Files
news/embedding/factory.py
T
2026-07-18 15:51:01 +08:00

61 lines
2.0 KiB
Python

"""Embedding provider 工厂:根据环境变量构造合适后端。"""
from __future__ import annotations
import os
from .base import AsyncEmbeddingProvider, EmbeddingProvider
from .models import EmbeddingError, EmbeddingProviderType
from .remote import (
DashScopeAsyncEmbeddingProvider,
DashScopeEmbeddingProvider,
)
def _read_env(key: str, default: str | None = None) -> str | None:
val = os.environ.get(key)
if val is None or val.strip() == "":
return default
return val.strip()
def resolve_provider_type(provider: str | None = None) -> EmbeddingProviderType:
"""根据 provider 参数 / env 解析出 EmbeddingProviderType。
映射:
dashscope / qwen / remote -> DASHSCOPE
local / local-bge / bge / bge-m3 -> LOCAL_BGE
默认 dashscope。
"""
p = (provider or _read_env("EMBEDDING_PROVIDER", "dashscope") or "dashscope").lower()
if p in ("dashscope", "qwen", "remote"):
return EmbeddingProviderType.DASHSCOPE
if p in ("local", "local-bge", "bge", "bge-m3"):
return EmbeddingProviderType.LOCAL_BGE
raise EmbeddingError(f"未知 embedding provider: {provider!r}")
def make_sync_provider(
provider: str | None = None,
**kwargs: object,
) -> EmbeddingProvider:
"""构造同步 provider。"""
pt = resolve_provider_type(provider)
if pt == EmbeddingProviderType.DASHSCOPE:
return DashScopeEmbeddingProvider(**kwargs) # type: ignore[arg-type]
# 本地后端
from .local import LocalBGEEmbeddingProvider
return LocalBGEEmbeddingProvider(**kwargs) # type: ignore[arg-type]
def make_async_provider(
provider: str | None = None,
**kwargs: object,
) -> AsyncEmbeddingProvider:
"""构造异步 provider。"""
pt = resolve_provider_type(provider)
if pt == EmbeddingProviderType.DASHSCOPE:
return DashScopeAsyncEmbeddingProvider(**kwargs) # type: ignore[arg-type]
from .local import LocalBGEAsyncEmbeddingProvider
return LocalBGEAsyncEmbeddingProvider(**kwargs) # type: ignore[arg-type]