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utils.py
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import json
from fastapi import HTTPException
import httpx
from log_config import logger
def update_config(config_data, app=None):
for index, provider in enumerate(config_data['providers']):
model_dict = {}
for model in provider['model']:
if type(model) == str:
model_dict[model] = model
if type(model) == dict:
model_dict.update({new: old for old, new in model.items()})
# 如果 provider['model'] 只有 1 行,而且是 *
if provider["model"] == ["*"]:
if app:
from request import get_online_models_sync
provider_name = provider["provider"]
engine = provider.get("engine")
if engine is None:
# 如果 provider_name 里包含 gemini
if "gemini" in provider_name:
engine = "gemini"
if "ollama" in provider_name:
engine = "ollama"
provider["model"] = get_online_models_sync(
app.state.client, engine, provider
)
# 删掉 "*" 这个要替换的值
model_dict.pop("*", None)
# print("update_config", provider["model"])
# 把数据转换到 model_dict
for model in provider["model"]:
model_dict[model["id"]] = (
model["id"]
)
provider['model'] = model_dict
if provider.get('project_id'):
provider['base_url'] = 'https://aiplatform.googleapis.com/'
if provider.get('cf_account_id'):
provider['base_url'] = 'https://api.cloudflare.com/'
if provider.get('api'):
if isinstance(provider.get('api'), str):
provider['api'] = CircularList([provider.get('api')])
if isinstance(provider.get('api'), list):
provider['api'] = CircularList(provider.get('api'))
config_data['providers'][index] = provider
api_keys_db = config_data['api_keys']
for index, api_key in enumerate(config_data['api_keys']):
weights_dict = {}
models = []
if api_key.get('model'):
for model in api_key.get('model'):
if isinstance(model, dict):
key, value = list(model.items())[0]
provider_name = key.split("/")[0]
if "/" in key:
weights_dict.update({provider_name: int(value)})
models.append(key)
if isinstance(model, str):
models.append(model)
config_data['api_keys'][index]['weights'] = weights_dict
config_data['api_keys'][index]['model'] = models
api_keys_db[index]['model'] = models
api_list = [item["api"] for item in api_keys_db]
# logger.info(json.dumps(config_data, indent=4, ensure_ascii=False, default=circular_list_encoder))
return config_data, api_keys_db, api_list
# 读取YAML配置文件
async def load_config(app=None):
import yaml
try:
# with open('./api.yaml', 'r') as f:
# tokens = yaml.scan(f)
# for token in tokens:
# if isinstance(token, yaml.ScalarToken):
# value = token.value
# # 如果plain为False,表示字符串被引号包裹
# is_quoted = not token.plain
# print(f"值: {value}, 是否被引号包裹: {is_quoted}")
with open("./api.yaml", "r", encoding="utf-8") as f:
# 判断是否为空文件
conf = yaml.safe_load(f)
# conf = None
if conf:
config, api_keys_db, api_list = update_config(conf, app)
else:
# logger.error("配置文件 'api.yaml' 为空。请检查文件内容。")
config, api_keys_db, api_list = [], [], []
except FileNotFoundError:
logger.error("'api.yaml' not found. Please check the file path.")
config, api_keys_db, api_list = [], [], []
except yaml.YAMLError:
logger.error("配置文件 'api.yaml' 格式不正确。请检查 YAML 格式。")
config, api_keys_db, api_list = [], [], []
except OSError as e:
logger.error(f"open 'api.yaml' failed: {e}")
config, api_keys_db, api_list = [], [], []
if config != []:
return config, api_keys_db, api_list
import os
# 新增: 从环境变量获取配置URL并拉取配置
config_url = os.environ.get('CONFIG_URL')
if config_url:
try:
response = await app.state.client.get(config_url)
# logger.info(f"Fetching config from {response.text}")
response.raise_for_status()
config_data = yaml.safe_load(response.text)
# 更新配置
# logger.info(config_data)
if config_data:
config, api_keys_db, api_list = update_config(config_data, app)
else:
logger.error(f"Error fetching or parsing config from {config_url}")
config, api_keys_db, api_list = [], [], []
except Exception as e:
logger.error(f"Error fetching or parsing config from {config_url}: {str(e)}")
config, api_keys_db, api_list = [], [], []
return config, api_keys_db, api_list
def ensure_string(item):
if isinstance(item, (bytes, bytearray)):
return item.decode("utf-8")
elif isinstance(item, str):
return item
elif isinstance(item, dict):
return f"data: {json.dumps(item)}\n\n"
else:
return str(item)
import asyncio
import time as time_module
async def error_handling_wrapper(generator):
start_time = time_module.time()
try:
first_item = await generator.__anext__()
first_response_time = time_module.time() - start_time
first_item_str = first_item
# logger.info("first_item_str: %s", first_item_str)
if isinstance(first_item_str, (bytes, bytearray)):
first_item_str = first_item_str.decode("utf-8")
if isinstance(first_item_str, str):
if first_item_str.startswith("data:"):
first_item_str = first_item_str.lstrip("data: ")
if first_item_str.startswith("[DONE]"):
logger.error("error_handling_wrapper [DONE]!")
raise StopAsyncIteration
if "The bot's usage is covered by the developer" in first_item_str:
logger.error("error const string: %s", first_item_str)
raise StopAsyncIteration
if "process this request due to overload or policy" in first_item_str:
logger.error("error const string: %s", first_item_str)
raise StopAsyncIteration
try:
first_item_str = json.loads(first_item_str)
except json.JSONDecodeError:
logger.error("error_handling_wrapper JSONDecodeError!" + repr(first_item_str))
raise StopAsyncIteration
if isinstance(first_item_str, dict) and 'error' in first_item_str:
# 如果第一个 yield 的项是错误信息,抛出 HTTPException
status_code = first_item_str.get('status_code', 500)
detail = first_item_str.get('details', f"{first_item_str}")
raise HTTPException(status_code=status_code, detail=f"{detail}"[:300])
# 如果不是错误,创建一个新的生成器,首先yield第一个项,然后yield剩余的项
async def new_generator():
yield ensure_string(first_item)
try:
async for item in generator:
yield ensure_string(item)
except (httpx.ReadError, asyncio.CancelledError, httpx.RemoteProtocolError) as e:
logger.error(f"Network error in new_generator: {e}")
raise
return new_generator(), first_response_time
except StopAsyncIteration:
raise HTTPException(status_code=400, detail="data: {'error': 'No data returned'}")
def post_all_models(token, config, api_list):
all_models = []
unique_models = set()
if token not in api_list:
raise HTTPException(status_code=403, detail="Invalid or missing API Key")
api_index = api_list.index(token)
if config['api_keys'][api_index]['model']:
for model in config['api_keys'][api_index]['model']:
if model == "all":
# 如果模型名为 all,则返回所有模型
all_models = get_all_models(config)
return all_models
if "/" in model:
provider = model.split("/")[0]
model = model.split("/")[1]
if model == "*":
for provider_item in config["providers"]:
if provider_item['provider'] != provider:
continue
for model_item in provider_item['model'].keys():
if model_item not in unique_models:
unique_models.add(model_item)
model_info = {
"id": model_item,
"object": "model",
"created": 1720524448858,
"owned_by": "uni-api"
# "owned_by": provider_item['provider']
}
all_models.append(model_info)
else:
for provider_item in config["providers"]:
if provider_item['provider'] != provider:
continue
for model_item in provider_item['model'].keys() :
if model_item not in unique_models and model_item == model:
unique_models.add(model_item)
model_info = {
"id": model_item,
"object": "model",
"created": 1720524448858,
"owned_by": "uni-api"
}
all_models.append(model_info)
continue
if model not in unique_models:
unique_models.add(model)
model_info = {
"id": model,
"object": "model",
"created": 1720524448858,
"owned_by": model
}
all_models.append(model_info)
return all_models
def get_all_models(config):
all_models = []
unique_models = set()
for provider in config["providers"]:
for model in provider['model'].keys():
if model not in unique_models:
unique_models.add(model)
model_info = {
"id": model,
"object": "model",
"created": 1720524448858,
"owned_by": "uni-api"
}
all_models.append(model_info)
return all_models
# 【GCP-Vertex AI 目前有這些區域可用】 https://cloud.google.com/vertex-ai/generative-ai/docs/partner-models/use-claude?hl=zh_cn
# c3.5s
# us-east5
# europe-west1
# c3s
# us-east5
# us-central1
# asia-southeast1
# c3o
# us-east5
# c3h
# us-east5
# us-central1
# europe-west1
# europe-west4
def circular_list_encoder(obj):
if isinstance(obj, CircularList):
return obj.to_dict()
raise TypeError(f'Object of type {obj.__class__.__name__} is not JSON serializable')
from collections import deque
class CircularList:
def __init__(self, items):
self.queue = deque(items)
def next(self):
if not self.queue:
return None
item = self.queue.popleft()
self.queue.append(item)
return item
def to_dict(self):
return {
'queue': list(self.queue)
}
c35s = CircularList(["us-east5", "europe-west1"])
c3s = CircularList(["us-east5", "us-central1", "asia-southeast1"])
c3o = CircularList(["us-east5"])
c3h = CircularList(["us-east5", "us-central1", "europe-west1", "europe-west4"])
gem = CircularList(["us-central1", "us-east4", "us-west1", "us-west4", "europe-west1", "europe-west2"])
class BaseAPI:
def __init__(
self,
api_url: str = "https://api.openai.com/v1/chat/completions",
):
if api_url == "":
api_url = "https://api.openai.com/v1/chat/completions"
self.source_api_url: str = api_url
from urllib.parse import urlparse, urlunparse
parsed_url = urlparse(self.source_api_url)
if parsed_url.scheme == "":
raise Exception("Error: API_URL is not set")
if parsed_url.path != '/':
before_v1 = parsed_url.path.split("/v1")[0]
else:
before_v1 = ""
self.base_url: str = urlunparse(parsed_url[:2] + (before_v1,) + ("",) * 3)
self.v1_url: str = urlunparse(parsed_url[:2]+ (before_v1 + "/v1",) + ("",) * 3)
self.v1_models: str = urlunparse(parsed_url[:2] + (before_v1 + "/v1/models",) + ("",) * 3)
if parsed_url.netloc == "api.deepseek.com":
self.chat_url: str = urlunparse(parsed_url[:2] + ("/chat/completions",) + ("",) * 3)
else:
self.chat_url: str = urlunparse(parsed_url[:2] + (before_v1 + "/v1/chat/completions",) + ("",) * 3)
self.image_url: str = urlunparse(parsed_url[:2] + (before_v1 + "/v1/images/generations",) + ("",) * 3)
self.audio_transcriptions: str = urlunparse(parsed_url[:2] + (before_v1 + "/v1/audio/transcriptions",) + ("",) * 3)
self.moderations: str = urlunparse(parsed_url[:2] + (before_v1 + "/v1/moderations",) + ("",) * 3)
def safe_get(data, *keys, default=None):
for key in keys:
try:
data = data[key] if isinstance(data, (dict, list)) else data.get(key)
except (KeyError, IndexError, AttributeError, TypeError):
return default
return data