""" Conversation prompt templates. Thanks to LMSYS for the template of this code. """ import dataclasses from enum import auto, Enum from typing import List, Any, Dict class SeparatorStyle(Enum): """Separator styles.""" ADD_COLON_SINGLE = auto() ADD_COLON_TWO = auto() ADD_COLON_SPACE_SINGLE = auto() NO_COLON_SINGLE = auto() ADD_NEW_LINE_SINGLE = auto() DOLLY = auto() RWKV = auto() PHOENIX = auto() @dataclasses.dataclass class Conversation: """A class that keeps all conversation history.""" # The name of this template name: str # The system prompt system: str # Two roles roles: List[str] # All messages. Each item is (role, message). messages: List[List[str]] # The number of few shot examples offset: int # Separators sep_style: SeparatorStyle sep: str sep2: str = None # Stop criteria (the default one is EOS token) stop_str: str = None # Stops generation if meeting any token in this list stop_token_ids: List[int] = None def get_prompt(self) -> str: """Get the prompt for generation.""" if self.sep_style == SeparatorStyle.ADD_COLON_SINGLE: ret = self.system + self.sep for role, message in self.messages: if message: ret += role + ": " + message + self.sep else: ret += role + ":" return ret elif self.sep_style == SeparatorStyle.ADD_COLON_TWO: seps = [self.sep, self.sep2] ret = self.system + seps[0] for i, (role, message) in enumerate(self.messages): if message: ret += role + ": " + message + seps[i % 2] else: ret += role + ":" return ret elif self.sep_style == SeparatorStyle.ADD_COLON_SPACE_SINGLE: ret = self.system + self.sep for role, message in self.messages: if message: ret += role + ": " + message + self.sep else: ret += role + ": " # must be end with a space return ret elif self.sep_style == SeparatorStyle.NO_COLON_SINGLE: ret = self.system for role, message in self.messages: if message: ret += role + message + self.sep else: ret += role return ret elif self.sep_style == SeparatorStyle.ADD_NEW_LINE_SINGLE: ret = self.system + self.sep for role, message in self.messages: if message: ret += role + "\n" + message + self.sep else: ret += role + "\n" return ret elif self.sep_style == SeparatorStyle.DOLLY: seps = [self.sep, self.sep2] ret = self.system for i, (role, message) in enumerate(self.messages): if message: ret += role + ":\n" + message + seps[i % 2] if i % 2 == 1: ret += "\n\n" else: ret += role + ":\n" return ret elif self.sep_style == SeparatorStyle.RWKV: ret = self.system for i, (role, message) in enumerate(self.messages): if message: ret += ( role + ": " + message.replace("\r\n", "\n").replace("\n\n", "\n") ) ret += "\n\n" else: ret += role + ":" return ret elif self.sep_style == SeparatorStyle.PHOENIX: ret = self.system for role, message in self.messages: if message: ret += role + ": " + "" + message + "" else: ret += role + ": " + "" return ret else: raise ValueError(f"Invalid style: {self.sep_style}") def append_message(self, role: str, message: str): """Append a new message.""" self.messages.append([role, message]) def update_last_message(self, message: str): """Update the last output. The last message is typically set to be None when constructing the prompt, so we need to update it in-place after getting the response from a model. """ self.messages[-1][1] = message def to_gradio_chatbot(self): """Convert the conversation to gradio chatbot format""" ret = [] for i, (role, msg) in enumerate(self.messages[self.offset :]): if i % 2 == 0: ret.append([msg, None]) else: ret[-1][-1] = msg return ret def to_openai_api_messages(self): """Convert the conversation to OpenAI chat completion format.""" ret = [{"role": "system", "content": self.system}] for i, (_, msg) in enumerate(self.messages[self.offset :]): if i % 2 == 0: ret.append({"role": "user", "content": msg}) else: if msg is not None: ret.append({"role": "assistant", "content": msg}) return ret def copy(self): return Conversation( name=self.name, system=self.system, roles=self.roles, messages=[[x, y] for x, y in self.messages], offset=self.offset, sep_style=self.sep_style, sep=self.sep, sep2=self.sep2, stop_str=self.stop_str, stop_token_ids=self.stop_token_ids, ) def dict(self): return { "name": self.name, "system": self.system, "roles": self.roles, "messages": self.messages, "offset": self.offset, } # A global registry for all conversation templates conv_templates: Dict[str, Conversation] = {} def register_conv_template(template: Conversation, override: bool = False): """Register a new conversation template.""" if not override: assert template.name not in conv_templates, f"{name} has been registered." conv_templates[template.name] = template def get_conv_template(name: str) -> Conversation: """Get a conversation template.""" return conv_templates[name].copy() # Gorilla v0 template register_conv_template( Conversation( name="gorilla_v0", system="A chat between a curious user and an artificial intelligence assistant. " "The assistant gives helpful, detailed, and polite answers to the user's questions.", roles=("USER", "ASSISTANT"), messages=(), offset=0, sep_style=SeparatorStyle.ADD_COLON_TWO, sep="\n", sep2="", ) )