Standard Base and Concrete Classes

Agent_factories

• swarmauri.standard.agent_factories.concrete.AgentFactory module
• swarmauri.standard.agent_factories.concrete.ConfDrivenAgentFactory module
• swarmauri.standard.agent_factories.concrete.JsonAgentFactory module
  • JsonAgentFactory
    • JsonAgentFactory.create_agent()
    • JsonAgentFactory.date_created
    • JsonAgentFactory.export_to_file()
    • JsonAgentFactory.id
    • JsonAgentFactory.last_modified
    • JsonAgentFactory.name
    • JsonAgentFactory.register_agent()
    • JsonAgentFactory.to_dict()
    • JsonAgentFactory.to_json()
    • JsonAgentFactory.type
• swarmauri.standard.agent_factories.concrete.ReflectiveAgentFactory module

Agents

• swarmauri.standard.agents.base.AgentBase module
• swarmauri.standard.agents.base.AgentConversationMixin module
• swarmauri.standard.agents.base.AgentRetrieveMixin module
• swarmauri.standard.agents.base.AgentSystemContextMixin module
• swarmauri.standard.agents.base.AgentToolMixin module
• swarmauri.standard.agents.base.AgentVectorStoreMixin module
• swarmauri.standard.agents.concrete.QAAgent module
• swarmauri.standard.agents.concrete.RagAgent module
• swarmauri.standard.agents.concrete.SimpleConversationAgent module
• swarmauri.standard.agents.concrete.ToolAgent module

Chains

• swarmauri.standard.chains.base.ChainBase module
• swarmauri.standard.chains.base.ChainContextBase module
• swarmauri.standard.chains.base.ChainStepBase module
• swarmauri.standard.chains.base.PromptContextChainBase module
• swarmauri.standard.chains.concrete.CallableChain module
  • CallableChain
    • CallableChain.add_callable()
• swarmauri.standard.chains.concrete.ChainStep module
• swarmauri.standard.chains.concrete.ContextChain module
• swarmauri.standard.chains.concrete.PromptContextChain module

Chunkers

• swarmauri.standard.chunkers.base.ChunkerBase module
• swarmauri.standard.chunkers.concrete.DelimiterBasedChunker module
• swarmauri.standard.chunkers.concrete.FixedLengthChunker module
• swarmauri.standard.chunkers.concrete.MdSnippetChunker module
• swarmauri.standard.chunkers.concrete.SentenceChunker module
• swarmauri.standard.chunkers.concrete.SlidingWindowChunker module

Conversations

• swarmauri.standard.conversations.base.ConversationBase module
• swarmauri.standard.conversations.base.ConversationSystemContextMixin module
• swarmauri.standard.conversations.concrete.Conversation module
• swarmauri.standard.conversations.concrete.MaxSizeConversation module
• swarmauri.standard.conversations.concrete.MaxSystemContextConversation module
• swarmauri.standard.conversations.concrete.SessionCacheConversation module

Distances

• swarmauri.standard.distances.base.DistanceBase module
• swarmauri.standard.distances.concrete.ChiSquaredDistance module
• swarmauri.standard.distances.concrete.CosineDistance module
• swarmauri.standard.distances.concrete.EuclideanDistance module
• swarmauri.standard.distances.concrete.JaccardIndexDistance module
• swarmauri.standard.distances.concrete.LevenshteinDistance module

Document_stores

• swarmauri.standard.document_stores.base.DocumentStoreBase module
  • DocumentStoreBase
    • DocumentStoreBase.add_document()
    • DocumentStoreBase.add_documents()
    • DocumentStoreBase.delete_document()
    • DocumentStoreBase.document_count()
    • DocumentStoreBase.dump()
    • DocumentStoreBase.get_all_documents()
    • DocumentStoreBase.get_document()
    • DocumentStoreBase.load()
    • DocumentStoreBase.update_document()
• swarmauri.standard.document_stores.base.DocumentStoreRetrieveBase module
  • DocumentStoreRetrieveBase
    • DocumentStoreRetrieveBase.add_document()
    • DocumentStoreRetrieveBase.add_documents()
    • DocumentStoreRetrieveBase.delete_document()
    • DocumentStoreRetrieveBase.document_count()
    • DocumentStoreRetrieveBase.dump()
    • DocumentStoreRetrieveBase.get_all_documents()
    • DocumentStoreRetrieveBase.get_document()
    • DocumentStoreRetrieveBase.load()
    • DocumentStoreRetrieveBase.retrieve()
    • DocumentStoreRetrieveBase.update_document()

Documents

• swarmauri.standard.documents.base.DocumentBase module
• swarmauri.standard.documents.concrete.Document module

Embeddings

• swarmauri.standard.embeddings.base.EmbeddingBase module
• swarmauri.standard.embeddings.concrete.Doc2VecEmbedding module
• swarmauri.standard.embeddings.concrete.MlmEmbedding module
• swarmauri.standard.embeddings.concrete.NmfEmbedding module
• swarmauri.standard.embeddings.concrete.TfidfEmbedding module

Exceptions

• swarmauri.standard.exceptions.concrete.IndexErrorWithContext module
  • IndexErrorWithContext
    • IndexErrorWithContext.args
    • IndexErrorWithContext.handle_error()
    • IndexErrorWithContext.with_traceback()

Llms

• swarmauri.standard.llms.base.LLMBase module
• swarmauri.standard.llms.concrete.AnthropicModel module
• swarmauri.standard.llms.concrete.AnthropicToolModel module
• swarmauri.standard.llms.concrete.CohereModel module
• swarmauri.standard.llms.concrete.CohereToolModel module
• swarmauri.standard.llms.concrete.GeminiProModel module
• swarmauri.standard.llms.concrete.GeminiToolModel module
• swarmauri.standard.llms.concrete.GroqModel module
• swarmauri.standard.llms.concrete.GroqToolModel module
• swarmauri.standard.llms.concrete.MistralModel module
• swarmauri.standard.llms.concrete.MistralToolModel module
• swarmauri.standard.llms.concrete.OpenAIImageGenerator module
• swarmauri.standard.llms.concrete.OpenAIModel module
• swarmauri.standard.llms.concrete.OpenAIToolModel module
• swarmauri.standard.llms.concrete.PerplexityModel module

Messages

• swarmauri.standard.messages.base.MessageBase module
• swarmauri.standard.messages.concrete.AgentMessage module
• swarmauri.standard.messages.concrete.FunctionMessage module
• swarmauri.standard.messages.concrete.HumanMessage module
• swarmauri.standard.messages.concrete.SystemMessage module

Metrics

• swarmauri.standard.metrics.base.MetricAggregateMixin module
  • MetricAggregateMixin
    • MetricAggregateMixin.add_measurement()
    • MetricAggregateMixin.construct()
    • MetricAggregateMixin.copy()
    • MetricAggregateMixin.dict()
    • MetricAggregateMixin.from_orm()
    • MetricAggregateMixin.json()
    • MetricAggregateMixin.measurements
    • MetricAggregateMixin.model_computed_fields
    • MetricAggregateMixin.model_config
    • MetricAggregateMixin.model_construct()
    • MetricAggregateMixin.model_copy()
    • MetricAggregateMixin.model_dump()
    • MetricAggregateMixin.model_dump_json()
    • MetricAggregateMixin.model_extra
    • MetricAggregateMixin.model_fields
    • MetricAggregateMixin.model_fields_set
    • MetricAggregateMixin.model_json_schema()
    • MetricAggregateMixin.model_parametrized_name()
    • MetricAggregateMixin.model_post_init()
    • MetricAggregateMixin.model_rebuild()
    • MetricAggregateMixin.model_validate()
    • MetricAggregateMixin.model_validate_json()
    • MetricAggregateMixin.model_validate_strings()
    • MetricAggregateMixin.parse_file()
    • MetricAggregateMixin.parse_obj()
    • MetricAggregateMixin.parse_raw()
    • MetricAggregateMixin.reset()
    • MetricAggregateMixin.schema()
    • MetricAggregateMixin.schema_json()
    • MetricAggregateMixin.update_forward_refs()
    • MetricAggregateMixin.validate()
• swarmauri.standard.metrics.base.MetricBase module
• swarmauri.standard.metrics.base.MetricCalculateMixin module
  • MetricCalculateMixin
    • MetricCalculateMixin.calculate()
    • MetricCalculateMixin.construct()
    • MetricCalculateMixin.copy()
    • MetricCalculateMixin.dict()
    • MetricCalculateMixin.from_orm()
    • MetricCalculateMixin.json()
    • MetricCalculateMixin.model_computed_fields
    • MetricCalculateMixin.model_config
    • MetricCalculateMixin.model_construct()
    • MetricCalculateMixin.model_copy()
    • MetricCalculateMixin.model_dump()
    • MetricCalculateMixin.model_dump_json()
    • MetricCalculateMixin.model_extra
    • MetricCalculateMixin.model_fields
    • MetricCalculateMixin.model_fields_set
    • MetricCalculateMixin.model_json_schema()
    • MetricCalculateMixin.model_parametrized_name()
    • MetricCalculateMixin.model_post_init()
    • MetricCalculateMixin.model_rebuild()
    • MetricCalculateMixin.model_validate()
    • MetricCalculateMixin.model_validate_json()
    • MetricCalculateMixin.model_validate_strings()
    • MetricCalculateMixin.parse_file()
    • MetricCalculateMixin.parse_obj()
    • MetricCalculateMixin.parse_raw()
    • MetricCalculateMixin.schema()
    • MetricCalculateMixin.schema_json()
    • MetricCalculateMixin.update()
    • MetricCalculateMixin.update_forward_refs()
    • MetricCalculateMixin.validate()
• swarmauri.standard.metrics.base.MetricThresholdMixin module
  • MetricThresholdMixin
    • MetricThresholdMixin.construct()
    • MetricThresholdMixin.copy()
    • MetricThresholdMixin.dict()
    • MetricThresholdMixin.from_orm()
    • MetricThresholdMixin.json()
    • MetricThresholdMixin.k
    • MetricThresholdMixin.model_computed_fields
    • MetricThresholdMixin.model_config
    • MetricThresholdMixin.model_construct()
    • MetricThresholdMixin.model_copy()
    • MetricThresholdMixin.model_dump()
    • MetricThresholdMixin.model_dump_json()
    • MetricThresholdMixin.model_extra
    • MetricThresholdMixin.model_fields
    • MetricThresholdMixin.model_fields_set
    • MetricThresholdMixin.model_json_schema()
    • MetricThresholdMixin.model_parametrized_name()
    • MetricThresholdMixin.model_post_init()
    • MetricThresholdMixin.model_rebuild()
    • MetricThresholdMixin.model_validate()
    • MetricThresholdMixin.model_validate_json()
    • MetricThresholdMixin.model_validate_strings()
    • MetricThresholdMixin.parse_file()
    • MetricThresholdMixin.parse_obj()
    • MetricThresholdMixin.parse_raw()
    • MetricThresholdMixin.schema()
    • MetricThresholdMixin.schema_json()
    • MetricThresholdMixin.update_forward_refs()
    • MetricThresholdMixin.validate()
• swarmauri.standard.metrics.concrete.FirstImpressionMetric module
• swarmauri.standard.metrics.concrete.MeanMetric module
• swarmauri.standard.metrics.concrete.StaticMetric module
• swarmauri.standard.metrics.concrete.ZeroMetric module

Parsers

• swarmauri.standard.parsers.base.ParserBase module
• swarmauri.standard.parsers.concrete.BERTEmbeddingParser module
• swarmauri.standard.parsers.concrete.CSVParser module
• swarmauri.standard.parsers.concrete.EntityRecognitionParser module
• swarmauri.standard.parsers.concrete.HTMLTagStripParser module
• swarmauri.standard.parsers.concrete.KeywordExtractorParser module
• swarmauri.standard.parsers.concrete.MarkdownParser module
• swarmauri.standard.parsers.concrete.OpenAPISpecParser module
• swarmauri.standard.parsers.concrete.PhoneNumberExtractorParser module
• swarmauri.standard.parsers.concrete.PythonParser module
• swarmauri.standard.parsers.concrete.RegExParser module
• swarmauri.standard.parsers.concrete.TextBlobNounParser module
• swarmauri.standard.parsers.concrete.TextBlobSentenceParser module
• swarmauri.standard.parsers.concrete.URLExtractorParser module
• swarmauri.standard.parsers.concrete.XMLParser module

Prompts

• swarmauri.standard.prompts.base.PromptBase module
• swarmauri.standard.prompts.base.PromptGeneratorBase module
• swarmauri.standard.prompts.base.PromptMatrixBase module
• swarmauri.standard.prompts.base.PromptTemplateBase module
• swarmauri.standard.prompts.concrete.Prompt module
• swarmauri.standard.prompts.concrete.PromptGenerator module
• swarmauri.standard.prompts.concrete.PromptMatrix module
• swarmauri.standard.prompts.concrete.PromptTemplate module

Schema_converters

• swarmauri.standard.schema_converters.base.SchemaConverterBase module
• swarmauri.standard.schema_converters.concrete.AnthropicSchemaConverter module
• swarmauri.standard.schema_converters.concrete.CohereSchemaConverter module
• swarmauri.standard.schema_converters.concrete.GeminiSchemaConverter module
• swarmauri.standard.schema_converters.concrete.GroqSchemaConverter module
• swarmauri.standard.schema_converters.concrete.MistralSchemaConverter module
• swarmauri.standard.schema_converters.concrete.OpenAISchemaConverter module

Swarms

• swarmauri.standard.swarms.base.SwarmComponentBase module
  • SwarmComponentBase
• swarmauri.standard.swarms.concrete.SimpleSwarmFactory module

Toolkits

• swarmauri.standard.toolkits.base.ToolkitBase module
• swarmauri.standard.toolkits.concrete.Toolkit module

Tools

• swarmauri.standard.tools.base.ParameterBase module
  • ParameterBase
    • ParameterBase.construct()
    • ParameterBase.copy()
    • ParameterBase.description
    • ParameterBase.dict()
    • ParameterBase.enum
    • ParameterBase.from_orm()
    • ParameterBase.host
    • ParameterBase.id
    • ParameterBase.json()
    • ParameterBase.members
    • ParameterBase.model_computed_fields
    • ParameterBase.model_config
    • ParameterBase.model_construct()
    • ParameterBase.model_copy()
    • ParameterBase.model_dump()
    • ParameterBase.model_dump_json()
    • ParameterBase.model_extra
    • ParameterBase.model_fields
    • ParameterBase.model_fields_set
    • ParameterBase.model_json_schema()
    • ParameterBase.model_parametrized_name()
    • ParameterBase.model_post_init()
    • ParameterBase.model_rebuild()
    • ParameterBase.model_validate()
    • ParameterBase.model_validate_json()
    • ParameterBase.model_validate_strings()
    • ParameterBase.name
    • ParameterBase.owner
    • ParameterBase.parse_file()
    • ParameterBase.parse_obj()
    • ParameterBase.parse_raw()
    • ParameterBase.required
    • ParameterBase.resource
    • ParameterBase.schema()
    • ParameterBase.schema_json()
    • ParameterBase.set_type()
    • ParameterBase.swm_is_remote
    • ParameterBase.swm_ismethod_registered()
    • ParameterBase.swm_method_signature()
    • ParameterBase.swm_path
    • ParameterBase.swm_public_interfaces()
    • ParameterBase.type
    • ParameterBase.update_forward_refs()
    • ParameterBase.validate()
    • ParameterBase.version
• swarmauri.standard.tools.base.ToolBase module
  • ToolBase
    • ToolBase.call()
    • ToolBase.construct()
    • ToolBase.copy()
    • ToolBase.description
    • ToolBase.dict()
    • ToolBase.from_orm()
    • ToolBase.host
    • ToolBase.id
    • ToolBase.json()
    • ToolBase.members
    • ToolBase.model_computed_fields
    • ToolBase.model_config
    • ToolBase.model_construct()
    • ToolBase.model_copy()
    • ToolBase.model_dump()
    • ToolBase.model_dump_json()
    • ToolBase.model_extra
    • ToolBase.model_fields
    • ToolBase.model_fields_set
    • ToolBase.model_json_schema()
    • ToolBase.model_parametrized_name()
    • ToolBase.model_post_init()
    • ToolBase.model_rebuild()
    • ToolBase.model_validate()
    • ToolBase.model_validate_json()
    • ToolBase.model_validate_strings()
    • ToolBase.name
    • ToolBase.owner
    • ToolBase.parameters
    • ToolBase.parse_file()
    • ToolBase.parse_obj()
    • ToolBase.parse_raw()
    • ToolBase.resource
    • ToolBase.schema()
    • ToolBase.schema_json()
    • ToolBase.set_type()
    • ToolBase.swm_is_remote
    • ToolBase.swm_ismethod_registered()
    • ToolBase.swm_method_signature()
    • ToolBase.swm_path
    • ToolBase.swm_public_interfaces()
    • ToolBase.type
    • ToolBase.update_forward_refs()
    • ToolBase.validate()
    • ToolBase.version
• swarmauri.standard.tools.concrete.AdditionTool module
• swarmauri.standard.tools.concrete.CalculatorTool module
• swarmauri.standard.tools.concrete.CodeInterpreterTool module
• swarmauri.standard.tools.concrete.ImportMemoryModuleTool module
• swarmauri.standard.tools.concrete.Parameter module
  • Parameter
    • Parameter.construct()
    • Parameter.copy()
    • Parameter.description
    • Parameter.dict()
    • Parameter.enum
    • Parameter.from_orm()
    • Parameter.host
    • Parameter.id
    • Parameter.json()
    • Parameter.members
    • Parameter.model_computed_fields
    • Parameter.model_config
    • Parameter.model_construct()
    • Parameter.model_copy()
    • Parameter.model_dump()
    • Parameter.model_dump_json()
    • Parameter.model_extra
    • Parameter.model_fields
    • Parameter.model_fields_set
    • Parameter.model_json_schema()
    • Parameter.model_parametrized_name()
    • Parameter.model_post_init()
    • Parameter.model_rebuild()
    • Parameter.model_validate()
    • Parameter.model_validate_json()
    • Parameter.model_validate_strings()
    • Parameter.name
    • Parameter.owner
    • Parameter.parse_file()
    • Parameter.parse_obj()
    • Parameter.parse_raw()
    • Parameter.required
    • Parameter.resource
    • Parameter.schema()
    • Parameter.schema_json()
    • Parameter.set_type()
    • Parameter.swm_is_remote
    • Parameter.swm_ismethod_registered()
    • Parameter.swm_method_signature()
    • Parameter.swm_path
    • Parameter.swm_public_interfaces()
    • Parameter.type
    • Parameter.update_forward_refs()
    • Parameter.validate()
    • Parameter.version
• swarmauri.standard.tools.concrete.TestTool module
• swarmauri.standard.tools.concrete.WeatherTool module

Tracing

• swarmauri.standard.tracing.concrete.CallableTracer module
  • CallableTracer()
• swarmauri.standard.tracing.concrete.ChainTracer module
  • ChainTracer
    • ChainTracer.annotate_trace()
    • ChainTracer.end_trace()
    • ChainTracer.process_chain()
    • ChainTracer.show()
    • ChainTracer.start_trace()
• swarmauri.standard.tracing.concrete.SimpleTraceContext module
  • SimpleTraceContext
    • SimpleTraceContext.add_attribute()
    • SimpleTraceContext.close()
    • SimpleTraceContext.get_trace_id()
• swarmauri.standard.tracing.concrete.SimpleTracer module
  • SimpleTracer
    • SimpleTracer.annotate_trace()
    • SimpleTracer.end_trace()
    • SimpleTracer.instance()
    • SimpleTracer.start_trace()
• swarmauri.standard.tracing.concrete.TracedVariable module
  • TracedVariable
    • TracedVariable.value
• swarmauri.standard.tracing.concrete.VariableTracer module
  • VariableTracer()

Utils

• 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
    • MemoizingMeta.mro()
  • memoize()
• swarmauri.standard.utils.sql_log module
  • SqlLogMeta
    • SqlLogMeta.mro()
  • sql_log()
  • sql_log_decorator()

Vector_stores

• swarmauri.standard.vector_stores.base.VectorStoreBase module
• swarmauri.standard.vector_stores.base.VectorStoreRetrieveMixin module
• swarmauri.standard.vector_stores.base.VectorStoreSaveLoadMixin module
• swarmauri.standard.vector_stores.concrete.Doc2VecVectorStore module
• swarmauri.standard.vector_stores.concrete.MlmVectorStore module
• swarmauri.standard.vector_stores.concrete.SpatialDocVectorStore module
• swarmauri.standard.vector_stores.concrete.TfidfVectorStore module

Vectors

• swarmauri.standard.vectors.base.VectorBase module
• swarmauri.standard.vectors.concrete.Vector module
• swarmauri.standard.vectors.concrete.VectorProductMixin module