diff --git a/api/core/model_runtime/model_providers/bedrock/bedrock.yaml b/api/core/model_runtime/model_providers/bedrock/bedrock.yaml index 952f968b9d0f2f..99013a95d22384 100644 --- a/api/core/model_runtime/model_providers/bedrock/bedrock.yaml +++ b/api/core/model_runtime/model_providers/bedrock/bedrock.yaml @@ -16,6 +16,7 @@ help: supported_model_types: - llm - text-embedding + - rerank configurate_methods: - predefined-model provider_credential_schema: diff --git a/api/core/model_runtime/model_providers/bedrock/rerank/__init__.py b/api/core/model_runtime/model_providers/bedrock/rerank/__init__.py new file mode 100644 index 00000000000000..e69de29bb2d1d6 diff --git a/api/core/model_runtime/model_providers/bedrock/rerank/_position.yaml b/api/core/model_runtime/model_providers/bedrock/rerank/_position.yaml new file mode 100644 index 00000000000000..d7fbbb847dd3fd --- /dev/null +++ b/api/core/model_runtime/model_providers/bedrock/rerank/_position.yaml @@ -0,0 +1,2 @@ +- amazon.rerank-v1 +- cohere.rerank-v3-5:0 diff --git a/api/core/model_runtime/model_providers/bedrock/rerank/amazon.rerank-v1:0.yaml b/api/core/model_runtime/model_providers/bedrock/rerank/amazon.rerank-v1:0.yaml new file mode 100644 index 00000000000000..b91dc3308bed5d --- /dev/null +++ b/api/core/model_runtime/model_providers/bedrock/rerank/amazon.rerank-v1:0.yaml @@ -0,0 +1,4 @@ +model: amazon.rerank-v1:0 +model_type: rerank +model_properties: + context_size: 5120 diff --git a/api/core/model_runtime/model_providers/bedrock/rerank/cohere.rerank-v3-5:0.yaml b/api/core/model_runtime/model_providers/bedrock/rerank/cohere.rerank-v3-5:0.yaml new file mode 100644 index 00000000000000..c250c8f0a15de3 --- /dev/null +++ b/api/core/model_runtime/model_providers/bedrock/rerank/cohere.rerank-v3-5:0.yaml @@ -0,0 +1,4 @@ +model: cohere.rerank-v3-5:0 +model_type: rerank +model_properties: + context_size: 5120 diff --git a/api/core/model_runtime/model_providers/bedrock/rerank/rerank.py b/api/core/model_runtime/model_providers/bedrock/rerank/rerank.py new file mode 100644 index 00000000000000..397f65e8c960c8 --- /dev/null +++ b/api/core/model_runtime/model_providers/bedrock/rerank/rerank.py @@ -0,0 +1,147 @@ +from typing import Optional + +import boto3 +from botocore.config import Config + +from core.model_runtime.entities.rerank_entities import RerankDocument, RerankResult +from core.model_runtime.errors.invoke import ( + InvokeAuthorizationError, + InvokeBadRequestError, + InvokeConnectionError, + InvokeError, + InvokeRateLimitError, + InvokeServerUnavailableError, +) +from core.model_runtime.errors.validate import CredentialsValidateFailedError +from core.model_runtime.model_providers.__base.rerank_model import RerankModel + + +class BedrockRerankModel(RerankModel): + """ + Model class for Cohere rerank model. + """ + + def _invoke( + self, + model: str, + credentials: dict, + query: str, + docs: list[str], + score_threshold: Optional[float] = None, + top_n: Optional[int] = None, + user: Optional[str] = None, + ) -> RerankResult: + """ + Invoke rerank model + + :param model: model name + :param credentials: model credentials + :param query: search query + :param docs: docs for reranking + :param score_threshold: score threshold + :param top_n: top n + :param user: unique user id + :return: rerank result + """ + + if len(docs) == 0: + return RerankResult(model=model, docs=docs) + + # initialize client + client_config = Config(region_name=credentials["aws_region"]) + bedrock_runtime = boto3.client( + service_name="bedrock-agent-runtime", + config=client_config, + aws_access_key_id=credentials.get("aws_access_key_id", ""), + aws_secret_access_key=credentials.get("aws_secret_access_key"), + ) + queries = [{"type": "TEXT", "textQuery": {"text": query}}] + text_sources = [] + for text in docs: + text_sources.append( + { + "type": "INLINE", + "inlineDocumentSource": { + "type": "TEXT", + "textDocument": { + "text": text, + }, + }, + } + ) + modelId = model + region = credentials["aws_region"] + model_package_arn = f"arn:aws:bedrock:{region}::foundation-model/{modelId}" + rerankingConfiguration = { + "type": "BEDROCK_RERANKING_MODEL", + "bedrockRerankingConfiguration": { + "numberOfResults": top_n, + "modelConfiguration": { + "modelArn": model_package_arn, + }, + }, + } + response = bedrock_runtime.rerank( + queries=queries, sources=text_sources, rerankingConfiguration=rerankingConfiguration + ) + + rerank_documents = [] + for idx, result in enumerate(response["results"]): + # format document + index = result["index"] + rerank_document = RerankDocument( + index=index, + text=docs[index], + score=result["relevanceScore"], + ) + + # score threshold check + if score_threshold is not None: + if rerank_document.score >= score_threshold: + rerank_documents.append(rerank_document) + else: + rerank_documents.append(rerank_document) + + return RerankResult(model=model, docs=rerank_documents) + + def validate_credentials(self, model: str, credentials: dict) -> None: + """ + Validate model credentials + + :param model: model name + :param credentials: model credentials + :return: + """ + try: + self.invoke( + model=model, + credentials=credentials, + query="What is the capital of the United States?", + docs=[ + "Carson City is the capital city of the American state of Nevada. At the 2010 United States " + "Census, Carson City had a population of 55,274.", + "The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific Ocean that " + "are a political division controlled by the United States. Its capital is Saipan.", + ], + score_threshold=0.8, + ) + except Exception as ex: + raise CredentialsValidateFailedError(str(ex)) + + @property + def _invoke_error_mapping(self) -> dict[type[InvokeError], list[type[Exception]]]: + """ + Map model invoke error to unified error + The key is the ermd = genai.GenerativeModel(model) error type thrown to the caller + The value is the md = genai.GenerativeModel(model) error type thrown by the model, + which needs to be converted into a unified error type for the caller. + + :return: Invoke emd = genai.GenerativeModel(model) error mapping + """ + return { + InvokeConnectionError: [], + InvokeServerUnavailableError: [], + InvokeRateLimitError: [], + InvokeAuthorizationError: [], + InvokeBadRequestError: [], + } diff --git a/api/poetry.lock b/api/poetry.lock index dcd8982c37030b..4c784e53cda4b1 100644 --- a/api/poetry.lock +++ b/api/poetry.lock @@ -1,14 +1,25 @@ # This file is automatically @generated by Poetry 1.8.4 and should not be changed 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