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+from typing import Optional
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+
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+import dashscope
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+from dashscope.common.error import (
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+ AuthenticationError,
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+ InvalidParameter,
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+ RequestFailure,
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+ ServiceUnavailableError,
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+ UnsupportedHTTPMethod,
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+ UnsupportedModel,
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+)
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+
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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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+
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+
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+class GTERerankModel(RerankModel):
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+ """
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+ Model class for GTE rerank model.
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+ """
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+
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+ def _invoke(
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+ self,
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+ model: str,
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+ credentials: dict,
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+ query: str,
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+ docs: list[str],
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+ score_threshold: Optional[float] = None,
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+ top_n: Optional[int] = None,
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+ user: Optional[str] = None,
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+ ) -> RerankResult:
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+ """
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+ Invoke rerank model
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+
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+ :param model: model name
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+ :param credentials: model credentials
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+ :param query: search query
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+ :param docs: docs for reranking
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+ :param score_threshold: score threshold
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+ :param top_n: top n
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+ :param user: unique user id
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+ :return: rerank result
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+ """
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+ if len(docs) == 0:
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+ return RerankResult(model=model, docs=docs)
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+
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+ # initialize client
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+ dashscope.api_key = credentials["dashscope_api_key"]
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+
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+ response = dashscope.TextReRank.call(
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+ query=query,
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+ documents=docs,
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+ model=model,
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+ top_n=top_n,
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+ return_documents=True,
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+ )
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+
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+ rerank_documents = []
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+ for _, result in enumerate(response.output.results):
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+ # format document
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+ rerank_document = RerankDocument(
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+ index=result.index,
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+ score=result.relevance_score,
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+ text=result["document"]["text"],
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+ )
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+
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+ # score threshold check
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+ if score_threshold is not None:
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+ if result.relevance_score >= score_threshold:
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+ rerank_documents.append(rerank_document)
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+ else:
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+ rerank_documents.append(rerank_document)
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+
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+ return RerankResult(model=model, docs=rerank_documents)
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+
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+ def validate_credentials(self, model: str, credentials: dict) -> None:
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+ """
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+ Validate model credentials
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+
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+ :param model: model name
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+ :param credentials: model credentials
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+ :return:
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+ """
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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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+ print(ex)
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+ raise CredentialsValidateFailedError(str(ex))
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+
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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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+ The key is the error type thrown to the caller
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+ The value is the error type thrown by the model,
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+ which needs to be converted into a unified error type for the caller.
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+
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+ :return: Invoke error mapping
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+ """
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+ return {
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+ InvokeConnectionError: [
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+ RequestFailure,
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+ ],
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+ InvokeServerUnavailableError: [
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+ ServiceUnavailableError,
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+ ],
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+ InvokeRateLimitError: [],
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+ InvokeAuthorizationError: [
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+ AuthenticationError,
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+ ],
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+ InvokeBadRequestError: [
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+ InvalidParameter,
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+ UnsupportedModel,
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+ UnsupportedHTTPMethod,
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+ ],
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+ }
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