Index

_

__call__() (ClientAdapter method), [1], [2], [3] __copy__() (ClientsConfig method) (ClientTypeConfig method) (Config method) (LoggingConfig method) (LoggingRotationConfig method) (MemoryConfig method) (ModelDefaultsConfig method) (ObservabilityConfig method) (OTelConfig method) (PathsConfig method) (RAGConfig method) (RetryConfig method) __deepcopy__() (ClientsConfig method) (ClientTypeConfig method) (Config method) (LoggingConfig method) (LoggingRotationConfig method) (MemoryConfig method) (ModelDefaultsConfig method) (ObservabilityConfig method) (OTelConfig method) (PathsConfig method) (RAGConfig method) (RetryConfig method) __get_pydantic_json_schema__() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) __init__() (AgentLoop method), [1], [2], [3] (ConditionEvaluator method), [1], [2], [3] (ContextFormatter method) (LogContextFilter method) (OrderedPromptHistory method), [1], [2], [3], [4], [5], [6] __iter__() (ClientsConfig method) (ClientTypeConfig method) (Config method) (LoggingConfig method) (LoggingRotationConfig method) (MemoryConfig method) (ModelDefaultsConfig method) (ObservabilityConfig method) (OTelConfig method) (PathsConfig method) (RAGConfig method) (RetryConfig method) __pretty__() (ClientsConfig method) (ClientTypeConfig method) (Config method) (LoggingConfig method) (LoggingRotationConfig method) (MemoryConfig method) (ModelDefaultsConfig method) (ObservabilityConfig method) (OTelConfig method) (PathsConfig method) (RAGConfig method) (RetryConfig method)

__pydantic_init_subclass__() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) __pydantic_on_complete__() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) __repr_name__() (ClientsConfig method) (ClientTypeConfig method) (Config method) (LoggingConfig method) (LoggingRotationConfig method) (MemoryConfig method) (ModelDefaultsConfig method) (ObservabilityConfig method) (OTelConfig method) (PathsConfig method) (RAGConfig method) (RetryConfig method) __repr_recursion__() (ClientsConfig method) (ClientTypeConfig method) (Config method) (LoggingConfig method) (LoggingRotationConfig method) (MemoryConfig method) (ModelDefaultsConfig method) (ObservabilityConfig method) (OTelConfig method) (PathsConfig method) (RAGConfig method) (RetryConfig method) __rich_repr__() (ClientsConfig method) (ClientTypeConfig method) (Config method) (LoggingConfig method) (LoggingRotationConfig method) (MemoryConfig method) (ModelDefaultsConfig method) (ObservabilityConfig method) (OTelConfig method) (PathsConfig method) (RAGConfig method) (RetryConfig method)

A

aadd() (VectorStoreBase method), [1] abort_condition (PromptSpec attribute), [1], [2], [3] (ResponseOptions attribute), [1], [2], [3] aborted (ExecutionState attribute), [1], [2], [3], [4], [5], [6], [7] (GraphResult attribute), [1], [2], [3], [4], [5], [6], [7] aborted_count (ExecutionState attribute), [1], [2], [3], [4], [5], [6], [7] (GraphResult attribute), [1], [2], [3], [4], [5], [6], [7] add() (TurnVectorStore method), [1], [2], [3], [4], [5], [6] add_chunk() (HierarchicalIndex method), [1], [2], [3], [4] add_client_message() (FFAI method), [1] add_dependency() (PromptNode method), [1], [2], [3] add_document() (BM25Index method), [1], [2], [3], [4] add_documents() (BM25Index method), [1], [2], [3], [4] add_interaction() (OrderedPromptHistory method), [1], [2], [3], [4], [5], [6] add_message() (ConversationManager method), [1] add_note() (RateLimitError method) (ServiceUnavailableError method) add_tool_result() (AsyncFFAIClientBase method), [1] (AsyncFFLiteLLMClient method), [1] (BaseLiteLLMClient method), [1] (FFAIClientBase method), [1], [2], [3], [4] (FFLiteLLMClient method), [1] (FFMistralSmall method), [1], [2], [3] add_turn_assistant() (ConversationHistory method), [1], [2], [3], [4], [5], [6] (PermanentHistory method), [1], [2], [3], [4], [5] add_turn_user() (ConversationHistory method), [1], [2], [3], [4], [5], [6] (PermanentHistory method), [1], [2], [3], [4], [5] aembed() (EmbeddingBackend method), [1] (Embeddings method), [1], [2], [3], [4], [5] aembed_single() (Embeddings method), [1], [2], [3], [4], [5] AgentLoop (class in ffai.agent), [1] (class in ffai.agent.agent_loop), [1] AgentResult (class in ffai.agent), [1] (class in ffai.agent.agent_result), [1] aindex() (RAG method), [1], [2], [3]

aindex_many() (RAG method), [1], [2], [3] aindex_turn() (Memory method), [1], [2], [3], [4], [5], [6] aindex_turn_text() (Memory method), [1], [2], [3], [4], [5], [6] ALLOWED_DICT_METHODS (ConditionEvaluator attribute), [1], [2], [3] ALLOWED_FUNCTIONS (ConditionEvaluator attribute), [1], [2], [3] ALLOWED_LIST_METHODS (ConditionEvaluator attribute), [1], [2], [3] ALLOWED_OPERATORS (ConditionEvaluator attribute), [1], [2], [3] ALLOWED_STRING_METHODS (ConditionEvaluator attribute), [1], [2], [3] ALLOWED_UNARY_OPERATORS (ConditionEvaluator attribute), [1], [2], [3] answer (QueryResult attribute), [1], [2], [3], [4], [5], [6], [7] api_base (AsyncFFLiteLLMClient attribute), [1] (BaseLiteLLMClient attribute), [1] (FFLiteLLMClient attribute), [1] api_key (AsyncFFLiteLLMClient attribute), [1] (BaseLiteLLMClient attribute), [1] (FFLiteLLMClient attribute), [1] api_key_env (ClientTypeConfig attribute), [1] api_version (AsyncFFLiteLLMClient attribute), [1] (BaseLiteLLMClient attribute), [1] (FFLiteLLMClient attribute), [1] aquery() (RAG method), [1], [2], [3] args (RateLimitError attribute) (ServiceUnavailableError attribute) arguments (ToolCallRecord attribute), [1], [2], [3], [4], [5], [6], [7] asearch() (Memory method), [1], [2], [3], [4], [5], [6] (RAG method), [1], [2], [3] (VectorStoreBase method), [1] AsyncFFAIClientBase (class in ffai.core), [1] (class in ffai.core.async_client_base), [1] AsyncFFLiteLLMClient (class in ffai.Clients), [1] (class in ffai.Clients.AsyncFFLiteLLMClient), [1] AsyncGraphExecutor (class in ffai.core), [1] (class in ffai.core.async_executor), [1] attempts (StructuredResult attribute), [1], [2], [3], [4], [5], [6], [7] (ValidationResult attribute), [1], [2], [3] auto_persist (FFAI attribute), [1]

B

backup_count (LoggingRotationConfig attribute), [1] BaseLiteLLMClient (class in ffai.Clients.BaseLiteLLMClient), [1] bm25_alpha (RAGConfig attribute), [1], [2], [3] bm25_autorebuild (RAGConfig attribute), [1], [2], [3] BM25Index (class in ffai.rag), [1] (class in ffai.rag.indexing) (class in ffai.rag.indexing.bm25), [1] build_execution_graph() (in module ffai.core), [1] (in module ffai.core.graph), [1]

build_execution_graph_with_edges() (in module ffai.core), [1] (in module ffai.core.graph), [1] build_graph_history_dict() (in module ffai.core), [1] (in module ffai.core.graph_execution_helpers), [1] build_prompt() (PromptBuilder method), [1], [2], [3] build_response_format() (StructuredOutputHandler method), [1], [2], [3] build_retry_feedback() (StructuredOutputHandler method), [1], [2], [3] build_system_suffix() (StructuredOutputHandler method), [1], [2], [3]

C

cache_stats() (Embeddings method), [1], [2], [3], [4], [5] CharacterChunker (class in ffai.rag), [1] (class in ffai.rag.splitters), [1] (class in ffai.rag.splitters.character), [1] check_abort_condition() (in module ffai.core), [1] (in module ffai.core.graph_execution_helpers), [1] child_ids (HierarchicalTextChunk attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11] chunk() (CharacterChunker method), [1], [2], [3], [4], [5] (ChunkerBase method), [1], [2], [3], [4], [5] (CodeChunker method), [1], [2], [3], [4], [5] (HierarchicalChunker method), [1], [2], [3], [4], [5] (MarkdownChunker method), [1], [2], [3], [4], [5] (RAG method), [1], [2], [3] (RecursiveChunker method), [1], [2], [3], [4], [5] chunk_index (HierarchicalTextChunk attribute), [1], [2] (TextChunk attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11] chunk_overlap (RAGConfig attribute), [1], [2], [3] chunk_size (RAGConfig attribute), [1], [2], [3] chunk_text() (in module ffai.rag), [1] (in module ffai.rag.splitters), [1] (in module ffai.rag.splitters.factory), [1] ChunkDeduplicator (class in ffai.rag), [1] (class in ffai.rag.indexing) (class in ffai.rag.indexing.deduplication), [1] chunker (RAGConfig attribute), [1], [2], [3] ChunkerBase (class in ffai.rag), [1] (class in ffai.rag.splitters), [1] (class in ffai.rag.splitters.base), [1] clean_history_to_dataframe() (HistoryExporter method), [1], [2], [3] clean_response() (in module ffai.core), [1] (in module ffai.core.response_utils), [1] clear() (BM25Index method), [1], [2], [3], [4] (ChunkDeduplicator method), [1], [2], [3], [4] (ConversationManager method), [1] (HierarchicalIndex method), [1], [2], [3], [4] (Interaction method) (Memory method), [1], [2], [3], [4], [5], [6] (PromptSpec method) (ResponseContext method), [1], [2], [3] (TurnVectorStore method), [1], [2], [3], [4], [5], [6] (VectorStoreBase method), [1] clear_cache() (Embeddings method), [1], [2], [3], [4], [5] clear_conversation() (AsyncFFAIClientBase method), [1] (AsyncFFLiteLLMClient method), [1] (BaseLiteLLMClient method), [1] (FFAI method), [1] (FFAIClientBase method), [1], [2], [3], [4] (FFLiteLLMClient method), [1] (FFMistralSmall method), [1], [2], [3] clear_log_context() (in module ffai.observability.log_context), [1] client (ConversationManager property), [1] (FFAI attribute), [1] client_class (ClientTypeConfig attribute), [1] client_types (ClientsConfig attribute), [1] ClientAdapter (class in ffai.rag), [1] (class in ffai.rag.client_adapter), [1] clients (Config attribute), [1] ClientsConfig (class in ffai.config), [1] ClientTypeConfig (class in ffai.config), [1] clone() (AsyncFFAIClientBase method), [1], [2], [3] (AsyncFFLiteLLMClient method), [1], [2], [3] (FFAIClientBase method), [1], [2], [3], [4] (FFLiteLLMClient method), [1], [2], [3] (FFMistralSmall method), [1], [2], [3] close() (FFAI method), [1] CodeChunker (class in ffai.rag), [1] (class in ffai.rag.splitters), [1] (class in ffai.rag.splitters.code), [1] collection_name (MemoryConfig attribute), [1], [2], [3] (RAGConfig attribute), [1], [2], [3] completed (ExecutionState attribute), [1], [2], [3], [4], [5], [6], [7] compute_hash() (ChunkDeduplicator method), [1], [2], [3], [4] condition (PromptSpec attribute), [1], [2], [3] (ResponseOptions attribute), [1], [2], [3] condition_error (ExecutionResult attribute), [1], [2], [3] (ResponseResult attribute), [1], [2], [3], [4], [5], [6], [7] condition_text (DependencyEdge attribute), [1], [2], [3], [4], [5], [6], [7]

condition_trace (ExecutionResult attribute), [1], [2], [3] (ResponseResult attribute), [1], [2], [3], [4], [5], [6], [7] ConditionEvaluator (class in ffai.core), [1] (class in ffai.core.condition_evaluator), [1] Config (class in ffai.config), [1] configure_retry() (AsyncFFAIClientBase method), [1] (AsyncFFLiteLLMClient method), [1] (FFAIClientBase method), [1], [2], [3], [4] (FFLiteLLMClient method), [1] (FFMistralSmall method), [1] construct() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) content (HierarchicalTextChunk attribute), [1], [2] (SearchHit attribute), [1], [2], [3], [4], [5], [6], [7] (TextChunk attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11] ContextFormatter (class in ffai.observability.log_context), [1] ContextualEmbeddings (class in ffai.rag), [1] (class in ffai.rag.indexing) (class in ffai.rag.indexing.contextual), [1] conversation_history (AsyncFFLiteLLMClient attribute), [1] (BaseLiteLLMClient attribute), [1] (FFLiteLLMClient attribute), [1] (FFMistralSmall attribute), [1] ConversationHistory (class in ffai.ConversationHistory) (class in ffai.core), [1] (class in ffai.core.history), [1] (class in ffai.core.history.conversation), [1] ConversationManager (class in ffai.core.conversation_manager), [1] converter() (ContextFormatter method) copy() (ClientsConfig method) (ClientTypeConfig method) (Config method) (Interaction method) (LoggingConfig method) (LoggingRotationConfig method) (MemoryConfig method) (ModelDefaultsConfig method) (ObservabilityConfig method) (OTelConfig method) (PathsConfig method) (PromptSpec method) (RAGConfig method) (RetryConfig method) cosine_similarity() (Embeddings static method), [1], [2], [3], [4], [5] (in module ffai.core.memory), [1] (in module ffai.core.memory.turn_store), [1] cost_tracking (ObservabilityConfig attribute), [1] cost_usd (ExecutionResult attribute), [1], [2], [3] (GenerationResult attribute), [1], [2], [3], [4], [5], [6], [7] (QueryResult attribute), [1], [2], [3], [4], [5], [6], [7] (ResponseResult attribute), [1], [2], [3], [4], [5], [6], [7] count() (BM25Index method), [1], [2], [3], [4] (Entry method), [1] (HierarchicalIndex method), [1], [2], [3], [4] (Memory method), [1], [2], [3], [4], [5], [6] (RAG method), [1], [2], [3] (TurnVectorStore method), [1], [2], [3], [4], [5], [6] (VectorStoreBase method), [1] count_children() (HierarchicalIndex method), [1], [2], [3], [4] count_parents() (HierarchicalIndex method), [1], [2], [3], [4] create_rate_limit_error() (in module ffai.retry_utils), [1] critique (ValidationResult attribute), [1], [2], [3] CrossEncoderReranker (class in ffai.rag), [1] (class in ffai.rag.search), [1] (class in ffai.rag.search.rerankers), [1] current_name (ExecutionState attribute), [1], [2], [3], [4], [5], [6], [7] current_state (YamlConfigSource property)

D

decode_complex_value() (YamlConfigSource method) default_client (ClientsConfig attribute), [1] DEFAULT_CONTEXT_TEMPLATE (ContextualEmbeddings attribute), [1], [2], [3], [4] default_model (ClientTypeConfig attribute), [1] default_msec_format (ContextFormatter attribute) DEFAULT_SEPARATORS (RecursiveChunker attribute), [1], [2], [3], [4], [5] default_time_format (ContextFormatter attribute) delete() (RAG method), [1], [2], [3] delete_by_metadata() (BM25Index method), [1], [2], [3], [4] delete_by_reference() (HierarchicalIndex method), [1], [2], [3], [4] delete_by_source() (VectorStoreBase method), [1] delete_by_source_and_strategy() (VectorStoreBase method), [1] delete_chunk() (HierarchicalIndex method), [1], [2], [3], [4] delete_document() (BM25Index method), [1], [2], [3], [4] dependencies (PromptNode attribute), [1], [2], [3], [4], [5], [6], [7] (ResponseOptions attribute), [1], [2], [3] DependencyEdge (class in ffai.core), [1] (class in ffai.core.graph), [1] description (ToolDefinition attribute), [1], [2], [3], [4], [5], [6], [7] dict() (ClientsConfig method) (ClientTypeConfig method) (Config method) (LoggingConfig method) (LoggingRotationConfig method) (MemoryConfig method) (ModelDefaultsConfig method) (ObservabilityConfig method) (OTelConfig method) (PathsConfig method) (RAGConfig method) (RetryConfig method)

directory (LoggingConfig attribute), [1] DiversityReranker (class in ffai.rag), [1] (class in ffai.rag.search), [1] (class in ffai.rag.search.rerankers), [1] duration_ms (ExecutionResult attribute), [1], [2], [3] (GenerationResult attribute), [1], [2], [3], [4], [5], [6], [7] (QueryResult attribute), [1], [2], [3], [4], [5], [6], [7] (ResponseResult attribute), [1], [2], [3], [4], [5], [6], [7] (ToolCallRecord attribute), [1], [2], [3], [4], [5], [6], [7]

E

edges (ExecutionGraph attribute), [1], [2], [3], [4], [5], [6], [7] embed() (EmbeddingBackend method), [1] (Embeddings method), [1], [2], [3], [4], [5] embed_document_with_tokens() (LateChunkingEmbeddings method), [1], [2] embed_single() (Embeddings method), [1], [2], [3], [4], [5] embedding (Entry attribute), [1], [2], [3], [4], [5], [6], [7] embedding_model (MemoryConfig attribute), [1], [2], [3] (RAGConfig attribute), [1], [2], [3] EmbeddingBackend (class in ffai.core.memory.types), [1] Embeddings (class in ffai.core), [1] (class in ffai.core.embeddings), [1] (class in ffai.rag) (class in ffai.rag.embed) enabled (MemoryConfig attribute), [1], [2], [3] (ObservabilityConfig attribute), [1] (RAGConfig attribute), [1], [2], [3] (TelemetryManager attribute), [1], [2], [3] (TelemetryManager property), [1], [2], [3] (ToolDefinition attribute), [1], [2], [3], [4], [5], [6], [7] end_char (HierarchicalTextChunk attribute), [1], [2] (TextChunk attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11] endpoint (OTelConfig attribute), [1] (TelemetryManager attribute), [1], [2], [3] enhance_results_with_context() (HierarchicalIndex method), [1], [2], [3], [4] Entry (class in ffai.core.memory), [1] (class in ffai.core.memory.types), [1] error (ToolCallRecord attribute), [1], [2], [3], [4], [5], [6], [7]

evaluate() (ConditionEvaluator method), [1], [2], [3] evaluate_condition() (in module ffai.core), [1] (in module ffai.core.graph), [1] evaluate_condition_with_trace() (in module ffai.core), [1] (in module ffai.core.graph), [1] evaluate_with_trace() (ConditionEvaluator method), [1], [2], [3] execute() (AgentLoop method), [1], [2], [3] (AsyncGraphExecutor method), [1], [2], [3] (ResponseExecutor method), [1] execute_async() (ResponseExecutor method), [1] execute_tool() (ToolRegistry method), [1], [2], [3] ExecutionGraph (class in ffai.core), [1] (class in ffai.core.graph), [1] ExecutionResult (class in ffai.core.execution_result), [1] ExecutionState (class in ffai.core), [1] (class in ffai.core.execution_state), [1] expand() (QueryExpander method), [1], [2], [3], [4], [5] exponential_base (RetryConfig attribute), [1] exponential_jitter (RetryConfig attribute), [1] export_traces (OTelConfig attribute), [1] extract_json() (in module ffai.core), [1] (in module ffai.core.response_utils), [1] extract_json_field() (in module ffai.core), [1] (in module ffai.core.prompt_utils), [1] (in module ffai.FFAI) extract_referenced_names() (ConditionEvaluator class method), [1], [2], [3] extract_retry_after() (in module ffai.retry_utils), [1]

F

failed_count (ExecutionState attribute), [1], [2], [3], [4], [5], [6], [7] (GraphResult attribute), [1], [2], [3], [4], [5], [6], [7] failed_tool_calls (AgentResult property), [1], [2], [3] fallbacks (ClientTypeConfig attribute), [1] FFAI (class in ffai.FFAI), [1] ffai.agent module ffai.agent.agent_loop module ffai.agent.agent_result module ffai.agent.response_validator module ffai.Clients module ffai.Clients.AsyncFFLiteLLMClient module ffai.Clients.BaseLiteLLMClient module ffai.Clients.FFLiteLLMClient module ffai.Clients.FFMistralSmall module ffai.Clients.model_defaults module ffai.config module ffai.ConversationHistory module ffai.core module ffai.core._async module ffai.core.async_client_base module ffai.core.async_executor module ffai.core.client_base module ffai.core.condition_evaluator module ffai.core.conversation_manager module ffai.core.embeddings module ffai.core.execution_result module ffai.core.execution_state module ffai.core.graph module ffai.core.graph_execution_helpers module ffai.core.history module ffai.core.history.conversation module ffai.core.history.ordered module ffai.core.history.permanent module ffai.core.history.recorder module ffai.core.history_exporter module ffai.core.memory module ffai.core.memory.memory module ffai.core.memory.persist module ffai.core.memory.turn_store module ffai.core.memory.types module ffai.core.prompt_builder module ffai.core.prompt_node module ffai.core.prompt_utils module ffai.core.response_context module ffai.core.response_executor module ffai.core.response_options module ffai.core.response_result module ffai.core.response_utils module ffai.core.structured_output module ffai.core.types module ffai.core.usage module ffai.FFAI module ffai.FFAIClientBase module ffai.observability module ffai.observability.log_context module

ffai.observability.telemetry module ffai.OrderedPromptHistory module ffai.rag module ffai.rag.client_adapter module ffai.rag.embed module ffai.rag.format module ffai.rag.indexing module ffai.rag.indexing.bm25 module ffai.rag.indexing.contextual module ffai.rag.indexing.deduplication module ffai.rag.indexing.hierarchical module ffai.rag.prompts module ffai.rag.rag module ffai.rag.search module ffai.rag.search.hybrid module ffai.rag.search.query_expansion module ffai.rag.search.rerankers module ffai.rag.splitters module ffai.rag.splitters.base module ffai.rag.splitters.character module ffai.rag.splitters.code module ffai.rag.splitters.factory module ffai.rag.splitters.hierarchical module ffai.rag.splitters.markdown module ffai.rag.splitters.recursive module ffai.rag.store module ffai.rag.types module ffai.retry_utils module ffai.tools module ffai.tools.tool_registry module ffai_data (PathsConfig attribute), [1] FFAIClientBase (class in ffai.core), [1] (class in ffai.core.client_base), [1] (class in ffai.FFAIClientBase) FFLiteLLMClient (class in ffai.Clients), [1] (class in ffai.Clients.FFLiteLLMClient), [1] FFMistralSmall (class in ffai.Clients), [1] (class in ffai.Clients.FFMistralSmall), [1] field_is_complex() (YamlConfigSource method) filename (LoggingConfig attribute), [1] filter() (LogContextFilter method), [1] filter_duplicates() (ChunkDeduplicator method), [1], [2], [3], [4] finalize_retry() (StructuredOutputHandler method), [1], [2], [3] format (LoggingConfig attribute), [1] format() (ContextFormatter method), [1] format_hits() (in module ffai.rag), [1] (in module ffai.rag.format), [1] formatException() (ContextFormatter method) formatMessage() (ContextFormatter method) formatStack() (ContextFormatter method) formatTime() (ContextFormatter method) from_config() (RAG class method), [1], [2], [3] from_dict() (AgentResult class method), [1], [2], [3] (ResponseOptions class method), [1] (ToolCallRecord class method), [1], [2], [3] (ToolDefinition class method), [1], [2], [3] from_orm() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) from_seq (DependencyEdge attribute), [1], [2], [3], [4], [5], [6], [7] fromkeys() (Interaction class method) (PromptSpec class method) fuse_search_results() (in module ffai.rag), [1] (in module ffai.rag.search), [1] (in module ffai.rag.search.query_expansion), [1]

G

generate_response() (AsyncFFAIClientBase method), [1], [2], [3] (AsyncFFLiteLLMClient method), [1], [2], [3] (FFAIClientBase method), [1], [2], [3], [4] (FFLiteLLMClient method), [1], [2], [3] (FFMistralSmall method), [1], [2], [3] GenerationResult (class in ffai.rag), [1] (class in ffai.rag.types), [1] generic (ModelDefaultsConfig attribute), [1] get() (Interaction method) (PromptSpec method) get_all() (VectorStoreBase method), [1] get_all_interactions() (OrderedPromptHistory method), [1], [2], [3], [4], [5], [6] get_all_prompt_names() (OrderedPromptHistory method), [1], [2], [3], [4], [5], [6] get_all_turns() (PermanentHistory method), [1], [2], [3], [4], [5] get_available_client_types() (ClientsConfig method), [1] (Config method), [1] get_child_chunks() (HierarchicalChunker method), [1], [2], [3], [4], [5] (HierarchicalIndex method), [1], [2], [3], [4] get_child_embeddings() (HierarchicalIndex method), [1], [2], [3], [4] get_children() (HierarchicalIndex method), [1], [2], [3], [4] get_chunk() (HierarchicalIndex method), [1], [2], [3], [4] get_chunker() (in module ffai.rag), [1] (in module ffai.rag.splitters), [1] (in module ffai.rag.splitters.factory), [1] get_chunks_with_parent_context() (HierarchicalChunker method), [1], [2], [3], [4], [5] get_client_conversation_history() (FFAI method), [1] get_client_type() (ClientsConfig method), [1] get_client_type_config() (Config method), [1] get_config() (in module ffai.config), [1] get_configured_retry_decorator() (in module ffai.retry_utils), [1] get_conversation_history() (AsyncFFAIClientBase method), [1] (AsyncFFLiteLLMClient method), [1] (BaseLiteLLMClient method), [1] (FFAIClientBase method), [1], [2], [3], [4] (FFLiteLLMClient method), [1] (FFMistralSmall method), [1], [2], [3] get_default_client_type() (Config method), [1] get_default_retry_config() (AsyncFFAIClientBase static method), [1] (AsyncFFLiteLLMClient static method), [1] (FFAIClientBase static method), [1], [2], [3], [4] (FFLiteLLMClient static method), [1] (FFMistralSmall static method), [1]

get_effective_prompt_name() (OrderedPromptHistory method), [1], [2], [3], [4], [5], [6] get_enabled_names() (ToolRegistry method), [1], [2], [3] get_field_value() (YamlConfigSource method), [1] get_formatted_responses() (OrderedPromptHistory method), [1], [2], [3], [4], [5], [6] get_history() (ConversationManager method), [1] get_interaction_by_prompt() (OrderedPromptHistory method), [1], [2], [3], [4], [5], [6] get_interactions_by_model_and_prompt_name() (OrderedPromptHistory method), [1], [2], [3], [4], [5], [6] get_interactions_by_prompt_name() (OrderedPromptHistory method), [1], [2], [3], [4], [5], [6] get_latest_interaction_by_prompt_name() (OrderedPromptHistory method), [1], [2], [3], [4], [5], [6] get_latest_responses_by_prompt_names() (OrderedPromptHistory method), [1], [2], [3], [4], [5], [6] get_litellm_prefix() (Config method), [1] get_model_defaults() (in module ffai.Clients.model_defaults), [1] get_model_stats_df() (HistoryExporter method), [1], [2], [3] get_parent() (HierarchicalIndex method), [1], [2], [3], [4] get_parent_chunks() (HierarchicalChunker method), [1], [2], [3], [4], [5] (HierarchicalIndex method), [1], [2], [3], [4] get_prompt_name() (PromptNode method), [1], [2], [3] get_prompt_name_stats_df() (HistoryExporter method), [1], [2], [3] get_prompt_name_usage_stats() (OrderedPromptHistory method), [1], [2], [3], [4], [5], [6] get_ready_prompts() (in module ffai.core), [1] (in module ffai.core.graph), [1] get_registered_names() (ToolRegistry method), [1], [2], [3] get_reranker() (in module ffai.rag), [1] (in module ffai.rag.search), [1] (in module ffai.rag.search.rerankers), [1] get_response_length_stats() (HistoryExporter method), [1], [2], [3] get_retry_decorator() (in module ffai.retry_utils), [1] get_stats() (BM25Index method), [1], [2], [3], [4] (ChunkDeduplicator method), [1], [2], [3], [4] (HierarchicalIndex method), [1], [2], [3], [4] get_store() (in module ffai.rag), [1] get_system_instructions() (FFAI method), [1] get_telemetry_manager() (in module ffai.observability), [1] (in module ffai.observability.telemetry), [1] get_tool() (ToolRegistry method), [1], [2], [3] get_tools_schema() (ToolRegistry method), [1], [2], [3] get_turns() (ConversationHistory method), [1], [2], [3], [4], [5], [6] get_turns_since() (PermanentHistory method), [1], [2], [3], [4], [5] GraphResult (class in ffai.core), [1] (class in ffai.core.async_executor), [1]

H

has_tool() (ToolRegistry method), [1], [2], [3] HEADER_PATTERNS (MarkdownChunker attribute), [1], [2], [3], [4], [5] HierarchicalChunker (class in ffai.rag), [1] (class in ffai.rag.splitters), [1] (class in ffai.rag.splitters.hierarchical), [1] HierarchicalIndex (class in ffai.rag), [1] (class in ffai.rag.indexing) (class in ffai.rag.indexing.hierarchical), [1] HierarchicalTextChunk (class in ffai.rag), [1] (class in ffai.rag.splitters), [1] (class in ffai.rag.splitters.base), [1] hierarchy_level (HierarchicalTextChunk attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11] history (FFAI attribute), [1] (Interaction attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (PromptSpec attribute), [1], [2], [3] (ResponseOptions attribute), [1], [2], [3]

history_lock (ResponseContext property), [1], [2], [3] history_to_dataframe() (HistoryExporter method), [1], [2], [3] HistoryExporter (class in ffai.core), [1] (class in ffai.core.history_exporter), [1] HistoryRecorder (class in ffai.core.history), [1] (class in ffai.core.history.recorder), [1] hits (QueryResult attribute), [1], [2], [3], [4], [5], [6], [7] HybridSearch (class in ffai.rag), [1] (class in ffai.rag.search), [1] (class in ffai.rag.search.hybrid), [1]

I

id (HierarchicalTextChunk attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11] (SearchHit attribute), [1], [2], [3], [4], [5], [6], [7] implementation (ToolDefinition attribute), [1], [2], [3], [4], [5], [6], [7] in_progress (ExecutionState attribute), [1], [2], [3], [4], [5], [6], [7] index() (Entry method), [1] (RAG method), [1], [2], [3] index_many() (RAG method), [1], [2], [3] index_turn() (Memory method), [1], [2], [3], [4], [5], [6] index_turn_text() (Memory method), [1], [2], [3], [4], [5], [6] input_tokens (TokenUsage attribute), [1], [2], [3] insecure (OTelConfig attribute), [1] Interaction (class in ffai.core.history.ordered), [1] (class in ffai.core.types), [1] (class in ffai.OrderedPromptHistory)

interaction_counts_by_date() (HistoryExporter method), [1], [2], [3] interpolate_prompt() (in module ffai.core), [1] (in module ffai.core.prompt_utils), [1] (in module ffai.FFAI) interval (LoggingRotationConfig attribute), [1] is_abort_trigger() (in module ffai.core), [1] (in module ffai.core.graph), [1] is_duplicate() (ChunkDeduplicator method), [1], [2], [3], [4] is_local (Embeddings property), [1], [2], [3], [4], [5] is_ready() (PromptNode method), [1], [2], [3] is_recording() (NoOpSpan method), [1], [2], [3] is_store_available() (in module ffai.rag), [1] items() (Interaction method) (PromptSpec method) iter_entries() (TurnVectorStore method), [1], [2], [3], [4], [5], [6]

J

json() (ClientsConfig method) (ClientTypeConfig method) (Config method) (LoggingConfig method) (LoggingRotationConfig method) (MemoryConfig method) (ModelDefaultsConfig method) (ObservabilityConfig method) (OTelConfig method) (PathsConfig method) (RAGConfig method) (RetryConfig method)

K

keys() (Interaction method) (PromptSpec method)

L

LANGUAGE_PATTERNS (CodeChunker attribute), [1], [2], [3], [4], [5] last_cost_usd (AsyncFFAIClientBase property), [1] (AsyncFFLiteLLMClient property), [1] (FFAIClientBase property), [1], [2], [3], [4] (FFLiteLLMClient property), [1] (FFMistralSmall property), [1] last_duration_ms (AsyncFFAIClientBase property), [1] (AsyncFFLiteLLMClient property), [1] (FFAIClientBase property), [1], [2], [3], [4] (FFLiteLLMClient property), [1] (FFMistralSmall property), [1] last_tool_name (AgentResult property), [1], [2], [3] last_usage (AsyncFFAIClientBase property), [1] (AsyncFFLiteLLMClient property), [1] (FFAIClientBase property), [1], [2], [3], [4] (FFLiteLLMClient property), [1] (FFMistralSmall property), [1] LateChunkingEmbeddings (class in ffai.rag.indexing) (class in ffai.rag.indexing.contextual), [1]

level (LoggingConfig attribute), [1] (PromptNode attribute), [1], [2], [3], [4], [5], [6], [7] list_available_stores() (in module ffai.rag), [1] list_chunkers() (in module ffai.rag), [1] (in module ffai.rag.splitters), [1] (in module ffai.rag.splitters.factory), [1] list_sources() (VectorStoreBase method), [1] list_stores() (in module ffai.rag), [1] litellm_generate_fn() (in module ffai.rag), [1] load_python_callable() (ToolRegistry static method), [1], [2], [3] load_store() (in module ffai.core.memory), [1], [2] (in module ffai.core.memory.persist), [1] log_context() (in module ffai.observability.log_context), [1] log_level (RetryConfig attribute), [1] LogContextFilter (class in ffai.observability.log_context), [1] logging (Config attribute), [1] LoggingConfig (class in ffai.config), [1] LoggingRotationConfig (class in ffai.config), [1]

M

MarkdownChunker (class in ffai.rag), [1] (class in ffai.rag.splitters), [1] (class in ffai.rag.splitters.markdown), [1] max_attempts (RetryConfig attribute), [1] max_level (ExecutionGraph attribute), [1], [2], [3], [4], [5], [6], [7] max_tokens (AsyncFFLiteLLMClient attribute), [1] (BaseLiteLLMClient attribute), [1] (FFLiteLLMClient attribute), [1] max_wait_seconds (RetryConfig attribute), [1] Memory (class in ffai.core), [1] (class in ffai.core.memory), [1], [2] (class in ffai.core.memory.memory), [1] memory (Config attribute), [1] MemoryConfig (class in ffai.config), [1] merge_histories() (OrderedPromptHistory method), [1], [2], [3], [4], [5], [6] metadata (Entry attribute), [1], [2], [3], [4], [5], [6], [7] (HierarchicalTextChunk attribute), [1], [2] (SearchHit attribute), [1], [2], [3], [4], [5], [6], [7] (TextChunk attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11] (TurnHit attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13] min_wait_seconds (RetryConfig attribute), [1] model (AsyncFFAIClientBase attribute), [1] (AsyncFFLiteLLMClient attribute), [1] (BaseLiteLLMClient attribute), [1] (ExecutionResult attribute), [1] (FFAIClientBase attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (FFLiteLLMClient attribute), [1] (FFMistralSmall attribute), [1] (Interaction attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (PromptSpec attribute), [1], [2], [3] (ResponseOptions attribute), [1], [2], [3] (ResponseResult attribute), [1], [2], [3], [4], [5], [6], [7] model_computed_fields (ClientsConfig attribute) (ClientTypeConfig attribute) (Config attribute) (LoggingConfig attribute) (LoggingRotationConfig attribute) (MemoryConfig attribute) (ModelDefaultsConfig attribute) (ObservabilityConfig attribute) (OTelConfig attribute) (PathsConfig attribute) (RAGConfig attribute) (RetryConfig attribute) model_config (ClientsConfig attribute), [1] (ClientTypeConfig attribute), [1] (Config attribute), [1] (LoggingConfig attribute), [1] (LoggingRotationConfig attribute), [1] (MemoryConfig attribute), [1] (ModelDefaultsConfig attribute), [1] (ObservabilityConfig attribute), [1] (OTelConfig attribute), [1] (PathsConfig attribute), [1] (RAGConfig attribute), [1] (RetryConfig attribute), [1] model_construct() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) model_copy() (ClientsConfig method) (ClientTypeConfig method) (Config method) (LoggingConfig method) (LoggingRotationConfig method) (MemoryConfig method) (ModelDefaultsConfig method) (ObservabilityConfig method) (OTelConfig method) (PathsConfig method) (RAGConfig method) (RetryConfig method) model_defaults (Config attribute), [1] model_dump() (ClientsConfig method) (ClientTypeConfig method) (Config method) (LoggingConfig method) (LoggingRotationConfig method) (MemoryConfig method) (ModelDefaultsConfig method) (ObservabilityConfig method) (OTelConfig method) (PathsConfig method) (RAGConfig method) (RetryConfig method) model_dump_json() (ClientsConfig method) (ClientTypeConfig method) (Config method) (LoggingConfig method) (LoggingRotationConfig method) (MemoryConfig method) (ModelDefaultsConfig method) (ObservabilityConfig method) (OTelConfig method) (PathsConfig method) (RAGConfig method) (RetryConfig method) model_extra (ClientsConfig property) (ClientTypeConfig property) (Config property) (LoggingConfig property) (LoggingRotationConfig property) (MemoryConfig property) (ModelDefaultsConfig property) (ObservabilityConfig property) (OTelConfig property) (PathsConfig property) (RAGConfig property) (RetryConfig property) model_fields (ClientsConfig attribute) (ClientTypeConfig attribute) (Config attribute) (LoggingConfig attribute) (LoggingRotationConfig attribute) (MemoryConfig attribute) (ModelDefaultsConfig attribute) (ObservabilityConfig attribute) (OTelConfig attribute) (PathsConfig attribute) (RAGConfig attribute) (RetryConfig attribute) model_fields_set (ClientsConfig property) (ClientTypeConfig property) (Config property) (LoggingConfig property) (LoggingRotationConfig property) (MemoryConfig property) (ModelDefaultsConfig property) (ObservabilityConfig property) (OTelConfig property) (PathsConfig property) (RAGConfig property) (RetryConfig property) model_json_schema() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) model_parametrized_name() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method)

model_post_init() (ClientsConfig method) (ClientTypeConfig method) (Config method) (LoggingConfig method) (LoggingRotationConfig method) (MemoryConfig method) (ModelDefaultsConfig method) (ObservabilityConfig method) (OTelConfig method) (PathsConfig method) (RAGConfig method) (RetryConfig method) model_rebuild() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) model_validate() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) model_validate_json() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) model_validate_strings() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) ModelDefaultsConfig (class in ffai.config), [1] models (ModelDefaultsConfig attribute), [1] module ffai.agent ffai.agent.agent_loop ffai.agent.agent_result ffai.agent.response_validator ffai.Clients ffai.Clients.AsyncFFLiteLLMClient ffai.Clients.BaseLiteLLMClient ffai.Clients.FFLiteLLMClient ffai.Clients.FFMistralSmall ffai.Clients.model_defaults ffai.config ffai.ConversationHistory ffai.core ffai.core._async ffai.core.async_client_base ffai.core.async_executor ffai.core.client_base ffai.core.condition_evaluator ffai.core.conversation_manager ffai.core.embeddings ffai.core.execution_result ffai.core.execution_state ffai.core.graph ffai.core.graph_execution_helpers ffai.core.history ffai.core.history.conversation ffai.core.history.ordered ffai.core.history.permanent ffai.core.history.recorder ffai.core.history_exporter ffai.core.memory ffai.core.memory.memory ffai.core.memory.persist ffai.core.memory.turn_store ffai.core.memory.types ffai.core.prompt_builder ffai.core.prompt_node ffai.core.prompt_utils ffai.core.response_context ffai.core.response_executor ffai.core.response_options ffai.core.response_result ffai.core.response_utils ffai.core.structured_output ffai.core.types ffai.core.usage ffai.FFAI ffai.FFAIClientBase ffai.observability ffai.observability.log_context ffai.observability.telemetry ffai.OrderedPromptHistory ffai.rag ffai.rag.client_adapter ffai.rag.embed ffai.rag.format ffai.rag.indexing ffai.rag.indexing.bm25 ffai.rag.indexing.contextual ffai.rag.indexing.deduplication ffai.rag.indexing.hierarchical ffai.rag.prompts ffai.rag.rag ffai.rag.search ffai.rag.search.hybrid ffai.rag.search.query_expansion ffai.rag.search.rerankers ffai.rag.splitters ffai.rag.splitters.base ffai.rag.splitters.character ffai.rag.splitters.code ffai.rag.splitters.factory ffai.rag.splitters.hierarchical ffai.rag.splitters.markdown ffai.rag.splitters.recursive ffai.rag.store ffai.rag.types ffai.retry_utils ffai.tools ffai.tools.tool_registry

N

name (CharacterChunker property), [1], [2] (ChunkerBase property), [1], [2], [3], [4], [5] (CodeChunker property), [1], [2] (HierarchicalChunker property), [1], [2] (MarkdownChunker property), [1], [2] (RecursiveChunker property), [1], [2] (ToolDefinition attribute), [1], [2], [3], [4], [5], [6], [7] (VectorStoreBase property), [1]

needs_reindex() (VectorStoreBase method), [1] nodes (ExecutionGraph attribute), [1], [2], [3], [4], [5], [6], [7] NoopReranker (class in ffai.rag), [1] (class in ffai.rag.search), [1] (class in ffai.rag.search.rerankers), [1] NoOpSpan (class in ffai.observability), [1] (class in ffai.observability.telemetry), [1]

O

observability (Config attribute), [1] ObservabilityConfig (class in ffai.config), [1] ordered_history_to_dataframe() (HistoryExporter method), [1], [2], [3] OrderedPromptHistory (class in ffai.core), [1] (class in ffai.core.history), [1] (class in ffai.core.history.ordered), [1] (class in ffai.OrderedPromptHistory)

otel (ObservabilityConfig attribute), [1] OTelConfig (class in ffai.config), [1] output_tokens (TokenUsage attribute), [1], [2], [3]

P

parameters (ToolDefinition attribute), [1], [2], [3], [4], [5], [6], [7] parent_content (SearchHit attribute), [1], [2], [3], [4], [5], [6], [7] parent_id (HierarchicalTextChunk attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11] parse_file() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) parse_obj() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) parse_raw() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) parsed (ExecutionResult attribute), [1], [2], [3] (ResponseResult attribute), [1], [2], [3], [4], [5], [6], [7] (StructuredResult attribute), [1], [2], [3], [4], [5], [6], [7]

parsing_errors (ExecutionResult attribute), [1], [2], [3] (ResponseResult attribute), [1], [2], [3], [4], [5], [6], [7] (StructuredResult attribute), [1], [2], [3], [4], [5], [6], [7] passed (ValidationResult attribute), [1], [2], [3] paths (Config attribute), [1] PathsConfig (class in ffai.config), [1] pending (ExecutionState attribute), [1], [2], [3], [4], [5], [6], [7] PermanentHistory (class in ffai.core), [1] (class in ffai.core.history), [1] (class in ffai.core.history.permanent), [1] persist (MemoryConfig attribute), [1], [2], [3] persist_all_histories() (HistoryExporter method), [1], [2], [3] persist_dir (FFAI attribute), [1] (MemoryConfig attribute), [1], [2], [3] (RAGConfig attribute), [1], [2], [3] persist_name (FFAI attribute), [1] persist_store() (in module ffai.core.memory), [1], [2] (in module ffai.core.memory.persist), [1] pop() (Interaction method) (PromptSpec method) popitem() (Interaction method) (PromptSpec method) prepare_chunk_for_embedding() (ContextualEmbeddings method), [1], [2], [3], [4] prepare_chunks_batch() (ContextualEmbeddings method), [1], [2], [3], [4] prepare_field_value() (YamlConfigSource method) prepare_retry_state() (StructuredOutputHandler method), [1], [2], [3] process_attempt() (StructuredOutputHandler method), [1], [2], [3] prompt (Interaction attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (PromptNode attribute), [1], [2], [3], [4], [5], [6], [7] (PromptSpec attribute), [1], [2], [3] (QueryResult attribute), [1], [2], [3], [4], [5], [6], [7] prompt_attr_history_to_dataframe() (HistoryExporter method), [1], [2], [3] prompt_dict (OrderedPromptHistory attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11] prompt_name (Interaction attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (PromptSpec attribute), [1], [2], [3] PromptBuilder (class in ffai.core), [1] (class in ffai.core.prompt_builder), [1] PromptNode (class in ffai.core), [1] (class in ffai.core.prompt_node), [1] PromptSpec (class in ffai.core.types), [1] provider (Embeddings property), [1], [2], [3], [4], [5] provider_prefix (ClientTypeConfig attribute), [1]

Q

query() (RAG method), [1], [2], [3] QueryExpander (class in ffai.rag), [1] (class in ffai.rag.search), [1] (class in ffai.rag.search.query_expansion), [1]

QueryResult (class in ffai.rag), [1] (class in ffai.rag.types), [1]

R

RAG (class in ffai.rag), [1] (class in ffai.rag.rag), [1] rag (Config attribute), [1] (FFAI attribute), [1] (FFAI property), [1] RAGConfig (class in ffai.config), [1] RateLimitError (class in ffai.retry_utils) raw_response (StructuredResult attribute), [1], [2], [3], [4], [5], [6], [7] rebuild_bm25_from_store() (RAG method), [1], [2], [3] reciprocal_rank_fusion() (in module ffai.rag), [1] (in module ffai.rag.search), [1] (in module ffai.rag.search.hybrid), [1] record() (HistoryRecorder method), [1], [2], [3] (ResponseContext method), [1], [2], [3] record_exception() (NoOpSpan method), [1], [2], [3] record_raw() (ResponseContext method), [1], [2], [3] RecursiveChunker (class in ffai.rag), [1] (class in ffai.rag.splitters), [1] (class in ffai.rag.splitters.recursive), [1] register() (ToolRegistry method), [1], [2], [3] register_executor() (ToolRegistry method), [1], [2], [3] register_model_defaults() (in module ffai.Clients.model_defaults), [1] reindex() (Memory method), [1], [2], [3], [4], [5], [6] reload_config() (in module ffai.config), [1] reload_telemetry() (in module ffai.observability.telemetry), [1] rerank() (CrossEncoderReranker method), [1], [2], [3], [4], [5] (DiversityReranker method), [1], [2], [3], [4], [5] (NoopReranker method), [1], [2], [3], [4], [5] (RerankerBase method), [1], [2], [3], [4], [5] reranker (RAGConfig attribute), [1], [2], [3] RerankerBase (class in ffai.rag), [1] (class in ffai.rag.search), [1] (class in ffai.rag.search.rerankers), [1] reset_telemetry() (in module ffai.observability.telemetry), [1] resolve_graph_prompt() (in module ffai.core), [1] (in module ffai.core.graph_execution_helpers), [1]

resolved_prompt (ExecutionResult attribute), [1], [2], [3] (ResponseResult attribute), [1], [2], [3], [4], [5], [6], [7] response (AgentResult attribute), [1], [2], [3], [4], [5], [6], [7] (ExecutionResult attribute), [1], [2], [3] (Interaction attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (ResponseResult attribute), [1], [2], [3], [4], [5], [6], [7] response_format (ResponseOptions attribute), [1], [2], [3] response_model (PromptSpec attribute), [1], [2], [3] (ResponseOptions attribute), [1], [2], [3] ResponseContext (class in ffai.core), [1] (class in ffai.core.response_context), [1] ResponseExecutor (class in ffai.core.response_executor), [1] ResponseOptions (class in ffai.core.response_options), [1] ResponseResult (class in ffai.core), [1] (class in ffai.core.response_result), [1] ResponseValidator (class in ffai.agent), [1] (class in ffai.agent.response_validator), [1] restore() (ConversationManager method), [1] result (ToolCallRecord attribute), [1], [2], [3], [4], [5], [6], [7] results (ExecutionState attribute), [1], [2], [3], [4], [5], [6], [7] (GraphResult attribute), [1], [2], [3], [4], [5], [6], [7] results_by_name (ExecutionState attribute), [1], [2], [3], [4], [5], [6], [7] results_lock (ExecutionState attribute), [1], [2], [3], [4], [5], [6], [7] retry (Config attribute), [1] retry_config (AsyncFFAIClientBase attribute), [1] (AsyncFFLiteLLMClient attribute), [1] (FFAIClientBase attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (FFLiteLLMClient attribute), [1] (FFMistralSmall attribute), [1] retry_on_status_codes (RetryConfig attribute), [1] retry_with_backoff() (in module ffai.retry_utils), [1] RetryConfig (class in ffai.config), [1] rotation (LoggingConfig attribute), [1] round (ToolCallRecord attribute), [1], [2], [3], [4], [5], [6], [7] run_sync() (in module ffai.core), [1] (in module ffai.core._async), [1]

S

schema() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) schema_json() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) score (SearchHit attribute), [1], [2], [3], [4], [5], [6], [7] (TurnHit attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13] search() (BM25Index method), [1], [2], [3], [4] (HybridSearch method), [1], [2], [3], [4], [5] (Memory method), [1], [2], [3], [4], [5], [6] (RAG method), [1], [2], [3] (TurnVectorStore method), [1], [2], [3], [4], [5], [6] search_history() (HistoryExporter method), [1], [2], [3] SearchHit (class in ffai.rag), [1] (class in ffai.rag.types), [1] sequence (PromptNode attribute), [1], [2], [3], [4], [5], [6], [7] (PromptSpec attribute), [1], [2], [3] sequence_number (Interaction attribute), [1], [2], [3], [4], [5] service_name (OTelConfig attribute), [1] (TelemetryManager attribute), [1], [2], [3] ServiceUnavailableError (class in ffai.retry_utils) set_alpha() (HybridSearch method), [1], [2], [3], [4], [5] set_attribute() (NoOpSpan method), [1], [2], [3] set_client() (FFAI method), [1] set_client_conversation_history() (FFAI method), [1] set_conversation_history() (AsyncFFAIClientBase method), [1] (AsyncFFLiteLLMClient method), [1] (BaseLiteLLMClient method), [1] (FFAIClientBase method), [1], [2], [3], [4] (FFLiteLLMClient method), [1] (FFMistralSmall method), [1], [2], [3] set_generate_fn() (RAG method), [1], [2], [3] set_history() (ConversationManager method), [1] set_llm_function() (QueryExpander method), [1], [2], [3], [4], [5]

set_log_context() (in module ffai.observability.log_context), [1] set_search_functions() (HybridSearch method), [1], [2], [3], [4], [5] setdefault() (Interaction method) (PromptSpec method) settings_customise_sources() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method), [1] (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method) settings_sources_data (YamlConfigSource property) should_retry_exception() (in module ffai.retry_utils), [1] should_skip_for_failed_deps() (in module ffai.core), [1] (in module ffai.core.graph_execution_helpers), [1] should_suspend() (ConversationManager method), [1] shutdown() (HistoryRecorder method), [1], [2], [3] (TelemetryManager method), [1], [2], [3] skipped_count (ExecutionState attribute), [1], [2], [3], [4], [5], [6], [7] (GraphResult attribute), [1], [2], [3], [4], [5], [6], [7] source (DependencyEdge attribute), [1], [2], [3], [4], [5], [6], [7] (SearchHit attribute), [1], [2], [3], [4], [5], [6], [7] sources (QueryResult attribute), [1], [2], [3], [4], [5], [6], [7] span() (TelemetryManager method), [1], [2], [3] start_char (HierarchicalTextChunk attribute), [1], [2] (TextChunk attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11] status (AgentResult attribute), [1], [2], [3], [4], [5], [6], [7] (ExecutionResult attribute), [1], [2], [3] (ResponseResult attribute), [1], [2], [3], [4], [5], [6], [7] store_backend (MemoryConfig attribute), [1], [2], [3] (RAGConfig attribute), [1], [2], [3] store_config (MemoryConfig attribute), [1], [2], [3] (RAGConfig attribute), [1], [2], [3] strict (ResponseOptions attribute), [1], [2], [3] StructuredOutputHandler (class in ffai.core), [1] (class in ffai.core.structured_output), [1] StructuredResult (class in ffai.core), [1] (class in ffai.core.structured_output), [1] success_count (ExecutionState attribute), [1], [2], [3], [4], [5], [6], [7] (GraphResult attribute), [1], [2], [3], [4], [5], [6], [7] suspend() (ConversationManager method), [1] system_instructions (AsyncFFAIClientBase attribute), [1] (AsyncFFLiteLLMClient attribute), [1] (BaseLiteLLMClient attribute), [1] (FFAIClientBase attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] (FFLiteLLMClient attribute), [1] (FFMistralSmall attribute), [1] (PromptSpec attribute), [1], [2], [3] (ResponseOptions attribute), [1], [2], [3]

T

TelemetryManager (class in ffai.observability), [1] (class in ffai.observability.telemetry), [1] temperature (AsyncFFLiteLLMClient attribute), [1] (BaseLiteLLMClient attribute), [1] (FFLiteLLMClient attribute), [1] test_connection() (FFMistralSmall method), [1], [2], [3] text (Entry attribute), [1], [2], [3], [4], [5], [6], [7] (GenerationResult attribute), [1], [2], [3], [4], [5], [6], [7] (TurnHit attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13] TextChunk (class in ffai.rag), [1] (class in ffai.rag.splitters), [1] (class in ffai.rag.splitters.base), [1] timestamp (Interaction attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9] to_dict() (AgentResult method), [1], [2], [3] (Interaction method), [1], [2] (OrderedPromptHistory method), [1], [2], [3], [4], [5], [6] (ToolCallRecord method), [1], [2], [3] (ToolDefinition method), [1], [2], [3] to_openai_tool() (ToolDefinition method), [1], [2], [3] to_seq (DependencyEdge attribute), [1], [2], [3], [4], [5], [6], [7] token_tracking (ObservabilityConfig attribute), [1] tokenize() (BM25Index method), [1], [2], [3], [4] TokenUsage (class in ffai.core.usage), [1]

tool_call_id (ToolCallRecord attribute), [1], [2], [3], [4], [5], [6], [7] tool_calls (AgentResult attribute), [1], [2], [3], [4], [5], [6], [7] tool_calls_count (AgentResult property), [1], [2], [3] tool_name (ToolCallRecord attribute), [1], [2], [3], [4], [5], [6], [7] ToolCallRecord (class in ffai.agent), [1] (class in ffai.agent.agent_result), [1] ToolDefinition (class in ffai.tools), [1] (class in ffai.tools.tool_registry), [1] ToolRegistry (class in ffai.tools), [1] (class in ffai.tools.tool_registry), [1] total_llm_calls (AgentResult attribute), [1], [2], [3], [4], [5], [6], [7] total_rounds (AgentResult attribute), [1], [2], [3], [4], [5], [6], [7] total_tokens (TokenUsage attribute), [1], [2], [3] turn (Entry attribute), [1], [2], [3], [4], [5], [6], [7] (TurnHit attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13] turn_index (TurnHit attribute), [1], [2], [3], [4], [5], [6], [7], [8], [9], [10], [11], [12], [13] TurnHit (class in ffai.core), [1] (class in ffai.core.memory), [1], [2] (class in ffai.core.memory.types), [1] TurnVectorStore (class in ffai.core), [1] (class in ffai.core.memory), [1], [2] (class in ffai.core.memory.turn_store), [1] type (ClientTypeConfig attribute), [1]

U

update() (Interaction method) (PromptSpec method) update_forward_refs() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (RetryConfig class method)

usage (ExecutionResult attribute), [1], [2], [3] (GenerationResult attribute), [1], [2], [3], [4], [5], [6], [7] (QueryResult attribute), [1], [2], [3], [4], [5], [6], [7] (ResponseResult attribute), [1], [2], [3], [4], [5], [6], [7] usesTime() (ContextFormatter method)

V

validate() (ClientsConfig class method) (ClientTypeConfig class method) (Config class method) (LoggingConfig class method) (LoggingRotationConfig class method) (MemoryConfig class method) (ModelDefaultsConfig class method) (ObservabilityConfig class method) (OTelConfig class method) (PathsConfig class method) (RAGConfig class method) (ResponseValidator method), [1], [2], [3] (RetryConfig class method) (StructuredOutputHandler method), [1], [2], [3]

validate_syntax() (ConditionEvaluator class method), [1], [2], [3] ValidationResult (class in ffai.agent.response_validator), [1] values() (Interaction method) (PromptSpec method) VARIABLE_PATTERN (ConditionEvaluator attribute), [1], [2], [3] VectorStore (in module ffai.rag), [1] (in module ffai.rag.store) VectorStoreBase (class in ffai.rag), [1]

W

when (LoggingRotationConfig attribute), [1] with_traceback() (RateLimitError method) (ServiceUnavailableError method)

workflow (FFAI attribute), [1]

Y

YamlConfigSource (class in ffai.config), [1]