All modules for which code is available

• builtins
• fastrag.benchmark.benchmark
• fastrag.benchmark.comparison
• fastrag.benchmark.datasets
• fastrag.benchmark.metrics.base
• fastrag.benchmark.metrics.generation
• fastrag.benchmark.metrics.operational
• fastrag.benchmark.metrics.retrieval
• fastrag.benchmark.results
• fastrag.exceptions
• fastrag.ingestion.cache.base
• fastrag.ingestion.cache.ids
• fastrag.ingestion.cache.postgres
• fastrag.ingestion.cache.schema
• fastrag.ingestion.cache.sqlite
• fastrag.ingestion.events
• fastrag.ingestion.filters.base
• fastrag.ingestion.filters.contentformat
• fastrag.ingestion.filters.mediatype
• fastrag.ingestion.filters.url
• fastrag.ingestion.logger.base
• fastrag.ingestion.logger.chunk
• fastrag.ingestion.logger.console
• fastrag.ingestion.logger.documents
• fastrag.ingestion.logger.source
• fastrag.ingestion.logger.source_list
• fastrag.ingestion.logger.source_tree
• fastrag.ingestion.models
• fastrag.ingestion.pipeline
• fastrag.ingestion.policy
• fastrag.ingestion.steps.base
• fastrag.ingestion.steps.chunking.base
• fastrag.ingestion.steps.chunking.character
• fastrag.ingestion.steps.chunking.docling
• fastrag.ingestion.steps.chunking.embedding_semantic
• fastrag.ingestion.steps.chunking.heading
• fastrag.ingestion.steps.chunking.langchain_semantic
• fastrag.ingestion.steps.chunking.recursive
• fastrag.ingestion.steps.chunking.refinement
• fastrag.ingestion.steps.chunking.router
• fastrag.ingestion.steps.chunking.semantic
• fastrag.ingestion.steps.chunking.structure
• fastrag.ingestion.steps.chunking.validation
• fastrag.ingestion.steps.embedding.base
• fastrag.ingestion.steps.embedding.model2vec
• fastrag.ingestion.steps.embedding.openai
• fastrag.ingestion.steps.fetching.base
• fastrag.ingestion.steps.fetching.file
• fastrag.ingestion.steps.fetching.http
• fastrag.ingestion.steps.fetching.local
• fastrag.ingestion.steps.fetching.renderers
• fastrag.ingestion.steps.fetching.sitemap
• fastrag.ingestion.steps.fetching.sources
• fastrag.ingestion.steps.fetching.web
• fastrag.ingestion.steps.fetching.youtube
• fastrag.ingestion.steps.parsing.ai
• fastrag.ingestion.steps.parsing.audio
• fastrag.ingestion.steps.parsing.base
• fastrag.ingestion.steps.parsing.capabilities
• fastrag.ingestion.steps.parsing.chandra
• fastrag.ingestion.steps.parsing.default
• fastrag.ingestion.steps.parsing.docling
• fastrag.ingestion.steps.parsing.docling_serve
• fastrag.ingestion.steps.parsing.docusaurus
• fastrag.ingestion.steps.parsing.dynamic
• fastrag.ingestion.steps.parsing.html
• fastrag.ingestion.steps.parsing.mineru
• fastrag.ingestion.steps.parsing.pdf
• fastrag.ingestion.steps.parsing.router
• fastrag.ingestion.steps.parsing.svg
• fastrag.ingestion.steps.parsing.trafilatura
• fastrag.ingestion.steps.parsing.vision
• fastrag.lexical_store.base
• fastrag.models
• fastrag.normalization
• fastrag.normalization.html
• fastrag.normalization.markdown
• fastrag.normalization.models
• fastrag.normalization.rst
• fastrag.query.chat.base
• fastrag.query.chat.postgres
• fastrag.query.chat.schema
• fastrag.query.engine
• fastrag.query.llm.base
• fastrag.query.llm.openai
• fastrag.query.prompts.templates
• fastrag.retrieval.base
• fastrag.retrieval.bm25
• fastrag.retrieval.fusion.base
• fastrag.retrieval.fusion.rrf
• fastrag.retrieval.hybrid
• fastrag.retrieval.language
• fastrag.retrieval.reranking.base
• fastrag.retrieval.reranking.cohere
• fastrag.retrieval.reranking_retriever
• fastrag.retrieval.sections
• fastrag.retrieval.vector
• fastrag.serve.app
• fastrag.serve.cleanup
• fastrag.serve.cli
• fastrag.serve.config
• fastrag.serve.geolocalization.dependencies
• fastrag.serve.geolocalization.resolver
• fastrag.vector_store.base
• fastrag.vector_store.chroma
• fastrag.vector_store.milvus
• fastrag.vector_store.opensearch