swarmauri.core package

Subpackages

• swarmauri.core.agent_apis package
  • Submodules
    • swarmauri.core.agent_apis.IAgentCommands module
      • IAgentCommands
        • IAgentCommands.abatch()
        • IAgentCommands.ainvoke()
        • IAgentCommands.batch()
        • IAgentCommands.get_schema_config()
        • IAgentCommands.invoke()
        • IAgentCommands.stream()
    • swarmauri.core.agent_apis.IAgentRouterCRUD module
      • IAgentRouterCRUD
        • IAgentRouterCRUD.create_route()
        • IAgentRouterCRUD.delete_route()
        • IAgentRouterCRUD.read_route()
        • IAgentRouterCRUD.update_route()
  • 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
        • IAgentFactory.create_agent()
        • IAgentFactory.date_created
        • IAgentFactory.id
        • IAgentFactory.last_modified
        • IAgentFactory.name
        • IAgentFactory.register_agent()
        • IAgentFactory.type
    • swarmauri.core.agent_factories.IExportConf module
      • IExportConf
        • IExportConf.to_dict()
        • IExportConf.to_file()
        • IExportConf.to_json()
  • Module contents
• swarmauri.core.agents package
  • Submodules
    • swarmauri.core.agents.IAgent module
      • IAgent
        • IAgent.exec()
    • swarmauri.core.agents.IAgentConversation module
      • IAgentConversation
    • swarmauri.core.agents.IAgentParser module
      • IAgentParser
        • IAgentParser.parser
    • 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
        • ICallableChain.add_callable()
    • swarmauri.core.chains.IChain module
      • IChain
        • IChain.add_step()
        • IChain.remove_step()
        • IChain.execute()
        • IChain.add_step()
        • IChain.execute()
        • IChain.remove_step()
    • swarmauri.core.chains.IChainContext module
      • IChainContext
        • IChainContext.get_value()
        • IChainContext.update()
    • swarmauri.core.chains.IChainContextLoader module
      • IChainContextLoader
        • IChainContextLoader.load_context()
    • swarmauri.core.chains.IChainDependencyResolver module
    • swarmauri.core.chains.IChainFactory module
      • IChainFactory
        • IChainFactory.add_chain_step()
        • IChainFactory.create_chain()
        • IChainFactory.get_chain()
        • IChainFactory.get_chain_steps()
        • IChainFactory.get_config()
        • IChainFactory.get_configs()
        • IChainFactory.remove_chain_step()
        • IChainFactory.reset_chain()
        • IChainFactory.set_chain()
        • IChainFactory.set_chain_steps()
        • IChainFactory.set_config()
        • IChainFactory.set_configs()
    • swarmauri.core.chains.IChainStep module
      • IChainStep
  • Module contents
• swarmauri.core.chunkers package
  • Submodules
    • swarmauri.core.chunkers.IChunker module
      • IChunker
        • IChunker.chunk_text()
  • Module contents
• swarmauri.core.conversations package
  • Submodules
    • swarmauri.core.conversations.IConversation module
      • IConversation
        • IConversation.add_message()
        • IConversation.clear_history()
        • IConversation.get_last()
        • IConversation.history
    • 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
        • IDistanceSimilarity.distance()
        • IDistanceSimilarity.distances()
        • IDistanceSimilarity.similarities()
        • IDistanceSimilarity.similarity()
  • Module contents
• swarmauri.core.document_stores package
  • Submodules
    • swarmauri.core.document_stores.IDocumentRetrieve module
      • IDocumentRetrieve
        • IDocumentRetrieve.retrieve()
    • swarmauri.core.document_stores.IDocumentStore module
      • IDocumentStore
        • IDocumentStore.add_document()
        • IDocumentStore.add_documents()
        • IDocumentStore.delete_document()
        • IDocumentStore.document_count()
        • IDocumentStore.get_all_documents()
        • IDocumentStore.get_document()
        • IDocumentStore.update_document()
  • Module contents
• swarmauri.core.documents package
  • Submodules
    • swarmauri.core.documents.IDocument module
      • IDocument
    • swarmauri.core.documents.IExperimentDocument module
      • IExperimentDocument
        • IExperimentDocument.artifacts
        • IExperimentDocument.datetime_completed
        • IExperimentDocument.datetime_created
        • IExperimentDocument.feature_set
        • IExperimentDocument.instruction
        • IExperimentDocument.parameters
        • IExperimentDocument.results
        • IExperimentDocument.version
  • Module contents
• swarmauri.core.embeddings package
  • Submodules
    • swarmauri.core.embeddings.IFeature module
      • IFeature
        • IFeature.extract_features()
    • swarmauri.core.embeddings.ISaveModel module
      • ISaveModel
        • ISaveModel.load_model()
        • ISaveModel.save_model()
    • swarmauri.core.embeddings.IVectorize module
      • IVectorize
        • IVectorize.fit()
        • IVectorize.fit_transform()
        • IVectorize.infer_vector()
        • IVectorize.transform()
  • Module contents
• swarmauri.core.experiment_stores package
  • Submodules
    • swarmauri.core.experiment_stores.IExperimentStore module
      • IExperimentStore
        • IExperimentStore.add_experiment()
        • IExperimentStore.add_experiments()
        • IExperimentStore.delete_experiment()
        • IExperimentStore.get_all_experiments()
        • IExperimentStore.get_experiment()
        • IExperimentStore.update_experiment()
  • 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
        • IFit.fit()
    • swarmauri.core.llms.IPredict module
      • IPredict
        • IPredict.predict()
  • 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
        • IMetricAggregate.add_measurement()
        • IMetricAggregate.reset()
    • swarmauri.core.metrics.IMetricCalculate module
      • IMetricCalculate
        • IMetricCalculate.calculate()
        • IMetricCalculate.update()
    • swarmauri.core.metrics.IThreshold module
      • IThreshold
  • Module contents
• swarmauri.core.parsers package
  • Submodules
    • swarmauri.core.parsers.IParser module
      • IParser
        • IParser.parse()
  • Module contents
• swarmauri.core.prompts package
  • Submodules
    • swarmauri.core.prompts.IPrompt module
      • IPrompt
        • IPrompt.__call__()
    • swarmauri.core.prompts.IPromptMatrix module
      • IPromptMatrix
        • IPromptMatrix.add_prompt_sequence()
        • IPromptMatrix.get_prompt_sequence()
        • IPromptMatrix.remove_prompt_sequence()
        • IPromptMatrix.shape
        • IPromptMatrix.show()
    • swarmauri.core.prompts.ITemplate module
      • ITemplate
        • ITemplate.generate_prompt()
        • ITemplate.set_template()
        • ITemplate.set_variables()
  • Module contents
• swarmauri.core.schema_converters package
  • Submodules
    • swarmauri.core.schema_converters.ISchemaConvert module
      • ISchemaConvert
        • ISchemaConvert.convert()
  • Module contents
• swarmauri.core.swarm_apis package
  • Submodules
    • swarmauri.core.swarm_apis.IAgentRegistrationAPI module
      • IAgentRegistrationAPI
        • IAgentRegistrationAPI.get_agent()
        • IAgentRegistrationAPI.list_agents()
        • IAgentRegistrationAPI.register_agent()
        • IAgentRegistrationAPI.remove_agent()
        • IAgentRegistrationAPI.update_agent()
    • swarmauri.core.swarm_apis.ISwarmAPI module
      • ISwarmAPI
        • ISwarmAPI.broadcast_request()
        • ISwarmAPI.dispatch_request()
  • Module contents
• swarmauri.core.swarms package
  • Submodules
    • swarmauri.core.swarms.ISwarm module
      • ISwarm
        • ISwarm.date_created
        • ISwarm.id
        • ISwarm.last_modified
        • ISwarm.name
        • ISwarm.type
    • swarmauri.core.swarms.ISwarmAgentRegistration module
    • swarmauri.core.swarms.ISwarmChainCRUD module
      • ISwarmChainCRUD
        • ISwarmChainCRUD.create_chain()
        • ISwarmChainCRUD.delete_chain()
        • ISwarmChainCRUD.list_chains()
        • ISwarmChainCRUD.read_chain()
        • ISwarmChainCRUD.update_chain()
    • swarmauri.core.swarms.ISwarmComponent module
      • ISwarmComponent
    • swarmauri.core.swarms.ISwarmConfigurationExporter module
      • ISwarmConfigurationExporter
        • ISwarmConfigurationExporter.to_dict()
        • ISwarmConfigurationExporter.to_json()
        • ISwarmConfigurationExporter.to_pickle()
    • swarmauri.core.swarms.ISwarmFactory module
      • AgentDefinition
        • AgentDefinition.capabilities
        • AgentDefinition.configuration
        • AgentDefinition.count()
        • AgentDefinition.dependencies
        • AgentDefinition.execution_context
        • AgentDefinition.index()
        • AgentDefinition.type
      • CallableChainItem
        • CallableChainItem.count()
        • CallableChainItem.execution_context
        • CallableChainItem.index()
        • CallableChainItem.key
        • CallableChainItem.steps
      • FunctionDefinition
        • FunctionDefinition.callable_source
        • FunctionDefinition.count()
        • FunctionDefinition.execution_context
        • FunctionDefinition.identifier
        • FunctionDefinition.index()
        • FunctionDefinition.parameters
        • FunctionDefinition.return_type
      • FunctionParameter
        • FunctionParameter.count()
        • FunctionParameter.default
        • FunctionParameter.index()
        • FunctionParameter.name
        • FunctionParameter.required
        • FunctionParameter.type
      • ISwarmFactory
        • ISwarmFactory.create_agent()
        • ISwarmFactory.create_callable_chain()
        • ISwarmFactory.create_swarm()
        • ISwarmFactory.export_callable_chains()
        • ISwarmFactory.export_configuration()
        • ISwarmFactory.load_callable_chains()
        • ISwarmFactory.register_function()
      • Step
        • Step.args
        • Step.callable
        • Step.count()
        • Step.description
        • Step.index()
        • Step.kwargs
  • Module contents
• swarmauri.core.toolkits package
  • Submodules
    • swarmauri.core.toolkits.IToolkit module
      • IToolkit
        • IToolkit.add_tool()
        • IToolkit.add_tools()
        • IToolkit.get_tool_by_name()
        • IToolkit.remove_tool()
  • Module contents
• swarmauri.core.tools package
  • Submodules
    • swarmauri.core.tools.IParameter module
      • IParameter
    • swarmauri.core.tools.ITool module
      • ITool
        • ITool.call()
  • Module contents
• swarmauri.core.tracing package
  • Submodules
    • swarmauri.core.tracing.IChainTracer module
      • IChainTracer
        • IChainTracer.process_chain()
    • swarmauri.core.tracing.ITraceContext module
      • ITraceContext
        • ITraceContext.add_attribute()
        • ITraceContext.get_trace_id()
    • swarmauri.core.tracing.ITracer module
      • ITracer
        • ITracer.annotate_trace()
        • ITracer.end_trace()
        • ITracer.start_trace()
  • Module contents
• swarmauri.core.utils package
  • Submodules
    • swarmauri.core.utils.ITransactional module
      • ITransactional
        • ITransactional.abort_transaction()
        • ITransactional.begin_transaction()
        • ITransactional.commit_transaction()
  • Module contents
• swarmauri.core.vector_stores package
  • Submodules
    • swarmauri.core.vector_stores.IAngleBetweenVectors module
      • IAngleBetweenVectors
        • IAngleBetweenVectors.angle_between()
    • swarmauri.core.vector_stores.IDecompose module
      • IDecompose
        • IDecompose.decompose()
    • swarmauri.core.vector_stores.IDivergence module
      • IDivergence
        • IDivergence.calculate_divergence()
    • swarmauri.core.vector_stores.IGradient module
      • IGradient
        • IGradient.calculate_gradient()
    • swarmauri.core.vector_stores.IOrthogonalProject module
      • IOrthogonalProject
        • IOrthogonalProject.orthogonal_project()
    • swarmauri.core.vector_stores.IProject module
      • IProject
        • IProject.project()
    • swarmauri.core.vector_stores.IReflect module
      • IReflect
        • IReflect.reflect_vector()
    • swarmauri.core.vector_stores.ISimilarity module
      • ISimilarity
        • ISimilarity.similarity()
    • swarmauri.core.vector_stores.ISimiliarityQuery module
      • ISimilarityQuery
        • ISimilarityQuery.search_by_similarity_threshold()
    • swarmauri.core.vector_stores.IVectorArithmetic module
      • IVectorArithmetic
        • IVectorArithmetic.add()
        • IVectorArithmetic.divide()
        • IVectorArithmetic.multiply()
        • IVectorArithmetic.subtract()
    • swarmauri.core.vector_stores.IVectorBasisCheck module
      • IVectorBasisCheck
        • IVectorBasisCheck.is_basis()
    • swarmauri.core.vector_stores.IVectorLinearCombination module
      • ILinearCombination
        • ILinearCombination.linear_combination()
    • swarmauri.core.vector_stores.IVectorNorm module
      • IVectorNorm
        • IVectorNorm.l1_norm()
        • IVectorNorm.l2_norm()
        • IVectorNorm.max_norm()
    • swarmauri.core.vector_stores.IVectorRotate module
      • IRotate
        • IRotate.rotate()
    • swarmauri.core.vector_stores.IVectorSpan module
      • IVectorSpan
        • IVectorSpan.in_span()
    • swarmauri.core.vector_stores.IVectorStore module
      • IVectorStore
        • IVectorStore.add_document()
        • IVectorStore.add_documents()
        • IVectorStore.clear_documents()
        • IVectorStore.delete_document()
        • IVectorStore.document_count()
        • IVectorStore.get_all_documents()
        • IVectorStore.get_document()
        • IVectorStore.update_document()
    • swarmauri.core.vector_stores.IVectorStoreRetrieve module
      • IVectorStoreRetrieve
        • IVectorStoreRetrieve.retrieve()
    • swarmauri.core.vector_stores.IVectorStoreSaveLoad module
      • IVectorStoreSaveLoad
        • IVectorStoreSaveLoad.load_parts()
        • IVectorStoreSaveLoad.load_store()
        • IVectorStoreSaveLoad.save_parts()
        • IVectorStoreSaveLoad.save_store()
  • Module contents
• swarmauri.core.vectors package
  • Submodules
    • swarmauri.core.vectors.IVector module
      • IVector
    • swarmauri.core.vectors.IVectorMeta module
      • IVectorMeta
        • IVectorMeta.id
        • IVectorMeta.metadata
    • swarmauri.core.vectors.IVectorProduct module
      • IVectorProduct
        • IVectorProduct.cross_product()
        • IVectorProduct.dot_product()
        • IVectorProduct.scalar_triple_product()
        • IVectorProduct.vector_triple_product()
    • swarmauri.core.vectors.IVectorTransform module
      • IVectorTransform
        • IVectorTransform.project()
        • IVectorTransform.reflect()
        • IVectorTransform.rotate()
        • IVectorTransform.scale()
        • IVectorTransform.shear()
        • IVectorTransform.translate()
  • 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