swarmauri package

Subpackages

• swarmauri.community package
  • Subpackages
    • swarmauri.community.document_stores package
      • Subpackages
        • swarmauri.community.document_stores.base package
          • Module contents
        • swarmauri.community.document_stores.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.community.retrievers package
      • Subpackages
        • swarmauri.community.retrievers.base package
          • Module contents
        • swarmauri.community.retrievers.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.community.tools package
      • Subpackages
        • swarmauri.community.tools.base package
          • Module contents
        • swarmauri.community.tools.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.community.vector_stores package
      • Submodules
        • swarmauri.community.vector_stores.AnnoyVectorStore module
        • swarmauri.community.vector_stores.ChromadbVectorStore module
        • swarmauri.community.vector_stores.QdrantVectorStore module
      • Module contents
  • Module contents
• swarmauri.core package
  • Subpackages
    • swarmauri.core.agent_apis package
      • Submodules
        • swarmauri.core.agent_apis.IAgentCommands module
          • IAgentCommands
        • swarmauri.core.agent_apis.IAgentRouterCRUD module
          • IAgentRouterCRUD
      • Module contents
        • IAgentCommands
          • IAgentCommands.abatch()
          • IAgentCommands.ainvoke()
          • IAgentCommands.batch()
          • IAgentCommands.get_schema_config()
          • IAgentCommands.invoke()
          • IAgentCommands.stream()
        • IAgentRouterCRUD
          • IAgentRouterCRUD.create_route()
          • IAgentRouterCRUD.delete_route()
          • IAgentRouterCRUD.read_route()
          • IAgentRouterCRUD.update_route()
    • swarmauri.core.agent_factories package
      • Submodules
        • swarmauri.core.agent_factories.IAgentFactory module
          • IAgentFactory
        • swarmauri.core.agent_factories.IExportConf module
          • IExportConf
      • Module contents
    • swarmauri.core.agents package
      • Submodules
        • swarmauri.core.agents.IAgent module
          • IAgent
        • swarmauri.core.agents.IAgentConversation module
          • IAgentConversation
        • swarmauri.core.agents.IAgentParser module
          • IAgentParser
        • swarmauri.core.agents.IAgentRetrieve module
          • IAgentRetrieve
        • swarmauri.core.agents.IAgentSystemContext module
          • IAgentSystemContext
        • swarmauri.core.agents.IAgentToolkit module
          • IAgentToolkit
        • swarmauri.core.agents.IAgentVectorStore module
          • IAgentVectorStore
      • Module contents
    • swarmauri.core.chains package
      • Submodules
        • swarmauri.core.chains.ICallableChain module
          • ICallableChain
        • swarmauri.core.chains.IChain module
          • IChain
        • swarmauri.core.chains.IChainContext module
          • IChainContext
        • swarmauri.core.chains.IChainContextLoader module
          • IChainContextLoader
        • swarmauri.core.chains.IChainDependencyResolver module
        • swarmauri.core.chains.IChainFactory module
          • IChainFactory
        • swarmauri.core.chains.IChainStep module
          • IChainStep
      • Module contents
    • swarmauri.core.chunkers package
      • Submodules
        • swarmauri.core.chunkers.IChunker module
          • IChunker
      • Module contents
    • swarmauri.core.conversations package
      • Submodules
        • swarmauri.core.conversations.IConversation module
          • IConversation
        • swarmauri.core.conversations.IMaxSize module
          • IMaxSize
        • swarmauri.core.conversations.ISystemContext module
          • ISystemContext
      • Module contents
    • swarmauri.core.distances package
      • Submodules
        • swarmauri.core.distances.IDistanceSimilarity module
          • IDistanceSimilarity
      • Module contents
    • swarmauri.core.document_stores package
      • Submodules
        • swarmauri.core.document_stores.IDocumentRetrieve module
          • IDocumentRetrieve
        • swarmauri.core.document_stores.IDocumentStore module
          • IDocumentStore
      • Module contents
    • swarmauri.core.documents package
      • Submodules
        • swarmauri.core.documents.IDocument module
          • IDocument
        • swarmauri.core.documents.IExperimentDocument module
          • IExperimentDocument
      • Module contents
    • swarmauri.core.embeddings package
      • Submodules
        • swarmauri.core.embeddings.IFeature module
          • IFeature
        • swarmauri.core.embeddings.ISaveModel module
          • ISaveModel
        • swarmauri.core.embeddings.IVectorize module
          • IVectorize
      • Module contents
    • swarmauri.core.experiment_stores package
      • Submodules
        • swarmauri.core.experiment_stores.IExperimentStore module
          • IExperimentStore
      • Module contents
        • IExperimentStore
          • IExperimentStore.add_experiment()
          • IExperimentStore.add_experiments()
          • IExperimentStore.benchmark_experiments()
          • IExperimentStore.delete_experiment()
          • IExperimentStore.evaluate_experiments()
          • IExperimentStore.get_all_experiments()
          • IExperimentStore.get_experiment()
          • IExperimentStore.update_experiment()
    • swarmauri.core.llms package
      • Submodules
        • swarmauri.core.llms.IFit module
          • IFit
        • swarmauri.core.llms.IPredict module
          • IPredict
      • Module contents
    • swarmauri.core.messages package
      • Submodules
        • swarmauri.core.messages.IMessage module
          • IMessage
      • Module contents
    • swarmauri.core.metrics package
      • Submodules
        • swarmauri.core.metrics.IMetric module
          • IMetric
        • swarmauri.core.metrics.IMetricAggregate module
          • IMetricAggregate
        • swarmauri.core.metrics.IMetricCalculate module
          • IMetricCalculate
        • swarmauri.core.metrics.IThreshold module
          • IThreshold
      • Module contents
    • swarmauri.core.parsers package
      • Submodules
        • swarmauri.core.parsers.IParser module
          • IParser
      • Module contents
    • swarmauri.core.prompts package
      • Submodules
        • swarmauri.core.prompts.IPrompt module
          • IPrompt
        • swarmauri.core.prompts.IPromptMatrix module
          • IPromptMatrix
        • swarmauri.core.prompts.ITemplate module
          • ITemplate
      • Module contents
    • swarmauri.core.schema_converters package
      • Submodules
        • swarmauri.core.schema_converters.ISchemaConvert module
          • ISchemaConvert
      • Module contents
    • swarmauri.core.swarm_apis package
      • Submodules
        • swarmauri.core.swarm_apis.IAgentRegistrationAPI module
          • IAgentRegistrationAPI
        • swarmauri.core.swarm_apis.ISwarmAPI module
          • ISwarmAPI
      • Module contents
    • swarmauri.core.swarms package
      • Submodules
        • swarmauri.core.swarms.ISwarm module
          • ISwarm
        • swarmauri.core.swarms.ISwarmAgentRegistration module
        • swarmauri.core.swarms.ISwarmChainCRUD module
          • ISwarmChainCRUD
        • swarmauri.core.swarms.ISwarmComponent module
          • ISwarmComponent
        • swarmauri.core.swarms.ISwarmConfigurationExporter module
          • ISwarmConfigurationExporter
        • swarmauri.core.swarms.ISwarmFactory module
          • AgentDefinition
          • CallableChainItem
          • FunctionDefinition
          • FunctionParameter
          • ISwarmFactory
          • Step
      • Module contents
    • swarmauri.core.toolkits package
      • Submodules
        • swarmauri.core.toolkits.IToolkit module
          • IToolkit
      • Module contents
    • swarmauri.core.tools package
      • Submodules
        • swarmauri.core.tools.IParameter module
          • IParameter
        • swarmauri.core.tools.ITool module
          • ITool
      • Module contents
    • swarmauri.core.tracing package
      • Submodules
        • swarmauri.core.tracing.IChainTracer module
          • IChainTracer
        • swarmauri.core.tracing.ITraceContext module
          • ITraceContext
        • swarmauri.core.tracing.ITracer module
          • ITracer
      • Module contents
    • swarmauri.core.utils package
      • Submodules
        • swarmauri.core.utils.ITransactional module
          • ITransactional
      • Module contents
    • swarmauri.core.vector_stores package
      • Submodules
        • swarmauri.core.vector_stores.IAngleBetweenVectors module
          • IAngleBetweenVectors
        • swarmauri.core.vector_stores.IDecompose module
          • IDecompose
        • swarmauri.core.vector_stores.IDivergence module
          • IDivergence
        • swarmauri.core.vector_stores.IGradient module
          • IGradient
        • swarmauri.core.vector_stores.IOrthogonalProject module
          • IOrthogonalProject
        • swarmauri.core.vector_stores.IProject module
          • IProject
        • swarmauri.core.vector_stores.IReflect module
          • IReflect
        • swarmauri.core.vector_stores.ISimilarity module
          • ISimilarity
        • swarmauri.core.vector_stores.ISimiliarityQuery module
          • ISimilarityQuery
        • swarmauri.core.vector_stores.IVectorArithmetic module
          • IVectorArithmetic
        • swarmauri.core.vector_stores.IVectorBasisCheck module
          • IVectorBasisCheck
        • swarmauri.core.vector_stores.IVectorLinearCombination module
          • ILinearCombination
        • swarmauri.core.vector_stores.IVectorNorm module
          • IVectorNorm
        • swarmauri.core.vector_stores.IVectorRotate module
          • IRotate
        • swarmauri.core.vector_stores.IVectorSpan module
          • IVectorSpan
        • swarmauri.core.vector_stores.IVectorStore module
          • IVectorStore
        • swarmauri.core.vector_stores.IVectorStoreRetrieve module
          • IVectorStoreRetrieve
        • swarmauri.core.vector_stores.IVectorStoreSaveLoad module
          • IVectorStoreSaveLoad
      • Module contents
    • swarmauri.core.vectors package
      • Submodules
        • swarmauri.core.vectors.IVector module
          • IVector
        • swarmauri.core.vectors.IVectorMeta module
          • IVectorMeta
        • swarmauri.core.vectors.IVectorProduct module
          • IVectorProduct
        • swarmauri.core.vectors.IVectorTransform module
          • IVectorTransform
      • Module contents
  • Submodules
    • swarmauri.core.ComponentBase module
      • ComponentBase
        • ComponentBase.construct()
        • ComponentBase.copy()
        • ComponentBase.dict()
        • ComponentBase.from_orm()
        • ComponentBase.host
        • ComponentBase.id
        • ComponentBase.json()
        • ComponentBase.members
        • ComponentBase.model_computed_fields
        • ComponentBase.model_config
        • ComponentBase.model_construct()
        • ComponentBase.model_copy()
        • ComponentBase.model_dump()
        • ComponentBase.model_dump_json()
        • ComponentBase.model_extra
        • ComponentBase.model_fields
        • ComponentBase.model_fields_set
        • ComponentBase.model_json_schema()
        • ComponentBase.model_parametrized_name()
        • ComponentBase.model_post_init()
        • ComponentBase.model_rebuild()
        • ComponentBase.model_validate()
        • ComponentBase.model_validate_json()
        • ComponentBase.model_validate_strings()
        • ComponentBase.name
        • ComponentBase.owner
        • ComponentBase.parse_file()
        • ComponentBase.parse_obj()
        • ComponentBase.parse_raw()
        • ComponentBase.resource
        • ComponentBase.schema()
        • ComponentBase.schema_json()
        • ComponentBase.set_type()
        • ComponentBase.swm_is_remote
        • ComponentBase.swm_ismethod_registered()
        • ComponentBase.swm_method_signature()
        • ComponentBase.swm_path
        • ComponentBase.swm_public_interfaces()
        • ComponentBase.type
        • ComponentBase.update_forward_refs()
        • ComponentBase.validate()
        • ComponentBase.version
      • ResourceTypes
        • ResourceTypes.AGENT
        • ResourceTypes.AGENT_FACTORY
        • ResourceTypes.CHAIN
        • ResourceTypes.CHAINSTEP
        • ResourceTypes.CHAIN_METHOD
        • ResourceTypes.CHUNKER
        • ResourceTypes.CONVERSATION
        • ResourceTypes.DISTANCE
        • ResourceTypes.DOCUMENT
        • ResourceTypes.DOCUMENT_STORE
        • ResourceTypes.EMBEDDING
        • ResourceTypes.EXCEPTION
        • ResourceTypes.LLM
        • ResourceTypes.MESSAGE
        • ResourceTypes.METRIC
        • ResourceTypes.PARAMETER
        • ResourceTypes.PARSER
        • ResourceTypes.PROMPT
        • ResourceTypes.SCHEMA_CONVERTER
        • ResourceTypes.STATE
        • ResourceTypes.SWARM
        • ResourceTypes.TOOL
        • ResourceTypes.TOOLKIT
        • ResourceTypes.TRACE
        • ResourceTypes.UNIVERSAL_BASE
        • ResourceTypes.UTIL
        • ResourceTypes.VECTOR
        • ResourceTypes.VECTOR_STORE
      • generate_id()
    • swarmauri.core.typing module
      • SubclassUnion
  • Module contents
• swarmauri.experimental package
  • Subpackages
    • swarmauri.experimental.chains package
      • Submodules
        • swarmauri.experimental.chains.IChainFormatter module
          • IChainFormatter
        • swarmauri.experimental.chains.IChainNotification module
          • IChainNotifier
        • swarmauri.experimental.chains.IChainPersistence module
          • IChainPersistence
        • swarmauri.experimental.chains.IChainScheduler module
          • IChainScheduler
        • swarmauri.experimental.chains.TypeAgnosticCallableChain module
          • TypeAgnosticCallableChain
      • Module contents
    • swarmauri.experimental.conversations package
      • Submodules
        • swarmauri.experimental.conversations.ConsensusBuildingConversation module
          • ConsensusBuildingConversation
          • ConsensusBuildingMessage
        • swarmauri.experimental.conversations.SemanticConversation module
          • SemanticConversation
        • swarmauri.experimental.conversations.SharedConversation module
      • Module contents
    • swarmauri.experimental.distances package
      • Submodules
        • swarmauri.experimental.distances.CanberraDistance module
        • swarmauri.experimental.distances.ChebyshevDistance module
        • swarmauri.experimental.distances.HaversineDistance module
        • swarmauri.experimental.distances.ManhattanDistance module
        • swarmauri.experimental.distances.MinkowskiDistance module
        • swarmauri.experimental.distances.SSASimilarity module
        • swarmauri.experimental.distances.SSIVSimilarity module
        • swarmauri.experimental.distances.ScannVectorStore module
        • swarmauri.experimental.distances.SorensenDiceDistance module
        • swarmauri.experimental.distances.SquaredEuclideanDistance module
      • Module contents
    • swarmauri.experimental.document_stores package
      • Submodules
        • swarmauri.experimental.document_stores.TriplesDocumentStore module
        • swarmauri.experimental.document_stores.Word2VecDocumentStore module
      • Module contents
    • swarmauri.experimental.embeddings package
      • Submodules
        • swarmauri.experimental.embeddings.SpatialDocEmbedding module
      • Module contents
    • swarmauri.experimental.models package
      • Submodules
        • swarmauri.experimental.models.HierarchicalAttentionModel module
        • swarmauri.experimental.models.SageMaker module
      • Module contents
    • swarmauri.experimental.parsers package
      • Submodules
        • swarmauri.experimental.parsers.PDFToTextParser module
      • Module contents
    • swarmauri.experimental.tools package
      • Submodules
        • swarmauri.experimental.tools.CypherQueryTool module
        • swarmauri.experimental.tools.FileDownloaderTool module
        • swarmauri.experimental.tools.LinkedInArticleTool module
        • swarmauri.experimental.tools.OutlookSendMailTool module
        • swarmauri.experimental.tools.SQLite3QueryTool module
        • swarmauri.experimental.tools.TwitterPostTool module
      • Module contents
    • swarmauri.experimental.tracing package
      • Submodules
        • swarmauri.experimental.tracing.RemoteTrace module
      • Module contents
    • swarmauri.experimental.utils package
      • Submodules
        • swarmauri.experimental.utils.ISerializable module
        • swarmauri.experimental.utils.get_last_frame module
          • caller_function()
          • child_function()
        • swarmauri.experimental.utils.log_prompt_response module
          • log_prompt_response()
        • swarmauri.experimental.utils.save_schema module
          • Caller
          • Loggable
          • Storage
      • Module contents
    • swarmauri.experimental.vector_stores package
      • Submodules
        • swarmauri.experimental.vector_stores.TriplesDocumentStore module
        • swarmauri.experimental.vector_stores.Word2VecDocumentStore module
      • Module contents
    • swarmauri.experimental.vectors package
      • Module contents
  • Submodules
    • swarmauri.experimental.RemoteUniversalBase module
      • BaseComponent
        • BaseComponent.class_hash
        • BaseComponent.is_method_registered()
        • BaseComponent.is_remote
        • BaseComponent.method_with_signature()
        • BaseComponent.public_interfaces()
        • BaseComponent.version
      • RemoteLocalMeta
        • RemoteLocalMeta.mro()
      • method_wrapper()
      • remote_local_transport()
  • Module contents
• swarmauri.standard package
  • Subpackages
    • swarmauri.standard.agent_factories package
      • Subpackages
        • swarmauri.standard.agent_factories.base package
          • Module contents
        • swarmauri.standard.agent_factories.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.agents package
      • Subpackages
        • swarmauri.standard.agents.base package
          • Submodules
          • Module contents
        • swarmauri.standard.agents.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.apis package
      • Subpackages
        • swarmauri.standard.apis.base package
          • Module contents
        • swarmauri.standard.apis.concrete package
          • Module contents
      • Module contents
    • swarmauri.standard.chains package
      • Subpackages
        • swarmauri.standard.chains.base package
          • Submodules
          • Module contents
        • swarmauri.standard.chains.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.chunkers package
      • Subpackages
        • swarmauri.standard.chunkers.base package
          • Submodules
          • Module contents
        • swarmauri.standard.chunkers.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.conversations package
      • Subpackages
        • swarmauri.standard.conversations.base package
          • Submodules
          • Module contents
        • swarmauri.standard.conversations.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.distances package
      • Subpackages
        • swarmauri.standard.distances.base package
          • Submodules
          • Module contents
        • swarmauri.standard.distances.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.document_stores package
      • Subpackages
        • swarmauri.standard.document_stores.base package
          • Submodules
          • Module contents
        • swarmauri.standard.document_stores.concrete package
          • Module contents
      • Module contents
    • swarmauri.standard.documents package
      • Subpackages
        • swarmauri.standard.documents.base package
          • Submodules
          • Module contents
        • swarmauri.standard.documents.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.embeddings package
      • Subpackages
        • swarmauri.standard.embeddings.base package
          • Submodules
          • Module contents
        • swarmauri.standard.embeddings.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.exceptions package
      • Subpackages
        • swarmauri.standard.exceptions.base package
          • Module contents
        • swarmauri.standard.exceptions.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.llms package
      • Subpackages
        • swarmauri.standard.llms.base package
          • Submodules
          • Module contents
        • swarmauri.standard.llms.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.messages package
      • Subpackages
        • swarmauri.standard.messages.base package
          • Submodules
          • Module contents
        • swarmauri.standard.messages.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.metrics package
      • Subpackages
        • swarmauri.standard.metrics.base package
          • Submodules
          • Module contents
        • swarmauri.standard.metrics.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.parsers package
      • Subpackages
        • swarmauri.standard.parsers.base package
          • Submodules
          • Module contents
        • swarmauri.standard.parsers.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.prompts package
      • Subpackages
        • swarmauri.standard.prompts.base package
          • Submodules
          • Module contents
        • swarmauri.standard.prompts.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.schema_converters package
      • Subpackages
        • swarmauri.standard.schema_converters.base package
          • Submodules
          • Module contents
        • swarmauri.standard.schema_converters.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.swarms package
      • Subpackages
        • swarmauri.standard.swarms.base package
          • Submodules
          • Module contents
        • swarmauri.standard.swarms.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.toolkits package
      • Subpackages
        • swarmauri.standard.toolkits.base package
          • Submodules
          • Module contents
        • swarmauri.standard.toolkits.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.tools package
      • Subpackages
        • swarmauri.standard.tools.base package
          • Submodules
          • Module contents
        • swarmauri.standard.tools.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.tracing package
      • Subpackages
        • swarmauri.standard.tracing.base package
          • Module contents
        • swarmauri.standard.tracing.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.utils package
      • Submodules
        • swarmauri.standard.utils.apply_metaclass module
          • apply_metaclass_to_cls()
        • swarmauri.standard.utils.decorate module
          • decorate_cls()
          • decorate_instance()
          • decorate_instance_method()
        • swarmauri.standard.utils.get_class_hash module
          • get_class_hash()
        • swarmauri.standard.utils.json_validator module
          • load_json_file()
          • validate_json()
        • swarmauri.standard.utils.load_documents_from_json module
        • swarmauri.standard.utils.memoize module
          • MemoizingMeta
          • memoize()
        • swarmauri.standard.utils.sql_log module
          • SqlLogMeta
          • sql_log()
          • sql_log_decorator()
      • Module contents
    • swarmauri.standard.vector_stores package
      • Subpackages
        • swarmauri.standard.vector_stores.base package
          • Submodules
          • Module contents
        • swarmauri.standard.vector_stores.concrete package
          • Submodules
          • Module contents
      • Module contents
    • swarmauri.standard.vectors package
      • Subpackages
        • swarmauri.standard.vectors.base package
          • Submodules
          • Module contents
        • swarmauri.standard.vectors.concrete package
          • Submodules
          • Module contents
      • Module contents
  • Module contents

Module contents