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feat: support siliconflow rerank (#7337)
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model: netease-youdao/bce-reranker-base_v1
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model_type: rerank
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model_properties:
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context_size: 512
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model: BAAI/bge-reranker-v2-m3
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model_type: rerank
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model_properties:
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context_size: 8192
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from typing import Optional
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import httpx
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from core.model_runtime.entities.rerank_entities import RerankDocument, RerankResult
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from core.model_runtime.errors.invoke import (
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InvokeAuthorizationError,
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InvokeBadRequestError,
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InvokeConnectionError,
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InvokeError,
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InvokeRateLimitError,
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InvokeServerUnavailableError,
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)
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from core.model_runtime.errors.validate import CredentialsValidateFailedError
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from core.model_runtime.model_providers.__base.rerank_model import RerankModel
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class SiliconflowRerankModel(RerankModel):
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def _invoke(self, model: str, credentials: dict, query: str, docs: list[str],
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score_threshold: Optional[float] = None, top_n: Optional[int] = None,
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user: Optional[str] = None) -> RerankResult:
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if len(docs) == 0:
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return RerankResult(model=model, docs=[])
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base_url = credentials.get('base_url', 'https://api.siliconflow.cn/v1')
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if base_url.endswith('/'):
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base_url = base_url[:-1]
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try:
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response = httpx.post(
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base_url + '/rerank',
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json={
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"model": model,
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"query": query,
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"documents": docs,
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"top_n": top_n,
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"return_documents": True
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},
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headers={"Authorization": f"Bearer {credentials.get('api_key')}"}
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)
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response.raise_for_status()
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results = response.json()
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rerank_documents = []
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for result in results['results']:
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rerank_document = RerankDocument(
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index=result['index'],
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text=result['document']['text'],
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score=result['relevance_score'],
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)
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if score_threshold is None or result['relevance_score'] >= score_threshold:
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rerank_documents.append(rerank_document)
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return RerankResult(model=model, docs=rerank_documents)
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except httpx.HTTPStatusError as e:
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raise InvokeServerUnavailableError(str(e))
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def validate_credentials(self, model: str, credentials: dict) -> None:
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try:
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self._invoke(
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model=model,
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credentials=credentials,
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query="What is the capital of the United States?",
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docs=[
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"Carson City is the capital city of the American state of Nevada. At the 2010 United States "
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"Census, Carson City had a population of 55,274.",
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"The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific Ocean that "
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"are a political division controlled by the United States. Its capital is Saipan.",
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],
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score_threshold=0.8
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)
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except Exception as ex:
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raise CredentialsValidateFailedError(str(ex))
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@property
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def _invoke_error_mapping(self) -> dict[type[InvokeError], list[type[Exception]]]:
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"""
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Map model invoke error to unified error
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"""
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return {
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InvokeConnectionError: [httpx.ConnectError],
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InvokeServerUnavailableError: [httpx.RemoteProtocolError],
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InvokeRateLimitError: [],
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InvokeAuthorizationError: [httpx.HTTPStatusError],
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InvokeBadRequestError: [httpx.RequestError]
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}
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@ -12,10 +12,11 @@ help:
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en_US: Get your API Key from SiliconFlow
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zh_Hans: 从 SiliconFlow 获取 API Key
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url:
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en_US: https://cloud.siliconflow.cn/keys
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en_US: https://cloud.siliconflow.cn/account/ak
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supported_model_types:
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- llm
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- text-embedding
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- rerank
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- speech2text
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configurate_methods:
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- predefined-model
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@ -0,0 +1,49 @@
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import os
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import pytest
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from core.model_runtime.entities.rerank_entities import RerankResult
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from core.model_runtime.errors.validate import CredentialsValidateFailedError
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from core.model_runtime.model_providers.siliconflow.rerank.rerank import SiliconflowRerankModel
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def test_validate_credentials():
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model = SiliconflowRerankModel()
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with pytest.raises(CredentialsValidateFailedError):
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model.validate_credentials(
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model="BAAI/bge-reranker-v2-m3",
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credentials={
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"api_key": "invalid_key"
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},
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)
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model.validate_credentials(
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model="BAAI/bge-reranker-v2-m3",
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credentials={
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"api_key": os.environ.get("API_KEY"),
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},
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)
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def test_invoke_model():
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model = SiliconflowRerankModel()
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result = model.invoke(
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model='BAAI/bge-reranker-v2-m3',
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credentials={
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"api_key": os.environ.get("API_KEY"),
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},
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query="Who is Kasumi?",
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docs=[
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"Kasumi is a girl's name of Japanese origin meaning \"mist\".",
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"Her music is a kawaii bass, a mix of future bass, pop, and kawaii music ",
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"and she leads a team named PopiParty."
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],
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score_threshold=0.8
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)
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assert isinstance(result, RerankResult)
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assert len(result.docs) == 1
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assert result.docs[0].index == 0
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assert result.docs[0].score >= 0.8
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