RactoGateway
Getting Started
Installation
Quick Start
User Guide
RactoGateway — Complete User Guide
LLM Discovery Guide
Prompt Engine
Developer Kits
Ollama — Local Model Inference
HuggingFace — Cloud and Local Inference
Streaming
Tool Calling
Embeddings
Chain of Thoughts
Native Thinking
Fine-Tuning
RAG — Retrieval-Augmented Generation
Prebuilt Pipelines
Batch Processing
Caching
Cost-Aware Routing
Token Truncation
MCP — Model Context Protocol
Redis
Celery
Kafka
API Reference
API Reference
Complete Module Reference
ractogateway
ractogateway._cot
ractogateway._models
ractogateway._models.chat
ractogateway._models.embedding
ractogateway._models.stream
ractogateway._tool_runtime
ractogateway._validation
ractogateway._version
ractogateway.adapters
ractogateway.adapters._openai_schema
ractogateway.adapters.anthropic_kit
ractogateway.adapters.base
ractogateway.adapters.google_kit
ractogateway.adapters.huggingface_kit
ractogateway.adapters.ollama_kit
ractogateway.adapters.openai_kit
ractogateway.anthropic_developer_kit
ractogateway.anthropic_developer_kit.kit
ractogateway.batch
ractogateway.batch._models
ractogateway.batch.anthropic_batch
ractogateway.batch.openai_batch
ractogateway.cache
ractogateway.cache._models
ractogateway.cache.exact_cache
ractogateway.cache.semantic_cache
ractogateway.celery
ractogateway.celery._models
ractogateway.celery.worker
ractogateway.exceptions
ractogateway.finetune
ractogateway.finetune.anthropic_tuner
ractogateway.finetune.dataset
ractogateway.finetune.gemini_tuner
ractogateway.finetune.openai_tuner
ractogateway.gateway
ractogateway.gateway.runner
ractogateway.google_developer_kit
ractogateway.google_developer_kit.kit
ractogateway.huggingface_developer_kit
ractogateway.huggingface_developer_kit.kit
ractogateway.kafka
ractogateway.kafka._models
ractogateway.kafka.audit
ractogateway.kafka.consumer
ractogateway.kafka.producer
ractogateway.kafka.stream
ractogateway.mcp
ractogateway.mcp._models
ractogateway.mcp.agent
ractogateway.mcp.client
ractogateway.mcp.multi_client
ractogateway.mcp.server
ractogateway.ollama_developer_kit
ractogateway.ollama_developer_kit.kit
ractogateway.ollama_developer_kit.server
ractogateway.openai_developer_kit
ractogateway.openai_developer_kit.kit
ractogateway.pipelines
ractogateway.pipelines.agent
ractogateway.pipelines.agent._executor
ractogateway.pipelines.agent._models
ractogateway.pipelines.agent.pipeline
ractogateway.pipelines.list_classifier
ractogateway.pipelines.list_classifier._models
ractogateway.pipelines.list_classifier.pipeline
ractogateway.pipelines.sql_analyst
ractogateway.pipelines.sql_analyst._guard
ractogateway.pipelines.sql_analyst._models
ractogateway.pipelines.sql_analyst._schema
ractogateway.pipelines.sql_analyst._viz
ractogateway.pipelines.sql_analyst.pipeline
ractogateway.pipelines.video_processor
ractogateway.pipelines.video_processor._analyzer
ractogateway.pipelines.video_processor._extractor
ractogateway.pipelines.video_processor._loader
ractogateway.pipelines.video_processor._models
ractogateway.pipelines.video_processor._rag
ractogateway.pipelines.video_processor._summarizer
ractogateway.pipelines.video_processor._transcriber
ractogateway.pipelines.video_processor.pipeline
ractogateway.prompts
ractogateway.prompts.engine
ractogateway.rag
ractogateway.rag._models
ractogateway.rag._models.document
ractogateway.rag._models.retrieval
ractogateway.rag.chunkers
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
ractogateway.rag.embedders.base
ractogateway.rag.embedders.google_embedder
ractogateway.rag.embedders.openai_embedder
ractogateway.rag.embedders.voyage_embedder
ractogateway.rag.page_index
ractogateway.rag.page_index._bm25
ractogateway.rag.page_index._models
ractogateway.rag.page_index._ocr
ractogateway.rag.page_index.pipeline
ractogateway.rag.pipeline
ractogateway.rag.processors
ractogateway.rag.processors.base
ractogateway.rag.processors.cleaner
ractogateway.rag.processors.lemmatizer
ractogateway.rag.processors.pipeline
ractogateway.rag.readers
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
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.redis
ractogateway.redis._models
ractogateway.redis.chat_memory
ractogateway.redis.exact_cache
ractogateway.redis.rate_limiter
ractogateway.routing
ractogateway.routing._models
ractogateway.routing.router
ractogateway.telemetry
ractogateway.telemetry._models
ractogateway.telemetry._pricing
ractogateway.telemetry.metrics
ractogateway.telemetry.prometheus_exporter
ractogateway.telemetry.tracer
ractogateway.tools
ractogateway.tools.registry
ractogateway.truncation
ractogateway.truncation._models
ractogateway.truncation.truncator
Prompt Engine
Tool Registry
Adapters
Gateway
OpenAI Developer Kit
Google Developer Kit
Anthropic Developer Kit
Fine-Tuning
Chain of Thoughts API
Native Thinking API Reference
RAG Pipeline
API Reference — PageIndexRAG
Cache
Routing
Truncation
Batch Processing
MCP — Model Context Protocol
Redis
Celery
Kafka
API Reference — Telemetry
API Reference — Video Processor Pipeline
API Reference — AgentPipeline
RactoGateway
API Reference
Complete Module Reference
ractogateway._version
View page source
ractogateway._version
Single source of truth for the package version.