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Merge pull request #1598 from zhayujie/feat-gemini
feat: support gemini model
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Original file line number | Diff line number | Diff line change |
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""" | ||
Google gemini bot | ||
@author zhayujie | ||
@Date 2023/12/15 | ||
""" | ||
# encoding:utf-8 | ||
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from bot.bot import Bot | ||
import google.generativeai as genai | ||
from bot.session_manager import SessionManager | ||
from bridge.context import ContextType, Context | ||
from bridge.reply import Reply, ReplyType | ||
from common.log import logger | ||
from config import conf | ||
from bot.baidu.baidu_wenxin_session import BaiduWenxinSession | ||
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# OpenAI对话模型API (可用) | ||
class GoogleGeminiBot(Bot): | ||
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def __init__(self): | ||
super().__init__() | ||
self.api_key = conf().get("gemini_api_key") | ||
# 复用文心的token计算方式 | ||
self.sessions = SessionManager(BaiduWenxinSession, model=conf().get("model") or "gpt-3.5-turbo") | ||
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def reply(self, query, context: Context = None) -> Reply: | ||
try: | ||
if context.type != ContextType.TEXT: | ||
logger.warn(f"[Gemini] Unsupported message type, type={context.type}") | ||
return Reply(ReplyType.TEXT, None) | ||
logger.info(f"[Gemini] query={query}") | ||
session_id = context["session_id"] | ||
session = self.sessions.session_query(query, session_id) | ||
gemini_messages = self._convert_to_gemini_messages(self._filter_messages(session.messages)) | ||
genai.configure(api_key=self.api_key) | ||
model = genai.GenerativeModel('gemini-pro') | ||
response = model.generate_content(gemini_messages) | ||
reply_text = response.text | ||
self.sessions.session_reply(reply_text, session_id) | ||
logger.info(f"[Gemini] reply={reply_text}") | ||
return Reply(ReplyType.TEXT, reply_text) | ||
except Exception as e: | ||
logger.error("[Gemini] fetch reply error, may contain unsafe content") | ||
logger.error(e) | ||
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def _convert_to_gemini_messages(self, messages: list): | ||
res = [] | ||
for msg in messages: | ||
if msg.get("role") == "user": | ||
role = "user" | ||
elif msg.get("role") == "assistant": | ||
role = "model" | ||
else: | ||
continue | ||
res.append({ | ||
"role": role, | ||
"parts": [{"text": msg.get("content")}] | ||
}) | ||
return res | ||
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def _filter_messages(self, messages: list): | ||
res = [] | ||
turn = "user" | ||
for i in range(len(messages) - 1, -1, -1): | ||
message = messages[i] | ||
if message.get("role") != turn: | ||
continue | ||
res.insert(0, message) | ||
if turn == "user": | ||
turn = "assistant" | ||
elif turn == "assistant": | ||
turn = "user" | ||
return res |
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