llama_index_importable_classes.json

[
  {
    "namespace": "llama_index.agent.openai",
    "classes": [
      "OpenAIAgent",
      "OpenAIAgentWorker",
      "OpenAIAssistantAgent"
    ]
  },
  {
    "namespace": "llama_index.cli.rag",
    "classes": [
      "RagCLI"
    ]
  },
  {
    "namespace": "llama_index.core",
    "classes": [
      "BaseCallbackHandler",
      "BasePromptTemplate",
      "ChatPromptTemplate",
      "ComposableGraph",
      "Document",
      "DocumentSummaryIndex",
      "GPTDocumentSummaryIndex",
      "GPTKeywordTableIndex",
      "GPTListIndex",
      "GPTRAKEKeywordTableIndex",
      "GPTSimpleKeywordTableIndex",
      "GPTTreeIndex",
      "GPTVectorStoreIndex",
      "ImportError",
      "IndexStructType",
      "KeywordTableIndex",
      "KnowledgeGraphIndex",
      "ListIndex",
      "MockEmbedding",
      "NullHandler",
      "Prompt",
      "PromptHelper",
      "PromptTemplate",
      "PropertyGraphIndex",
      "QueryBundle",
      "RAKEKeywordTableIndex",
      "Response",
      "SQLContextBuilder",
      "SQLDatabase",
      "SQLDocumentContextBuilder",
      "SelectorPromptTemplate",
      "ServiceContext",
      "Settings",
      "SimpleDirectoryReader",
      "SimpleKeywordTableIndex",
      "StorageContext",
      "SummaryIndex",
      "TreeIndex",
      "VectorStoreIndex"
    ]
  },
  {
    "namespace": "llama_index.core.agent",
    "classes": [
      "AgentChatResponse",
      "AgentRunner",
      "CustomSimpleAgentWorker",
      "FnAgentWorker",
      "FunctionCallingAgent",
      "FunctionCallingAgentWorker",
      "MultimodalReActAgentWorker",
      "ParallelAgentRunner",
      "QueryPipelineAgentWorker",
      "ReActAgent",
      "ReActAgentWorker",
      "ReActChatFormatter",
      "ReActOutputParser",
      "StructuredPlannerAgent",
      "Task"
    ]
  },
  {
    "namespace": "llama_index.core.agent.workflow",
    "classes": [
      "AgentInput",
      "AgentOutput",
      "AgentSetup",
      "AgentStream",
      "AgentWorkflow",
      "BaseWorkflowAgent",
      "CodeActAgent",
      "FunctionAgent",
      "ToolCall",
      "ToolCallResult"
    ]
  },
  {
    "namespace": "llama_index.core.callbacks",
    "classes": [
      "CBEvent",
      "CBEventType",
      "CallbackManager",
      "EventPayload",
      "LlamaDebugHandler",
      "PythonicallyPrintingBaseHandler",
      "TokenCountingHandler"
    ]
  },
  {
    "namespace": "llama_index.core.chat_engine",
    "classes": [
      "CondensePlusContextChatEngine",
      "CondenseQuestionChatEngine",
      "ContextChatEngine",
      "SimpleChatEngine"
    ]
  },
  {
    "namespace": "llama_index.core.composability",
    "classes": [
      "QASummaryQueryEngineBuilder"
    ]
  },
  {
    "namespace": "llama_index.core.data_structs",
    "classes": [
      "IndexDict",
      "IndexGraph",
      "IndexLPG",
      "IndexList",
      "KeywordTable",
      "Node",
      "StructDatapoint"
    ]
  },
  {
    "namespace": "llama_index.core.embeddings",
    "classes": [
      "BaseEmbedding",
      "MultiModalEmbedding",
      "Pooling"
    ]
  },
  {
    "namespace": "llama_index.core.evaluation",
    "classes": [
      "AnswerRelevancyEvaluator",
      "BaseEvaluator",
      "BaseRetrievalEvaluator",
      "BatchEvalRunner",
      "ContextRelevancyEvaluator",
      "CorrectnessEvaluator",
      "DatasetGenerator",
      "EmbeddingQAFinetuneDataset",
      "EvaluationResult",
      "FaithfulnessEvaluator",
      "GuidelineEvaluator",
      "HitRate",
      "LabelledQADataset",
      "MultiModalRetrieverEvaluator",
      "PairwiseComparisonEvaluator",
      "QueryResponseDataset",
      "QueryResponseEvaluator",
      "RelevancyEvaluator",
      "ResponseEvaluator",
      "RetrievalEvalResult",
      "RetrievalMetricResult",
      "RetrieverEvaluator",
      "SemanticSimilarityEvaluator"
    ]
  },
  {
    "namespace": "llama_index.core.evaluation.benchmarks",
    "classes": [
      "BeirEvaluator",
      "HotpotQAEvaluator"
    ]
  },
  {
    "namespace": "llama_index.core.evaluation.multi_modal",
    "classes": [
      "MultiModalFaithfulnessEvaluator",
      "MultiModalRelevancyEvaluator"
    ]
  },
  {
    "namespace": "llama_index.core.extractors",
    "classes": [
      "BaseExtractor",
      "DocumentContextExtractor",
      "KeywordExtractor",
      "PydanticProgramExtractor",
      "QuestionsAnsweredExtractor",
      "SummaryExtractor",
      "TitleExtractor"
    ]
  },
  {
    "namespace": "llama_index.core.graph_stores",
    "classes": [
      "ChunkNode",
      "EntityNode",
      "LabelledNode",
      "PropertyGraphStore",
      "Relation",
      "SimpleGraphStore",
      "SimplePropertyGraphStore"
    ]
  },
  {
    "namespace": "llama_index.core.indices",
    "classes": [
      "EmptyIndex",
      "GPTEmptyIndex",
      "GPTPandasIndex",
      "GPTSQLStructStoreIndex",
      "MultiModalVectorStoreIndex",
      "PandasIndex",
      "SQLStructStoreIndex"
    ]
  },
  {
    "namespace": "llama_index.core.indices.document_summary",
    "classes": [
      "DocumentSummaryIndexEmbeddingRetriever",
      "DocumentSummaryIndexLLMRetriever",
      "DocumentSummaryIndexRetriever"
    ]
  },
  {
    "namespace": "llama_index.core.indices.empty",
    "classes": [
      "EmptyIndexRetriever"
    ]
  },
  {
    "namespace": "llama_index.core.indices.keyword_table",
    "classes": [
      "KeywordTableGPTRetriever",
      "KeywordTableRAKERetriever",
      "KeywordTableSimpleRetriever"
    ]
  },
  {
    "namespace": "llama_index.core.indices.knowledge_graph",
    "classes": [
      "KGTableRetriever",
      "KnowledgeGraphRAGRetriever"
    ]
  },
  {
    "namespace": "llama_index.core.indices.list",
    "classes": [
      "ListIndexEmbeddingRetriever",
      "ListIndexLLMRetriever",
      "ListIndexRetriever",
      "SummaryIndexEmbeddingRetriever",
      "SummaryIndexLLMRetriever",
      "SummaryIndexRetriever"
    ]
  },
  {
    "namespace": "llama_index.core.indices.managed",
    "classes": [
      "BaseManagedIndex"
    ]
  },
  {
    "namespace": "llama_index.core.indices.multi_modal",
    "classes": [
      "MultiModalVectorIndexRetriever"
    ]
  },
  {
    "namespace": "llama_index.core.indices.property_graph",
    "classes": [
      "BasePGRetriever",
      "CustomPGRetriever",
      "CypherTemplateRetriever",
      "DynamicLLMPathExtractor",
      "ImplicitPathExtractor",
      "LLMSynonymRetriever",
      "PGRetriever",
      "SchemaLLMPathExtractor",
      "SimpleLLMPathExtractor",
      "TextToCypherRetriever",
      "VectorContextRetriever"
    ]
  },
  {
    "namespace": "llama_index.core.indices.query.query_transform",
    "classes": [
      "DecomposeQueryTransform",
      "HyDEQueryTransform",
      "StepDecomposeQueryTransform"
    ]
  },
  {
    "namespace": "llama_index.core.indices.struct_store",
    "classes": [
      "GPTNLStructStoreQueryEngine",
      "GPTSQLStructStoreQueryEngine",
      "JSONQueryEngine",
      "NLSQLTableQueryEngine",
      "NLStructStoreQueryEngine",
      "SQLContextContainerBuilder",
      "SQLStructStoreQueryEngine",
      "SQLTableRetrieverQueryEngine"
    ]
  },
  {
    "namespace": "llama_index.core.indices.tree",
    "classes": [
      "TreeAllLeafRetriever",
      "TreeRootRetriever",
      "TreeSelectLeafEmbeddingRetriever",
      "TreeSelectLeafRetriever"
    ]
  },
  {
    "namespace": "llama_index.core.indices.vector_store",
    "classes": [
      "VectorIndexAutoRetriever",
      "VectorIndexRetriever"
    ]
  },
  {
    "namespace": "llama_index.core.ingestion",
    "classes": [
      "DocstoreStrategy",
      "IngestionCache",
      "IngestionPipeline"
    ]
  },
  {
    "namespace": "llama_index.core.instrumentation",
    "classes": [
      "Dispatcher",
      "DispatcherSpanMixin",
      "Manager",
      "NullEventHandler",
      "NullSpanHandler"
    ]
  },
  {
    "namespace": "llama_index.core.instrumentation.event_handlers",
    "classes": [
      "BaseEventHandler"
    ]
  },
  {
    "namespace": "llama_index.core.instrumentation.events",
    "classes": [
      "BaseEvent"
    ]
  },
  {
    "namespace": "llama_index.core.instrumentation.span",
    "classes": [
      "BaseSpan",
      "ContextVar",
      "SimpleSpan"
    ]
  },
  {
    "namespace": "llama_index.core.instrumentation.span_handlers",
    "classes": [
      "BaseSpanHandler",
      "SimpleSpanHandler"
    ]
  },
  {
    "namespace": "llama_index.core.langchain_helpers.agents",
    "classes": [
      "IndexToolConfig",
      "LlamaIndexTool",
      "LlamaToolkit"
    ]
  },
  {
    "namespace": "llama_index.core.llama_dataset",
    "classes": [
      "BaseLlamaDataExample",
      "BaseLlamaDataset",
      "BaseLlamaExamplePrediction",
      "BaseLlamaPredictionDataset",
      "CreatedBy",
      "CreatedByType",
      "EvaluatorExamplePrediction",
      "EvaluatorPredictionDataset",
      "LabeledEvaluatorDataExample",
      "LabeledEvaluatorDataset",
      "LabeledPairwiseEvaluatorDataExample",
      "LabeledPairwiseEvaluatorDataset",
      "LabeledRagDataExample",
      "LabeledRagDataset",
      "LabelledEvaluatorDataExample",
      "LabelledEvaluatorDataset",
      "LabelledPairwiseEvaluatorDataExample",
      "LabelledPairwiseEvaluatorDataset",
      "LabelledRagDataExample",
      "LabelledRagDataset",
      "PairwiseEvaluatorExamplePrediction",
      "PairwiseEvaluatorPredictionDataset",
      "RagExamplePrediction",
      "RagPredictionDataset"
    ]
  },
  {
    "namespace": "llama_index.core.llama_pack",
    "classes": [
      "BaseLlamaPack"
    ]
  },
  {
    "namespace": "llama_index.core.llms",
    "classes": [
      "AudioBlock",
      "ChatMessage",
      "ChatResponse",
      "ChatResponseAsyncGen",
      "ChatResponseGen",
      "CompletionResponse",
      "CompletionResponseAsyncGen",
      "CompletionResponseGen",
      "CustomLLM",
      "ImageBlock",
      "LLMMetadata",
      "MessageRole",
      "MockLLM",
      "TextBlock"
    ]
  },
  {
    "namespace": "llama_index.core.memory",
    "classes": [
      "BaseMemory",
      "ChatMemoryBuffer",
      "ChatSummaryMemoryBuffer",
      "SimpleComposableMemory",
      "VectorMemory"
    ]
  },
  {
    "namespace": "llama_index.core.multi_modal_llms",
    "classes": [
      "MultiModalLLM",
      "MultiModalLLMMetadata"
    ]
  },
  {
    "namespace": "llama_index.core.node_parser",
    "classes": [
      "CodeSplitter",
      "HTMLNodeParser",
      "HierarchicalNodeParser",
      "JSONNodeParser",
      "LangchainNodeParser",
      "LanguageConfig",
      "LlamaParseJsonNodeParser",
      "MarkdownElementNodeParser",
      "MarkdownNodeParser",
      "MetadataAwareTextSplitter",
      "NodeParser",
      "SemanticDoubleMergingSplitterNodeParser",
      "SemanticSplitterNodeParser",
      "SentenceSplitter",
      "SentenceWindowNodeParser",
      "SimpleFileNodeParser",
      "SimpleNodeParser",
      "TextSplitter",
      "TokenTextSplitter",
      "UnstructuredElementNodeParser"
    ]
  },
  {
    "namespace": "llama_index.core.objects",
    "classes": [
      "ObjectIndex",
      "ObjectRetriever",
      "SQLTableNodeMapping",
      "SQLTableSchema",
      "SimpleObjectNodeMapping",
      "SimpleQueryToolNodeMapping",
      "SimpleToolNodeMapping"
    ]
  },
  {
    "namespace": "llama_index.core.output_parsers",
    "classes": [
      "ChainableOutputParser",
      "LangchainOutputParser",
      "PydanticOutputParser",
      "SelectionOutputParser"
    ]
  },
  {
    "namespace": "llama_index.core.playground",
    "classes": [
      "Playground"
    ]
  },
  {
    "namespace": "llama_index.core.postprocessor",
    "classes": [
      "AutoPrevNextNodePostprocessor",
      "DocumentWithRelevance",
      "EmbeddingRecencyPostprocessor",
      "FixedRecencyPostprocessor",
      "KeywordNodePostprocessor",
      "LLMRerank",
      "LongContextReorder",
      "MetadataReplacementPostProcessor",
      "NERPIINodePostprocessor",
      "PIINodePostprocessor",
      "PrevNextNodePostprocessor",
      "SentenceEmbeddingOptimizer",
      "SentenceTransformerRerank",
      "SimilarityPostprocessor",
      "StructuredLLMRerank",
      "TimeWeightedPostprocessor"
    ]
  },
  {
    "namespace": "llama_index.core.program",
    "classes": [
      "BasePydanticProgram",
      "FunctionCallingProgram",
      "LLMTextCompletionProgram",
      "MultiModalLLMCompletionProgram"
    ]
  },
  {
    "namespace": "llama_index.core.prompts",
    "classes": [
      "ChatMessage",
      "LangchainPromptTemplate",
      "MessageRole",
      "PromptType",
      "RichPromptTemplate"
    ]
  },
  {
    "namespace": "llama_index.core.query_engine",
    "classes": [
      "BaseQueryEngine",
      "CitationQueryEngine",
      "CogniswitchQueryEngine",
      "ComposableGraphQueryEngine",
      "CustomQueryEngine",
      "FLAREInstructQueryEngine",
      "JSONalyzeQueryEngine",
      "KnowledgeGraphQueryEngine",
      "MultiStepQueryEngine",
      "NLSQLTableQueryEngine",
      "PGVectorSQLQueryEngine",
      "PandasQueryEngine",
      "RetrieverQueryEngine",
      "RetrieverRouterQueryEngine",
      "RetryGuidelineQueryEngine",
      "RetryQueryEngine",
      "RetrySourceQueryEngine",
      "RouterQueryEngine",
      "SQLAutoVectorQueryEngine",
      "SQLJoinQueryEngine",
      "SQLTableRetrieverQueryEngine",
      "SimpleMultiModalQueryEngine",
      "SubQuestionAnswerPair",
      "SubQuestionQueryEngine",
      "ToolRetrieverRouterQueryEngine",
      "TransformQueryEngine"
    ]
  },
  {
    "namespace": "llama_index.core.query_engine.pandas",
    "classes": [
      "PandasInstructionParser"
    ]
  },
  {
    "namespace": "llama_index.core.query_pipeline",
    "classes": [
      "AgentFnComponent",
      "AgentInputComponent",
      "ArgPackComponent",
      "ChainableMixin",
      "CustomAgentComponent",
      "CustomQueryComponent",
      "FnComponent",
      "FunctionComponent",
      "InputComponent",
      "Link",
      "LoopComponent",
      "QueryComponent",
      "QueryPipeline",
      "RouterComponent",
      "StatefulFnComponent",
      "ToolRunnerComponent"
    ]
  },
  {
    "namespace": "llama_index.core.query_pipeline.components",
    "classes": [
      "BaseAgentComponent",
      "SelectorComponent"
    ]
  },
  {
    "namespace": "llama_index.core.question_gen",
    "classes": [
      "LLMQuestionGenerator",
      "SubQuestionOutputParser"
    ]
  },
  {
    "namespace": "llama_index.core.readers",
    "classes": [
      "FileSystemReaderMixin",
      "ReaderConfig",
      "StringIterableReader"
    ]
  },
  {
    "namespace": "llama_index.core.response_synthesizers",
    "classes": [
      "Accumulate",
      "BaseSynthesizer",
      "CompactAndRefine",
      "Generation",
      "Refine",
      "ResponseMode",
      "SimpleSummarize",
      "SynthesizerComponent",
      "TreeSummarize"
    ]
  },
  {
    "namespace": "llama_index.core.retrievers",
    "classes": [
      "AutoMergingRetriever",
      "BaseImageRetriever",
      "BasePGRetriever",
      "BaseRetriever",
      "CustomPGRetriever",
      "CypherTemplateRetriever",
      "EmptyIndexRetriever",
      "KGTableRetriever",
      "KeywordTableSimpleRetriever",
      "KnowledgeGraphRAGRetriever",
      "LLMSynonymRetriever",
      "ListIndexEmbeddingRetriever",
      "ListIndexRetriever",
      "NLSQLRetriever",
      "PGRetriever",
      "QueryFusionRetriever",
      "RecursiveRetriever",
      "RouterRetriever",
      "SQLParserMode",
      "SQLRetriever",
      "SummaryIndexEmbeddingRetriever",
      "SummaryIndexLLMRetriever",
      "SummaryIndexRetriever",
      "TextToCypherRetriever",
      "TransformRetriever",
      "TreeAllLeafRetriever",
      "TreeRootRetriever",
      "TreeSelectLeafEmbeddingRetriever",
      "TreeSelectLeafRetriever",
      "VectorContextRetriever",
      "VectorIndexAutoRetriever",
      "VectorIndexRetriever"
    ]
  },
  {
    "namespace": "llama_index.core.selectors",
    "classes": [
      "BaseSelector",
      "EmbeddingSingleSelector",
      "LLMMultiSelector",
      "LLMSingleSelector",
      "MultiSelection",
      "PydanticMultiSelector",
      "PydanticSingleSelector",
      "SelectorResult",
      "SingleSelection"
    ]
  },
  {
    "namespace": "llama_index.core.storage.chat_store",
    "classes": [
      "BaseChatStore",
      "SimpleChatStore"
    ]
  },
  {
    "namespace": "llama_index.core.storage.docstore",
    "classes": [
      "BaseDocumentStore",
      "DocumentStore",
      "SimpleDocumentStore"
    ]
  },
  {
    "namespace": "llama_index.core.storage.index_store",
    "classes": [
      "SimpleIndexStore"
    ]
  },
  {
    "namespace": "llama_index.core.storage.kvstore",
    "classes": [
      "SimpleKVStore"
    ]
  },
  {
    "namespace": "llama_index.core.text_splitter",
    "classes": [
      "CodeSplitter",
      "SentenceSplitter",
      "TokenTextSplitter"
    ]
  },
  {
    "namespace": "llama_index.core.tools",
    "classes": [
      "AsyncBaseTool",
      "BaseTool",
      "FunctionTool",
      "QueryEngineTool",
      "QueryPlanTool",
      "RetrieverTool",
      "ToolMetadata",
      "ToolOutput",
      "ToolSelection"
    ]
  },
  {
    "namespace": "llama_index.core.tools.tool_spec.load_and_search",
    "classes": [
      "LoadAndSearchToolSpec"
    ]
  },
  {
    "namespace": "llama_index.core.vector_stores",
    "classes": [
      "ExactMatchFilter",
      "FilterCondition",
      "FilterOperator",
      "MetadataFilter",
      "MetadataFilters",
      "MetadataInfo",
      "SimpleVectorStore",
      "VectorStoreInfo",
      "VectorStoreQuery",
      "VectorStoreQueryResult"
    ]
  },
  {
    "namespace": "llama_index.core.workflow",
    "classes": [
      "Checkpoint",
      "Context",
      "Event",
      "HumanResponseEvent",
      "InputRequiredEvent",
      "JsonPickleSerializer",
      "JsonSerializer",
      "StartEvent",
      "StopEvent",
      "Workflow",
      "WorkflowCheckpointer",
      "WorkflowRuntimeError",
      "WorkflowTimeoutError",
      "WorkflowValidationError"
    ]
  },
  {
    "namespace": "llama_index.embeddings.huggingface",
    "classes": [
      "HuggingFaceEmbedding",
      "HuggingFaceInferenceAPIEmbedding",
      "HuggingFaceInferenceAPIEmbeddings"
    ]
  },
  {
    "namespace": "llama_index.embeddings.openai",
    "classes": [
      "OpenAIEmbedding",
      "OpenAIEmbeddingMode",
      "OpenAIEmbeddingModeModel",
      "OpenAIEmbeddingModelType"
    ]
  },
  {
    "namespace": "llama_index.extractors.entity",
    "classes": [
      "EntityExtractor"
    ]
  },
  {
    "namespace": "llama_index.indices.managed.llama_cloud",
    "classes": [
      "LlamaCloudCompositeRetriever",
      "LlamaCloudIndex",
      "LlamaCloudRetriever"
    ]
  },
  {
    "namespace": "llama_index.llms.openai",
    "classes": [
      "AsyncOpenAI",
      "OpenAI",
      "OpenAIResponses",
      "SyncOpenAI",
      "Tokenizer"
    ]
  },
  {
    "namespace": "llama_index.llms.openai_like",
    "classes": [
      "OpenAILike"
    ]
  },
  {
    "namespace": "llama_index.multi_modal_llms.openai",
    "classes": [
      "OpenAIMultiModal"
    ]
  },
  {
    "namespace": "llama_index.program.openai",
    "classes": [
      "OpenAIPydanticProgram"
    ]
  },
  {
    "namespace": "llama_index.question_gen.openai",
    "classes": [
      "OpenAIQuestionGenerator"
    ]
  },
  {
    "namespace": "llama_index.readers.file",
    "classes": [
      "CSVReader",
      "DocxReader",
      "EpubReader",
      "FlatReader",
      "HTMLTagReader",
      "HWPReader",
      "IPYNBReader",
      "ImageCaptionReader",
      "ImageReader",
      "ImageTabularChartReader",
      "ImageVisionLLMReader",
      "MarkdownReader",
      "MboxReader",
      "PDFReader",
      "PagedCSVReader",
      "PandasCSVReader",
      "PandasExcelReader",
      "PptxReader",
      "PyMuPDFReader",
      "RTFReader",
      "UnstructuredReader",
      "VideoAudioReader",
      "XMLReader"
    ]
  },
  {
    "namespace": "llama_index.readers.llama_parse",
    "classes": [
      "LlamaParse"
    ]
  },
  {
    "namespace": "llama_index.vector_stores.hnswlib",
    "classes": [
      "HnswlibVectorStore"
    ]
  }
]