Index

_

__init__() (AICoreBedrockBaseModel method), [1] (AICoreDynamicTransport method), [1] (ArtifactSource method), [1], [2] (AssistantMessage method) (AsyncAICoreDynamicTransport method), [1] (AsyncChat method) (AsyncClientWrapper method), [1] (AsyncOpenAI method) (AsyncOpenAIWithRawResponse method) (AsyncSession method), [1] (AsyncSSEClient method), [1] (AzureContentFilter method) (BaseLLMResult method) (BaseModuleResults method) (BedrockEmbeddings method), [1] (Catalog method) (Chat method) (ChatBedrock method), [1] (ChatBedrockConverse method), [1] (ChatCompletionTool method) (ChatDelta method) (ChatOpenAI method), [1] (Client method), [1] (ClientWrapper method), [1] (ContentFilter method) (ContentFiltering method) (CredentialsValue method) (DataMasking method) (Dataset method), [1], [2] (DocumentGrounding method) (DocumentGroundingFilter method) (DocumentMetadata method) (EvaluationClient method), [1] (EvaluationConfig method), [1], [2] (EvaluationRun method), [1], [2] (FunctionCall method) (FunctionTool method) (GenAIHubRestClient method) (GenericModuleResult method) (GlobalClient method) (GroundingFilterSearch method) (GroundingModule method) (ImageItem method) (ImagePart method) (ImageUrl method) (InputFiltering method) (LlamaGuard38bFilter method) (LLM method) (LLMChoice method) (LLMChoiceStreaming method) (LLMResult method) (LLMResultStreaming method) (LLMUsage method) (Message method) (MessageToolCall method) (MetricConfig method), [1], [2] (MetricRef method), [1], [2] (ModuleResults method) (ModuleResultsStreaming method) (ObjectStoreData method) (OpenAI method), [1], [2] (OpenAIEmbeddings method), [1] (OpenAIWithRawResponse method) (OrchestrationConfig method) (OrchestrationError method), [1], [2] (OrchestrationErrorList method), [1] (OrchestrationRequest method) (OrchestrationResponse method) (OrchestrationResponseStreaming method) (OrchestrationResponseWithRetries method) (OrchestrationService method), [1], [2] (OutputFiltering method) (PipelineAPIClient method), [1], [2], [3] (PredictionURLs method) (ProxyClients method) (RegisterDeployment method) (ResponseFormatJsonSchema method) (Results method), [1], [2] (RetrievalAPIClient method), [1], [2], [3] (RetrievalResult method) (RPTClient method), [1] (RPTException method), [1] (S3FileClient method) (SAPDataPrivacyIntegration method) (Service method) (Source method) (SSEClient method), [1] (SystemMessage method) (Template method) (TemplateRef method) (TextPart method) (ToolCallChunk method) (ToolMessage method) (UserMessage method) (ValidationCollector method) (VCAPEnvironment method) (VectorAPIClient method), [1], [2], [3]

__new__() (AzureThreshold method), [1], [2], [3] (ChatOpenAI static method), [1] (ContentFilterProvider method), [1], [2], [3] (DataMaskingProviderName method), [1], [2], [3] (DataRepositoryType method), [1], [2], [3] (DocumentStatus method), [1], [2] (EmbeddingsEncodingFormat method), [1], [2] (EmbeddingsInputType method), [1], [2] (GroundingType method), [1], [2], [3] (InvalidDeploymentBehavior method) (MaskingMethod method), [1], [2], [3] (OpenAI static method), [1] (PipelineExecutionStatus method), [1], [2] (ProfileEntity method), [1], [2], [3] (ResponseFormatType method), [1] (Role method), [1] (TemplateValue static method) (TranslationType method)

A

ABCBaseModel (class in gen_ai_hub.orchestration_v2.models.base) absoluteUrl (Document attribute), [1], [2] accepted_prediction_tokens (CompletionTokensDetails attribute), [1], [2] aclose() (AsyncAICoreDynamicTransport method), [1] aclose_http_connection() (OrchestrationService method), [1], [2] add_error() (ValidationCollector method) add_foundation_model_scenario() (GenAIHubProxyClient class method), [1], [2], [3] additional_fields (PromptTemplateSpec attribute), [1], [2] additional_headers (ChatGoogleGenerativeAI attribute) (GoogleGenerativeAIEmbeddings attribute) additional_model_request_fields (ChatBedrockConverse attribute) additional_model_response_field_paths (ChatBedrockConverse attribute) additional_request_body_kwargs() (BaseDeployment method) (Deployment method) additonal_parameters (Deployment attribute) ADDRESS (ProfileEntity attribute), [1], [2], [3] adjust() (FoundationalModelScenario class method) aembed() (OrchestrationService method), [1] aexecute() (FunctionTool method), [1], [2], [3] aggregations() (Results method), [1], [2] AI_CLIENT_TYPE_VAL (GenAIHubProxyClient attribute), [1], [2], [3] ai_core_client (GenAIHubProxyClient attribute), [1], [2], [3] AICoreBedrockBaseModel (class in gen_ai_hub.proxy.langchain) (class in gen_ai_hub.proxy.langchain.amazon) AICoreDynamicTransport (class in gen_ai_hub.proxy.native.google_genai) (class in gen_ai_hub.proxy.native.google_genai.clients) all_embedding_models() (Catalog method) all_llms() (Catalog method) ALLOW_ALL (AzureThreshold attribute), [1], [2], [3] ALLOW_SAFE (AzureThreshold attribute), [1], [2], [3] ALLOW_SAFE_LOW (AzureThreshold attribute), [1], [2], [3] ALLOW_SAFE_LOW_MEDIUM (AzureThreshold attribute), [1], [2], [3] allowed_special (OpenAI attribute) (OpenAIEmbeddings attribute) allowlist (MaskingProviderConfig attribute), [1], [2] ANONYMIZATION (MaskingMethod attribute), [1], [2], [3] apply_to (InputTranslationConfig attribute), [1], [2] apredict() (RPTClient method), [1] arguments (FunctionCall attribute), [1], [2], [3] (StreamFunctionObject attribute), [1], [2] ARTIFACT_CREATION_FAILURE (ErrorCode attribute) ArtifactSource (class in gen_ai_hub.evaluations) (class in gen_ai_hub.evaluations.models) (class in gen_ai_hub.evaluations.models.artifact_source) arun() (OrchestrationService method), [1], [2] arun_with_retries() (OrchestrationService method), [1], [2] ASSISTANT (Role attribute), [1] AssistantMessage (class in gen_ai_hub.orchestration.models.message) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.message) astream() (OrchestrationService method), [1], [2]

async_client (ChatOpenAI attribute) (OpenAI attribute) (OpenAIEmbeddings attribute) async_client() (AsyncSession method), [1] AsyncAICoreDynamicTransport (class in gen_ai_hub.proxy.native.google_genai) (class in gen_ai_hub.proxy.native.google_genai.clients) AsyncChat (class in gen_ai_hub.proxy.native.openai.clients) AsyncChatCompletions (class in gen_ai_hub.proxy.native.openai.clients) AsyncClientWrapper (class in gen_ai_hub.proxy.native.amazon) (class in gen_ai_hub.proxy.native.amazon.clients) AsyncCompletions (class in gen_ai_hub.proxy.native.openai.clients) AsyncEmbeddings (class in gen_ai_hub.proxy.native.openai.clients) AsyncOpenAI (class in gen_ai_hub.proxy.native.openai.clients) AsyncOpenAIClient (in module gen_ai_hub.proxy.langchain) AsyncOpenAIWithRawResponse (class in gen_ai_hub.proxy.native.openai.clients) AsyncResponses (class in gen_ai_hub.proxy.native.openai.clients) AsyncSession (class in gen_ai_hub.proxy.native.amazon) (class in gen_ai_hub.proxy.native.amazon.clients) AsyncSSEClient (class in gen_ai_hub.orchestration.sse_client) (class in gen_ai_hub.orchestration_v2.sse_client) audio_tokens (CompletionTokensDetails attribute), [1], [2] (PromptTokensDetails attribute), [1], [2] auth_url (GenAIHubProxyClient attribute), [1], [2], [3] AUTO (ImageDetailLevel attribute), [1], [2], [3] aws_access_key_id (ChatBedrock attribute) (ChatBedrockConverse attribute) (ObjectStoreData attribute) aws_secret_access_key (ChatBedrock attribute) (ChatBedrockConverse attribute) (ObjectStoreData attribute) aws_session_token (ChatBedrock attribute) (ChatBedrockConverse attribute) AZURE (ContentFilterProvider attribute), [1], [2], [3] AzureContentFilter (class in gen_ai_hub.orchestration.models.azure_content_filter) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.azure_content_filter) AzureContentSafetyInput (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.azure_content_filter) AzureContentSafetyInputFilterConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.content_filter) AzureContentSafetyOutput (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.azure_content_filter) AzureContentSafetyOutputFilterConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.content_filter) AzureThreshold (class in gen_ai_hub.orchestration.models.azure_content_filter) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.azure_content_filter)

B

BASE64 (EmbeddingsEncodingFormat attribute), [1], [2] base_model_id (ChatBedrock attribute) (ChatBedrockConverse attribute) base_url (ChatGoogleGenerativeAI attribute) (GenAIHubProxyClient attribute), [1], [2], [3] (GoogleGenerativeAIEmbeddings attribute) BaseAuth (class in gen_ai_hub.proxy.langchain.base) BaseDeployment (class in gen_ai_hub.proxy.core.base) BaseDocument (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) BaseLLMResult (class in gen_ai_hub.orchestration.models.response) BaseModuleResults (class in gen_ai_hub.orchestration.models.response) BasePipelineResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline)

BaseProxyClient (class in gen_ai_hub.proxy.core.base) batch_size (OpenAI attribute) bedrock_api_key (ChatBedrock attribute) (ChatBedrockConverse attribute) bedrock_client (ChatBedrock attribute) (ChatBedrockConverse attribute) BedrockEmbeddings (class in gen_ai_hub.proxy.langchain) (class in gen_ai_hub.proxy.langchain.amazon) best_of (OpenAI attribute) beta_use_converse_api (ChatBedrock attribute) BINARY (EmbeddingsEncodingFormat attribute), [1], [2] build_accumulated_config() (in module gen_ai_hub.evaluations.helpers.config_data) build_model_versions_map() (in module gen_ai_hub.evaluations.utils.gen_utils) build_s3_file_key() (in module gen_ai_hub.evaluations.utils.aicore_utils) bytes (ChatCompletionTokenLogprob attribute), [1], [2] (TopLogprob attribute), [1], [2]

C

cache (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) (OpenAI attribute) cache_if_not_none() (in module gen_ai_hub.orchestration.service) cached_content (ChatGoogleGenerativeAI attribute), [1] cached_tokens (PromptTokensDetails attribute), [1], [2] call_orchestration_service_with_v2_config() (in module gen_ai_hub.evaluations.utils.aicore_utils) callbacks (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) (OpenAI attribute) camel_to_snake() (in module gen_ai_hub.proxy.gen_ai_hub_proxy.client) Catalog (class in gen_ai_hub.proxy.langchain.init_models) category (SAPDocumentTranslationApplyToSelector attribute), [1], [2] Chat (class in gen_ai_hub.proxy.native.openai.clients) ChatBedrock (class in gen_ai_hub.proxy.langchain) (class in gen_ai_hub.proxy.langchain.amazon) ChatBedrockConverse (class in gen_ai_hub.proxy.langchain) (class in gen_ai_hub.proxy.langchain.amazon) ChatCompletions (class in gen_ai_hub.proxy.native.openai.clients) ChatCompletionTokenLogprob (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) ChatCompletionTool (class in gen_ai_hub.orchestration.models.tools) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.tools) ChatDelta (class in gen_ai_hub.orchestration.models.response) ChatGoogleGenerativeAI (class in gen_ai_hub.proxy.langchain) (class in gen_ai_hub.proxy.langchain.google_genai) ChatOpenAI (class in gen_ai_hub.proxy.langchain) (class in gen_ai_hub.proxy.langchain.openai) check_embedding_ctx_length (OpenAIEmbeddings attribute) check_if_content_filter_provider_supported() (in module gen_ai_hub.evaluations.utils.gen_utils) check_if_metric_is_defined() (in module gen_ai_hub.evaluations.utils.gen_utils) child_exploitation (LlamaGuard38bFilter attribute), [1], [2] ChoiceLogprobs (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) choices (LLMModuleResult attribute), [1], [2] (LLMResult attribute) (LLMResultStreaming attribute) (StreamLLMModuleResult attribute), [1], [2] chunk_metadata (DocumentGroundingFilter attribute), [1], [2] chunk_size (GlobalStreamOptions attribute), [1], [2] (OpenAIEmbeddings attribute), [1] chunkMetadata (RetrievalSearchFilter attribute), [1], [2] (VectorSearchFilter attribute), [1], [2] chunks (BaseDocument attribute), [1], [2] (DocumentOutput attribute), [1], [2] (RetrievalDocument attribute), [1], [2] Citation (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) citations (LLMModuleResult attribute), [1], [2] (StreamLLMModuleResult attribute), [1] clear_cache() (InstanceCacheMeta method) client (BedrockEmbeddings attribute) (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute), [1] (ChatOpenAI attribute) Client (class in gen_ai_hub.proxy.native.google_genai) (class in gen_ai_hub.proxy.native.google_genai.clients) client (GlobalClient property) (GoogleGenerativeAIEmbeddings attribute) (OpenAI attribute) (OpenAIEmbeddings attribute) client() (Session method), [1] client_args (ChatGoogleGenerativeAI attribute) (GoogleGenerativeAIEmbeddings attribute) client_id (GenAIHubProxyClient attribute), [1], [2], [3] client_secret (GenAIHubProxyClient attribute), [1], [2], [3] ClientWrapper (class in gen_ai_hub.proxy.native.amazon) (class in gen_ai_hub.proxy.native.amazon.clients) close() (AICoreDynamicTransport method), [1] (AsyncClientWrapper method), [1] close_http_connection() (OrchestrationService method), [1], [2] code (ResponseStatus attribute), [1] (SAPAPIError attribute), [1], [2] (SAPAPIErrorStreaming attribute), [1], [2] code_interpreter_abuse (LlamaGuard38bFilter attribute), [1], [2] Collection (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) CollectionCreatedResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) CollectionCreateRequest (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) CollectionDeletedResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) collectionIds (VectorSearchFilter attribute), [1], [2] collectionMetadata (VectorSearchFilter attribute), [1], [2] CollectionPendingResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) CollectionsListResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) collectionURL (CollectionCreatedResponse attribute), [1], [2] (CollectionDeletedResponse attribute), [1], [2] columns (RPTRequest attribute), [1] CombinedMeta (class in gen_ai_hub.proxy.core.base) CommonConfiguration (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) completion_tokens (LLMUsage attribute) (TokenUsage attribute), [1], [2] completion_tokens_details (TokenUsage attribute), [1], [2] CompletionPostRequest (class in gen_ai_hub.orchestration_v2.models.orchestration_request) CompletionPostResponse (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) CompletionRequestConfigurationReferenceByIdConfigRef (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.config) CompletionRequestConfigurationReferenceByNameScenarioVersionConfigRef (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.config) Completions (class in gen_ai_hub.proxy.native.openai.clients) completions() (Results method), [1], [2]

CompletionTokensDetails (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) confidence (PredictionItem attribute), [1] config (AzureContentSafetyInputFilterConfig attribute), [1], [2] (AzureContentSafetyOutputFilterConfig attribute), [1], [2] (ChatBedrock attribute) (ChatBedrockConverse attribute) (CompletionPostRequest attribute) (ContentFilter attribute), [1], [2] (EmbeddingsRequest attribute), [1], [2] (GroundingModuleConfig attribute), [1], [2] (LlamaGuard38bFilterConfig attribute), [1], [2] (OrchestrationRequest attribute) (SAPDocumentTranslation attribute), [1], [2] (SAPDocumentTranslationInput attribute), [1], [2] (SAPDocumentTranslationOutput attribute), [1], [2] config_id (BaseAuth attribute) (ChatOpenAI attribute) (Deployment attribute) (OpenAI attribute) (OpenAIEmbeddings attribute) (ProxyOpenAI attribute) config_name (BaseAuth attribute) (ChatOpenAI attribute) (Deployment attribute) (OpenAI attribute) (OpenAIEmbeddings attribute) (ProxyOpenAI attribute) config_names (FoundationalModelScenario attribute) config_parameters() (in module gen_ai_hub.proxy.gen_ai_hub_proxy.client) config_ref (CompletionPostRequest attribute) configuration (MSSharePointPipelineCreateRequest attribute), [1], [2] (MSSharePointPipelineGetResponse attribute), [1], [2] (S3PipelineCreateRequest attribute), [1], [2] (S3PipelineGetResponse attribute), [1], [2] (SFTPPipelineCreateRequest attribute), [1], [2] (SFTPPipelineGetResponse attribute), [1], [2] (VectorSearchFilter attribute), [1], [2] CONFIGURATION_CREATION_FAILURE (ErrorCode attribute) configure_dataset_artifact() (in module gen_ai_hub.evaluations.helpers.evaluation_optimization_flow) configure_orchestration_config_for_simplified_executable() (in module gen_ai_hub.evaluations.helpers.evaluation_optimization_flow) content (AssistantMessage attribute), [1], [2] (ChatDelta attribute) (ChoiceLogprobs attribute), [1], [2] (DeveloperChatMessage attribute), [1], [2] (Message attribute) (OrchestrationResponse property) (PromptTemplate attribute), [1], [2] (ResponseChatMessage attribute), [1], [2] (RetrievalChunk attribute), [1], [2] (StreamDelta attribute), [1], [2] (SystemMessage attribute), [1], [2] (TextOnlyBaseChunk attribute), [1], [2] (ToolChatMessage attribute), [1], [2] (UserMessage attribute), [1], [2] (VectorChunk attribute), [1], [2] content_validation() (PromptTemplate class method), [1], [2] (UserMessage class method), [1], [2] ContentFilter (class in gen_ai_hub.orchestration.models.content_filter) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.content_filter) ContentFiltering (class in gen_ai_hub.orchestration.models.content_filtering) ContentFilterProvider (class in gen_ai_hub.orchestration.models.content_filter) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.content_filter) context_management (ChatOpenAI attribute) converse() (AsyncClientWrapper method), [1] (ClientWrapper method), [1] converse_stream() (AsyncClientWrapper method), [1] (ClientWrapper method), [1] convert_system_message_to_human (ChatGoogleGenerativeAI attribute), [1] count (CollectionsListResponse attribute), [1], [2] (DataRepositories attribute), [1], [2] (DocumentsResponse attribute), [1], [2] (DocumentsStatusResponse attribute), [1], [2] (GetPipelineExecutionsResponse attribute), [1], [2] (GetPipelinesResponse attribute), [1], [2] (OrchestrationConfigListResponse attribute), [1], [2] (PromptTemplateListResponse attribute), [1], [2] (SearchPipelinesResponse attribute), [1], [2] count_user_prompts_from_template_list() (in module gen_ai_hub.evaluations.utils.gen_utils) create() (AsyncChatCompletions method) (AsyncCompletions method) (AsyncEmbeddings method) (AsyncResponses method) (ChatCompletions method) (Completions method) (Embeddings method) (Responses method) create_aws_object_store_secret() (in module gen_ai_hub.evaluations.utils.oss_secret_utils) create_collection() (VectorAPIClient method), [1], [2], [3] create_custom_metric_name() (in module gen_ai_hub.evaluations.utils.gen_utils) create_deployment_by_configuration_id() (in module gen_ai_hub.evaluations.utils.aicore_utils) create_documents() (VectorAPIClient method), [1], [2], [3] create_llm_orchestration_deployment_url() (in module gen_ai_hub.evaluations.utils.aicore_utils) create_model_versions_map_from_configuration_param_bindings() (in module gen_ai_hub.evaluations.utils.gen_utils) create_model_versions_map_from_custom_metric_config() (in module gen_ai_hub.evaluations.utils.gen_utils) create_model_versions_map_from_orch_configs() (in module gen_ai_hub.evaluations.utils.gen_utils) create_or_update_object_store_secret() (EvaluationClient method), [1] create_orchestration_config() (OrchestrationConfigClient method), [1] create_pipeline() (PipelineAPIClient method), [1], [2], [3] create_prompt_template() (PromptTemplateClient method), [1] create_response_format_object() (ResponseFormatFactory static method) created (BaseLLMResult attribute) (LLMModuleResult attribute), [1], [2] (StreamLLMModuleResult attribute), [1] created_at (Deployment attribute) createdAt (PipelineExecution attribute), [1], [2] createdTimestamp (Document attribute), [1], [2] creation_timestamp (OrchestrationConfigGetResponse attribute), [1], [2] (PromptTemplateGetResponse attribute), [1], [2] credentials (ChatGoogleGenerativeAI attribute) (GoogleGenerativeAIEmbeddings attribute) credentials_profile_name (BedrockEmbeddings attribute) (ChatBedrock attribute) (ChatBedrockConverse attribute) CredentialsValue (class in gen_ai_hub.evaluations.credentials) CREDIT_CARD_NUMBER (ProfileEntity attribute), [1], [2], [3] custom_get_token_ids (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) (OpenAI attribute) custom_prediction_suffix (Deployment attribute)

D

data (EmbeddingsResponse attribute), [1], [2] (GenericModuleResult attribute), [1], [2], [3] data_repositories (DocumentGroundingFilter attribute), [1], [2] data_repository_metadata (DocumentGroundingFilter attribute), [1], [2] data_repository_type (DocumentGroundingFilter attribute), [1], [2] data_schema (RPTRequest attribute), [1] DataMasking (class in gen_ai_hub.orchestration.models.data_masking) DataMaskingProvider (class in gen_ai_hub.orchestration.models.data_masking) DataMaskingProviderName (class in gen_ai_hub.orchestration.models.data_masking) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.data_masking) DataRepositories (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) dataRepositories (RetrievalSearchFilter attribute), [1], [2] DataRepository (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) dataRepository (RetrievalDataRepositorySearchResult attribute), [1], [2] dataRepositoryMetadata (RetrievalSearchFilter attribute), [1], [2] (SearchPipelineRequest attribute), [1], [2] DataRepositoryMetadataItem (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) DataRepositoryType (class in gen_ai_hub.orchestration.models.document_grounding) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.document_grounding) dataRepositoryType (RetrievalSearchFilter attribute), [1], [2] DataRepositoryWithDocuments (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) Dataset (class in gen_ai_hub.evaluations) (class in gen_ai_hub.evaluations.models) (class in gen_ai_hub.evaluations.models.dataset_config) DataType (class in gen_ai_hub.proxy.native.sap) (class in gen_ai_hub.proxy.native.sap.models) defamation (LlamaGuard38bFilter attribute), [1], [2] default_f_select_deployment() (in module gen_ai_hub.proxy.langchain.init_models) default_headers (AsyncOpenAI property) (ChatBedrockConverse attribute) (ChatOpenAI attribute) (OpenAI attribute) (OpenAI property) (OpenAIEmbeddings attribute) default_metadata (ChatGoogleGenerativeAI attribute), [1] default_query (ChatOpenAI attribute) (OpenAI attribute) (OpenAIEmbeddings attribute) default_values (GenAIHubProxyClient attribute), [1], [2], [3] defaults (PromptTemplateSpec attribute), [1], [2] (Template attribute), [1], [2] DEINDEXED (DocumentStatus attribute), [1], [2] delete() (GenAIHubRestClient method) delete_collection() (VectorAPIClient method), [1], [2], [3] delete_document() (VectorAPIClient method), [1], [2], [3] delete_object_store_secret() (in module gen_ai_hub.evaluations.utils.oss_secret_utils) delete_orchestration_config_by_id() (OrchestrationConfigClient method), [1] delete_pipeline_by_id() (PipelineAPIClient method), [1], [2], [3] delete_prompt_template_by_id() (PromptTemplateClient method), [1] delimiters (GlobalStreamOptions attribute), [1], [2] delta (LLMChoiceStreaming attribute) (StreamLLMChoice attribute), [1], [2] Deployment (class in gen_ai_hub.proxy.gen_ai_hub_proxy.client) deployment (OpenAIEmbeddings attribute) (RetrievalResult attribute) deployment_class (BaseProxyClient property) (GenAIHubProxyClient property), [1], [2], [3] deployment_id (BaseAuth attribute) (ChatOpenAI attribute) (Deployment attribute) (OpenAI attribute) (OpenAIEmbeddings attribute) (ProxyOpenAI attribute) deployments (BaseProxyClient property) (GenAIHubProxyClient property), [1], [2], [3] description (FunctionObject attribute), [1], [2] (JSONResponseSchema attribute), [1], [2] destination (CommonConfiguration attribute), [1], [2] (MetaData attribute), [1], [2] (MSSharePointConfiguration attribute), [1], [2] (MSSharePointConfigurationGetResponse attribute), [1], [2] detail (ImageItem attribute), [1], [2] (ImageUrl attribute), [1], [2], [3]

DEVELOPER (Role attribute), [1] DeveloperChatMessage (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.message) dimensions (EmbeddingsModelParams attribute), [1], [2] (OpenAIEmbeddings attribute) disable_streaming (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) disabled_params (ChatOpenAI attribute) disallowed_special (OpenAI attribute) (OpenAIEmbeddings attribute) discover_orchestration_api_url() (in module gen_ai_hub.orchestration.service) Document (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) (class in gen_ai_hub.document_grounding.models.vector) DOCUMENT (EmbeddingsInputType attribute), [1], [2] DOCUMENT_GROUNDING_SERVICE (GroundingType attribute), [1], [2], [3] document_metadata (DocumentGroundingFilter attribute), [1], [2] DocumentGrounding (class in gen_ai_hub.orchestration.models.document_grounding) DocumentGroundingConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.document_grounding) DocumentGroundingFilter (class in gen_ai_hub.orchestration.models.document_grounding) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.document_grounding) DocumentGroundingPlaceholders (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.document_grounding) DocumentMetadata (class in gen_ai_hub.orchestration.models.document_grounding) documentMetadata (RetrievalSearchFilter attribute), [1], [2] (VectorSearchFilter attribute), [1], [2] DocumentMetadataKeyValueListPairs (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.document_grounding) DocumentOutput (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) documents (DataRepositoryWithDocuments attribute), [1], [2] (DocumentsChunk attribute), [1], [2] (DocumentsCreateRequest attribute), [1], [2] (DocumentsListResponse attribute), [1], [2] (DocumentsUpdateRequest attribute), [1], [2] DocumentsChunk (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) DocumentsCreateRequest (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) DocumentsListResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) DocumentsResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) DocumentsStatusResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) DocumentStatus (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) DocumentsUpdateRequest (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) DocumentWithoutChunks (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) downloadLocation (Document attribute), [1], [2] DPICustomEntity (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.data_masking) DPIMethodConstant (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.data_masking) DPIMethodFabricatedData (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.data_masking) DPIStandardEntity (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.data_masking) DRIVING_LICENSE (ProfileEntity attribute), [1], [2], [3] dtype (DataType attribute), [1]

E

elections (LlamaGuard38bFilter attribute), [1], [2] EMAIL (ProfileEntity attribute), [1], [2], [3] embed() (OrchestrationService method), [1] embed_content() (Models method) embedding (EmbeddingResult attribute), [1], [2] embedding_ctx_length (OpenAIEmbeddings attribute) EmbeddingConfig (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) embeddingConfig (Collection attribute), [1], [2] (CollectionCreateRequest attribute), [1], [2] EmbeddingResult (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.embeddings) Embeddings (class in gen_ai_hub.proxy.native.openai.clients) embeddings (EmbeddingsModuleConfigs attribute), [1], [2] EMBEDDINGS (ModelType attribute) EmbeddingsEncodingFormat (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.embeddings) EmbeddingsInput (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.embeddings) EmbeddingsInputType (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.embeddings) EmbeddingsModelConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.embeddings) EmbeddingsModelDetails (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.embeddings) EmbeddingsModelParams (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.embeddings) EmbeddingsModuleConfigs (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.embeddings) EmbeddingsOrchestrationConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.embeddings) EmbeddingsPostResponse (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.embeddings) EmbeddingsRequest (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.embeddings) EmbeddingsResponse (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.embeddings) EmbeddingsUsage (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.embeddings)

EMPTY_FIELD_NAME_ERROR (ErrorCode attribute) EMPTY_FILE_DATA_ERROR (ErrorCode attribute) EMPTY_METRIC_ERROR (ErrorCode attribute) EMPTY_METRIC_NAME_ERROR (ErrorCode attribute) EMPTY_TEMPLATE_LIST_ERROR (ErrorCode attribute) EMPTY_TEMPLATE_LIST_URL_ERROR (ErrorCode attribute) enabled (GlobalStreamOptions attribute), [1], [2] (MaskGroundingInput attribute), [1], [2] encoding_format (EmbeddingsModelParams attribute), [1], [2] end_index (Citation attribute), [1], [2] endpoint_url (BedrockEmbeddings attribute) (ChatBedrock attribute) (ChatBedrockConverse attribute) enforce_exactly_one_provider_list() (MaskingModuleConfig method), [1], [2] enforce_min_properties() (FilteringModuleConfig class method), [1], [2] entities (MaskingProviderConfig attribute), [1], [2] error (ErrorResponse attribute), [1], [2] (ErrorResponseStreaming attribute), [1], [2] (RetrievalPerFilterSearchResultWithError attribute), [1], [2] ErrorCode (class in gen_ai_hub.evaluations.exceptions.error_codes) ErrorResponse (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) ErrorResponseDetails (class in gen_ai_hub.proxy.native.sap) (class in gen_ai_hub.proxy.native.sap.models) ErrorResponseStreaming (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) ETHNICITY (ProfileEntity attribute), [1], [2] evaluate() (EvaluationClient method), [1] EvaluationClient (class in gen_ai_hub.evaluations) (class in gen_ai_hub.evaluations.client) EvaluationConfig (class in gen_ai_hub.evaluations) (class in gen_ai_hub.evaluations.models) (class in gen_ai_hub.evaluations.models.evaluation_config) EvaluationRun (class in gen_ai_hub.evaluations) (class in gen_ai_hub.evaluations.models) (class in gen_ai_hub.evaluations.models.evaluation_run) EXCLUDED_CODES (LanguageMapper attribute) execute() (FunctionTool method), [1], [2], [3] EXECUTION_CREATION_FAILURE (ErrorCode attribute) export_orchestration_config() (OrchestrationConfigClient method), [1] export_prompt_template() (PromptTemplateClient method), [1] extra_body (ChatOpenAI attribute) (OpenAI attribute) extract_config_data() (in module gen_ai_hub.evaluations.helpers.config_data) extract_credentials() (in module gen_ai_hub.evaluations.credentials) extract_dataset_columns() (in module gen_ai_hub.evaluations.utils.gen_utils) extract_deployment_id() (in module gen_ai_hub.evaluations.utils.validation_utils) extract_metrics_variables() (in module gen_ai_hub.evaluations.utils.gen_utils) extract_model_kwargs_parameters() (ChatBedrockConverse method), [1]

F

f_select_deployment (RegisterDeployment attribute) FAILED (DocumentStatus attribute), [1], [2] FAILED_TO_BE_RETRIED (DocumentStatus attribute), [1], [2] fetch_all_system_predefined_metrics() (in module gen_ai_hub.evaluations.utils.metric_client_utils) fetch_and_validate_orchestration_config() (in module gen_ai_hub.evaluations.utils.validation_utils) fetch_configuration_by_id() (in module gen_ai_hub.evaluations.utils.aicore_utils) fetch_credentials() (in module gen_ai_hub.evaluations.credentials) fetch_deployment_config() (in module gen_ai_hub.evaluations.utils.aicore_utils) fetch_object_store_secret_by_name() (in module gen_ai_hub.evaluations.utils.oss_secret_utils) fetch_orchestration_config_from_registry() (in module gen_ai_hub.evaluations.utils.aicore_utils) file_type (Dataset property), [1], [2] FILE_UPLOAD_ERROR (ErrorCode attribute) fill_prompt_template() (PromptTemplateClient method), [1] fill_prompt_template_by_id() (PromptTemplateClient method), [1] filterId (RetrievalPerFilterSearchResult attribute), [1], [2] (RetrievalPerFilterSearchResultWithError attribute), [1], [2] (VectorPerFilterSearchResult attribute), [1], [2] filtering (ModuleConfig attribute), [1], [2] FilteringModuleConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.content_filtering) FilteringStreamOptions (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.content_filter) filters (DocumentGroundingConfig attribute), [1], [2] (InputFiltering attribute), [1], [2] (OutputFiltering attribute), [1], [2] (RetrievalSearchInput attribute), [1], [2] (TextSearchRequest attribute), [1], [2] final_result (CompletionPostResponse attribute), [1], [2] (EmbeddingsPostResponse attribute), [1], [2] (OrchestrationResponseWithRetries attribute), [1] (StreamCompletionPostResponse attribute), [1], [2] find_configuration_id_by_name() (in module gen_ai_hub.evaluations.utils.aicore_utils) finish_reason (LLMChoice attribute), [1], [2], [3] (LLMChoiceStreaming attribute) (StreamLLMChoice attribute), [1], [2]

FINISHED (PipelineExecutionStatus attribute), [1], [2] FINISHED_WITH_ERRORS (PipelineExecutionStatus attribute), [1], [2] flatten_prompt_configuration() (in module gen_ai_hub.evaluations.utils.gen_utils) FLOAT (EmbeddingsEncodingFormat attribute), [1], [2] for_profile() (GenAIHubProxyClient class method), [1], [2], [3] foundational_model_scenarios (GenAIHubProxyClient attribute), [1], [2], [3] FoundationalModelScenario (class in gen_ai_hub.proxy.gen_ai_hub_proxy.client) frequency_penalty (ChatOpenAI attribute) (OpenAI attribute) from_dict() (VCAPEnvironment class method) from_env() (EvaluationClient static method), [1] (VCAPEnvironment class method) from_file() (ImageItem static method), [1], [2], [3] from_function() (FunctionTool static method), [1], [2], [3] from_id() (TemplateRef class method) from_tuple() (TemplateRef class method) function (FunctionObject attribute), [1], [2] (FunctionTool attribute), [1], [2] (MessageToolCall attribute), [1], [2], [3] (StreamToolCall attribute), [1], [2] (ToolCallChunk attribute) function_tool() (in module gen_ai_hub.orchestration.models.tools) (in module gen_ai_hub.orchestration_v2) (in module gen_ai_hub.orchestration_v2.models) (in module gen_ai_hub.orchestration_v2.models.tools) FunctionCall (class in gen_ai_hub.orchestration.models.message) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.message) FunctionObject (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.tools) FunctionTool (class in gen_ai_hub.orchestration.models.tools) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.tools)

G

gen_ai_hub module gen_ai_hub.document_grounding module gen_ai_hub.document_grounding.client module gen_ai_hub.document_grounding.clients module gen_ai_hub.document_grounding.clients.pipeline_api_client module gen_ai_hub.document_grounding.clients.retrieval_api_client module gen_ai_hub.document_grounding.clients.vector_api_client module gen_ai_hub.document_grounding.models module gen_ai_hub.document_grounding.models.pipeline module gen_ai_hub.document_grounding.models.retrieval module gen_ai_hub.document_grounding.models.vector module gen_ai_hub.evaluations module gen_ai_hub.evaluations.client module gen_ai_hub.evaluations.constants module gen_ai_hub.evaluations.credentials module gen_ai_hub.evaluations.exceptions module gen_ai_hub.evaluations.exceptions.error_codes module gen_ai_hub.evaluations.helpers module gen_ai_hub.evaluations.helpers.collector module gen_ai_hub.evaluations.helpers.config_data module gen_ai_hub.evaluations.helpers.evaluation_optimization_flow module gen_ai_hub.evaluations.helpers.logging module gen_ai_hub.evaluations.helpers.s3_file_client module gen_ai_hub.evaluations.models module gen_ai_hub.evaluations.models.artifact_source module gen_ai_hub.evaluations.models.dataset_config module gen_ai_hub.evaluations.models.evaluation_config module gen_ai_hub.evaluations.models.evaluation_run module gen_ai_hub.evaluations.models.metric_config module gen_ai_hub.evaluations.utils module gen_ai_hub.evaluations.utils.aicore_utils module gen_ai_hub.evaluations.utils.config_data_utils module gen_ai_hub.evaluations.utils.file_utils module gen_ai_hub.evaluations.utils.gen_utils module gen_ai_hub.evaluations.utils.language_match_utils module gen_ai_hub.evaluations.utils.metric_client_utils module gen_ai_hub.evaluations.utils.orch_config_utils module gen_ai_hub.evaluations.utils.oss_secret_utils module gen_ai_hub.evaluations.utils.validation_utils module gen_ai_hub.orchestration module gen_ai_hub.orchestration.exceptions module gen_ai_hub.orchestration.models module gen_ai_hub.orchestration.models.azure_content_filter module gen_ai_hub.orchestration.models.base module gen_ai_hub.orchestration.models.config module gen_ai_hub.orchestration.models.content_filter module gen_ai_hub.orchestration.models.content_filtering module gen_ai_hub.orchestration.models.data_masking module gen_ai_hub.orchestration.models.document_grounding module gen_ai_hub.orchestration.models.llama_guard_3_filter module gen_ai_hub.orchestration.models.llm module gen_ai_hub.orchestration.models.message module gen_ai_hub.orchestration.models.multimodal_items module gen_ai_hub.orchestration.models.response module gen_ai_hub.orchestration.models.response_format module gen_ai_hub.orchestration.models.sap_data_privacy_integration module gen_ai_hub.orchestration.models.template module gen_ai_hub.orchestration.models.template_ref module gen_ai_hub.orchestration.models.tools module gen_ai_hub.orchestration.service module gen_ai_hub.orchestration.sse_client module gen_ai_hub.orchestration.utils module gen_ai_hub.orchestration_v2 module gen_ai_hub.orchestration_v2.exceptions module gen_ai_hub.orchestration_v2.models module gen_ai_hub.orchestration_v2.models.azure_content_filter module gen_ai_hub.orchestration_v2.models.base module gen_ai_hub.orchestration_v2.models.config module gen_ai_hub.orchestration_v2.models.content_filter module gen_ai_hub.orchestration_v2.models.content_filtering module gen_ai_hub.orchestration_v2.models.data_masking module gen_ai_hub.orchestration_v2.models.document_grounding module gen_ai_hub.orchestration_v2.models.embeddings module gen_ai_hub.orchestration_v2.models.llama_guard_3_filter module gen_ai_hub.orchestration_v2.models.llm_model_details module gen_ai_hub.orchestration_v2.models.message module gen_ai_hub.orchestration_v2.models.multimodal_items module gen_ai_hub.orchestration_v2.models.orchestration_request module gen_ai_hub.orchestration_v2.models.response module gen_ai_hub.orchestration_v2.models.response_format module gen_ai_hub.orchestration_v2.models.streaming module gen_ai_hub.orchestration_v2.models.template module gen_ai_hub.orchestration_v2.models.template_ref module gen_ai_hub.orchestration_v2.models.tools module gen_ai_hub.orchestration_v2.models.translation module gen_ai_hub.orchestration_v2.service module gen_ai_hub.orchestration_v2.sse_client module gen_ai_hub.orchestration_v2.utils module gen_ai_hub.prompt_registry module gen_ai_hub.prompt_registry.client module

gen_ai_hub.prompt_registry.models module gen_ai_hub.prompt_registry.models.orchestration_config module gen_ai_hub.prompt_registry.models.prompt_template module gen_ai_hub.proxy module gen_ai_hub.proxy.core module gen_ai_hub.proxy.core.base module gen_ai_hub.proxy.core.proxy_clients module gen_ai_hub.proxy.core.utils module gen_ai_hub.proxy.gen_ai_hub_proxy module gen_ai_hub.proxy.gen_ai_hub_proxy.client module gen_ai_hub.proxy.langchain module gen_ai_hub.proxy.langchain.amazon module gen_ai_hub.proxy.langchain.base module gen_ai_hub.proxy.langchain.google_genai module gen_ai_hub.proxy.langchain.init_models module gen_ai_hub.proxy.langchain.openai module gen_ai_hub.proxy.native module gen_ai_hub.proxy.native.amazon module gen_ai_hub.proxy.native.amazon.clients module gen_ai_hub.proxy.native.google_genai module gen_ai_hub.proxy.native.google_genai.clients module gen_ai_hub.proxy.native.openai module gen_ai_hub.proxy.native.openai.clients module gen_ai_hub.proxy.native.sap module gen_ai_hub.proxy.native.sap.client module gen_ai_hub.proxy.native.sap.models module GenAIHubProxyClient (class in gen_ai_hub) (class in gen_ai_hub.proxy) (class in gen_ai_hub.proxy.gen_ai_hub_proxy) (class in gen_ai_hub.proxy.gen_ai_hub_proxy.client) GenAIHubRestClient (class in gen_ai_hub.proxy.gen_ai_hub_proxy.client) GENDER (ProfileEntity attribute), [1], [2], [3] generate_random_id() (in module gen_ai_hub.evaluations.utils.aicore_utils) GENERIC_ERROR (ErrorCode attribute) GenericModuleResult (class in gen_ai_hub.orchestration.models.response) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) get (Source attribute) get() (GenAIHubRestClient method) (Service method) get_accumulated_config_data() (in module gen_ai_hub.evaluations.utils.gen_utils) get_additional_headers() (GenAIHubProxyClient method), [1], [2], [3] get_ai_core_token() (GenAIHubProxyClient method), [1], [2], [3] get_all_configurations() (in module gen_ai_hub.evaluations.utils.aicore_utils) get_client_params() (in module gen_ai_hub.proxy.langchain.openai) get_collection_by_id() (VectorAPIClient method), [1], [2], [3] get_collection_creation_status() (VectorAPIClient method), [1], [2], [3] get_collection_deletion_status() (VectorAPIClient method), [1], [2], [3] get_collections() (VectorAPIClient method), [1], [2], [3] get_corresponding_model_id() (AICoreBedrockBaseModel class method), [1] get_current_deployment() (in module gen_ai_hub.proxy.native.amazon) (in module gen_ai_hub.proxy.native.amazon.clients) (in module gen_ai_hub.proxy.native.openai.clients) get_current_status() (EvaluationRun method), [1], [2] get_custom_metric_by_id() (in module gen_ai_hub.evaluations.utils.metric_client_utils) get_custom_metric_ids_from_input() (in module gen_ai_hub.evaluations.utils.gen_utils) get_data_repositories() (RetrievalAPIClient method), [1], [2], [3] get_data_repository_by_id() (RetrievalAPIClient method), [1], [2], [3] get_dataset_data() (in module gen_ai_hub.evaluations.utils.config_data_utils) get_debug_info() (EvaluationRun method), [1], [2] get_debug_logs() (EvaluationRun method), [1], [2] get_defaults() (in module gen_ai_hub.evaluations.utils.gen_utils) get_deployments() (GenAIHubProxyClient method), [1], [2], [3] get_document_by_id() (VectorAPIClient method), [1], [2], [3] get_documents() (VectorAPIClient method), [1], [2], [3] get_execution_document_by_id() (PipelineAPIClient method), [1], [2], [3] get_execution_documents() (PipelineAPIClient method), [1], [2], [3] get_filter_config() (in module gen_ai_hub.evaluations.utils.gen_utils) get_grounding_config_from_orch_config() (in module gen_ai_hub.evaluations.utils.gen_utils) get_grounding_output_param_key() (in module gen_ai_hub.evaluations.utils.gen_utils) get_home() (in module gen_ai_hub.evaluations.credentials) get_iso_code_639_1() (LanguageMapper class method) get_logger() (in module gen_ai_hub.evaluations.helpers.logging) get_main_model_identification_kwargs() (BaseDeployment class method) get_mapped_value_if_exists() (in module gen_ai_hub.evaluations.utils.gen_utils) get_metric_template_info_from_server() (in module gen_ai_hub.evaluations.utils.metric_client_utils) get_metric_version_history() (in module gen_ai_hub.evaluations.utils.metric_client_utils) get_model_class() (in module gen_ai_hub.proxy.langchain.init_models) get_model_identification_kwargs() (BaseDeployment class method) (Deployment class method) get_model_name() (in module gen_ai_hub.evaluations.utils.orch_config_utils) get_nested_value() (in module gen_ai_hub.evaluations.credentials) GET_OBJECT_STORE_SECRET_ERROR (ErrorCode attribute) get_orch_config_data() (in module gen_ai_hub.evaluations.utils.config_data_utils) get_orchestration_api_url() (in module gen_ai_hub.orchestration.service) get_orchestration_config_by_id() (OrchestrationConfigClient method), [1] get_orchestration_config_history() (OrchestrationConfigClient method), [1] get_orchestration_configs() (OrchestrationConfigClient method), [1] get_pipeline_by_id() (PipelineAPIClient method), [1], [2], [3] get_pipeline_document_by_id() (PipelineAPIClient method), [1], [2], [3] get_pipeline_documents() (PipelineAPIClient method), [1], [2], [3] get_pipeline_execution_by_id() (PipelineAPIClient method), [1], [2], [3] get_pipeline_executions() (PipelineAPIClient method), [1], [2], [3] get_pipeline_status() (PipelineAPIClient method), [1], [2], [3] get_pipelines() (PipelineAPIClient method), [1], [2], [3] get_prompt_template_by_id() (PromptTemplateClient method), [1] get_prompt_template_history() (PromptTemplateClient method), [1] get_prompt_templates() (PromptTemplateClient method), [1] get_prompt_templating_config() (in module gen_ai_hub.evaluations.utils.orch_config_utils) get_prompt_variables_from_orch_config() (in module gen_ai_hub.evaluations.utils.gen_utils) get_proxy_client() (in module gen_ai_hub.proxy) (in module gen_ai_hub.proxy.core) (in module gen_ai_hub.proxy.core.proxy_clients) get_proxy_cls() (ProxyClients method) get_proxy_cls_name() (ProxyClients method) get_proxy_version() (in module gen_ai_hub.proxy) (in module gen_ai_hub.proxy.core) (in module gen_ai_hub.proxy.core.proxy_clients) get_request_header() (GenAIHubProxyClient method), [1], [2], [3] get_running_deployments_by_configuration_id() (in module gen_ai_hub.evaluations.utils.aicore_utils) get_selector_kwargs() (AICoreDynamicTransport method), [1] (AsyncAICoreDynamicTransport method), [1] get_service() (VCAPEnvironment method) get_service_by_name() (VCAPEnvironment method) get_sqlitedb_tables_data_from_s3() (S3FileClient method) get_system_supported_metrics() (EvaluationClient method), [1] get_template_key() (in module gen_ai_hub.evaluations.utils.orch_config_utils) get_template_list_from_orch_config() (in module gen_ai_hub.evaluations.utils.gen_utils) (in module gen_ai_hub.evaluations.utils.orch_config_utils) GetPipelineExecutionsResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) GetPipelinesResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) GetPipelineStatusResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) GlobalClient (class in gen_ai_hub.proxy.native.openai) GlobalStreamOptions (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.streaming) google_api_key (ChatGoogleGenerativeAI attribute) (GoogleGenerativeAIEmbeddings attribute) GoogleGenerativeAIEmbeddings (class in gen_ai_hub.proxy.langchain) (class in gen_ai_hub.proxy.langchain.google_genai) grounding (BaseModuleResults attribute) (ModuleConfig attribute), [1], [2] (ModuleResults attribute), [1], [2] (StreamModuleResults attribute), [1] GroundingFilterSearch (class in gen_ai_hub.orchestration.models.document_grounding) GroundingModule (class in gen_ai_hub.orchestration.models.document_grounding) GroundingModuleConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.document_grounding) GroundingSearchConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) GroundingType (class in gen_ai_hub.orchestration.models.document_grounding) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.document_grounding) guard_last_turn_only (ChatBedrockConverse attribute) guardrail_config (ChatBedrockConverse attribute) guardrails (ChatBedrock attribute)

H

handle_async_request() (AsyncAICoreDynamicTransport method), [1] handle_json_schema_match() (in module gen_ai_hub.evaluations.utils.gen_utils) handle_language_match() (in module gen_ai_hub.evaluations.utils.gen_utils) handle_missing_dependent_variables_in_dataset() (in module gen_ai_hub.evaluations.utils.gen_utils) handle_model_args_kwargs() (in module gen_ai_hub.proxy.langchain.init_models) handle_reference_missing_rows() (in module gen_ai_hub.evaluations.utils.gen_utils) handle_request() (AICoreDynamicTransport method), [1] handle_retry() (OrchestrationService method), [1], [2] has_error_code() (ValidationCollector method) has_errors() (ValidationCollector method) has_filter_key() (in module gen_ai_hub.evaluations.utils.gen_utils) hate (AzureContentFilter attribute), [1], [2] (AzureContentSafetyInput attribute), [1] (AzureContentSafetyOutput attribute), [1] (LlamaGuard38bFilter attribute), [1], [2]

headers (OpenAIEmbeddings attribute) (SAPAPIError attribute), [1], [2] (SAPAPIErrorStreaming attribute), [1], [2] HIGH (ImageDetailLevel attribute), [1], [2], [3] history (OrchestrationRequest attribute) http_async_client (ChatOpenAI attribute) (OpenAI attribute) (OpenAIEmbeddings attribute) http_client (ChatOpenAI attribute) (OpenAI attribute) (OpenAIEmbeddings attribute)

I

IBAN (ProfileEntity attribute), [1], [2], [3] id (BaseLLMResult attribute) (BasePipelineResponse attribute), [1], [2] (Collection attribute), [1], [2] (CompletionRequestConfigurationReferenceByIdConfigRef attribute), [1], [2] (DataRepository attribute), [1], [2] (DataRepositoryWithDocuments attribute), [1], [2] (Document attribute), [1], [2], [3] (DocumentGroundingFilter attribute), [1], [2] (DocumentOutput attribute), [1], [2] (DocumentsChunk attribute), [1], [2] (DocumentWithoutChunks attribute), [1], [2] (LLMModuleResult attribute), [1], [2] (MessageToolCall attribute), [1], [2], [3] (MSSharePointPipelineGetResponse attribute), [1] (OrchestrationConfigGetResponse attribute), [1], [2] (OrchestrationConfigPostResponse attribute), [1], [2] (PipelineExecution attribute), [1], [2] (PromptTemplateGetResponse attribute), [1], [2] (PromptTemplatePostResponse attribute), [1], [2] (RetrievalChunk attribute), [1], [2] (RetrievalDocument attribute), [1], [2] (RetrievalSearchFilter attribute), [1], [2] (RPTResponse attribute), [1] (S3PipelineGetResponse attribute), [1] (SFTPPipelineGetResponse attribute), [1] (StreamLLMModuleResult attribute), [1] (StreamToolCall attribute), [1], [2] (TemplateRefByID attribute), [1], [2] (ToolCallChunk attribute) (VectorChunk attribute), [1], [2] (VectorSearchFilter attribute), [1], [2] if_set() (in module gen_ai_hub.proxy.core.utils) if_str_set() (in module gen_ai_hub.proxy.core.utils) ignore (InvalidDeploymentBehavior attribute) image_config (ChatGoogleGenerativeAI attribute) image_url (ImagePart attribute), [1], [2], [3] ImageDetailLevel (class in gen_ai_hub.orchestration.models.multimodal_items) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.multimodal_items) ImageItem (class in gen_ai_hub.orchestration.models.multimodal_items) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.multimodal_items) ImagePart (class in gen_ai_hub.orchestration.models.multimodal_items) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.multimodal_items) ImageUrl (class in gen_ai_hub.orchestration.models.multimodal_items) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.multimodal_items) import_orchestration_config() (OrchestrationConfigClient method), [1] import_prompt_template() (PromptTemplateClient method), [1] include (ChatOpenAI attribute) include_response_headers (ChatOpenAI attribute) include_thoughts (ChatGoogleGenerativeAI attribute) includePaths (SharePointSite attribute), [1], [2] index (EmbeddingResult attribute), [1], [2] (LLMChoice attribute), [1], [2], [3] (LLMChoiceStreaming attribute) (StreamLLMChoice attribute), [1], [2] (StreamToolCall attribute), [1], [2] (ToolCallChunk attribute) index_column (RPTRequest attribute), [1] INDEXED (DocumentStatus attribute), [1], [2] indiscriminate_weapons (LlamaGuard38bFilter attribute), [1], [2] init_chat_converse_model() (in module gen_ai_hub.proxy.langchain.amazon) init_chat_model() (in module gen_ai_hub.proxy.langchain.amazon) (in module gen_ai_hub.proxy.langchain.google_genai) (in module gen_ai_hub.proxy.langchain.openai)

init_client() (GenAIHubProxyClient class method), [1], [2], [3] init_conf() (in module gen_ai_hub.evaluations.credentials) init_embedding_model() (in module gen_ai_hub.proxy.langchain) (in module gen_ai_hub.proxy.langchain.amazon) (in module gen_ai_hub.proxy.langchain.google_genai) (in module gen_ai_hub.proxy.langchain.init_models) (in module gen_ai_hub.proxy.langchain.openai) init_func (RegisterDeployment attribute) init_llm() (in module gen_ai_hub.proxy.langchain) (in module gen_ai_hub.proxy.langchain.init_models) INPROGRESS (PipelineExecutionStatus attribute), [1], [2] input (DocumentGroundingPlaceholders attribute), [1], [2] (EmbeddingsRequest attribute), [1], [2] (FilteringModuleConfig attribute), [1], [2] (TranslationModuleConfig attribute), [1], [2] input_filtering (BaseModuleResults attribute) (ModuleResults attribute), [1], [2] (StreamModuleResults attribute), [1] input_masking (BaseModuleResults attribute) (ModuleResults attribute), [1], [2] (StreamModuleResults attribute), [1] input_params (PromptTemplateSubstitutionRequest attribute), [1], [2] input_translation (BaseModuleResults attribute) (ModuleResults attribute), [1], [2] (StreamModuleResults attribute), [1] input_type (OpenAIEmbeddings attribute), [1] InputFiltering (class in gen_ai_hub.orchestration.models.content_filtering) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.content_filtering) InputTranslationConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.translation) InstanceCacheMeta (class in gen_ai_hub.proxy.core.base) intellectual_property (LlamaGuard38bFilter attribute), [1], [2] intermediate_failures (CompletionPostResponse attribute), [1], [2] (OrchestrationResponseWithRetries attribute), [1] (StreamCompletionPostResponse attribute), [1], [2] intermediate_results (CompletionPostResponse attribute), [1], [2] (EmbeddingsPostResponse attribute), [1], [2] (OrchestrationResponseWithRetries attribute), [1] (SAPAPIError attribute), [1], [2] (SAPAPIErrorStreaming attribute), [1], [2] (StreamCompletionPostResponse attribute), [1], [2] INVALID_ARTIFACT_URL_ERROR (ErrorCode attribute) INVALID_CUSTOM_METRIC_ERROR (ErrorCode attribute) INVALID_DATASET_DATA_ERROR (ErrorCode attribute) INVALID_DEPLOYMENT_STATUS (ErrorCode attribute) INVALID_FILE_PATH_ERROR (ErrorCode attribute) INVALID_FILTER_TYPE_ERROR (ErrorCode attribute) INVALID_GROUNDING_CONFIGURATION (ErrorCode attribute) INVALID_JSON_DECODING_ERROR (ErrorCode attribute) INVALID_METRIC_MAPPING_ERROR (ErrorCode attribute) INVALID_OBJECT_STORE_SECRET_ERROR (ErrorCode attribute) INVALID_ORCHESTRATION_CONFIG_ERROR (ErrorCode attribute) INVALID_ORCHESTRATION_URL_ERROR (ErrorCode attribute) INVALID_PARAMETER_VALUE_ERROR (ErrorCode attribute) INVALID_S3_CLIENT_ERROR (ErrorCode attribute) INVALID_TEMPLATE_MODULE_CONFIG_ERROR (ErrorCode attribute) INVALID_TEMPLATE_REFERENCE_KEY (ErrorCode attribute) InvalidDeploymentBehavior (class in gen_ai_hub.proxy.gen_ai_hub_proxy.client) invoke_model() (AsyncClientWrapper method), [1] (ClientWrapper method), [1] invoke_model_with_response_stream() (AsyncClientWrapper method), [1] (ClientWrapper method), [1] is_value_in_json() (in module gen_ai_hub.evaluations.utils.gen_utils) is_version_head (OrchestrationConfigGetResponse attribute), [1], [2] (PromptTemplateGetResponse attribute), [1], [2] items (SAPDocumentTranslationApplyToSelector attribute), [1], [2] iter_lines() (SSEClient method), [1]

J

JSON_OBJECT (ResponseFormatType attribute), [1] json_schema (ResponseFormatJsonSchema attribute), [1], [2] JSON_SCHEMA (ResponseFormatType attribute), [1]

JSONResponseSchema (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response_format) JSONSerializable (class in gen_ai_hub.orchestration.models.base)

K

key (DataRepositoryMetadataItem attribute), [1], [2] (DocumentMetadataKeyValueListPairs attribute), [1] (KeyValueListPair attribute), [1], [2] (RetrievalDocumentKeyValueListPair attribute), [1] (RetrievalKeyValueListPair attribute), [1], [2] (RetrievalSearchDocumentKeyValueListPair attribute), [1], [2] (VectorKeyValueListPair attribute), [1], [2] (VectorSearchDocumentKeyValueListPair attribute), [1], [2]

KeyValueListPair (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.document_grounding) kwargs_if_set() (in module gen_ai_hub.proxy.core.utils)

L

label (Service property) labels (ChatGoogleGenerativeAI attribute) LanguageMapper (class in gen_ai_hub.evaluations.utils.language_match_utils) lastStarted (GetPipelineStatusResponse attribute), [1], [2] lastUpdatedTimestamp (Document attribute), [1], [2] list_available_llm_models() (in module gen_ai_hub.evaluations.utils.aicore_utils) list_available_models() (EvaluationClient method), [1] list_prompt_variables() (in module gen_ai_hub.evaluations.utils.gen_utils) LLAMA_GUARD_3_8B (ContentFilterProvider attribute), [1], [2], [3] LlamaGuard38bFilter (class in gen_ai_hub.orchestration.models.llama_guard_3_filter) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.llama_guard_3_filter) LlamaGuard38bFilterConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.content_filter) LLM (class in gen_ai_hub.orchestration.models.llm) (ModelType attribute) llm (ModuleResults attribute), [1], [2], [3] (ModuleResultsStreaming attribute) (StreamModuleResults attribute), [1], [2] LLMChoice (class in gen_ai_hub.orchestration.models.response) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) LLMChoiceStreaming (class in gen_ai_hub.orchestration.models.response) LLMModelDetails (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.llm_model_details)

LLMModuleResult (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) LLMResult (class in gen_ai_hub.orchestration.models.response) LLMResultStreaming (class in gen_ai_hub.orchestration.models.response) LLMUsage (class in gen_ai_hub.orchestration.models.response) load_config_file() (in module gen_ai_hub.evaluations.utils.file_utils) load_results_tables() (EvaluationRun method), [1], [2] load_text_file() (in module gen_ai_hub.orchestration.utils) (in module gen_ai_hub.orchestration_v2.utils) loc (ErrorResponseDetails attribute), [1] location (ChatGoogleGenerativeAI attribute) Location (CollectionPendingResponse attribute), [1], [2] location (GoogleGenerativeAIEmbeddings attribute) LOCATION (ProfileEntity attribute), [1], [2], [3] location (SAPAPIError attribute), [1], [2] (SAPAPIErrorStreaming attribute), [1], [2] logit_bias (ChatOpenAI attribute) (OpenAI attribute) logprob (ChatCompletionTokenLogprob attribute), [1], [2] (TopLogprob attribute), [1], [2] logprobs (ChatOpenAI attribute) (LLMChoice attribute), [1], [2], [3] (LLMChoiceStreaming attribute) (OpenAI attribute) (StreamLLMChoice attribute), [1], [2] LOW (ImageDetailLevel attribute), [1], [2], [3] lru_cache_extended() (in module gen_ai_hub.proxy.core.utils)

M

managed_by (OrchestrationConfigGetResponse attribute), [1], [2] (PromptTemplateGetResponse attribute), [1], [2] ManualPipelineTrigger (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) mask_grounding_input (MaskingProviderConfig attribute), [1], [2] MaskGroundingInput (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.data_masking) masking (EmbeddingsModuleConfigs attribute), [1], [2] (ModuleConfig attribute), [1], [2] masking_providers (MaskingModuleConfig attribute), [1], [2] MaskingMethod (class in gen_ai_hub.orchestration.models.sap_data_privacy_integration) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.data_masking) MaskingModuleConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.data_masking) MaskingProviderConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.data_masking) matchMode (RetrievalDocumentKeyValueListPair attribute), [1], [2] max_chunk_count (GroundingSearchConfig attribute), [1] max_document_count (GroundingSearchConfig attribute), [1] max_output_tokens (ChatGoogleGenerativeAI attribute) max_retries (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) (EmbeddingsModelDetails attribute), [1], [2] (LLMModelDetails attribute), [1], [2] (OpenAI attribute) (OpenAIEmbeddings attribute) max_tokens (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatOpenAI attribute) (OpenAI attribute) maxChunkCount (RetrievalSearchConfiguration attribute), [1], [2] (VectorSearchConfiguration attribute), [1], [2] maxDocumentCount (RetrievalSearchConfiguration attribute), [1], [2] (VectorSearchConfiguration attribute), [1], [2] media_resolution (ChatGoogleGenerativeAI attribute) Message (class in gen_ai_hub.orchestration.models.message) message (GenericModuleResult attribute), [1], [2], [3] (LLMChoice attribute), [1], [2], [3] (OrchestrationConfigDeleteResponse attribute), [1], [2] (OrchestrationConfigPostResponse attribute), [1], [2] (PromptTemplateDeleteResponse attribute), [1], [2] (PromptTemplatePostResponse attribute), [1], [2] (ResponseStatus attribute), [1] (RetrievalPerFilterSearchResultError attribute), [1], [2] (SAPAPIError attribute), [1], [2] (SAPAPIErrorStreaming attribute), [1], [2] messages_history (CompletionPostRequest attribute) MessageToolCall (class in gen_ai_hub.orchestration.models.message) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.message) metadata (BaseDocument attribute), [1], [2] (BasePipelineResponse attribute), [1], [2] (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) MetaData (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) metadata (Collection attribute), [1], [2] (CollectionCreateRequest attribute), [1], [2] (DataRepository attribute), [1], [2] (DataRepositoryWithDocuments attribute), [1], [2] (DocumentOutput attribute), [1], [2] (DocumentsChunk attribute), [1], [2] (DocumentWithoutChunks attribute), [1], [2] (MSSharePointPipelineCreateRequest attribute), [1], [2] (MSSharePointPipelineGetResponse attribute), [1] (OpenAI attribute) (RetrievalChunk attribute), [1], [2] (RetrievalDocument attribute), [1], [2] (RPTResponse attribute), [1] (S3PipelineCreateRequest attribute), [1], [2] (S3PipelineGetResponse attribute), [1] (SFTPPipelineCreateRequest attribute), [1], [2] (SFTPPipelineGetResponse attribute), [1] (TextOnlyBaseChunk attribute), [1], [2] (VectorChunk attribute), [1], [2] metadata_params (DocumentGroundingConfig attribute), [1], [2] metadataId (Document attribute), [1], [2] metadataOnly (ManualPipelineTrigger attribute), [1], [2] method (DPIMethodConstant attribute), [1], [2] (DPIMethodFabricatedData attribute), [1], [2] (MaskingProviderConfig attribute), [1], [2] METRIC_CONFIG_ERROR (ErrorCode attribute) METRIC_SERVER_RESOLVE_ERROR (ErrorCode attribute) MetricConfig (class in gen_ai_hub.evaluations) (class in gen_ai_hub.evaluations.models) (class in gen_ai_hub.evaluations.models.metric_config) MetricRef (class in gen_ai_hub.evaluations) (class in gen_ai_hub.evaluations.models) (class in gen_ai_hub.evaluations.models.metric_config) metrics() (Results method), [1], [2] MISSING_DEFAULT_OBJECT_STORE_SECRET_ERROR (ErrorCode attribute) MISSING_ORCHESTRATION_URL_ERROR (ErrorCode attribute) MISSING_USER_PROMPT_ERROR (ErrorCode attribute) model (BaseLLMResult attribute) (ChatGoogleGenerativeAI attribute) (EmbeddingsModelConfig attribute), [1], [2] (EmbeddingsResponse attribute), [1], [2] (GoogleGenerativeAIEmbeddings attribute) (LLMModuleResult attribute), [1], [2] (OpenAIEmbeddings attribute), [1] (PromptTemplatingModuleConfig attribute), [1], [2] (RegisterDeployment attribute) (StreamLLMModuleResult attribute), [1] model_config (ABCBaseModel attribute) (AICoreBedrockBaseModel attribute), [1] (AssistantMessage attribute), [1], [2] (AzureContentFilter attribute), [1], [2] (AzureContentSafetyInput attribute), [1], [2] (AzureContentSafetyInputFilterConfig attribute), [1], [2] (AzureContentSafetyOutput attribute), [1], [2] (AzureContentSafetyOutputFilterConfig attribute), [1], [2] (BaseAuth attribute) (BaseDeployment attribute) (BaseDocument attribute), [1], [2] (BasePipelineResponse attribute), [1], [2] (BaseProxyClient attribute) (BedrockEmbeddings attribute), [1] (ChatBedrock attribute), [1] (ChatBedrockConverse attribute), [1] (ChatCompletionTokenLogprob attribute), [1], [2] (ChatCompletionTool attribute), [1], [2] (ChatGoogleGenerativeAI attribute), [1] (ChatOpenAI attribute), [1] (ChoiceLogprobs attribute), [1], [2] (Citation attribute), [1], [2] (Collection attribute), [1], [2] (CollectionCreatedResponse attribute), [1], [2] (CollectionCreateRequest attribute), [1], [2] (CollectionDeletedResponse attribute), [1], [2] (CollectionPendingResponse attribute), [1], [2] (CollectionsListResponse attribute), [1], [2] (CommonConfiguration attribute), [1], [2] (CompletionPostRequest attribute) (CompletionPostResponse attribute), [1], [2] (CompletionRequestConfigurationReferenceByIdConfigRef attribute), [1], [2] (CompletionRequestConfigurationReferenceByNameScenarioVersionConfigRef attribute), [1], [2] (CompletionTokensDetails attribute), [1], [2] (ContentFilter attribute), [1], [2] (DataRepositories attribute), [1], [2] (DataRepository attribute), [1], [2] (DataRepositoryMetadataItem attribute), [1], [2] (DataRepositoryWithDocuments attribute), [1], [2] (DataType attribute), [1] (Deployment attribute) (DeveloperChatMessage attribute), [1], [2] (Document attribute), [1], [2], [3] (DocumentGroundingConfig attribute), [1], [2] (DocumentGroundingFilter attribute), [1], [2] (DocumentGroundingPlaceholders attribute), [1], [2] (DocumentMetadataKeyValueListPairs attribute), [1], [2] (DocumentOutput attribute), [1], [2] (DocumentsChunk attribute), [1], [2] (DocumentsCreateRequest attribute), [1], [2] (DocumentsListResponse attribute), [1], [2] (DocumentsResponse attribute), [1], [2] (DocumentsStatusResponse attribute), [1], [2] (DocumentsUpdateRequest attribute), [1], [2] (DocumentWithoutChunks attribute), [1], [2] (DPICustomEntity attribute), [1], [2] (DPIMethodConstant attribute), [1], [2] (DPIMethodFabricatedData attribute), [1], [2] (DPIStandardEntity attribute), [1], [2] (EmbeddingConfig attribute), [1], [2] (EmbeddingResult attribute), [1], [2] (EmbeddingsInput attribute), [1], [2] (EmbeddingsModelConfig attribute), [1], [2] (EmbeddingsModelDetails attribute), [1], [2] (EmbeddingsModelParams attribute), [1], [2] (EmbeddingsModuleConfigs attribute), [1], [2] (EmbeddingsOrchestrationConfig attribute), [1], [2] (EmbeddingsPostResponse attribute), [1], [2] (EmbeddingsRequest attribute), [1], [2] (EmbeddingsResponse attribute), [1], [2] (EmbeddingsUsage attribute), [1], [2] (ErrorResponse attribute), [1], [2] (ErrorResponseDetails attribute), [1] (ErrorResponseStreaming attribute), [1], [2] (FilteringModuleConfig attribute), [1], [2] (FilteringStreamOptions attribute), [1], [2] (FoundationalModelScenario attribute) (FunctionCall attribute), [1], [2] (FunctionObject attribute), [1], [2] (FunctionTool attribute), [1], [2] (GenAIHubProxyClient attribute), [1], [2], [3] (GenericModuleResult attribute), [1], [2] (GetPipelineExecutionsResponse attribute), [1], [2] (GetPipelinesResponse attribute), [1], [2] (GetPipelineStatusResponse attribute), [1], [2] (GlobalStreamOptions attribute), [1], [2] (GoogleGenerativeAIEmbeddings attribute), [1] (GroundingModuleConfig attribute), [1], [2] (GroundingSearchConfig attribute), [1] (ImageItem attribute), [1], [2] (ImagePart attribute), [1], [2] (ImageUrl attribute), [1], [2] (InputFiltering attribute), [1], [2] (InputTranslationConfig attribute), [1], [2] (JSONResponseSchema attribute), [1], [2] (KeyValueListPair attribute), [1], [2] (LlamaGuard38bFilter attribute), [1], [2] (LlamaGuard38bFilterConfig attribute), [1], [2] (LLMChoice attribute), [1], [2] (LLMModelDetails attribute), [1], [2] (LLMModuleResult attribute), [1], [2] (ManualPipelineTrigger attribute), [1], [2] (MaskGroundingInput attribute), [1], [2] (MaskingModuleConfig attribute), [1], [2] (MaskingProviderConfig attribute), [1], [2] (MessageToolCall attribute), [1], [2] (MetaData attribute), [1], [2] (ModuleConfig attribute), [1], [2] (ModuleResults attribute), [1], [2] (MSSharePointConfiguration attribute), [1], [2] (MSSharePointConfigurationGetResponse attribute), [1], [2] (MSSharePointPipelineCreateRequest attribute), [1], [2] (MSSharePointPipelineGetResponse attribute), [1], [2] (OpenAI attribute), [1] (OpenAIEmbeddings attribute), [1] (OrchestrationConfig attribute), [1], [2] (OrchestrationConfigDeleteResponse attribute), [1], [2] (OrchestrationConfigGetResponse attribute), [1], [2] (OrchestrationConfigListResponse attribute), [1], [2] (OrchestrationConfigPostRequest attribute), [1], [2] (OrchestrationConfigPostResponse attribute), [1], [2] (OrchestrationResponseWithRetries attribute), [1], [2] (OutputFiltering attribute), [1], [2] (OutputTranslationConfig attribute), [1], [2] (PipelineExecution attribute), [1], [2] (PipelineIdResponse attribute), [1], [2] (Prediction attribute), [1] (PredictionConfig attribute), [1] (PredictionItem attribute), [1] (PromptTemplate attribute), [1], [2] (PromptTemplateDeleteResponse attribute), [1], [2] (PromptTemplateGetResponse attribute), [1], [2] (PromptTemplateListResponse attribute), [1], [2] (PromptTemplatePostRequest attribute), [1], [2] (PromptTemplatePostResponse attribute), [1], [2] (PromptTemplateSpec attribute), [1], [2] (PromptTemplateSubstitutionRequest attribute), [1], [2] (PromptTemplateSubstitutionResponse attribute), [1], [2] (PromptTemplatingModuleConfig attribute), [1], [2] (PromptTokensDetails attribute), [1], [2] (ProxyOpenAI attribute) (ResponseChatMessage attribute), [1], [2] (ResponseFormatJsonObject attribute), [1], [2] (ResponseFormatJsonSchema attribute), [1], [2] (ResponseFormatText attribute), [1], [2] (ResponseMetadata attribute), [1] (ResponseStatus attribute), [1] (RetrievalChunk attribute), [1], [2] (RetrievalDataRepositorySearchResult attribute), [1], [2] (RetrievalDocument attribute), [1], [2] (RetrievalDocumentKeyValueListPair attribute), [1], [2] (RetrievalKeyValueListPair attribute), [1], [2] (RetrievalPerFilterSearchResult attribute), [1], [2] (RetrievalPerFilterSearchResultError attribute), [1], [2] (RetrievalPerFilterSearchResultWithError attribute), [1], [2] (RetrievalSearchConfiguration attribute), [1], [2] (RetrievalSearchDocumentKeyValueListPair attribute), [1], [2] (RetrievalSearchFilter attribute), [1], [2] (RetrievalSearchInput attribute), [1], [2] (RetrievalSearchResults attribute), [1], [2] (RPTRequest attribute), [1] (RPTResponse attribute), [1] (S3PipelineCreateRequest attribute), [1], [2] (S3PipelineGetResponse attribute), [1], [2] (SAPAPIError attribute), [1], [2] (SAPAPIErrorStreaming attribute), [1], [2] (SAPDocumentTranslation attribute), [1], [2] (SAPDocumentTranslationApplyToSelector attribute), [1], [2] (SAPDocumentTranslationInput attribute), [1], [2] (SAPDocumentTranslationOutput attribute), [1], [2] (SearchPipelineData attribute), [1], [2] (SearchPipelineRequest attribute), [1], [2] (SearchPipelinesResponse attribute), [1], [2] (SFTPPipelineCreateRequest attribute), [1], [2] (SFTPPipelineGetResponse attribute), [1], [2] (SharePointConfig attribute), [1], [2] (SharePointSite attribute), [1], [2] (StreamCompletionPostResponse attribute), [1], [2] (StreamDelta attribute), [1], [2] (StreamFunctionObject attribute), [1], [2] (StreamLLMChoice attribute), [1], [2] (StreamLLMModuleResult attribute), [1], [2] (StreamModuleResults attribute), [1], [2] (StreamToolCall attribute), [1], [2] (SystemMessage attribute), [1], [2] (TargetColumn attribute), [1] (Template attribute), [1], [2] (TemplateRef attribute), [1], [2] (TemplateRefByID attribute), [1], [2] (TemplateRefByScenarioNameVersion attribute), [1], [2] (TextOnlyBaseChunk attribute), [1], [2] (TextPart attribute), [1], [2] (TextSearchRequest attribute), [1], [2] (TokenUsage attribute), [1], [2] (ToolChatMessage attribute), [1], [2] (TopLogprob attribute), [1], [2] (TranslationConfig attribute), [1], [2] (TranslationModuleConfig attribute), [1], [2] (UserMessage attribute), [1], [2] (VectorChunk attribute), [1], [2] (VectorKeyValueListPair attribute), [1], [2] (VectorPerFilterSearchResult attribute), [1], [2] (VectorSearchConfiguration attribute), [1], [2] (VectorSearchDocumentKeyValueListPair attribute), [1], [2] (VectorSearchFilter attribute), [1], [2] (VectorSearchResults attribute), [1], [2]

model_dump() (ABCBaseModel method) (GlobalStreamOptions method), [1], [2] (ImageItem method), [1], [2] (OrchestrationConfigGetResponse method), [1], [2] (OrchestrationConfigListResponse method), [1], [2] (OrchestrationConfigPostRequest method), [1], [2] (RPTRequest method), [1] model_id (BedrockEmbeddings attribute) (ChatBedrock attribute) (ChatBedrockConverse attribute) model_kwargs (BedrockEmbeddings attribute) (ChatBedrock attribute) (ChatGoogleGenerativeAI attribute), [1] (ChatOpenAI attribute) (OpenAI attribute) (OpenAIEmbeddings attribute) model_name (ChatOpenAI attribute), [1] (Deployment attribute) (OpenAI attribute), [1] model_name_parameter (FoundationalModelScenario attribute) MODEL_NOT_ALLOWED_ERROR (ErrorCode attribute) model_post_init() (GenAIHubProxyClient method), [1], [2], [3] model_version (Deployment attribute) modelName (EmbeddingConfig attribute), [1], [2] Models (class in gen_ai_hub.proxy.native.google_genai.clients) ModelType (class in gen_ai_hub.proxy.langchain.init_models) modifiedAt (PipelineExecution attribute), [1], [2] module gen_ai_hub gen_ai_hub.document_grounding gen_ai_hub.document_grounding.client gen_ai_hub.document_grounding.clients gen_ai_hub.document_grounding.clients.pipeline_api_client gen_ai_hub.document_grounding.clients.retrieval_api_client gen_ai_hub.document_grounding.clients.vector_api_client gen_ai_hub.document_grounding.models gen_ai_hub.document_grounding.models.pipeline gen_ai_hub.document_grounding.models.retrieval gen_ai_hub.document_grounding.models.vector gen_ai_hub.evaluations gen_ai_hub.evaluations.client gen_ai_hub.evaluations.constants gen_ai_hub.evaluations.credentials gen_ai_hub.evaluations.exceptions gen_ai_hub.evaluations.exceptions.error_codes gen_ai_hub.evaluations.helpers gen_ai_hub.evaluations.helpers.collector gen_ai_hub.evaluations.helpers.config_data gen_ai_hub.evaluations.helpers.evaluation_optimization_flow gen_ai_hub.evaluations.helpers.logging gen_ai_hub.evaluations.helpers.s3_file_client gen_ai_hub.evaluations.models gen_ai_hub.evaluations.models.artifact_source gen_ai_hub.evaluations.models.dataset_config gen_ai_hub.evaluations.models.evaluation_config gen_ai_hub.evaluations.models.evaluation_run gen_ai_hub.evaluations.models.metric_config gen_ai_hub.evaluations.utils gen_ai_hub.evaluations.utils.aicore_utils gen_ai_hub.evaluations.utils.config_data_utils gen_ai_hub.evaluations.utils.file_utils gen_ai_hub.evaluations.utils.gen_utils gen_ai_hub.evaluations.utils.language_match_utils gen_ai_hub.evaluations.utils.metric_client_utils gen_ai_hub.evaluations.utils.orch_config_utils gen_ai_hub.evaluations.utils.oss_secret_utils gen_ai_hub.evaluations.utils.validation_utils gen_ai_hub.orchestration gen_ai_hub.orchestration.exceptions gen_ai_hub.orchestration.models gen_ai_hub.orchestration.models.azure_content_filter gen_ai_hub.orchestration.models.base gen_ai_hub.orchestration.models.config gen_ai_hub.orchestration.models.content_filter gen_ai_hub.orchestration.models.content_filtering gen_ai_hub.orchestration.models.data_masking gen_ai_hub.orchestration.models.document_grounding gen_ai_hub.orchestration.models.llama_guard_3_filter gen_ai_hub.orchestration.models.llm gen_ai_hub.orchestration.models.message gen_ai_hub.orchestration.models.multimodal_items gen_ai_hub.orchestration.models.response gen_ai_hub.orchestration.models.response_format gen_ai_hub.orchestration.models.sap_data_privacy_integration gen_ai_hub.orchestration.models.template gen_ai_hub.orchestration.models.template_ref gen_ai_hub.orchestration.models.tools gen_ai_hub.orchestration.service gen_ai_hub.orchestration.sse_client gen_ai_hub.orchestration.utils gen_ai_hub.orchestration_v2 gen_ai_hub.orchestration_v2.exceptions gen_ai_hub.orchestration_v2.models gen_ai_hub.orchestration_v2.models.azure_content_filter gen_ai_hub.orchestration_v2.models.base gen_ai_hub.orchestration_v2.models.config gen_ai_hub.orchestration_v2.models.content_filter gen_ai_hub.orchestration_v2.models.content_filtering gen_ai_hub.orchestration_v2.models.data_masking gen_ai_hub.orchestration_v2.models.document_grounding gen_ai_hub.orchestration_v2.models.embeddings gen_ai_hub.orchestration_v2.models.llama_guard_3_filter gen_ai_hub.orchestration_v2.models.llm_model_details gen_ai_hub.orchestration_v2.models.message gen_ai_hub.orchestration_v2.models.multimodal_items gen_ai_hub.orchestration_v2.models.orchestration_request gen_ai_hub.orchestration_v2.models.response gen_ai_hub.orchestration_v2.models.response_format gen_ai_hub.orchestration_v2.models.streaming gen_ai_hub.orchestration_v2.models.template gen_ai_hub.orchestration_v2.models.template_ref gen_ai_hub.orchestration_v2.models.tools gen_ai_hub.orchestration_v2.models.translation gen_ai_hub.orchestration_v2.service gen_ai_hub.orchestration_v2.sse_client gen_ai_hub.orchestration_v2.utils gen_ai_hub.prompt_registry gen_ai_hub.prompt_registry.client gen_ai_hub.prompt_registry.models gen_ai_hub.prompt_registry.models.orchestration_config gen_ai_hub.prompt_registry.models.prompt_template gen_ai_hub.proxy gen_ai_hub.proxy.core gen_ai_hub.proxy.core.base gen_ai_hub.proxy.core.proxy_clients gen_ai_hub.proxy.core.utils gen_ai_hub.proxy.gen_ai_hub_proxy gen_ai_hub.proxy.gen_ai_hub_proxy.client gen_ai_hub.proxy.langchain gen_ai_hub.proxy.langchain.amazon gen_ai_hub.proxy.langchain.base gen_ai_hub.proxy.langchain.google_genai gen_ai_hub.proxy.langchain.init_models gen_ai_hub.proxy.langchain.openai gen_ai_hub.proxy.native gen_ai_hub.proxy.native.amazon gen_ai_hub.proxy.native.amazon.clients gen_ai_hub.proxy.native.google_genai gen_ai_hub.proxy.native.google_genai.clients gen_ai_hub.proxy.native.openai gen_ai_hub.proxy.native.openai.clients gen_ai_hub.proxy.native.sap gen_ai_hub.proxy.native.sap.client gen_ai_hub.proxy.native.sap.models module_results (OrchestrationResponse attribute) (OrchestrationResponseStreaming attribute) ModuleConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.config) ModuleResults (class in gen_ai_hub.orchestration.models.response) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) ModuleResultsStreaming (class in gen_ai_hub.orchestration.models.response) modules (EmbeddingsOrchestrationConfig attribute), [1], [2] (OrchestrationConfig attribute), [1], [2] MORE_THAN_ONE_USER_PROMPT_PROVIDED_ERROR (ErrorCode attribute) msg (ErrorResponseDetails attribute), [1] MSSharePointConfiguration (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) MSSharePointConfigurationGetResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) MSSharePointPipelineCreateRequest (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) MSSharePointPipelineGetResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) multiple_evaluation_jobs_flow() (in module gen_ai_hub.evaluations.helpers.evaluation_optimization_flow)

N

n (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) (OpenAI attribute) name (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) (CompletionRequestConfigurationReferenceByNameScenarioVersionConfigRef attribute), [1], [2] (CredentialsValue attribute) (EmbeddingsModelDetails attribute), [1], [2] (FunctionCall attribute), [1], [2], [3] (FunctionObject attribute), [1], [2] (JSONResponseSchema attribute), [1], [2] (LLMModelDetails attribute), [1], [2] (OpenAI attribute) (OrchestrationConfigGetResponse attribute), [1], [2] (OrchestrationConfigPostRequest attribute), [1], [2] (OrchestrationConfigPostResponse attribute), [1], [2] (PromptTemplateGetResponse attribute), [1], [2] (PromptTemplatePostRequest attribute), [1], [2] (PromptTemplatePostResponse attribute), [1], [2] (Service property) (SharePointSite attribute), [1], [2] (Source attribute) (StreamFunctionObject attribute), [1], [2] (TargetColumn attribute), [1] (TemplateRefByScenarioNameVersion attribute), [1], [2] (TemplateValue attribute)

NATIONAL_ID (ProfileEntity attribute), [1], [2], [3] NATIONALITY (ProfileEntity attribute), [1], [2], [3] NEW (PipelineExecutionStatus attribute), [1], [2] non_violent_crimes (LlamaGuard38bFilter attribute), [1], [2] normalize (BedrockEmbeddings attribute) (EmbeddingsModelParams attribute), [1], [2] NotGiven (class in gen_ai_hub.proxy.core.utils) num_columns (ResponseMetadata attribute), [1] num_predictions (ResponseMetadata attribute), [1] num_query_rows (ResponseMetadata attribute), [1] num_rows (ResponseMetadata attribute), [1]

O

object (BaseLLMResult attribute) (EmbeddingResult attribute), [1], [2] (EmbeddingsResponse attribute), [1], [2] (LLMModuleResult attribute), [1], [2] (StreamLLMModuleResult attribute), [1] ObjectStoreData (class in gen_ai_hub.evaluations.utils.oss_secret_utils) Omit (class in gen_ai_hub.proxy.core.utils) on_invalid_deployments (GenAIHubProxyClient attribute), [1], [2], [3] OpenAI (class in gen_ai_hub.proxy.langchain) (class in gen_ai_hub.proxy.langchain.openai) (class in gen_ai_hub.proxy.native.openai.clients) openai_api_base (ChatOpenAI attribute) (OpenAI attribute) (OpenAIEmbeddings attribute) openai_api_key (ChatOpenAI attribute) (OpenAI attribute) (OpenAIEmbeddings attribute) openai_api_type (OpenAIEmbeddings attribute) openai_api_version (ChatOpenAI attribute), [1] (OpenAI attribute), [1] (OpenAIEmbeddings attribute), [1] openai_organization (ChatOpenAI attribute) (OpenAI attribute) (OpenAIEmbeddings attribute) openai_proxy (ChatOpenAI attribute) (OpenAI attribute) (OpenAIEmbeddings attribute) OpenAIClient (in module gen_ai_hub.proxy.langchain) OpenAIEmbeddings (class in gen_ai_hub.proxy.langchain) (class in gen_ai_hub.proxy.langchain.openai) OpenAIWithRawResponse (class in gen_ai_hub.proxy.native.openai.clients) orchestration_result (OrchestrationResponse attribute) (OrchestrationResponseStreaming attribute) ORCHESTRATION_URL_VALIDATION_ERROR (ErrorCode attribute) OrchestrationConfig (class in gen_ai_hub.orchestration.models.config) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.config) OrchestrationConfigClient (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.client) OrchestrationConfigDeleteResponse (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.models) (class in gen_ai_hub.prompt_registry.models.orchestration_config) OrchestrationConfigGetResponse (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.models) (class in gen_ai_hub.prompt_registry.models.orchestration_config) OrchestrationConfigListResponse (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.models) (class in gen_ai_hub.prompt_registry.models.orchestration_config)

OrchestrationConfigPostRequest (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.models) (class in gen_ai_hub.prompt_registry.models.orchestration_config) OrchestrationConfigPostResponse (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.models) (class in gen_ai_hub.prompt_registry.models.orchestration_config) OrchestrationError, [1], [2] OrchestrationErrorList, [1] OrchestrationRequest (class in gen_ai_hub.orchestration.service) OrchestrationResponse (class in gen_ai_hub.orchestration.models.response) OrchestrationResponseStreaming (class in gen_ai_hub.orchestration.models.response) OrchestrationResponseWithRetries (class in gen_ai_hub.orchestration.models.response) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) OrchestrationService (class in gen_ai_hub.orchestration.service) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.service) ORG (ProfileEntity attribute), [1], [2], [3] output (DocumentGroundingPlaceholders attribute), [1], [2] (FilteringModuleConfig attribute), [1], [2] (TranslationModuleConfig attribute), [1], [2] output_config (ChatBedrockConverse attribute) output_dimensionality (GoogleGenerativeAIEmbeddings attribute) output_filtering (BaseModuleResults attribute) (ModuleResults attribute), [1], [2] (StreamModuleResults attribute), [1] output_translation (BaseModuleResults attribute) (ModuleResults attribute), [1], [2] (StreamModuleResults attribute), [1] output_unmasking (ModuleResults attribute), [1], [2], [3] (ModuleResultsStreaming attribute) (StreamModuleResults attribute), [1], [2] output_version (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) OutputFiltering (class in gen_ai_hub.orchestration.models.content_filtering) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.content_filtering) OutputTranslationConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.translation) overlap (FilteringStreamOptions attribute), [1], [2]

P

parameters (FunctionObject attribute), [1], [2] params (EmbeddingsModelDetails attribute), [1], [2] (LLMModelDetails attribute), [1], [2] parse() (AsyncChatCompletions method) (AsyncResponses method) (ChatCompletions method) (Responses method) parse_arguments() (FunctionCall method), [1], [2], [3] parse_data_types (RPTRequest attribute), [1] parse_model_filter_list() (in module gen_ai_hub.evaluations.utils.gen_utils) parsed_prompt (PromptTemplateSubstitutionResponse attribute), [1], [2] PASSPORT (ProfileEntity attribute), [1], [2], [3] patch() (GenAIHubRestClient method) performance_config (ChatBedrockConverse attribute) PERSON (ProfileEntity attribute), [1], [2], [3] PHONE (ProfileEntity attribute), [1], [2], [3] PipelineAPIClient (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.client) (class in gen_ai_hub.document_grounding.clients) (class in gen_ai_hub.document_grounding.clients.pipeline_api_client) PipelineExecution (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) PipelineExecutionStatus (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) pipelineId (ManualPipelineTrigger attribute), [1], [2] (PipelineIdResponse attribute), [1], [2] (SearchPipelineData attribute), [1], [2] PipelineIdResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) placeholder_values (CompletionPostRequest attribute) placeholders (DocumentGroundingConfig attribute), [1], [2] POLITICAL_GROUP (ProfileEntity attribute), [1], [2], [3] populate_dataset_data_if_data_missing() (in module gen_ai_hub.evaluations.utils.gen_utils) populate_dataset_data_if_individual_metric_reference_provided() (in module gen_ai_hub.evaluations.utils.gen_utils) populate_dataset_data_if_single_reference_provided() (in module gen_ai_hub.evaluations.utils.gen_utils) populate_dataset_data_if_single_schema_provided() (in module gen_ai_hub.evaluations.utils.gen_utils) post() (GenAIHubRestClient method) predict() (RPTClient method), [1] Prediction (class in gen_ai_hub.proxy.native.sap) (class in gen_ai_hub.proxy.native.sap.models) prediction (PredictionItem attribute), [1] prediction_config (RPTRequest attribute), [1] prediction_placeholder (TargetColumn attribute), [1] prediction_url (BaseDeployment property) (Deployment property) prediction_url_suffix (FoundationalModelScenario attribute) prediction_urls (Deployment attribute) PredictionConfig (class in gen_ai_hub.proxy.native.sap) (class in gen_ai_hub.proxy.native.sap.models) PredictionItem (class in gen_ai_hub.proxy.native.sap) (class in gen_ai_hub.proxy.native.sap.models) predictions (RPTResponse attribute), [1] PredictionURLs (class in gen_ai_hub.proxy.core.utils) prepare_request_dict() (in module gen_ai_hub.proxy.native.amazon) (in module gen_ai_hub.proxy.native.amazon.clients) presence_penalty (ChatOpenAI attribute) (OpenAI attribute) privacy (LlamaGuard38bFilter attribute), [1], [2] profile (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) ProfileEntity (class in gen_ai_hub.orchestration.models.sap_data_privacy_integration) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.data_masking)

project (ChatGoogleGenerativeAI attribute) (GoogleGenerativeAIEmbeddings attribute) prompt (PromptTemplatingModuleConfig attribute), [1], [2] prompt_shield (AzureContentSafetyInput attribute), [1], [2] PROMPT_TEMPLATE_GET_ERROR (ErrorCode attribute) prompt_templating (ModuleConfig attribute), [1], [2] prompt_tokens (EmbeddingsUsage attribute), [1], [2] (LLMUsage attribute) (TokenUsage attribute), [1], [2] prompt_tokens_details (TokenUsage attribute), [1], [2] PromptTemplate (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.models) (class in gen_ai_hub.prompt_registry.models.prompt_template) PromptTemplateClient (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.client) PromptTemplateDeleteResponse (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.models) (class in gen_ai_hub.prompt_registry.models.prompt_template) PromptTemplateGetResponse (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.models) (class in gen_ai_hub.prompt_registry.models.prompt_template) PromptTemplateListResponse (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.models) (class in gen_ai_hub.prompt_registry.models.prompt_template) PromptTemplatePostRequest (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.models) (class in gen_ai_hub.prompt_registry.models.prompt_template) PromptTemplatePostResponse (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.models) (class in gen_ai_hub.prompt_registry.models.prompt_template) PromptTemplateSpec (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.models) (class in gen_ai_hub.prompt_registry.models.prompt_template) PromptTemplateSubstitutionRequest (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.models) (class in gen_ai_hub.prompt_registry.models.prompt_template) PromptTemplateSubstitutionResponse (class in gen_ai_hub.prompt_registry) (class in gen_ai_hub.prompt_registry.models) (class in gen_ai_hub.prompt_registry.models.prompt_template) PromptTemplatingModuleConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.template) PromptTokensDetails (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) PRONOUNS_GENDER (ProfileEntity attribute), [1], [2], [3] protected_material_code (AzureContentSafetyOutput attribute), [1], [2] provider (ChatBedrock attribute) (ChatBedrockConverse attribute) provider_name (ObjectStoreData attribute) provider_stop_reason_key_map (ChatBedrock attribute) provider_stop_sequence_key_name_map (ChatBedrock attribute) providers (MaskingModuleConfig attribute), [1], [2] proxy_client (RetrievalResult attribute) proxy_model_name (BaseAuth attribute) (ChatOpenAI attribute) (OpenAI attribute) (OpenAIEmbeddings attribute) (ProxyOpenAI attribute) proxy_version_context() (in module gen_ai_hub.proxy.core) (in module gen_ai_hub.proxy.core.proxy_clients) ProxyClients (class in gen_ai_hub.proxy.core.proxy_clients) ProxyOpenAI (class in gen_ai_hub.proxy.langchain.openai) PSEUDONYMIZATION (MaskingMethod attribute), [1], [2], [3] python_type_to_json_type() (in module gen_ai_hub.orchestration.models.tools) (in module gen_ai_hub.orchestration_v2) (in module gen_ai_hub.orchestration_v2.models) (in module gen_ai_hub.orchestration_v2.models.tools)

Q

QUERY (EmbeddingsInputType attribute), [1], [2]

query (RetrievalSearchInput attribute), [1], [2] (TextSearchRequest attribute), [1], [2]

R

raise_error (InvalidDeploymentBehavior attribute) raise_if_errors() (ValidationCollector method) rate_limiter (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) raw_blocks (ChatBedrockConverse attribute) read_csv() (S3FileClient method) read_data_from_artifact() (in module gen_ai_hub.evaluations.utils.aicore_utils) READ_FILE_DATA_FROM_ARTIFACT_ERROR (ErrorCode attribute) read_json() (S3FileClient method) read_jsonl() (S3FileClient method) read_local_csv_file() (in module gen_ai_hub.evaluations.utils.file_utils) reasoning (ChatOpenAI attribute) reasoning_effort (ChatOpenAI attribute) reasoning_tokens (CompletionTokensDetails attribute), [1], [2] ref_id (Citation attribute), [1], [2] refresh_instance_cache() (BaseProxyClient class method) refusal (AssistantMessage attribute), [1], [2] (ChatDelta attribute) (ChoiceLogprobs attribute), [1], [2] (Message attribute) (ResponseChatMessage attribute), [1], [2] regex (DPICustomEntity attribute), [1], [2] region_name (BedrockEmbeddings attribute) (ChatBedrock attribute) (ChatBedrockConverse attribute) register() (Catalog method) (PredictionURLs method) (ProxyClients method) register_aicore_artifact() (in module gen_ai_hub.evaluations.utils.aicore_utils) register_aicore_configuration() (in module gen_ai_hub.evaluations.utils.aicore_utils) register_aicore_execution() (in module gen_ai_hub.evaluations.utils.aicore_utils) REGISTER_PROMPT_TEMPLATE_ERROR (ErrorCode attribute) RegisterDeployment (class in gen_ai_hub.proxy.langchain.init_models) registry_entry (RetrievalResult attribute) REINDEXED (DocumentStatus attribute), [1], [2] rejected_prediction_tokens (CompletionTokensDetails attribute), [1], [2] RELIGIOUS_GROUP (ProfileEntity attribute), [1], [2], [3] remove_filter_metrics_if_provider_not_supported() (in module gen_ai_hub.evaluations.utils.gen_utils) replacement_strategy (DPICustomEntity attribute), [1], [2] (DPIStandardEntity attribute), [1], [2] request() (AsyncOpenAI method) (OpenAI method) request_header (BaseProxyClient property) (GenAIHubProxyClient property), [1], [2], [3] request_id (CompletionPostResponse attribute), [1], [2] (EmbeddingsPostResponse attribute), [1], [2] (OrchestrationResponse attribute) (OrchestrationResponseStreaming attribute) (OrchestrationResponseWithRetries attribute), [1] (SAPAPIError attribute), [1], [2] (SAPAPIErrorStreaming attribute), [1], [2] (StreamCompletionPostResponse attribute), [1], [2] request_metadata (ChatBedrockConverse attribute) request_options (GoogleGenerativeAIEmbeddings attribute) request_timeout (ChatOpenAI attribute) (OpenAI attribute) (OpenAIEmbeddings attribute) resolve_artifact_path() (in module gen_ai_hub.evaluations.utils.aicore_utils) resolve_credentials() (in module gen_ai_hub.evaluations.credentials) resolve_metric_identifiers() (in module gen_ai_hub.evaluations.utils.aicore_utils) resolve_metric_names() (in module gen_ai_hub.evaluations.utils.aicore_utils) resolve_orchestration_config_v2() (in module gen_ai_hub.evaluations.utils.gen_utils) resolve_orchestration_deployment_url() (EvaluationClient method), [1] resolve_resource_group() (in module gen_ai_hub.evaluations.credentials) resource (PromptTemplateSubstitutionResponse attribute), [1], [2] resource_group (GenAIHubProxyClient attribute), [1], [2], [3] resource_group_id (OrchestrationConfigGetResponse attribute), [1], [2] resources (CollectionsListResponse attribute), [1], [2] (DataRepositories attribute), [1], [2] (DocumentsResponse attribute), [1], [2] (DocumentsStatusResponse attribute), [1], [2] (GetPipelineExecutionsResponse attribute), [1], [2] (GetPipelinesResponse attribute), [1], [2] (OrchestrationConfigListResponse attribute), [1], [2] (PromptTemplateListResponse attribute), [1], [2] (SearchPipelinesResponse attribute), [1], [2] response_format (PromptTemplateSpec attribute), [1], [2] (Template attribute), [1], [2] response_mime_type (ChatGoogleGenerativeAI attribute), [1] response_modalities (ChatGoogleGenerativeAI attribute) response_schema (ChatGoogleGenerativeAI attribute), [1] ResponseChatMessage (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.message) ResponseFormatFactory (class in gen_ai_hub.orchestration.models.response_format) ResponseFormatJsonObject (class in gen_ai_hub.orchestration.models.response_format) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response_format) ResponseFormatJsonSchema (class in gen_ai_hub.orchestration.models.response_format) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response_format)

ResponseFormatText (class in gen_ai_hub.orchestration.models.response_format) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response_format) ResponseFormatType (class in gen_ai_hub.orchestration.models.response_format) (class in gen_ai_hub.orchestration_v2.models.response_format) ResponseMetadata (class in gen_ai_hub.proxy.native.sap) (class in gen_ai_hub.proxy.native.sap.models) Responses (class in gen_ai_hub.proxy.native.openai.clients) ResponseStatus (class in gen_ai_hub.proxy.native.sap) (class in gen_ai_hub.proxy.native.sap.models) Results (class in gen_ai_hub.evaluations) (class in gen_ai_hub.evaluations.models) (class in gen_ai_hub.evaluations.models.evaluation_run) results (RetrievalPerFilterSearchResult attribute), [1], [2] (RetrievalSearchResults attribute), [1], [2] (VectorPerFilterSearchResult attribute), [1], [2] (VectorSearchResults attribute), [1], [2] results() (EvaluationRun method), [1], [2] retries (OrchestrationResponseWithRetries attribute), [1], [2], [3] RetrievalAPIClient (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.client) (class in gen_ai_hub.document_grounding.clients) (class in gen_ai_hub.document_grounding.clients.retrieval_api_client) RetrievalChunk (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) RetrievalDataRepositorySearchResult (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) RetrievalDocument (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) RetrievalDocumentKeyValueListPair (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) RetrievalKeyValueListPair (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) RetrievalPerFilterSearchResult (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) RetrievalPerFilterSearchResultError (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) RetrievalPerFilterSearchResultWithError (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) RetrievalResult (class in gen_ai_hub.proxy.langchain.init_models) RetrievalSearchConfiguration (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) RetrievalSearchDocumentKeyValueListPair (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) RetrievalSearchFilter (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) RetrievalSearchInput (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) RetrievalSearchResults (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.retrieval) retrieve() (Catalog method) retry_max_seconds (OpenAIEmbeddings attribute) retry_min_seconds (OpenAIEmbeddings attribute) role (AssistantMessage attribute), [1], [2] (ChatDelta attribute) Role (class in gen_ai_hub.orchestration.models.message) (class in gen_ai_hub.orchestration_v2.models.message) role (DeveloperChatMessage attribute), [1], [2] (Message attribute) (PromptTemplate attribute), [1], [2] (ResponseChatMessage attribute), [1], [2] (StreamDelta attribute), [1], [2] (SystemMessage attribute), [1], [2] (ToolChatMessage attribute), [1], [2] (UserMessage attribute), [1], [2] root (Prediction attribute), [1] root_async_client (ChatOpenAI attribute) root_client (ChatOpenAI attribute) rows (RPTRequest attribute), [1] RPTClient (class in gen_ai_hub.proxy.native.sap) (class in gen_ai_hub.proxy.native.sap.client) RPTException, [1] RPTRequest (class in gen_ai_hub.proxy.native.sap) (class in gen_ai_hub.proxy.native.sap.models) RPTResponse (class in gen_ai_hub.proxy.native.sap) (class in gen_ai_hub.proxy.native.sap.models) run() (OrchestrationService method), [1], [2] run_with_retries() (OrchestrationService method), [1], [2]

S

S3FileClient (class in gen_ai_hub.evaluations.helpers.s3_file_client) S3PipelineCreateRequest (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) S3PipelineGetResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) safety_settings (ChatGoogleGenerativeAI attribute) SAP_DATA_PRIVACY_INTEGRATION (DataMaskingProviderName attribute), [1], [2], [3] SAP_DOCUMENT_TRANSLATION (TranslationType attribute) SAP_IDS_INTERNAL (ProfileEntity attribute), [1], [2], [3] SAP_IDS_PUBLIC (ProfileEntity attribute), [1], [2], [3] SAPAPIError (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) SAPAPIErrorStreaming (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) SAPDataPrivacyIntegration (class in gen_ai_hub.orchestration.models.sap_data_privacy_integration) SAPDocumentTranslation (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.translation) SAPDocumentTranslationApplyToSelector (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.translation) SAPDocumentTranslationInput (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.translation) SAPDocumentTranslationOutput (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.translation) scenario (CompletionRequestConfigurationReferenceByNameScenarioVersionConfigRef attribute), [1], [2] (OrchestrationConfigGetResponse attribute), [1], [2] (OrchestrationConfigPostRequest attribute), [1], [2] (OrchestrationConfigPostResponse attribute), [1], [2] (PromptTemplateGetResponse attribute), [1], [2] (PromptTemplatePostRequest attribute), [1], [2] (PromptTemplatePostResponse attribute), [1], [2] (TemplateRefByScenarioNameVersion attribute), [1], [2] scenario_id (FoundationalModelScenario attribute) schema_ (JSONResponseSchema attribute), [1], [2] scope (TemplateRefByID attribute), [1], [2] (TemplateRefByScenarioNameVersion attribute), [1], [2] search() (RetrievalAPIClient method), [1], [2], [3] (VectorAPIClient method), [1], [2], [3] search_config (DocumentGroundingFilter attribute), [1], [2] search_pipelines() (PipelineAPIClient method), [1], [2], [3] searchConfiguration (RetrievalSearchFilter attribute), [1], [2] SearchPipelineData (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) SearchPipelineRequest (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) SearchPipelinesResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) seed (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) (OpenAI attribute) select_deployment() (BaseProxyClient method) (GenAIHubProxyClient method), [1], [2], [3] select_mode (DocumentMetadataKeyValueListPairs attribute), [1], [2] select_model_details_randomly() (in module gen_ai_hub.evaluations.utils.gen_utils) selectMode (RetrievalSearchDocumentKeyValueListPair attribute), [1], [2] (VectorSearchDocumentKeyValueListPair attribute), [1], [2] self_harm (AzureContentFilter attribute), [1], [2] (AzureContentSafetyInput attribute), [1] (AzureContentSafetyOutput attribute), [1] (LlamaGuard38bFilter attribute), [1], [2] SENSITIVE_DATA (ProfileEntity attribute), [1], [2], [3] Service (class in gen_ai_hub.evaluations.credentials) service_tier (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatOpenAI attribute) services (VCAPEnvironment attribute) Session (class in gen_ai_hub.proxy.native.amazon) (class in gen_ai_hub.proxy.native.amazon.clients) set_cached_results_data() (EvaluationRun method), [1], [2] set_default_values() (GenAIHubProxyClient class method), [1], [2], [3] set_deployment() (in module gen_ai_hub.proxy.native.amazon) (in module gen_ai_hub.proxy.native.amazon.clients) (in module gen_ai_hub.proxy.native.openai.clients) set_headers_addition() (GenAIHubProxyClient method), [1], [2], [3] set_log_level() (in module gen_ai_hub.evaluations.helpers.logging) set_model_details_from_run_configs() (in module gen_ai_hub.evaluations.utils.gen_utils) set_proxy_version() (in module gen_ai_hub.proxy) (in module gen_ai_hub.proxy.core) (in module gen_ai_hub.proxy.core.proxy_clients) setup() (EvaluationClient method), [1] sex_crimes (LlamaGuard38bFilter attribute), [1], [2] sexual (AzureContentFilter attribute), [1], [2] (AzureContentSafetyInput attribute), [1] (AzureContentSafetyOutput attribute), [1]

sexual_content (LlamaGuard38bFilter attribute), [1], [2] SEXUAL_ORIENTATION (ProfileEntity attribute), [1], [2], [3] SFTPPipelineCreateRequest (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) SFTPPipelineGetResponse (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) sharePoint (MSSharePointConfiguration attribute), [1], [2] (MSSharePointConfigurationGetResponse attribute), [1], [2] SharePointConfig (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) SharePointSite (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.pipeline) show_progress_bar (OpenAIEmbeddings attribute) single_evaluation_job_flow() (in module gen_ai_hub.evaluations.helpers.evaluation_optimization_flow) site (SharePointConfig attribute), [1], [2] skip_empty (OpenAIEmbeddings attribute) Source (class in gen_ai_hub.evaluations.credentials) source_language (InputTranslationConfig attribute), [1] (OutputTranslationConfig attribute), [1] (SAPDocumentTranslationApplyToSelector attribute), [1], [2] (TranslationConfig attribute), [1], [2] spec (OrchestrationConfigGetResponse attribute), [1], [2] (OrchestrationConfigPostRequest attribute), [1], [2] (PromptTemplateGetResponse attribute), [1], [2] (PromptTemplatePostRequest attribute), [1], [2] specialized_advice (LlamaGuard38bFilter attribute), [1], [2] SSEClient (class in gen_ai_hub.orchestration.sse_client) (class in gen_ai_hub.orchestration_v2.sse_client) SSN (ProfileEntity attribute), [1], [2], [3] start_index (Citation attribute), [1], [2] status (CollectionCreatedResponse attribute), [1], [2] (CollectionDeletedResponse attribute), [1], [2] (CollectionPendingResponse attribute), [1], [2] (Document attribute), [1], [2] (GetPipelineStatusResponse attribute), [1], [2] (PipelineExecution attribute), [1], [2] (RPTResponse attribute), [1] stop (ChatGoogleGenerativeAI attribute), [1] (ChatOpenAI attribute) stop_sequences (ChatBedrock attribute) (ChatBedrockConverse attribute) store (ChatOpenAI attribute) stream (OrchestrationConfig attribute), [1], [2] stream() (OrchestrationService method), [1], [2] stream_options (OutputFiltering attribute), [1], [2] stream_usage (ChatOpenAI attribute) StreamCompletionPostResponse (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) StreamDelta (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) StreamFunctionObject (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) streaming (ChatBedrock attribute) (ChatGoogleGenerativeAI attribute), [1] (ChatOpenAI attribute) (OpenAI attribute) StreamLLMChoice (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) StreamLLMModuleResult (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) StreamModuleResults (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) StreamToolCall (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) strict (FunctionObject attribute), [1], [2] (JSONResponseSchema attribute), [1], [2] supports_temperature() (AsyncChatCompletions static method) (AsyncResponses static method) (ChatCompletions static method) (Responses static method) supports_tool_choice_values (ChatBedrockConverse attribute) system (ChatBedrockConverse attribute) SYSTEM (Role attribute), [1] system_fingerprint (LLMModuleResult attribute), [1], [2] (LLMResult attribute) (LLMResultStreaming attribute) (StreamLLMModuleResult attribute), [1] system_prompt_with_tools (ChatBedrock attribute) SystemMessage (class in gen_ai_hub.orchestration.models.message) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.message)

T

tags (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) (OpenAI attribute) target_columns (PredictionConfig attribute), [1] target_language (InputTranslationConfig attribute), [1] (OutputTranslationConfig attribute), [1], [2] (TranslationConfig attribute), [1], [2] TargetColumn (class in gen_ai_hub.proxy.native.sap) (class in gen_ai_hub.proxy.native.sap.models) task_type (GoogleGenerativeAIEmbeddings attribute) (TargetColumn attribute), [1] temperature (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) (OpenAI attribute) Template (class in gen_ai_hub.orchestration.models.template) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.template) template (PromptTemplateSpec attribute), [1], [2] (Template attribute), [1], [2] template_ref (TemplateRef attribute), [1], [2] template_values (OrchestrationRequest attribute) TemplateRef (class in gen_ai_hub.orchestration.models.template_ref) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.template_ref) TemplateRefByID (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.template_ref) TemplateRefByScenarioNameVersion (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.template_ref) TemplateValue (class in gen_ai_hub.orchestration.models.template) templating (ModuleResults attribute), [1], [2], [3] (ModuleResultsStreaming attribute) (StreamModuleResults attribute), [1] temporary_headers_addition() (in module gen_ai_hub.proxy.gen_ai_hub_proxy) (in module gen_ai_hub.proxy.gen_ai_hub_proxy.client) text (EmbeddingsInput attribute), [1], [2] TEXT (EmbeddingsInputType attribute), [1], [2] (ResponseFormatType attribute), [1] text (TextPart attribute), [1], [2], [3] TextOnlyBaseChunk (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) TextPart (class in gen_ai_hub.orchestration.models.multimodal_items) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.multimodal_items) TextSearchRequest (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) thinking_budget (ChatGoogleGenerativeAI attribute) thinking_level (ChatGoogleGenerativeAI attribute), [1] tiktoken_enabled (OpenAIEmbeddings attribute) tiktoken_model_name (ChatOpenAI attribute) (OpenAI attribute) (OpenAIEmbeddings attribute), [1] timeout (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute) (EmbeddingsModelDetails attribute), [1], [2] (LLMModelDetails attribute), [1], [2] TIMEOUT (PipelineExecutionStatus attribute), [1], [2] title (Citation attribute), [1], [2] (Collection attribute), [1], [2] (CollectionCreateRequest attribute), [1], [2] (DataRepository attribute), [1], [2] (DataRepositoryWithDocuments attribute), [1], [2] (Document attribute), [1], [2] (DocumentsChunk attribute), [1], [2] TO_BE_PROCESSED (DocumentStatus attribute), [1], [2] TO_BE_SCHEDULED (DocumentStatus attribute), [1], [2] to_comparable() (in module gen_ai_hub.evaluations.utils.orch_config_utils) to_dict() (ChatCompletionTool method) (ContentFilter method) (ContentFiltering method) (DataMasking method) (DocumentGrounding method) (DocumentGroundingFilter method) (DocumentMetadata method) (FunctionTool method) (GroundingFilterSearch method) (GroundingModule method) (ImageItem method) (ImagePart method) (InputFiltering method) (JSONSerializable method) (LLM method) (Message method) (MessageToolCall method) (OrchestrationConfig method) (OrchestrationRequest method) (OutputFiltering method) (ResponseFormatJsonObject method) (ResponseFormatJsonSchema method) (ResponseFormatText method) (SAPDataPrivacyIntegration method) (Template method) (TemplateRef method) (TextPart method) (ToolMessage method)

token (ChatCompletionTokenLogprob attribute), [1], [2] (TopLogprob attribute), [1], [2] TokenUsage (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) tolerate_missing_model_id() (in module gen_ai_hub.proxy.native.amazon) (in module gen_ai_hub.proxy.native.amazon.clients) TOOL (Role attribute), [1] tool_call_id (ToolChatMessage attribute), [1], [2] tool_calls (AssistantMessage attribute), [1], [2] (ChatDelta attribute) (Message attribute) (ResponseChatMessage attribute), [1], [2] (StreamDelta attribute), [1], [2] ToolCallChunk (class in gen_ai_hub.orchestration.models.response) ToolChatMessage (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.message) ToolMessage (class in gen_ai_hub.orchestration.models.message) tools (PromptTemplateSpec attribute), [1], [2] (Template attribute), [1], [2] top_k (ChatGoogleGenerativeAI attribute) top_logprobs (ChatCompletionTokenLogprob attribute), [1], [2] (ChatOpenAI attribute) top_p (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) (OpenAI attribute) TopLogprob (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.response) total_tokens (EmbeddingsUsage attribute), [1], [2] (LLMUsage attribute) (TokenUsage attribute), [1], [2] TRADE_UNION (ProfileEntity attribute), [1], [2], [3] transform_fn (CredentialsValue attribute) transform_to_model_id() (in module gen_ai_hub.proxy.langchain.amazon) translate_messages_history (SAPDocumentTranslationInput attribute), [1], [2] translation (ModuleConfig attribute), [1], [2] TranslationConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.translation) TranslationModuleConfig (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.translation) TranslationType (class in gen_ai_hub.orchestration_v2.models.translation) trigger_pipeline() (PipelineAPIClient method), [1], [2], [3] truncation (ChatOpenAI attribute) type (BasePipelineResponse attribute), [1], [2] (DataRepository attribute), [1], [2] (ErrorResponseDetails attribute), [1] (GroundingModuleConfig attribute), [1], [2] (ImagePart attribute) (MessageToolCall attribute), [1], [2], [3] (MSSharePointPipelineCreateRequest attribute), [1], [2] (MSSharePointPipelineGetResponse attribute), [1], [2] (S3PipelineCreateRequest attribute), [1], [2] (S3PipelineGetResponse attribute), [1], [2] (SFTPPipelineCreateRequest attribute), [1], [2] (SFTPPipelineGetResponse attribute), [1], [2] (TextPart attribute) (ToolCallChunk attribute) type_ (AzureContentSafetyInputFilterConfig attribute), [1], [2] (AzureContentSafetyOutputFilterConfig attribute), [1], [2] (ChatCompletionTool attribute), [1], [2] (ContentFilter attribute), [1], [2] (DPIStandardEntity attribute), [1], [2] (EmbeddingsInput attribute), [1], [2] (FunctionTool attribute), [1], [2] (ImagePart attribute), [1], [2] (LlamaGuard38bFilterConfig attribute), [1], [2] (MaskingProviderConfig attribute), [1], [2] (ResponseFormatJsonObject attribute), [1], [2] (ResponseFormatJsonSchema attribute), [1], [2] (ResponseFormatText attribute), [1], [2] (SAPDocumentTranslation attribute), [1], [2] (SAPDocumentTranslationInput attribute), [1] (SAPDocumentTranslationOutput attribute), [1] (StreamToolCall attribute), [1], [2] (TextPart attribute), [1], [2]

U

UNIVERSITY (ProfileEntity attribute), [1], [2], [3] UNKNOWN (PipelineExecutionStatus attribute), [1], [2] UNSUPPORTED_FILE_TYPE_ERROR (ErrorCode attribute) UNSUPPORTED_FILTER_TYPE_ERROR (ErrorCode attribute) UNSUPPORTED_LANGUAGE_MATCH_ERROR (ErrorCode attribute) UNSUPPORTED_METRIC_ERROR (ErrorCode attribute) update_artifact_dict() (in module gen_ai_hub.evaluations.utils.gen_utils) update_deployments() (GenAIHubProxyClient method), [1], [2], [3] update_documents() (VectorAPIClient method), [1], [2], [3] update_test_orch_config() (in module gen_ai_hub.evaluations.utils.gen_utils) update_variable_mapping() (in module gen_ai_hub.evaluations.utils.gen_utils) upload_csv() (S3FileClient method) upload_dataset_data_and_register_aicore_artifact() (in module gen_ai_hub.evaluations.helpers.evaluation_optimization_flow) upload_evaluation_dataset_data() (in module gen_ai_hub.evaluations.utils.aicore_utils) upload_file_to_aws_s3() (in module gen_ai_hub.evaluations.utils.aicore_utils) upload_json() (S3FileClient method) upload_jsonl() (S3FileClient method) url (Citation attribute), [1], [2]

URL (DataRepositoryType attribute), [1], [2], [3] url (Deployment attribute) (ImageItem attribute), [1], [2] (ImageUrl attribute), [1], [2], [3] URL (ProfileEntity attribute), [1], [2], [3] usage (EmbeddingsResponse attribute), [1], [2] (LLMModuleResult attribute), [1], [2] (LLMResult attribute) (LLMResultStreaming attribute) (StreamLLMModuleResult attribute), [1], [2] use_previous_response_id (ChatOpenAI attribute) use_responses_api (ChatOpenAI attribute) USER (Role attribute), [1] UserMessage (class in gen_ai_hub.orchestration.models.message) (class in gen_ai_hub.orchestration_v2) (class in gen_ai_hub.orchestration_v2.models) (class in gen_ai_hub.orchestration_v2.models.message) USERNAME_PASSWORD (ProfileEntity attribute), [1], [2], [3]

V

validate_all_metrics_mapping() (in module gen_ai_hub.evaluations.utils.gen_utils) validate_clients() (ProxyOpenAI class method) validate_config_data_collection() (in module gen_ai_hub.evaluations.utils.validation_utils) validate_config_or_ref() (CompletionPostRequest method) validate_credentials() (in module gen_ai_hub.evaluations.credentials) validate_environment() (AICoreBedrockBaseModel class method), [1] (ChatOpenAI class method), [1] (OpenAI class method), [1] (OpenAIEmbeddings class method), [1] validate_filtered_models() (in module gen_ai_hub.evaluations.utils.validation_utils) validate_if_all_grounding_input_params_present_in_prompt_variables() (in module gen_ai_hub.evaluations.utils.orch_config_utils) validate_if_content_inside_template_is_empty_in_templating_module_config() (in module gen_ai_hub.evaluations.utils.orch_config_utils) validate_if_grounding_output_present_in_prompt_variables() (in module gen_ai_hub.evaluations.utils.orch_config_utils) validate_if_image_url_is_provided_in_content_type_inside_templating_module_config() (in module gen_ai_hub.evaluations.utils.orch_config_utils) validate_if_template_list_is_empty() (in module gen_ai_hub.evaluations.utils.orch_config_utils) validate_if_template_list_is_empty_in_templating_module_config() (in module gen_ai_hub.evaluations.utils.orch_config_utils) validate_individual_custom_metrics() (in module gen_ai_hub.evaluations.utils.gen_utils) validate_individual_metrics() (in module gen_ai_hub.evaluations.utils.gen_utils) validate_input_config() (in module gen_ai_hub.evaluations.utils.validation_utils) validate_language_code_and_data_population() (in module gen_ai_hub.evaluations.utils.gen_utils) validate_mandatory_modules() (in module gen_ai_hub.evaluations.utils.orch_config_utils) validate_max_chunk_count_and_max_document_count() (GroundingSearchConfig method), [1] validate_merged_config_data() (in module gen_ai_hub.evaluations.utils.validation_utils) validate_metric_name() (in module gen_ai_hub.evaluations.utils.gen_utils) validate_metrics() (in module gen_ai_hub.evaluations.utils.gen_utils) validate_model_name() (in module gen_ai_hub.evaluations.utils.orch_config_utils) validate_model_name_in_llm_module_config() (in module gen_ai_hub.evaluations.utils.orch_config_utils) validate_name() (JSONResponseSchema class method), [1], [2] (Validator static method) validate_orch_config_mandatory_modules() (in module gen_ai_hub.evaluations.utils.orch_config_utils) validate_orchestration_configuration() (in module gen_ai_hub.evaluations.utils.validation_utils) validate_orchestration_params_from_evaluation_config() (in module gen_ai_hub.evaluations.utils.orch_config_utils) validate_orchestration_url() (in module gen_ai_hub.evaluations.utils.validation_utils) validate_orchestration_url_across_configs() (in module gen_ai_hub.evaluations.utils.validation_utils) validate_prompts_in_templating_module() (in module gen_ai_hub.evaluations.utils.gen_utils) validate_rows_xor_columns() (RPTRequest method), [1] validate_secret_type() (EvaluationClient method), [1] validate_template_ref_absent_in_config() (in module gen_ai_hub.evaluations.utils.orch_config_utils) validate_variable_mapping_of_metrics() (in module gen_ai_hub.evaluations.utils.gen_utils) validate_variable_mapping_of_prompts() (in module gen_ai_hub.evaluations.utils.gen_utils) validate_variable_mapping_with_input_config() (in module gen_ai_hub.evaluations.utils.validation_utils) ValidationCollector (class in gen_ai_hub.evaluations.helpers.collector) Validator (class in gen_ai_hub.orchestration.models.response_format) value (DataRepositoryMetadataItem attribute), [1], [2] (DocumentMetadataKeyValueListPairs attribute), [1] (DPIMethodConstant attribute), [1], [2] (KeyValueListPair attribute), [1], [2] (RetrievalDocumentKeyValueListPair attribute), [1] (RetrievalKeyValueListPair attribute), [1], [2] (RetrievalSearchDocumentKeyValueListPair attribute), [1], [2] (TemplateValue attribute) (VectorKeyValueListPair attribute), [1], [2] (VectorSearchDocumentKeyValueListPair attribute), [1], [2]

vcap_key (CredentialsValue attribute) VCAPEnvironment (class in gen_ai_hub.evaluations.credentials) VECTOR (DataRepositoryType attribute), [1], [2], [3] VectorAPIClient (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.client) (class in gen_ai_hub.document_grounding.clients) (class in gen_ai_hub.document_grounding.clients.vector_api_client) VectorChunk (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) VectorDocument (in module gen_ai_hub.document_grounding) (in module gen_ai_hub.document_grounding.models) VectorKeyValueListPair (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) VectorPerFilterSearchResult (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) VectorSearchConfiguration (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) VectorSearchDocumentKeyValueListPair (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) VectorSearchFilter (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) VectorSearchResults (class in gen_ai_hub.document_grounding) (class in gen_ai_hub.document_grounding.models) (class in gen_ai_hub.document_grounding.models.vector) verbose (ChatBedrock attribute) (ChatBedrockConverse attribute) (ChatGoogleGenerativeAI attribute) (ChatOpenAI attribute) (OpenAI attribute) verbosity (ChatOpenAI attribute) version (CompletionRequestConfigurationReferenceByNameScenarioVersionConfigRef attribute), [1], [2] (EmbeddingsModelDetails attribute), [1], [2] (LLMModelDetails attribute), [1], [2] (OrchestrationConfigGetResponse attribute), [1], [2] (OrchestrationConfigPostRequest attribute), [1], [2] (OrchestrationConfigPostResponse attribute), [1], [2] (PromptTemplateGetResponse attribute), [1], [2] (PromptTemplatePostRequest attribute), [1], [2] (PromptTemplatePostResponse attribute), [1], [2] (TemplateRefByScenarioNameVersion attribute), [1], [2] vertexai (ChatGoogleGenerativeAI attribute) (GoogleGenerativeAIEmbeddings attribute) viewLocation (Document attribute), [1], [2] violence (AzureContentFilter attribute), [1], [2] (AzureContentSafetyInput attribute), [1] (AzureContentSafetyOutput attribute), [1] violent_crimes (LlamaGuard38bFilter attribute), [1], [2]

W

wait_for_completion() (EvaluationRun method), [1], [2] wait_for_target_status() (in module gen_ai_hub.evaluations.utils.aicore_utils)

warn (InvalidDeploymentBehavior attribute) warn_once() (in module gen_ai_hub.proxy.core.utils)