ColossalAI/applications/Chat/coati/dataset/conversation.py

88 lines
2.6 KiB
Python

# Copyright 2023 lm-sys@FastChat
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
import dataclasses
from enum import Enum, auto
from typing import List
class SeparatorStyle(Enum):
ADD_EOS_TOKEN = auto()
@dataclasses.dataclass
class Conversation:
system: str
roles: List[str]
messages: List[List[str]]
offset: int
sep_style: SeparatorStyle = SeparatorStyle.ADD_EOS_TOKEN
sep: str = "</s>"
skip_next: bool = False
def get_prompt(self):
if self.sep_style == SeparatorStyle.ADD_EOS_TOKEN:
ret = self.system
for role, message in self.messages:
if message:
ret += role + ": " + message + self.sep
else:
ret += role + ": "
return ret
else:
raise ValueError(f"Invalid style: {self.sep_style}")
def append_message(self, role, message):
self.messages.append([role, message])
def to_gradio_chatbot(self):
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 copy(self):
return Conversation(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)
def dict(self):
return {
"system": self.system,
"roles": self.roles,
"messages": self.messages,
"offset": self.offset,
"sep": self.sep
}
conv = Conversation(
system="A chat between a curious human and an artificial intelligence assistant. "
"The assistant gives helpful, detailed, and polite answers to the human's questions.\n\n",
roles=("Human", "Assistant"),
messages=(),
offset=0,
sep_style=SeparatorStyle.ADD_EOS_TOKEN,
sep="</s>",
)
default_conversation = conv