruction:\n"
if history:
for old_query, response in history:
prompt += "Human:\n{}\n\nAssistant:\n{}\n\n".format(old_query, response)
prompt += "Human:\n{}\n\nAssistant:".format(query)
return prompt
def _format_vicuna(self, query: str, history: Optional[list], prefix: Optional[str] = "") -> str:
if prefix:
prompt = prefix
else:
prompt = "A chat between a curious user and an artificial intelligence assistant. "
prompt += "The assistant gives helpful, detailed, and polite answers to the user's questions. "
if history:
for old_query, response in history:
prompt += "USER: {} ASSISTANT: {}</s>".format(old_query, response)
prompt += "USER: {} ASSISTANT: ".format(query)
return prompt
def _format_belle(self, query: str, history: Optional[list], prefix: Optional[str] = "") -> str:
prompt = prefix
if history:
for old_query, response in history:
prompt += "Human: {}\n\nBelle: {}\n\n".format(old_query, response)
prompt += "Human: {}\n\nBelle: ".format(query)
return prompt
def _format_ziya(self, query: str, history: Optional[list], prefix: Optional[str] = "") -> str:
prompt = prefix
if history:
for old_query, response in history:
prompt += "<human>:{}\n<bot>:{}\n".format(old_query, response)
prompt += "<human>:{}\n<bot>:".format(query)
return prompt