Merge pull request #1208 from CaixyPromise/update/enhance-gemini-with-proxy

Update: 提升Gemini代理配置能力,支持function_call调用与stream流式对话能力
This commit is contained in:
hrz
2025-05-12 21:54:24 +08:00
committed by GitHub
@@ -1,140 +1,180 @@
import google.generativeai as genai import os, json, uuid
from core.utils.util import check_model_key from types import SimpleNamespace
from core.providers.llm.base import LLMProviderBase from typing import Any, Dict, List
from config.logger import setup_logging
import requests
import json
import requests
from google import generativeai as genai
from google.generativeai import types, GenerationConfig
from core.providers.llm.base import LLMProviderBase
from core.utils.util import check_model_key
from config.logger import setup_logging
from google.generativeai.types import GenerateContentResponse
from requests import RequestException
log = setup_logging()
TAG = __name__ TAG = __name__
logger = setup_logging()
def test_proxy(proxy_url: str, test_url: str) -> bool:
try:
resp = requests.get(test_url, proxies={"http": proxy_url, "https": proxy_url})
return 200 <= resp.status_code < 400
except RequestException:
return False
def setup_proxy_env(http_proxy: str | None, https_proxy: str | None):
"""
分别测试 HTTP 和 HTTPS 代理是否可用,并设置环境变量。
如果 HTTPS 代理不可用但 HTTP 可用,会将 HTTPS_PROXY 也指向 HTTP。
"""
test_http_url = "http://www.google.com"
test_https_url = "https://www.google.com"
ok_http = ok_https = False
if http_proxy:
ok_http = test_proxy(http_proxy, test_http_url)
if ok_http:
os.environ["HTTP_PROXY"] = http_proxy
log.bind(tag=TAG).info(f"配置提供的Gemini HTTPS代理连通成功: {http_proxy}")
else:
log.bind(tag=TAG).warn(f"配置提供的Gemini HTTP代理不可用: {http_proxy}")
if https_proxy:
ok_https = test_proxy(https_proxy, test_https_url)
if ok_https:
os.environ["HTTPS_PROXY"] = https_proxy
log.bind(tag=TAG).info(f"配置提供的Gemini HTTPS代理连通成功: {https_proxy}")
else:
log.bind(tag=TAG).warning(f"配置提供的Gemini HTTPS代理不可用: {https_proxy}")
# 如果https_proxy不可用,但http_proxy可用且能走通https,则复用http_proxy作为https_proxy
if ok_http and not ok_https:
if test_proxy(http_proxy, test_https_url):
os.environ["HTTPS_PROXY"] = http_proxy
ok_https = True
log.bind(tag=TAG).info(f"复用HTTP代理作为HTTPS代理: {http_proxy}")
if not ok_http and not ok_https:
log.bind(tag=TAG).error(f"Gemini 代理设置失败: HTTP 和 HTTPS 代理都不可用,请检查配置")
raise RuntimeError("HTTP 和 HTTPS 代理都不可用,请检查配置")
class LLMProvider(LLMProviderBase): class LLMProvider(LLMProviderBase):
def __init__(self, config): def __init__(self, cfg: Dict[str, Any]):
"""初始化Gemini LLM Provider""" self.model_name = cfg.get("model_name", "gemini-2.0-flash")
self.model_name = config.get("model_name", "gemini-1.5-pro") self.api_key = cfg["api_key"]
self.api_key = config.get("api_key") http_proxy = cfg.get("http_proxy")
self.http_proxy = config.get("http_proxy") https_proxy = cfg.get("https_proxy")
self.https_proxy = config.get("https_proxy")
have_key = check_model_key("LLM", self.api_key)
if not have_key: if not check_model_key("LLM", self.api_key):
return raise ValueError("无效的Gemini API Key,请检查是否配置正确")
try: if http_proxy or https_proxy:
# 初始化Gemini客户端 log.bind(tag=TAG).info(f"检测到Gemini代理配置,开始测试代理连通性和设置代理环境...")
# 配置代理(如果提供了代理配置) setup_proxy_env(http_proxy, https_proxy)
self.proxies = None log.bind(tag=TAG).info(f"Gemini 代理设置成功 - HTTP: {http_proxy}, HTTPS: {https_proxy}")
if self.http_proxy is not "" or self.https_proxy is not "": genai.configure(api_key=self.api_key)
self.model = genai.GenerativeModel(self.model_name)
self.proxies = { self.gen_cfg = GenerationConfig(
"http": self.http_proxy, temperature=0.7,
"https": self.https_proxy, top_p=0.9,
} top_k=40,
logger.bind(tag=TAG).info(f"Gemini set proxys:{self.proxies}") max_output_tokens=2048,
# 使用猴子补丁修改 google-generativeai 库的请求会话 )
# 使用 session 对象配置 genai @staticmethod
def _build_tools(funcs: List[Dict[str, Any]] | None):
genai.configure(api_key=self.api_key) if not funcs:
self.model = genai.GenerativeModel(self.model_name) return None
return [types.Tool(function_declarations=[
# 设置生成参数 types.FunctionDeclaration(
self.generation_config = { name=f["function"]["name"],
"temperature": 0.7, description=f["function"]["description"],
"top_p": 0.9, parameters=f["function"]["parameters"],
"top_k": 40, )
"max_output_tokens": 2048, for f in funcs
} ])]
self.chat = None
except Exception as e:
logger.bind(tag=TAG).error(f"Gemini初始化失败: {e}")
self.model = None
# Gemini文档提到,无需维护session-id,直接用dialogue拼接而成
def response(self, session_id, dialogue): def response(self, session_id, dialogue):
"""生成Gemini对话响应""" yield from self._generate(dialogue, None)
if not self.model:
yield "【Gemini服务未正确初始化】"
return
try:
# 处理对话历史
chat_history = []
for msg in dialogue[:-1]: # 历史对话
role = "model" if msg["role"] == "assistant" else "user"
content = msg["content"].strip()
if content:
chat_history.append({"role": role, "parts": [{"text": content}]})
# 获取当前消息
current_msg = dialogue[-1]["content"]
# 构建请求体
request_body = {
"contents": chat_history
+ [{"role": "user", "parts": [{"text": current_msg}]}],
"generationConfig": self.generation_config,
}
# 构建请求URL
url = f"https://generativelanguage.googleapis.com/v1beta/models/{self.model_name}:generateContent?key={self.api_key}"
# 构建请求头
headers = {
"Content-Type": "application/json",
}
# 发送POST请求,经测试手动 request 无法使用 stream 模式
if self.proxies:
response = requests.post(
url,
headers=headers,
json=request_body,
stream=False,
proxies=self.proxies,
)
try:
data = response.json() # 直接解析JSON
if "candidates" in data and data["candidates"]:
yield data["candidates"][0]["content"]["parts"][0]["text"]
else:
yield "未找到候选回复。"
except json.JSONDecodeError as e:
yield f"JSON解码错误:{e}"
except Exception as e:
yield f"发生错误:{e}"
else:
logger.bind(tag=TAG).info(f"Gemini stream mode ")
chat = self.model.start_chat(history=chat_history)
# 发送消息并获取流式响应
response = chat.send_message(
current_msg, stream=True, generation_config=self.generation_config
)
# 处理流式响应
for chunk in response:
if hasattr(chunk, "text") and chunk.text:
yield chunk.text
except Exception as e:
error_msg = str(e)
logger.bind(tag=TAG).error(f"Gemini响应生成错误: {error_msg}")
# 针对不同错误返回友好提示
if "Rate limit" in error_msg:
yield "【Gemini服务请求太频繁,请稍后再试】"
elif "Invalid API key" in error_msg:
yield "【Gemini API key无效】"
else:
yield f"【Gemini服务响应异常: {error_msg}"
except requests.exceptions.RequestException as e:
yield f"请求失败:{e}"
except json.JSONDecodeError as e:
yield f"JSON解码错误:{e}"
except Exception as e:
yield f"发生错误:{e}"
def response_with_functions(self, session_id, dialogue, functions=None): def response_with_functions(self, session_id, dialogue, functions=None):
logger.bind(tag=TAG).info(f"gemini暂未实现完整的工具调用(function call") yield from self._generate(dialogue, self._build_tools(functions))
return self.response(session_id, dialogue)
def _generate(self, dialogue, tools):
role_map = {"assistant": "model", "user": "user"}
contents: list = []
# 拼接对话
for m in dialogue:
r = m["role"]
if r == "assistant" and "tool_calls" in m:
tc = m["tool_calls"][0]
contents.append({
"role": "model",
"parts": [{"function_call": {
"name": tc["function"]["name"],
"args": json.loads(tc["function"]["arguments"]),
}}],
})
continue
if r == "tool":
contents.append({
"role": "model",
"parts": [{"text": str(m.get("content", ""))}],
})
continue
contents.append({
"role": role_map.get(r, "user"),
"parts": [{"text": str(m.get("content", ""))}],
})
stream: GenerateContentResponse = self.model.generate_content(
contents=contents,
generation_config=self.gen_cfg,
tools=tools,
stream=True,
)
try:
for chunk in stream:
cand = chunk.candidates[0]
for part in cand.content.parts:
# a) 函数调用-通常是最后一段话才是函数调用
if getattr(part, "function_call", None):
fc = part.function_call
yield None, [SimpleNamespace(
id=uuid.uuid4().hex,
type="function",
function=SimpleNamespace(
name=fc.name,
arguments=json.dumps(dict(fc.args),
ensure_ascii=False),
),
)]
return
# b) 普通文本
if getattr(part, "text", None):
yield part.text if tools is None else (part.text, None)
finally:
if tools is not None:
yield None, None # functionmode 结束,返回哑包
# 关闭stream,预留后续打断对话功能的功能方法,官方文档推荐打断对话要关闭上一个流,可以有效减少配额计费和资源占用
@staticmethod
def _safe_finish_stream(stream: GenerateContentResponse):
if hasattr(stream, "resolve"):
stream.resolve() # Gemini SDK version ≥ 0.5.0
elif hasattr(stream, "close"):
stream.close() # Gemini SDK version < 0.5.0
else:
for _ in stream: # 兜底耗尽
pass