Index

A

achat() (ractogateway.anthropic_developer_kit.AnthropicDeveloperKit method) (ractogateway.google_developer_kit.GoogleDeveloperKit method) (ractogateway.openai_developer_kit.OpenAIDeveloperKit method) add() (ractogateway.finetune.RactoDataset method) (ractogateway.rag.stores.base.BaseVectorStore method) (ractogateway.rag.stores.chroma_store.ChromaStore method) (ractogateway.rag.stores.faiss_store.FAISSStore method) (ractogateway.rag.stores.in_memory_store.InMemoryVectorStore method) (ractogateway.rag.stores.milvus_store.MilvusStore method) (ractogateway.rag.stores.pgvector_store.PGVectorStore method) (ractogateway.rag.stores.pinecone_store.PineconeStore method) (ractogateway.rag.stores.qdrant_store.QdrantStore method) (ractogateway.rag.stores.weaviate_store.WeaviateStore method) aembed() (ractogateway.google_developer_kit.GoogleDeveloperKit method) (ractogateway.openai_developer_kit.OpenAIDeveloperKit method) (ractogateway.rag.embedders.base.BaseEmbedder method) (ractogateway.rag.embedders.google_embedder.GoogleEmbedder method) (ractogateway.rag.embedders.openai_embedder.OpenAIEmbedder method) (ractogateway.rag.embedders.voyage_embedder.VoyageEmbedder method)

aim (ractogateway.prompts.RactoPrompt attribute) aingest() (ractogateway.rag.pipeline.RactoRAG method) aingest_dir() (ractogateway.rag.pipeline.RactoRAG method) aingest_text() (ractogateway.rag.pipeline.RactoRAG method) answer (ractogateway.rag._models.retrieval.RAGResponse attribute) AnthropicDeveloperKit (class in ractogateway.anthropic_developer_kit) AnthropicFineTuner (class in ractogateway.finetune) anti_hallucination (ractogateway.prompts.RactoPrompt attribute) aquery() (ractogateway.rag.pipeline.RactoRAG method) aretrieve() (ractogateway.rag.pipeline.RactoRAG method) arguments (ractogateway.adapters.ToolCallResult attribute) arun() (ractogateway.adapters.BaseLLMAdapter method) (ractogateway.gateway.Gateway method) astream() (ractogateway.anthropic_developer_kit.AnthropicDeveloperKit method) (ractogateway.google_developer_kit.GoogleDeveloperKit method) (ractogateway.openai_developer_kit.OpenAIDeveloperKit method) attachments (ractogateway.finetune.RactoTrainingMessage attribute)

B

BaseChunker (class in ractogateway.rag.chunkers.base) BaseEmbedder (class in ractogateway.rag.embedders.base) BaseLLMAdapter (class in ractogateway.adapters)

BaseProcessor (class in ractogateway.rag.processors.base) BaseReader (class in ractogateway.rag.readers.base) BaseVectorStore (class in ractogateway.rag.stores.base)

C

cancel_job() (ractogateway.finetune.AnthropicFineTuner method) (ractogateway.finetune.OpenAIFineTuner method) chat() (ractogateway.anthropic_developer_kit.AnthropicDeveloperKit method) (ractogateway.google_developer_kit.GoogleDeveloperKit method) (ractogateway.openai_developer_kit.OpenAIDeveloperKit method) ChromaStore (class in ractogateway.rag.stores.chroma_store) Chunk (class in ractogateway.rag._models.document) chunk (ractogateway.rag._models.retrieval.RetrievalResult attribute) chunk() (ractogateway.rag.chunkers.base.BaseChunker method) (ractogateway.rag.chunkers.fixed_chunker.FixedChunker method) (ractogateway.rag.chunkers.recursive_chunker.RecursiveChunker method) (ractogateway.rag.chunkers.semantic_chunker.SemanticChunker method) (ractogateway.rag.chunkers.sentence_chunker.SentenceChunker method) chunk_id (ractogateway.rag._models.document.Chunk attribute) chunk_index (ractogateway.rag._models.document.ChunkMetadata attribute) ChunkMetadata (class in ractogateway.rag._models.document) clear() (ractogateway.rag.pipeline.RactoRAG method) (ractogateway.rag.stores.base.BaseVectorStore method) (ractogateway.rag.stores.chroma_store.ChromaStore method) (ractogateway.rag.stores.faiss_store.FAISSStore method) (ractogateway.rag.stores.in_memory_store.InMemoryVectorStore method) (ractogateway.rag.stores.milvus_store.MilvusStore method) (ractogateway.rag.stores.pgvector_store.PGVectorStore method) (ractogateway.rag.stores.pinecone_store.PineconeStore method) (ractogateway.rag.stores.qdrant_store.QdrantStore method) (ractogateway.rag.stores.weaviate_store.WeaviateStore method)

compile() (ractogateway.prompts.RactoPrompt method) constraints (ractogateway.prompts.RactoPrompt attribute) content (ractogateway.adapters.LLMResponse attribute) (ractogateway.finetune.RactoTrainingMessage attribute) (ractogateway.rag._models.document.Chunk attribute) (ractogateway.rag._models.document.Document attribute) CONTENT_FILTER (ractogateway.adapters.FinishReason attribute) context (ractogateway.prompts.RactoPrompt attribute) context_used (ractogateway.rag._models.retrieval.RAGResponse attribute) count() (ractogateway.rag.pipeline.RactoRAG method) (ractogateway.rag.stores.base.BaseVectorStore method) (ractogateway.rag.stores.chroma_store.ChromaStore method) (ractogateway.rag.stores.faiss_store.FAISSStore method) (ractogateway.rag.stores.in_memory_store.InMemoryVectorStore method) (ractogateway.rag.stores.milvus_store.MilvusStore method) (ractogateway.rag.stores.pgvector_store.PGVectorStore method) (ractogateway.rag.stores.pinecone_store.PineconeStore method) (ractogateway.rag.stores.qdrant_store.QdrantStore method) (ractogateway.rag.stores.weaviate_store.WeaviateStore method) create_job() (ractogateway.finetune.AnthropicFineTuner method) (ractogateway.finetune.GeminiFineTuner method) (ractogateway.finetune.OpenAIFineTuner method)

D

delete() (ractogateway.rag.stores.base.BaseVectorStore method) (ractogateway.rag.stores.chroma_store.ChromaStore method) (ractogateway.rag.stores.faiss_store.FAISSStore method) (ractogateway.rag.stores.in_memory_store.InMemoryVectorStore method) (ractogateway.rag.stores.milvus_store.MilvusStore method) (ractogateway.rag.stores.pgvector_store.PGVectorStore method) (ractogateway.rag.stores.pinecone_store.PineconeStore method) (ractogateway.rag.stores.qdrant_store.QdrantStore method) (ractogateway.rag.stores.weaviate_store.WeaviateStore method)

delete_model() (ractogateway.finetune.GeminiFineTuner method) description (ractogateway.tools.ToolSchema attribute) dimension (ractogateway.rag.embedders.base.BaseEmbedder property) (ractogateway.rag.embedders.google_embedder.GoogleEmbedder property) (ractogateway.rag.embedders.openai_embedder.OpenAIEmbedder property) (ractogateway.rag.embedders.voyage_embedder.VoyageEmbedder property) doc_id (ractogateway.rag._models.document.Chunk attribute) (ractogateway.rag._models.document.ChunkMetadata attribute) (ractogateway.rag._models.document.Document attribute) Document (class in ractogateway.rag._models.document)

E

embed() (ractogateway.google_developer_kit.GoogleDeveloperKit method) (ractogateway.openai_developer_kit.OpenAIDeveloperKit method) (ractogateway.rag.embedders.base.BaseEmbedder method) (ractogateway.rag.embedders.google_embedder.GoogleEmbedder method) (ractogateway.rag.embedders.openai_embedder.OpenAIEmbedder method) (ractogateway.rag.embedders.voyage_embedder.VoyageEmbedder method) embedder (ractogateway.rag.pipeline.RactoRAG property)

embedding (ractogateway.rag._models.document.Chunk attribute) end_char (ractogateway.rag._models.document.ChunkMetadata attribute) ERROR (ractogateway.adapters.FinishReason attribute) examples (ractogateway.prompts.RactoPrompt attribute) export_jsonl() (ractogateway.finetune.RactoDataset method) extend() (ractogateway.finetune.RactoDataset method) extra (ractogateway.rag._models.document.ChunkMetadata attribute)

F

FAISSStore (class in ractogateway.rag.stores.faiss_store) FileReaderRegistry (class in ractogateway.rag.readers.registry) filters (ractogateway.rag._models.retrieval.RetrievalConfig attribute) finish_reason (ractogateway.adapters.LLMResponse attribute) FinishReason (class in ractogateway.adapters)

FixedChunker (class in ractogateway.rag.chunkers.fixed_chunker) from_conversation() (ractogateway.finetune.RactoTrainingExample class method) from_jsonl() (ractogateway.finetune.RactoDataset class method) from_pair() (ractogateway.finetune.RactoTrainingExample class method) from_pairs() (ractogateway.finetune.RactoDataset class method)

G

Gateway (class in ractogateway.gateway) GeminiFineTuner (class in ractogateway.finetune) get_callable() (ractogateway.tools.ToolRegistry method) get_model() (ractogateway.finetune.GeminiFineTuner method) get_reader() (ractogateway.rag.readers.registry.FileReaderRegistry method)

get_schema() (ractogateway.tools.ToolRegistry method) get_status() (ractogateway.finetune.AnthropicFineTuner method) (ractogateway.finetune.OpenAIFineTuner method) GoogleDeveloperKit (class in ractogateway.google_developer_kit) GoogleEmbedder (class in ractogateway.rag.embedders.google_embedder)

H

HtmlReader (class in ractogateway.rag.readers.html_reader)

I

id (ractogateway.adapters.ToolCallResult attribute) ImageReader (class in ractogateway.rag.readers.image_reader) ingest() (ractogateway.rag.pipeline.RactoRAG method)

ingest_dir() (ractogateway.rag.pipeline.RactoRAG method) ingest_text() (ractogateway.rag.pipeline.RactoRAG method) InMemoryVectorStore (class in ractogateway.rag.stores.in_memory_store)

L

Lemmatizer (class in ractogateway.rag.processors.lemmatizer) LENGTH (ractogateway.adapters.FinishReason attribute) list_events() (ractogateway.finetune.OpenAIFineTuner method) list_jobs() (ractogateway.finetune.AnthropicFineTuner method) (ractogateway.finetune.OpenAIFineTuner method)

list_models() (ractogateway.finetune.GeminiFineTuner method) LLMResponse (class in ractogateway.adapters) load() (ractogateway.rag.stores.faiss_store.FAISSStore method)

M

metadata (ractogateway.rag._models.document.Chunk attribute) (ractogateway.rag._models.document.Document attribute) MilvusStore (class in ractogateway.rag.stores.milvus_store) model_config (ractogateway.adapters.LLMResponse attribute) (ractogateway.adapters.ToolCallResult attribute) (ractogateway.prompts.RactoPrompt attribute) (ractogateway.rag._models.document.Chunk attribute) (ractogateway.rag._models.document.ChunkMetadata attribute) (ractogateway.rag._models.document.Document attribute) (ractogateway.rag._models.retrieval.RAGResponse attribute) (ractogateway.rag._models.retrieval.RetrievalConfig attribute) (ractogateway.rag._models.retrieval.RetrievalResult attribute) (ractogateway.tools.ToolSchema attribute) module ractogateway.adapters ractogateway.finetune ractogateway.gateway ractogateway.prompts ractogateway.rag._models.document ractogateway.rag._models.retrieval ractogateway.rag.chunkers.base ractogateway.rag.chunkers.fixed_chunker ractogateway.rag.chunkers.recursive_chunker ractogateway.rag.chunkers.semantic_chunker ractogateway.rag.chunkers.sentence_chunker ractogateway.rag.embedders.base ractogateway.rag.embedders.google_embedder ractogateway.rag.embedders.openai_embedder ractogateway.rag.embedders.voyage_embedder ractogateway.rag.processors.base ractogateway.rag.processors.cleaner ractogateway.rag.processors.lemmatizer ractogateway.rag.processors.pipeline ractogateway.rag.readers.base ractogateway.rag.readers.html_reader ractogateway.rag.readers.image_reader ractogateway.rag.readers.pdf_reader ractogateway.rag.readers.registry ractogateway.rag.readers.spreadsheet_reader ractogateway.rag.readers.text_reader ractogateway.rag.readers.word_reader ractogateway.rag.stores.base ractogateway.rag.stores.chroma_store ractogateway.rag.stores.faiss_store ractogateway.rag.stores.in_memory_store ractogateway.rag.stores.milvus_store ractogateway.rag.stores.pgvector_store ractogateway.rag.stores.pinecone_store ractogateway.rag.stores.qdrant_store ractogateway.rag.stores.weaviate_store ractogateway.tools

N

name (ractogateway.adapters.ToolCallResult attribute) (ractogateway.tools.ToolSchema attribute)

O

OpenAIDeveloperKit (class in ractogateway.openai_developer_kit) OpenAIEmbedder (class in ractogateway.rag.embedders.openai_embedder)

OpenAIFineTuner (class in ractogateway.finetune) output_format (ractogateway.prompts.RactoPrompt attribute)

P

page (ractogateway.rag._models.document.ChunkMetadata attribute) parameters (ractogateway.tools.ToolSchema attribute) parsed (ractogateway.adapters.LLMResponse attribute) PdfReader (class in ractogateway.rag.readers.pdf_reader) PGVectorStore (class in ractogateway.rag.stores.pgvector_store) PineconeStore (class in ractogateway.rag.stores.pinecone_store) process() (ractogateway.rag.processors.base.BaseProcessor method) (ractogateway.rag.processors.cleaner.TextCleaner method) (ractogateway.rag.processors.lemmatizer.Lemmatizer method) (ractogateway.rag.processors.pipeline.ProcessingPipeline method)

ProcessingPipeline (class in ractogateway.rag.processors.pipeline) provider (ractogateway.adapters.BaseLLMAdapter attribute) (ractogateway.anthropic_developer_kit.AnthropicDeveloperKit attribute) (ractogateway.google_developer_kit.GoogleDeveloperKit attribute) (ractogateway.openai_developer_kit.OpenAIDeveloperKit attribute)

Q

QdrantStore (class in ractogateway.rag.stores.qdrant_store) query (ractogateway.rag._models.retrieval.RAGResponse attribute) (ractogateway.rag._models.retrieval.RetrievalConfig attribute)

query() (ractogateway.rag.pipeline.RactoRAG method)

R

RactoDataset (class in ractogateway.finetune) ractogateway.adapters module ractogateway.finetune module ractogateway.gateway module ractogateway.prompts module ractogateway.rag._models.document module ractogateway.rag._models.retrieval module ractogateway.rag.chunkers.base module ractogateway.rag.chunkers.fixed_chunker module ractogateway.rag.chunkers.recursive_chunker module ractogateway.rag.chunkers.semantic_chunker module ractogateway.rag.chunkers.sentence_chunker module ractogateway.rag.embedders.base module ractogateway.rag.embedders.google_embedder module ractogateway.rag.embedders.openai_embedder module ractogateway.rag.embedders.voyage_embedder module ractogateway.rag.processors.base module ractogateway.rag.processors.cleaner module ractogateway.rag.processors.lemmatizer module ractogateway.rag.processors.pipeline module ractogateway.rag.readers.base module ractogateway.rag.readers.html_reader module ractogateway.rag.readers.image_reader module ractogateway.rag.readers.pdf_reader module ractogateway.rag.readers.registry module ractogateway.rag.readers.spreadsheet_reader module

ractogateway.rag.readers.text_reader module ractogateway.rag.readers.word_reader module ractogateway.rag.stores.base module ractogateway.rag.stores.chroma_store module ractogateway.rag.stores.faiss_store module ractogateway.rag.stores.in_memory_store module ractogateway.rag.stores.milvus_store module ractogateway.rag.stores.pgvector_store module ractogateway.rag.stores.pinecone_store module ractogateway.rag.stores.qdrant_store module ractogateway.rag.stores.weaviate_store module ractogateway.tools module RactoPrompt (class in ractogateway.prompts) RactoRAG (class in ractogateway.rag.pipeline) RactoTrainingExample (class in ractogateway.finetune) RactoTrainingMessage (class in ractogateway.finetune) RAGResponse (class in ractogateway.rag._models.retrieval) rank (ractogateway.rag._models.retrieval.RetrievalResult attribute) raw (ractogateway.adapters.LLMResponse attribute) read() (ractogateway.rag.readers.base.BaseReader method) (ractogateway.rag.readers.html_reader.HtmlReader method) (ractogateway.rag.readers.image_reader.ImageReader method) (ractogateway.rag.readers.pdf_reader.PdfReader method) (ractogateway.rag.readers.registry.FileReaderRegistry method) (ractogateway.rag.readers.spreadsheet_reader.SpreadsheetReader method) (ractogateway.rag.readers.text_reader.TextReader method) (ractogateway.rag.readers.word_reader.WordReader method) RecursiveChunker (class in ractogateway.rag.chunkers.recursive_chunker) register() (ractogateway.rag.readers.registry.FileReaderRegistry method) (ractogateway.tools.ToolRegistry method) RetrievalConfig (class in ractogateway.rag._models.retrieval) RetrievalResult (class in ractogateway.rag._models.retrieval) retrieve() (ractogateway.rag.pipeline.RactoRAG method) role (ractogateway.finetune.RactoTrainingMessage attribute) (ractogateway.prompts.RactoPrompt attribute) run() (ractogateway.adapters.BaseLLMAdapter method) (ractogateway.gateway.Gateway method) run_pipeline() (ractogateway.finetune.AnthropicFineTuner method) (ractogateway.finetune.GeminiFineTuner method) (ractogateway.finetune.OpenAIFineTuner method)

S

save() (ractogateway.rag.stores.faiss_store.FAISSStore method) schemas (ractogateway.tools.ToolRegistry property) score (ractogateway.rag._models.retrieval.RetrievalResult attribute) search() (ractogateway.rag.stores.base.BaseVectorStore method) (ractogateway.rag.stores.chroma_store.ChromaStore method) (ractogateway.rag.stores.faiss_store.FAISSStore method) (ractogateway.rag.stores.in_memory_store.InMemoryVectorStore method) (ractogateway.rag.stores.milvus_store.MilvusStore method) (ractogateway.rag.stores.pgvector_store.PGVectorStore method) (ractogateway.rag.stores.pinecone_store.PineconeStore method) (ractogateway.rag.stores.qdrant_store.QdrantStore method) (ractogateway.rag.stores.weaviate_store.WeaviateStore method) SemanticChunker (class in ractogateway.rag.chunkers.semantic_chunker) SentenceChunker (class in ractogateway.rag.chunkers.sentence_chunker) shuffle() (ractogateway.finetune.RactoDataset method) source (ractogateway.rag._models.document.ChunkMetadata attribute) (ractogateway.rag._models.document.Document attribute)

sources (ractogateway.rag._models.retrieval.RAGResponse attribute) split() (ractogateway.finetune.RactoDataset method) SpreadsheetReader (class in ractogateway.rag.readers.spreadsheet_reader) start_char (ractogateway.rag._models.document.ChunkMetadata attribute) STOP (ractogateway.adapters.FinishReason attribute) store (ractogateway.rag.pipeline.RactoRAG property) stream() (ractogateway.anthropic_developer_kit.AnthropicDeveloperKit method) (ractogateway.google_developer_kit.GoogleDeveloperKit method) (ractogateway.openai_developer_kit.OpenAIDeveloperKit method) summary() (ractogateway.finetune.RactoDataset method) supported_extensions (ractogateway.rag.readers.base.BaseReader property) (ractogateway.rag.readers.html_reader.HtmlReader property) (ractogateway.rag.readers.image_reader.ImageReader property) (ractogateway.rag.readers.pdf_reader.PdfReader property) (ractogateway.rag.readers.registry.FileReaderRegistry property) (ractogateway.rag.readers.spreadsheet_reader.SpreadsheetReader property) (ractogateway.rag.readers.text_reader.TextReader property) (ractogateway.rag.readers.word_reader.WordReader property)

T

TextCleaner (class in ractogateway.rag.processors.cleaner) TextReader (class in ractogateway.rag.readers.text_reader) to_anthropic() (ractogateway.finetune.RactoTrainingMessage method) to_anthropic_dict() (ractogateway.finetune.RactoTrainingExample method) to_gemini_dict() (ractogateway.finetune.RactoTrainingExample method) to_gemini_parts() (ractogateway.finetune.RactoTrainingMessage method) to_json_schema() (ractogateway.tools.ToolSchema method) to_jsonl_string() (ractogateway.finetune.RactoDataset method) to_messages() (ractogateway.prompts.RactoPrompt method) to_openai() (ractogateway.finetune.RactoTrainingMessage method)

to_openai_dict() (ractogateway.finetune.RactoTrainingExample method) tone (ractogateway.prompts.RactoPrompt attribute) tool() (in module ractogateway.tools) TOOL_CALL (ractogateway.adapters.FinishReason attribute) tool_calls (ractogateway.adapters.LLMResponse attribute) ToolCallResult (class in ractogateway.adapters) ToolRegistry (class in ractogateway.tools) ToolSchema (class in ractogateway.tools) top_k (ractogateway.rag._models.retrieval.RetrievalConfig attribute) total_chunks (ractogateway.rag._models.document.ChunkMetadata attribute) translate_tools() (ractogateway.adapters.BaseLLMAdapter method)

U

upload_dataset() (ractogateway.finetune.AnthropicFineTuner method) (ractogateway.finetune.OpenAIFineTuner method)

usage (ractogateway.adapters.LLMResponse attribute)

V

validate() (ractogateway.finetune.RactoDataset method)

VoyageEmbedder (class in ractogateway.rag.embedders.voyage_embedder)

W

wait_for_completion() (ractogateway.finetune.AnthropicFineTuner method) (ractogateway.finetune.GeminiFineTuner method) (ractogateway.finetune.OpenAIFineTuner method)

WeaviateStore (class in ractogateway.rag.stores.weaviate_store) WordReader (class in ractogateway.rag.readers.word_reader)