Index

A

accepted_content_formats (fastrag.ingestion.steps.chunking.base.Chunker attribute) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.CharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.Chunker attribute) (fastrag.ingestion.steps.chunking.ChunkerRouter attribute) (fastrag.ingestion.steps.chunking.docling.DoclingChunker attribute) (fastrag.ingestion.steps.chunking.DoclingChunker attribute) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker attribute) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker attribute) (fastrag.ingestion.steps.chunking.heading.HeadingChunker attribute) (fastrag.ingestion.steps.chunking.HeadingChunker attribute) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker attribute) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker attribute) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.router.ChunkerRouter attribute) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker attribute) (fastrag.ingestion.steps.chunking.SemanticChunker attribute) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker property) (fastrag.ingestion.steps.chunking.StructureAwareChunker property) accepted_media_types (fastrag.ingestion.steps.parsing.ai.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.ai.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.audio.AudioParser attribute) (fastrag.ingestion.steps.parsing.AudioParser attribute) (fastrag.ingestion.steps.parsing.base.Parser attribute) (fastrag.ingestion.steps.parsing.chandra.ChandraParser attribute) (fastrag.ingestion.steps.parsing.ChandraParser attribute) (fastrag.ingestion.steps.parsing.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.default.DefaultParser attribute) (fastrag.ingestion.steps.parsing.DefaultParser attribute) (fastrag.ingestion.steps.parsing.docling.DoclingParser attribute) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser attribute) (fastrag.ingestion.steps.parsing.DoclingParser attribute) (fastrag.ingestion.steps.parsing.DoclingServeParser attribute) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser attribute) (fastrag.ingestion.steps.parsing.DocusaurusParser attribute) (fastrag.ingestion.steps.parsing.html.HtmlParser attribute) (fastrag.ingestion.steps.parsing.HtmlParser attribute) (fastrag.ingestion.steps.parsing.mineru.MineruParser attribute) (fastrag.ingestion.steps.parsing.MineruParser attribute) (fastrag.ingestion.steps.parsing.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.OpenAIVisionParser attribute) (fastrag.ingestion.steps.parsing.Parser attribute) (fastrag.ingestion.steps.parsing.ParserRouter attribute) (fastrag.ingestion.steps.parsing.pdf.PDFParser attribute) (fastrag.ingestion.steps.parsing.PDFParser attribute) (fastrag.ingestion.steps.parsing.router.ParserRouter attribute) (fastrag.ingestion.steps.parsing.svg.SvgParser attribute) (fastrag.ingestion.steps.parsing.SvgParser attribute) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser attribute) (fastrag.ingestion.steps.parsing.TrafilaturaParser attribute) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser attribute) accepts_media_type() (in module fastrag.ingestion.steps.parsing.capabilities) aclose() (fastrag.ingestion.steps.fetching.ChatRenderer method) (fastrag.ingestion.steps.fetching.DecisionsRenderer method) (fastrag.ingestion.steps.fetching.file.FileSource method) (fastrag.ingestion.steps.fetching.FileSource method) (fastrag.ingestion.steps.fetching.HttpRenderer method) (fastrag.ingestion.steps.fetching.PlaywrightRenderer method) (fastrag.ingestion.steps.fetching.Renderer method) (fastrag.ingestion.steps.fetching.renderers.ChatRenderer method) (fastrag.ingestion.steps.fetching.renderers.DecisionsRenderer method) (fastrag.ingestion.steps.fetching.renderers.HttpRenderer method) (fastrag.ingestion.steps.fetching.renderers.PlaywrightRenderer method) (fastrag.ingestion.steps.fetching.renderers.Renderer method) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler method) (fastrag.ingestion.steps.fetching.SitemapCrawler method) (fastrag.ingestion.steps.fetching.Sources method) (fastrag.ingestion.steps.fetching.sources.Sources method) (fastrag.ingestion.steps.fetching.web.WebCrawler method) (fastrag.ingestion.steps.fetching.WebCrawler method) adapter() (fastrag.normalization.NormalizerRegistry method) add() (fastrag.retrieval.SectionIndex method) (fastrag.retrieval.sections.SectionIndex method) aggregate() (fastrag.benchmark.metrics.AnswerRelevancy method) (fastrag.benchmark.metrics.base.Metric method) (fastrag.benchmark.metrics.Correctness method) (fastrag.benchmark.metrics.Cost method) (fastrag.benchmark.metrics.Faithfulness method) (fastrag.benchmark.metrics.generation.AnswerRelevancy method) (fastrag.benchmark.metrics.generation.Correctness method) (fastrag.benchmark.metrics.generation.Faithfulness method) (fastrag.benchmark.metrics.generation.JudgeMetric method) (fastrag.benchmark.metrics.generation.TokenOverlap method) (fastrag.benchmark.metrics.HitRate method) (fastrag.benchmark.metrics.JudgeMetric method) (fastrag.benchmark.metrics.Latency method) (fastrag.benchmark.metrics.Metric method) (fastrag.benchmark.metrics.MRR method) (fastrag.benchmark.metrics.NDCG method) (fastrag.benchmark.metrics.operational.Cost method) (fastrag.benchmark.metrics.operational.Latency method) (fastrag.benchmark.metrics.operational.TokenUsage method) (fastrag.benchmark.metrics.Precision method) (fastrag.benchmark.metrics.Recall method) (fastrag.benchmark.metrics.retrieval.HitRate method) (fastrag.benchmark.metrics.retrieval.MRR method) (fastrag.benchmark.metrics.retrieval.NDCG method) (fastrag.benchmark.metrics.retrieval.Precision method) (fastrag.benchmark.metrics.retrieval.Recall method) (fastrag.benchmark.metrics.retrieval.RetrievalMetric method) (fastrag.benchmark.metrics.RetrievalMetric method) (fastrag.benchmark.metrics.TokenOverlap method) (fastrag.benchmark.metrics.TokenUsage method)

all_ids() (fastrag.vector_store.base.VectorStore method) (fastrag.vector_store.chroma.ChromaVectorStore method) (fastrag.vector_store.ChromaVectorStore method) (fastrag.vector_store.milvus.MilvusVectorStore method) (fastrag.vector_store.MilvusVectorStore method) (fastrag.vector_store.opensearch.OpenSearchVectorStore method) (fastrag.vector_store.OpenSearchVectorStore method) (fastrag.vector_store.VectorStore method) allowed_origins (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) Answer (class in fastrag.query) (class in fastrag.query.engine) answer (fastrag.benchmark.metrics.base.QueryOutcome attribute) (fastrag.benchmark.results.SampleResult attribute) (fastrag.benchmark.SampleResult attribute) AnswerRelevancy (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.generation) api_format (fastrag.ingestion.steps.fetching.ChatRenderer attribute) (fastrag.ingestion.steps.fetching.DecisionsRenderer attribute) (fastrag.ingestion.steps.fetching.renderers.ChatRenderer attribute) (fastrag.ingestion.steps.fetching.renderers.DecisionsRenderer attribute) (fastrag.ingestion.steps.parsing.ai.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.ai.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.OpenAIParser attribute) api_key (fastrag.ingestion.steps.fetching.ChatRenderer attribute) (fastrag.ingestion.steps.fetching.DecisionsRenderer attribute) (fastrag.ingestion.steps.fetching.renderers.ChatRenderer attribute) (fastrag.ingestion.steps.fetching.renderers.DecisionsRenderer attribute) (fastrag.ingestion.steps.parsing.ai.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.ai.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.OpenAIParser attribute) append_message() (fastrag.query.chat.base.ChatStore method) (fastrag.query.chat.ChatStore method) (fastrag.query.chat.postgres.PostgresChatStore method) (fastrag.query.chat.PostgresChatStore method) ask() (fastrag.query.engine.QueryEngine method) (fastrag.query.QueryEngine method) asplit() (fastrag.ingestion.steps.chunking.base.Chunker method) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.Chunker method) (fastrag.ingestion.steps.chunking.ChunkerRouter method) (fastrag.ingestion.steps.chunking.docling.DoclingChunker method) (fastrag.ingestion.steps.chunking.DoclingChunker method) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.heading.HeadingChunker method) (fastrag.ingestion.steps.chunking.HeadingChunker method) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.router.ChunkerRouter method) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker method) (fastrag.ingestion.steps.chunking.SemanticChunker method) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker method) (fastrag.ingestion.steps.chunking.StructureAwareChunker method) asplit_normalized() (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker method) (fastrag.ingestion.steps.chunking.StructureAwareChunker method) attempt (fastrag.ingestion.events.ItemRetrying attribute) audio_filter (in module fastrag.ingestion.steps.parsing.audio) AUDIO_MEDIA_TYPES (in module fastrag.ingestion.steps.parsing.audio) AudioParser (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.audio)

B

backoff (fastrag.ingestion.Policy attribute) (fastrag.ingestion.policy.Policy attribute) base_url (fastrag.ingestion.steps.fetching.ChatRenderer attribute) (fastrag.ingestion.steps.fetching.DecisionsRenderer attribute) (fastrag.ingestion.steps.fetching.renderers.ChatRenderer attribute) (fastrag.ingestion.steps.fetching.renderers.DecisionsRenderer attribute) (fastrag.ingestion.steps.parsing.ai.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.ai.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.OpenAIParser attribute) batch_size (fastrag.ingestion.Policy attribute) (fastrag.ingestion.policy.Policy attribute) bearer_tokens (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) Benchmark (class in fastrag.benchmark) (class in fastrag.benchmark.benchmark) BenchmarkResult (class in fastrag.benchmark) (class in fastrag.benchmark.results) best() (fastrag.benchmark.Comparison method) (fastrag.benchmark.comparison.Comparison method) BM25Retriever (class in fastrag.retrieval) (class in fastrag.retrieval.bm25) boundaries() (fastrag.ingestion.steps.chunking.structure.TiktokenTokenizer method) (fastrag.ingestion.steps.chunking.structure.Tokenizer method) (fastrag.ingestion.steps.chunking.structure.Utf8ByteTokenizer method) (fastrag.ingestion.steps.chunking.TiktokenTokenizer method) (fastrag.ingestion.steps.chunking.Tokenizer method) (fastrag.ingestion.steps.chunking.Utf8ByteTokenizer method) bucket_id (fastrag.ingestion.cache.schema.DocumentSnapshot attribute) (fastrag.ingestion.cache.schema.SourceSnapshot attribute) build_document() (fastrag.ingestion.steps.parsing.ai.DecisionsParser method) (fastrag.ingestion.steps.parsing.ai.OpenAIParser method) (fastrag.ingestion.steps.parsing.audio.AudioParser method) (fastrag.ingestion.steps.parsing.AudioParser method) (fastrag.ingestion.steps.parsing.base.Parser method) (fastrag.ingestion.steps.parsing.chandra.ChandraParser method) (fastrag.ingestion.steps.parsing.ChandraParser method) (fastrag.ingestion.steps.parsing.DecisionsParser method) (fastrag.ingestion.steps.parsing.default.DefaultParser method) (fastrag.ingestion.steps.parsing.DefaultParser method) (fastrag.ingestion.steps.parsing.docling.DoclingParser method) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser method) (fastrag.ingestion.steps.parsing.DoclingParser method) (fastrag.ingestion.steps.parsing.DoclingServeParser method) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser method) (fastrag.ingestion.steps.parsing.DocusaurusParser method) (fastrag.ingestion.steps.parsing.html.HtmlParser method) (fastrag.ingestion.steps.parsing.HtmlParser method) (fastrag.ingestion.steps.parsing.mineru.MineruParser method) (fastrag.ingestion.steps.parsing.MineruParser method) (fastrag.ingestion.steps.parsing.OpenAIParser method) (fastrag.ingestion.steps.parsing.OpenAIVisionParser method) (fastrag.ingestion.steps.parsing.Parser method) (fastrag.ingestion.steps.parsing.ParserRouter method) (fastrag.ingestion.steps.parsing.pdf.PDFParser method) (fastrag.ingestion.steps.parsing.PDFParser method) (fastrag.ingestion.steps.parsing.router.ParserRouter method) (fastrag.ingestion.steps.parsing.svg.SvgParser method) (fastrag.ingestion.steps.parsing.SvgParser method) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser method)

build_embedding_text() (in module fastrag.ingestion.steps.chunking) (in module fastrag.ingestion.steps.chunking.structure) build_schema() (in module fastrag.query.chat.schema)

C

cache (fastrag.ingestion.steps.base.DocumentStep property) (fastrag.ingestion.steps.base.ExecutionContext attribute) (fastrag.ingestion.steps.base.PipelineStep property) (fastrag.ingestion.steps.base.RoutedStep property) (fastrag.ingestion.steps.base.SourceStep property) (fastrag.ingestion.steps.chunking.base.Chunker property) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter property) (fastrag.ingestion.steps.chunking.CharacterTextSplitter property) (fastrag.ingestion.steps.chunking.Chunker property) (fastrag.ingestion.steps.chunking.ChunkerRouter property) (fastrag.ingestion.steps.chunking.docling.DoclingChunker property) (fastrag.ingestion.steps.chunking.DoclingChunker property) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker property) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker property) (fastrag.ingestion.steps.chunking.heading.HeadingChunker property) (fastrag.ingestion.steps.chunking.HeadingChunker property) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker property) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker property) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter property) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter property) (fastrag.ingestion.steps.chunking.router.ChunkerRouter property) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker property) (fastrag.ingestion.steps.chunking.SemanticChunker property) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker property) (fastrag.ingestion.steps.chunking.StructureAwareChunker property) (fastrag.ingestion.steps.embedding.base.Embedder property) (fastrag.ingestion.steps.embedding.Embedder property) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder property) (fastrag.ingestion.steps.embedding.Model2VecEmbedder property) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder property) (fastrag.ingestion.steps.embedding.OpenAIEmbedder property) (fastrag.ingestion.steps.fetching.base.Fetcher property) (fastrag.ingestion.steps.fetching.Fetcher property) (fastrag.ingestion.steps.fetching.file.FileSource property) (fastrag.ingestion.steps.fetching.FileSource property) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher property) (fastrag.ingestion.steps.fetching.LocalFileFetcher property) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler property) (fastrag.ingestion.steps.fetching.SitemapCrawler property) (fastrag.ingestion.steps.fetching.Sources property) (fastrag.ingestion.steps.fetching.sources.Sources property) (fastrag.ingestion.steps.fetching.web.WebCrawler property) (fastrag.ingestion.steps.fetching.WebCrawler property) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher property) (fastrag.ingestion.steps.fetching.YouTubeFetcher property) (fastrag.ingestion.steps.parsing.ai.DecisionsParser property) (fastrag.ingestion.steps.parsing.ai.OpenAIParser property) (fastrag.ingestion.steps.parsing.audio.AudioParser property) (fastrag.ingestion.steps.parsing.AudioParser property) (fastrag.ingestion.steps.parsing.base.Parser property) (fastrag.ingestion.steps.parsing.chandra.ChandraParser property) (fastrag.ingestion.steps.parsing.ChandraParser property) (fastrag.ingestion.steps.parsing.DecisionsParser property) (fastrag.ingestion.steps.parsing.default.DefaultParser property) (fastrag.ingestion.steps.parsing.DefaultParser property) (fastrag.ingestion.steps.parsing.docling.DoclingParser property) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser property) (fastrag.ingestion.steps.parsing.DoclingParser property) (fastrag.ingestion.steps.parsing.DoclingServeParser property) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser property) (fastrag.ingestion.steps.parsing.DocusaurusParser property) (fastrag.ingestion.steps.parsing.html.HtmlParser property) (fastrag.ingestion.steps.parsing.HtmlParser property) (fastrag.ingestion.steps.parsing.mineru.MineruParser property) (fastrag.ingestion.steps.parsing.MineruParser property) (fastrag.ingestion.steps.parsing.OpenAIParser property) (fastrag.ingestion.steps.parsing.OpenAIVisionParser property) (fastrag.ingestion.steps.parsing.Parser property) (fastrag.ingestion.steps.parsing.ParserRouter property) (fastrag.ingestion.steps.parsing.pdf.PDFParser property) (fastrag.ingestion.steps.parsing.PDFParser property) (fastrag.ingestion.steps.parsing.router.ParserRouter property) (fastrag.ingestion.steps.parsing.svg.SvgParser property) (fastrag.ingestion.steps.parsing.SvgParser property) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser property) (fastrag.ingestion.steps.parsing.TrafilaturaParser property) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser property) cache_batch_size (fastrag.ingestion.Policy attribute) (fastrag.ingestion.policy.Policy attribute) cache_entries (fastrag.ingestion.steps.chunking.ChatBoundaryRefiner property) (fastrag.ingestion.steps.chunking.refinement.ChatBoundaryRefiner property) CacheBase (class in fastrag.ingestion.cache.schema) cached (fastrag.Document attribute) (fastrag.ingestion.models.Source attribute) (fastrag.ingestion.Source attribute) (fastrag.models.Document attribute) CacheError CacheStore (class in fastrag.ingestion.cache.base) canonical_uri() (fastrag.ingestion.steps.fetching.base.Fetcher method) (fastrag.ingestion.steps.fetching.Fetcher method) (fastrag.ingestion.steps.fetching.file.FileSource method) (fastrag.ingestion.steps.fetching.FileSource method) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler method) (fastrag.ingestion.steps.fetching.SitemapCrawler method) (fastrag.ingestion.steps.fetching.web.WebCrawler method) (fastrag.ingestion.steps.fetching.WebCrawler method) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher method) (fastrag.ingestion.steps.fetching.YouTubeFetcher method) capitalize() (fastrag.models.ContentFormat method) casefold() (fastrag.models.ContentFormat method) center() (fastrag.models.ContentFormat method) ChandraParser (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.chandra) CharacterTextSplitter (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.character) Chat (class in fastrag.query.chat) (class in fastrag.query.chat.base) chat_id (fastrag.query.chat.base.ChatMessage attribute) (fastrag.query.chat.ChatMessage attribute) ChatBoundaryRefiner (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.refinement) ChatError ChatMessage (class in fastrag.query.chat) (class in fastrag.query.chat.base) ChatModel (class in fastrag.query.llm) (class in fastrag.query.llm.base) ChatRenderer (class in fastrag.ingestion.steps.fetching) (class in fastrag.ingestion.steps.fetching.renderers) chats (fastrag.serve.cleanup.CleanupReport attribute) (fastrag.serve.CleanupReport attribute) ChatSchema (class in fastrag.query.chat.schema) ChatStore (class in fastrag.query.chat) (class in fastrag.query.chat.base) ChatStoreError ChromaVectorStore (class in fastrag.vector_store) (class in fastrag.vector_store.chroma) Chunker (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.base) ChunkerRouter (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.router) ChunkingError ChunkLogger (class in fastrag.ingestion.logger) (class in fastrag.ingestion.logger.chunk) chunks (fastrag.ingestion.events.DocumentChunked attribute) ChunkValidation (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.validation) cleanup_expired() (in module fastrag.serve) (in module fastrag.serve.cleanup) CleanupReport (class in fastrag.serve) (class in fastrag.serve.cleanup) clear() (fastrag.ingestion.cache.base.CacheStore method) (fastrag.ingestion.cache.postgres.PostgresCache method) (fastrag.ingestion.cache.PostgresCache method) (fastrag.ingestion.cache.sqlite.SQLiteCache method) (fastrag.ingestion.cache.SQLiteCache method) clear_documents() (fastrag.ingestion.cache.base.CacheStore method) (fastrag.ingestion.cache.postgres.PostgresCache method) (fastrag.ingestion.cache.PostgresCache method) (fastrag.ingestion.cache.sqlite.SQLiteCache method) (fastrag.ingestion.cache.SQLiteCache method) clear_sources() (fastrag.ingestion.cache.base.CacheStore method) (fastrag.ingestion.cache.postgres.PostgresCache method) (fastrag.ingestion.cache.PostgresCache method) (fastrag.ingestion.cache.sqlite.SQLiteCache method) (fastrag.ingestion.cache.SQLiteCache method) CLI (class in fastrag.serve) (class in fastrag.serve.cli) close() (fastrag.retrieval.reranking.cohere.CohereReranker method) (fastrag.serve.geolocalization.CountryResolver method) (fastrag.serve.geolocalization.resolver.CountryResolver method) CohereReranker (class in fastrag.retrieval.reranking.cohere) collect_garbage() (fastrag.ingestion.cache.base.CacheStore method) (fastrag.ingestion.cache.postgres.PostgresCache method) (fastrag.ingestion.cache.PostgresCache method) (fastrag.ingestion.cache.sqlite.SQLiteCache method) (fastrag.ingestion.cache.SQLiteCache method) ColumnMapping (class in fastrag.benchmark) (class in fastrag.benchmark.datasets) Comparison (class in fastrag.benchmark) (class in fastrag.benchmark.comparison) concurrency (fastrag.ingestion.Policy attribute) (fastrag.ingestion.policy.Policy attribute) config() (fastrag.ingestion.steps.base.DocumentStep method) (fastrag.ingestion.steps.base.PipelineStep method) (fastrag.ingestion.steps.base.RoutedStep method) (fastrag.ingestion.steps.base.SourceStep method) (fastrag.ingestion.steps.chunking.base.Chunker method) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.ChatBoundaryRefiner method) (fastrag.ingestion.steps.chunking.Chunker method) (fastrag.ingestion.steps.chunking.ChunkerRouter method) (fastrag.ingestion.steps.chunking.docling.DoclingChunker method) (fastrag.ingestion.steps.chunking.DoclingChunker method) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.heading.HeadingChunker method) (fastrag.ingestion.steps.chunking.HeadingChunker method) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.refinement.ChatBoundaryRefiner method) (fastrag.ingestion.steps.chunking.router.ChunkerRouter method) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker method) (fastrag.ingestion.steps.chunking.SemanticChunker method) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker method) (fastrag.ingestion.steps.chunking.StructureAwareChunker method) (fastrag.ingestion.steps.embedding.base.Embedder method) (fastrag.ingestion.steps.embedding.Embedder method) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder method) (fastrag.ingestion.steps.embedding.OpenAIEmbedder method) (fastrag.ingestion.steps.fetching.base.Fetcher method) (fastrag.ingestion.steps.fetching.ChatRenderer method) (fastrag.ingestion.steps.fetching.DecisionsRenderer method) (fastrag.ingestion.steps.fetching.Fetcher method) (fastrag.ingestion.steps.fetching.file.FileSource method) (fastrag.ingestion.steps.fetching.FileSource method) (fastrag.ingestion.steps.fetching.HttpRenderer method) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.PlaywrightRenderer method) (fastrag.ingestion.steps.fetching.Renderer method) (fastrag.ingestion.steps.fetching.renderers.ChatRenderer method) (fastrag.ingestion.steps.fetching.renderers.DecisionsRenderer method) (fastrag.ingestion.steps.fetching.renderers.HttpRenderer method) (fastrag.ingestion.steps.fetching.renderers.PlaywrightRenderer method) (fastrag.ingestion.steps.fetching.renderers.Renderer method) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler method) (fastrag.ingestion.steps.fetching.SitemapCrawler method) (fastrag.ingestion.steps.fetching.Sources method) (fastrag.ingestion.steps.fetching.sources.Sources method) (fastrag.ingestion.steps.fetching.web.WebCrawler method) (fastrag.ingestion.steps.fetching.WebCrawler method) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher method) (fastrag.ingestion.steps.fetching.YouTubeFetcher method) (fastrag.ingestion.steps.parsing.ai.DecisionsParser method) (fastrag.ingestion.steps.parsing.ai.OpenAIParser method) (fastrag.ingestion.steps.parsing.audio.AudioParser method) (fastrag.ingestion.steps.parsing.AudioParser method) (fastrag.ingestion.steps.parsing.base.Parser method) (fastrag.ingestion.steps.parsing.chandra.ChandraParser method) (fastrag.ingestion.steps.parsing.ChandraParser method) (fastrag.ingestion.steps.parsing.DecisionsParser method) (fastrag.ingestion.steps.parsing.default.DefaultParser method) (fastrag.ingestion.steps.parsing.DefaultParser method) (fastrag.ingestion.steps.parsing.docling.DoclingParser method) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser method) (fastrag.ingestion.steps.parsing.DoclingParser method) (fastrag.ingestion.steps.parsing.DoclingServeParser method) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser method) (fastrag.ingestion.steps.parsing.DocusaurusParser method) (fastrag.ingestion.steps.parsing.html.HtmlParser method) (fastrag.ingestion.steps.parsing.HtmlParser method) (fastrag.ingestion.steps.parsing.mineru.MineruParser method) (fastrag.ingestion.steps.parsing.MineruParser method) (fastrag.ingestion.steps.parsing.OpenAIParser method) (fastrag.ingestion.steps.parsing.OpenAIVisionParser method) (fastrag.ingestion.steps.parsing.Parser method) (fastrag.ingestion.steps.parsing.ParserRouter method) (fastrag.ingestion.steps.parsing.pdf.PDFParser method) (fastrag.ingestion.steps.parsing.PDFParser method) (fastrag.ingestion.steps.parsing.router.ParserRouter method) (fastrag.ingestion.steps.parsing.svg.SvgParser method) (fastrag.ingestion.steps.parsing.SvgParser method) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser method)

config_hash (fastrag.ingestion.steps.base.DocumentStep property) (fastrag.ingestion.steps.base.PipelineStep property) (fastrag.ingestion.steps.base.RoutedStep property) (fastrag.ingestion.steps.base.SourceStep property) (fastrag.ingestion.steps.chunking.base.Chunker property) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter property) (fastrag.ingestion.steps.chunking.CharacterTextSplitter property) (fastrag.ingestion.steps.chunking.Chunker property) (fastrag.ingestion.steps.chunking.ChunkerRouter property) (fastrag.ingestion.steps.chunking.docling.DoclingChunker property) (fastrag.ingestion.steps.chunking.DoclingChunker property) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker property) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker property) (fastrag.ingestion.steps.chunking.heading.HeadingChunker property) (fastrag.ingestion.steps.chunking.HeadingChunker property) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker property) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker property) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter property) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter property) (fastrag.ingestion.steps.chunking.router.ChunkerRouter property) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker property) (fastrag.ingestion.steps.chunking.SemanticChunker property) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker property) (fastrag.ingestion.steps.chunking.StructureAwareChunker property) (fastrag.ingestion.steps.embedding.base.Embedder property) (fastrag.ingestion.steps.embedding.Embedder property) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder property) (fastrag.ingestion.steps.embedding.Model2VecEmbedder property) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder property) (fastrag.ingestion.steps.embedding.OpenAIEmbedder property) (fastrag.ingestion.steps.fetching.base.Fetcher property) (fastrag.ingestion.steps.fetching.Fetcher property) (fastrag.ingestion.steps.fetching.file.FileSource property) (fastrag.ingestion.steps.fetching.FileSource property) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher property) (fastrag.ingestion.steps.fetching.LocalFileFetcher property) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler property) (fastrag.ingestion.steps.fetching.SitemapCrawler property) (fastrag.ingestion.steps.fetching.Sources property) (fastrag.ingestion.steps.fetching.sources.Sources property) (fastrag.ingestion.steps.fetching.web.WebCrawler property) (fastrag.ingestion.steps.fetching.WebCrawler property) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher property) (fastrag.ingestion.steps.fetching.YouTubeFetcher property) (fastrag.ingestion.steps.parsing.ai.DecisionsParser property) (fastrag.ingestion.steps.parsing.ai.OpenAIParser property) (fastrag.ingestion.steps.parsing.audio.AudioParser property) (fastrag.ingestion.steps.parsing.AudioParser property) (fastrag.ingestion.steps.parsing.base.Parser property) (fastrag.ingestion.steps.parsing.chandra.ChandraParser property) (fastrag.ingestion.steps.parsing.ChandraParser property) (fastrag.ingestion.steps.parsing.DecisionsParser property) (fastrag.ingestion.steps.parsing.default.DefaultParser property) (fastrag.ingestion.steps.parsing.DefaultParser property) (fastrag.ingestion.steps.parsing.docling.DoclingParser property) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser property) (fastrag.ingestion.steps.parsing.DoclingParser property) (fastrag.ingestion.steps.parsing.DoclingServeParser property) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser property) (fastrag.ingestion.steps.parsing.DocusaurusParser property) (fastrag.ingestion.steps.parsing.html.HtmlParser property) (fastrag.ingestion.steps.parsing.HtmlParser property) (fastrag.ingestion.steps.parsing.mineru.MineruParser property) (fastrag.ingestion.steps.parsing.MineruParser property) (fastrag.ingestion.steps.parsing.OpenAIParser property) (fastrag.ingestion.steps.parsing.OpenAIVisionParser property) (fastrag.ingestion.steps.parsing.Parser property) (fastrag.ingestion.steps.parsing.ParserRouter property) (fastrag.ingestion.steps.parsing.pdf.PDFParser property) (fastrag.ingestion.steps.parsing.PDFParser property) (fastrag.ingestion.steps.parsing.router.ParserRouter property) (fastrag.ingestion.steps.parsing.svg.SvgParser property) (fastrag.ingestion.steps.parsing.SvgParser property) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser property) (fastrag.ingestion.steps.parsing.TrafilaturaParser property) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser property) ConfigurationError ConsoleLogger (class in fastrag.ingestion.logger) (class in fastrag.ingestion.logger.console) content (fastrag.Document attribute) (fastrag.ingestion.cache.schema.DocumentRecord attribute) (fastrag.ingestion.cache.schema.SourceRecord attribute) (fastrag.ingestion.cache.schema.SourceSnapshot attribute) (fastrag.ingestion.models.Source attribute) (fastrag.ingestion.Source attribute) (fastrag.models.Document attribute) (fastrag.query.chat.base.ChatMessage attribute) (fastrag.query.chat.ChatMessage attribute) (fastrag.query.llm.base.Message attribute) (fastrag.query.llm.Message attribute) content_encoding (fastrag.ingestion.cache.schema.SourceRecord attribute) (fastrag.ingestion.cache.schema.SourceSnapshot attribute) content_format (fastrag.ingestion.steps.chunking.base.Chunker attribute) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.CharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.Chunker attribute) (fastrag.ingestion.steps.chunking.ChunkerRouter attribute) (fastrag.ingestion.steps.chunking.docling.DoclingChunker attribute) (fastrag.ingestion.steps.chunking.DoclingChunker attribute) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker attribute) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker attribute) (fastrag.ingestion.steps.chunking.heading.HeadingChunker attribute) (fastrag.ingestion.steps.chunking.HeadingChunker attribute) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker attribute) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker attribute) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.router.ChunkerRouter attribute) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker attribute) (fastrag.ingestion.steps.chunking.SemanticChunker attribute) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker attribute) (fastrag.ingestion.steps.chunking.StructureAwareChunker attribute) (fastrag.ingestion.steps.parsing.ai.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.ai.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.audio.AudioParser attribute) (fastrag.ingestion.steps.parsing.AudioParser attribute) (fastrag.ingestion.steps.parsing.base.Parser attribute) (fastrag.ingestion.steps.parsing.chandra.ChandraParser attribute) (fastrag.ingestion.steps.parsing.ChandraParser attribute) (fastrag.ingestion.steps.parsing.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.default.DefaultParser attribute) (fastrag.ingestion.steps.parsing.DefaultParser attribute) (fastrag.ingestion.steps.parsing.docling.DoclingParser attribute) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser attribute) (fastrag.ingestion.steps.parsing.DoclingParser attribute) (fastrag.ingestion.steps.parsing.DoclingServeParser attribute) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser attribute) (fastrag.ingestion.steps.parsing.DocusaurusParser attribute) (fastrag.ingestion.steps.parsing.html.HtmlParser attribute) (fastrag.ingestion.steps.parsing.HtmlParser attribute) (fastrag.ingestion.steps.parsing.mineru.MineruParser attribute) (fastrag.ingestion.steps.parsing.MineruParser attribute) (fastrag.ingestion.steps.parsing.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.OpenAIVisionParser attribute) (fastrag.ingestion.steps.parsing.Parser attribute) (fastrag.ingestion.steps.parsing.ParserRouter attribute) (fastrag.ingestion.steps.parsing.pdf.PDFParser attribute) (fastrag.ingestion.steps.parsing.PDFParser attribute) (fastrag.ingestion.steps.parsing.router.ParserRouter attribute) (fastrag.ingestion.steps.parsing.svg.SvgParser attribute) (fastrag.ingestion.steps.parsing.SvgParser attribute) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser attribute) (fastrag.ingestion.steps.parsing.TrafilaturaParser attribute) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser attribute) content_hash (fastrag.ingestion.cache.schema.SourceRecord attribute) (fastrag.ingestion.cache.schema.SourceSnapshot attribute) (fastrag.ingestion.models.Source attribute) (fastrag.ingestion.Source attribute) content_type (fastrag.ingestion.cache.schema.SourceRecord attribute) (fastrag.ingestion.cache.schema.SourceSnapshot attribute) (fastrag.ingestion.models.Source attribute) (fastrag.ingestion.Source attribute) ContentFormat (class in fastrag.models) ContentFormatFilter (class in fastrag.ingestion.filters) (class in fastrag.ingestion.filters.contentformat) ContextLengthError contiguous_runs() (in module fastrag.ingestion.steps.parsing.pdf) cookie_domain (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) cookie_secure (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) Correctness (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.generation) Cost (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.operational) count (fastrag.benchmark.metrics.base.DistributionSummary attribute) (fastrag.benchmark.metrics.DistributionSummary attribute) count() (fastrag.ingestion.steps.chunking.structure.TiktokenTokenizer method) (fastrag.ingestion.steps.chunking.structure.Tokenizer method) (fastrag.ingestion.steps.chunking.structure.Utf8ByteTokenizer method) (fastrag.ingestion.steps.chunking.TiktokenTokenizer method) (fastrag.ingestion.steps.chunking.Tokenizer method) (fastrag.ingestion.steps.chunking.Utf8ByteTokenizer method) (fastrag.models.ContentFormat method) country (fastrag.query.chat.base.Session attribute) (fastrag.query.chat.Session attribute) CountryResolver (class in fastrag.serve.geolocalization) (class in fastrag.serve.geolocalization.resolver) CoverageUnit (class in fastrag.normalization) (class in fastrag.normalization.models) create_app() (in module fastrag.serve) (in module fastrag.serve.app) create_chat() (fastrag.query.chat.base.ChatStore method) (fastrag.query.chat.ChatStore method) (fastrag.query.chat.postgres.PostgresChatStore method) (fastrag.query.chat.PostgresChatStore method) create_session() (fastrag.query.chat.base.ChatStore method) (fastrag.query.chat.ChatStore method) (fastrag.query.chat.postgres.PostgresChatStore method) (fastrag.query.chat.PostgresChatStore method) created_at (fastrag.benchmark.BenchmarkResult attribute) (fastrag.benchmark.results.BenchmarkResult attribute) (fastrag.query.chat.base.Chat attribute) (fastrag.query.chat.base.ChatMessage attribute) (fastrag.query.chat.base.Session attribute) (fastrag.query.chat.Chat attribute) (fastrag.query.chat.ChatMessage attribute) (fastrag.query.chat.Session attribute)

D

dataset (fastrag.benchmark.Benchmark attribute) (fastrag.benchmark.benchmark.Benchmark attribute) DecisionsParser (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.ai) DecisionsRenderer (class in fastrag.ingestion.steps.fetching) (class in fastrag.ingestion.steps.fetching.renderers) default() (fastrag.ingestion.steps.base.RoutedStep method) (fastrag.ingestion.steps.chunking.ChunkerRouter method) (fastrag.ingestion.steps.chunking.router.ChunkerRouter method) (fastrag.ingestion.steps.parsing.ParserRouter method) (fastrag.ingestion.steps.parsing.router.ParserRouter method) DEFAULT_COLLECTION (in module fastrag.vector_store.chroma) (in module fastrag.vector_store.milvus) DEFAULT_DOCUSAURUS_SELECTORS (in module fastrag.ingestion.steps.parsing.docusaurus) DEFAULT_LIMIT (in module fastrag.query.chat.base) DEFAULT_SCHEMA (in module fastrag.ingestion.cache.schema) (in module fastrag.query.chat.schema) DEFAULT_STRIP_SELECTORS (in module fastrag.ingestion.steps.parsing.html) DefaultParser (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.default) delay (fastrag.ingestion.events.ItemRetrying attribute) delay_for() (fastrag.ingestion.Policy method) (fastrag.ingestion.policy.Policy method) delete() (fastrag.vector_store.base.VectorStore method) (fastrag.vector_store.chroma.ChromaVectorStore method) (fastrag.vector_store.ChromaVectorStore method) (fastrag.vector_store.milvus.MilvusVectorStore method) (fastrag.vector_store.MilvusVectorStore method) (fastrag.vector_store.opensearch.OpenSearchVectorStore method) (fastrag.vector_store.OpenSearchVectorStore method) (fastrag.vector_store.VectorStore method) delete_chat() (fastrag.query.chat.base.ChatStore method) (fastrag.query.chat.ChatStore method) (fastrag.query.chat.postgres.PostgresChatStore method) (fastrag.query.chat.PostgresChatStore method) delete_documents() (fastrag.ingestion.cache.base.CacheStore method) (fastrag.ingestion.cache.postgres.PostgresCache method) (fastrag.ingestion.cache.PostgresCache method) (fastrag.ingestion.cache.sqlite.SQLiteCache method) (fastrag.ingestion.cache.SQLiteCache method) delete_sources() (fastrag.ingestion.cache.base.CacheStore method) (fastrag.ingestion.cache.postgres.PostgresCache method) (fastrag.ingestion.cache.PostgresCache method) (fastrag.ingestion.cache.sqlite.SQLiteCache method) (fastrag.ingestion.cache.SQLiteCache method) deleted (fastrag.ingestion.events.DocumentsPruned attribute) describe() (fastrag.ingestion.steps.parsing.OpenAIVisionParser method) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser method) describe_error() (in module fastrag.exceptions)

detect() (fastrag.retrieval.language.LanguageDetector method) (fastrag.retrieval.language.LinguaLanguageDetector method) (fastrag.retrieval.LanguageDetector method) (fastrag.retrieval.LinguaLanguageDetector method) Diagnostic (class in fastrag.normalization) (class in fastrag.normalization.models) dimension (fastrag.ingestion.steps.embedding.base.Embedder property) (fastrag.ingestion.steps.embedding.Embedder property) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder property) (fastrag.ingestion.steps.embedding.Model2VecEmbedder property) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder property) (fastrag.ingestion.steps.embedding.OpenAIEmbedder property) DistributionSummary (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.base) DOCLING (fastrag.models.ContentFormat attribute) DoclingChunker (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.docling) DoclingParser (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.docling) DoclingServeParser (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.docling_serve) Document (class in fastrag) (class in fastrag.models) document (fastrag.ingestion.events.DocumentChunked attribute) (fastrag.ingestion.events.DocumentEmbedded attribute) (fastrag.ingestion.events.DocumentParsed attribute) (fastrag.ingestion.events.DocumentSaved attribute) document_cache_id() (in module fastrag.ingestion.cache) (in module fastrag.ingestion.cache.ids) document_id (fastrag.ingestion.cache.schema.DocumentSnapshot attribute) DocumentBucket (class in fastrag.ingestion.cache.schema) DocumentChunked (class in fastrag.ingestion.events) DocumentEmbedded (class in fastrag.ingestion.events) DocumentFetched (class in fastrag.ingestion.events) DocumentParsed (class in fastrag.ingestion.events) DocumentRecord (class in fastrag.ingestion.cache.schema) DocumentSaved (class in fastrag.ingestion.events) DocumentsLogger (class in fastrag.ingestion.logger) (class in fastrag.ingestion.logger.documents) DocumentSnapshot (class in fastrag.ingestion.cache.schema) DocumentsPruned (class in fastrag.ingestion.events) DocumentStep (class in fastrag.ingestion.steps.base) DocumentStream (in module fastrag.ingestion.steps.parsing.docling) docusaurus_filter (in module fastrag.ingestion.steps.parsing.docusaurus) DocusaurusParser (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.docusaurus) DoneChunk (class in fastrag.query) (class in fastrag.query.engine) duration_s (fastrag.benchmark.BenchmarkResult attribute) (fastrag.benchmark.results.BenchmarkResult attribute)

E

effective_policy() (fastrag.ingestion.steps.base.DocumentStep method) (fastrag.ingestion.steps.base.PipelineStep method) (fastrag.ingestion.steps.base.RoutedStep method) (fastrag.ingestion.steps.base.SourceStep method) (fastrag.ingestion.steps.chunking.base.Chunker method) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.Chunker method) (fastrag.ingestion.steps.chunking.ChunkerRouter method) (fastrag.ingestion.steps.chunking.docling.DoclingChunker method) (fastrag.ingestion.steps.chunking.DoclingChunker method) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.heading.HeadingChunker method) (fastrag.ingestion.steps.chunking.HeadingChunker method) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.router.ChunkerRouter method) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker method) (fastrag.ingestion.steps.chunking.SemanticChunker method) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker method) (fastrag.ingestion.steps.chunking.StructureAwareChunker method) (fastrag.ingestion.steps.embedding.base.Embedder method) (fastrag.ingestion.steps.embedding.Embedder method) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder method) (fastrag.ingestion.steps.embedding.OpenAIEmbedder method) (fastrag.ingestion.steps.fetching.base.Fetcher method) (fastrag.ingestion.steps.fetching.Fetcher method) (fastrag.ingestion.steps.fetching.file.FileSource method) (fastrag.ingestion.steps.fetching.FileSource method) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler method) (fastrag.ingestion.steps.fetching.SitemapCrawler method) (fastrag.ingestion.steps.fetching.Sources method) (fastrag.ingestion.steps.fetching.sources.Sources method) (fastrag.ingestion.steps.fetching.web.WebCrawler method) (fastrag.ingestion.steps.fetching.WebCrawler method) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher method) (fastrag.ingestion.steps.fetching.YouTubeFetcher method) (fastrag.ingestion.steps.parsing.ai.DecisionsParser method) (fastrag.ingestion.steps.parsing.ai.OpenAIParser method) (fastrag.ingestion.steps.parsing.audio.AudioParser method) (fastrag.ingestion.steps.parsing.AudioParser method) (fastrag.ingestion.steps.parsing.base.Parser method) (fastrag.ingestion.steps.parsing.chandra.ChandraParser method) (fastrag.ingestion.steps.parsing.ChandraParser method) (fastrag.ingestion.steps.parsing.DecisionsParser method) (fastrag.ingestion.steps.parsing.default.DefaultParser method) (fastrag.ingestion.steps.parsing.DefaultParser method) (fastrag.ingestion.steps.parsing.docling.DoclingParser method) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser method) (fastrag.ingestion.steps.parsing.DoclingParser method) (fastrag.ingestion.steps.parsing.DoclingServeParser method) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser method) (fastrag.ingestion.steps.parsing.DocusaurusParser method) (fastrag.ingestion.steps.parsing.html.HtmlParser method) (fastrag.ingestion.steps.parsing.HtmlParser method) (fastrag.ingestion.steps.parsing.mineru.MineruParser method) (fastrag.ingestion.steps.parsing.MineruParser method) (fastrag.ingestion.steps.parsing.OpenAIParser method) (fastrag.ingestion.steps.parsing.OpenAIVisionParser method) (fastrag.ingestion.steps.parsing.Parser method) (fastrag.ingestion.steps.parsing.ParserRouter method) (fastrag.ingestion.steps.parsing.pdf.PDFParser method) (fastrag.ingestion.steps.parsing.PDFParser method) (fastrag.ingestion.steps.parsing.router.ParserRouter method) (fastrag.ingestion.steps.parsing.svg.SvgParser method) (fastrag.ingestion.steps.parsing.SvgParser method) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser method) elapsed (fastrag.ingestion.events.ItemFinished attribute) embed() (fastrag.ingestion.steps.embedding.base.Embedder method) (fastrag.ingestion.steps.embedding.Embedder method) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder method) (fastrag.ingestion.steps.embedding.OpenAIEmbedder method) embed_urls() (in module fastrag.ingestion.steps.fetching.youtube) Embedder (class in fastrag.ingestion.steps.embedding) (class in fastrag.ingestion.steps.embedding.base) embedding (fastrag.Document attribute) (fastrag.ingestion.cache.schema.DocumentRecord attribute) (fastrag.ingestion.cache.schema.DocumentSnapshot attribute) (fastrag.models.Document attribute) EmbeddingError EmbeddingSemanticChunker (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.embedding_semantic) emit() (fastrag.ingestion.steps.base.ExecutionContext method) encode() (fastrag.models.ContentFormat method) endswith() (fastrag.models.ContentFormat method) engine (fastrag.query.chat.postgres.PostgresChatStore property) (fastrag.query.chat.PostgresChatStore property) ensure_ready() (fastrag.vector_store.base.VectorStore method) (fastrag.vector_store.chroma.ChromaVectorStore method) (fastrag.vector_store.ChromaVectorStore method) (fastrag.vector_store.milvus.MilvusVectorStore method) (fastrag.vector_store.MilvusVectorStore method) (fastrag.vector_store.opensearch.OpenSearchVectorStore method) (fastrag.vector_store.OpenSearchVectorStore method) (fastrag.vector_store.VectorStore method) error (fastrag.benchmark.results.SampleResult attribute) (fastrag.benchmark.SampleResult attribute) (fastrag.ingestion.events.ItemFailed attribute) (fastrag.ingestion.events.ItemFinished attribute) (fastrag.ingestion.events.ItemRetrying attribute) (fastrag.ingestion.events.StepFailed attribute) error_code (fastrag.query.chat.base.ChatMessage attribute) (fastrag.query.chat.ChatMessage attribute) error_message (fastrag.query.chat.base.ChatMessage attribute) (fastrag.query.chat.ChatMessage attribute) errored (fastrag.benchmark.results.StatusCounts attribute) (fastrag.benchmark.StatusCounts attribute) etag (fastrag.ingestion.cache.schema.SourceRecord attribute) (fastrag.ingestion.cache.schema.SourceSnapshot attribute) (fastrag.ingestion.models.Source attribute) (fastrag.ingestion.Source attribute) EvalSample (class in fastrag.benchmark) (class in fastrag.benchmark.datasets) evaluate() (fastrag.ingestion.steps.base.DocumentStep method) (fastrag.ingestion.steps.base.PipelineStep method) (fastrag.ingestion.steps.base.RoutedStep method) (fastrag.ingestion.steps.base.SourceStep method) (fastrag.ingestion.steps.chunking.base.Chunker method) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.Chunker method) (fastrag.ingestion.steps.chunking.ChunkerRouter method) (fastrag.ingestion.steps.chunking.docling.DoclingChunker method) (fastrag.ingestion.steps.chunking.DoclingChunker method) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.heading.HeadingChunker method) (fastrag.ingestion.steps.chunking.HeadingChunker method) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.router.ChunkerRouter method) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker method) (fastrag.ingestion.steps.chunking.SemanticChunker method) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker method) (fastrag.ingestion.steps.chunking.StructureAwareChunker method) (fastrag.ingestion.steps.embedding.base.Embedder method) (fastrag.ingestion.steps.embedding.Embedder method) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder method) (fastrag.ingestion.steps.embedding.OpenAIEmbedder method) (fastrag.ingestion.steps.fetching.base.Fetcher method) (fastrag.ingestion.steps.fetching.Fetcher method) (fastrag.ingestion.steps.fetching.file.FileSource method) (fastrag.ingestion.steps.fetching.FileSource method) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler method) (fastrag.ingestion.steps.fetching.SitemapCrawler method) (fastrag.ingestion.steps.fetching.Sources method) (fastrag.ingestion.steps.fetching.sources.Sources method) (fastrag.ingestion.steps.fetching.web.WebCrawler method) (fastrag.ingestion.steps.fetching.WebCrawler method) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher method) (fastrag.ingestion.steps.fetching.YouTubeFetcher method) (fastrag.ingestion.steps.parsing.ai.DecisionsParser method) (fastrag.ingestion.steps.parsing.ai.OpenAIParser method) (fastrag.ingestion.steps.parsing.audio.AudioParser method) (fastrag.ingestion.steps.parsing.AudioParser method) (fastrag.ingestion.steps.parsing.base.Parser method) (fastrag.ingestion.steps.parsing.chandra.ChandraParser method) (fastrag.ingestion.steps.parsing.ChandraParser method) (fastrag.ingestion.steps.parsing.DecisionsParser method) (fastrag.ingestion.steps.parsing.default.DefaultParser method) (fastrag.ingestion.steps.parsing.DefaultParser method) (fastrag.ingestion.steps.parsing.docling.DoclingParser method) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser method) (fastrag.ingestion.steps.parsing.DoclingParser method) (fastrag.ingestion.steps.parsing.DoclingServeParser method) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser method) (fastrag.ingestion.steps.parsing.DocusaurusParser method) (fastrag.ingestion.steps.parsing.html.HtmlParser method) (fastrag.ingestion.steps.parsing.HtmlParser method) (fastrag.ingestion.steps.parsing.mineru.MineruParser method) (fastrag.ingestion.steps.parsing.MineruParser method) (fastrag.ingestion.steps.parsing.OpenAIParser method) (fastrag.ingestion.steps.parsing.OpenAIVisionParser method) (fastrag.ingestion.steps.parsing.Parser method) (fastrag.ingestion.steps.parsing.ParserRouter method) (fastrag.ingestion.steps.parsing.pdf.PDFParser method) (fastrag.ingestion.steps.parsing.PDFParser method) (fastrag.ingestion.steps.parsing.router.ParserRouter method) (fastrag.ingestion.steps.parsing.svg.SvgParser method) (fastrag.ingestion.steps.parsing.SvgParser method) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser method)

evaluate_items() (fastrag.ingestion.steps.base.DocumentStep method) (fastrag.ingestion.steps.chunking.base.Chunker method) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.Chunker method) (fastrag.ingestion.steps.chunking.ChunkerRouter method) (fastrag.ingestion.steps.chunking.docling.DoclingChunker method) (fastrag.ingestion.steps.chunking.DoclingChunker method) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.heading.HeadingChunker method) (fastrag.ingestion.steps.chunking.HeadingChunker method) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.router.ChunkerRouter method) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker method) (fastrag.ingestion.steps.chunking.SemanticChunker method) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker method) (fastrag.ingestion.steps.chunking.StructureAwareChunker method) (fastrag.ingestion.steps.embedding.base.Embedder method) (fastrag.ingestion.steps.embedding.Embedder method) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder method) (fastrag.ingestion.steps.embedding.OpenAIEmbedder method) (fastrag.ingestion.steps.parsing.ai.DecisionsParser method) (fastrag.ingestion.steps.parsing.ai.OpenAIParser method) (fastrag.ingestion.steps.parsing.audio.AudioParser method) (fastrag.ingestion.steps.parsing.AudioParser method) (fastrag.ingestion.steps.parsing.base.Parser method) (fastrag.ingestion.steps.parsing.chandra.ChandraParser method) (fastrag.ingestion.steps.parsing.ChandraParser method) (fastrag.ingestion.steps.parsing.DecisionsParser method) (fastrag.ingestion.steps.parsing.default.DefaultParser method) (fastrag.ingestion.steps.parsing.DefaultParser method) (fastrag.ingestion.steps.parsing.docling.DoclingParser method) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser method) (fastrag.ingestion.steps.parsing.DoclingParser method) (fastrag.ingestion.steps.parsing.DoclingServeParser method) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser method) (fastrag.ingestion.steps.parsing.DocusaurusParser method) (fastrag.ingestion.steps.parsing.html.HtmlParser method) (fastrag.ingestion.steps.parsing.HtmlParser method) (fastrag.ingestion.steps.parsing.mineru.MineruParser method) (fastrag.ingestion.steps.parsing.MineruParser method) (fastrag.ingestion.steps.parsing.OpenAIParser method) (fastrag.ingestion.steps.parsing.OpenAIVisionParser method) (fastrag.ingestion.steps.parsing.Parser method) (fastrag.ingestion.steps.parsing.ParserRouter method) (fastrag.ingestion.steps.parsing.pdf.PDFParser method) (fastrag.ingestion.steps.parsing.PDFParser method) (fastrag.ingestion.steps.parsing.router.ParserRouter method) (fastrag.ingestion.steps.parsing.svg.SvgParser method) (fastrag.ingestion.steps.parsing.SvgParser method) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser method) evaluate_target() (fastrag.ingestion.steps.fetching.file.FileSource method) (fastrag.ingestion.steps.fetching.FileSource method) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler method) (fastrag.ingestion.steps.fetching.SitemapCrawler method) (fastrag.ingestion.steps.fetching.web.WebCrawler method) (fastrag.ingestion.steps.fetching.WebCrawler method) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher method) (fastrag.ingestion.steps.fetching.YouTubeFetcher method) event_name (fastrag.ingestion.events.DocumentChunked attribute) (fastrag.ingestion.events.DocumentEmbedded attribute) (fastrag.ingestion.events.DocumentFetched attribute) (fastrag.ingestion.events.DocumentParsed attribute) (fastrag.ingestion.events.DocumentSaved attribute) (fastrag.ingestion.events.DocumentsPruned attribute) (fastrag.ingestion.events.ItemFailed attribute) (fastrag.ingestion.events.ItemStarted attribute) (fastrag.ingestion.events.StepCompleted attribute) (fastrag.ingestion.events.StepFailed attribute) (fastrag.ingestion.events.StepProgress attribute) (fastrag.ingestion.events.StepStarted attribute) (fastrag.ingestion.steps.base.DocumentStep attribute) (fastrag.ingestion.steps.base.PipelineStep attribute) (fastrag.ingestion.steps.base.RoutedStep attribute) (fastrag.ingestion.steps.base.SourceStep attribute) (fastrag.ingestion.steps.chunking.base.Chunker attribute) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.CharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.Chunker attribute) (fastrag.ingestion.steps.chunking.ChunkerRouter attribute) (fastrag.ingestion.steps.chunking.docling.DoclingChunker attribute) (fastrag.ingestion.steps.chunking.DoclingChunker attribute) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker attribute) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker attribute) (fastrag.ingestion.steps.chunking.heading.HeadingChunker attribute) (fastrag.ingestion.steps.chunking.HeadingChunker attribute) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker attribute) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker attribute) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.router.ChunkerRouter attribute) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker attribute) (fastrag.ingestion.steps.chunking.SemanticChunker attribute) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker attribute) (fastrag.ingestion.steps.chunking.StructureAwareChunker attribute) (fastrag.ingestion.steps.embedding.base.Embedder attribute) (fastrag.ingestion.steps.embedding.Embedder attribute) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder attribute) (fastrag.ingestion.steps.embedding.Model2VecEmbedder attribute) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder attribute) (fastrag.ingestion.steps.embedding.OpenAIEmbedder attribute) (fastrag.ingestion.steps.fetching.base.Fetcher attribute) (fastrag.ingestion.steps.fetching.Fetcher attribute) (fastrag.ingestion.steps.fetching.file.FileSource attribute) (fastrag.ingestion.steps.fetching.FileSource attribute) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher attribute) (fastrag.ingestion.steps.fetching.LocalFileFetcher attribute) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler attribute) (fastrag.ingestion.steps.fetching.SitemapCrawler attribute) (fastrag.ingestion.steps.fetching.Sources attribute) (fastrag.ingestion.steps.fetching.sources.Sources attribute) (fastrag.ingestion.steps.fetching.web.WebCrawler attribute) (fastrag.ingestion.steps.fetching.WebCrawler attribute) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher attribute) (fastrag.ingestion.steps.fetching.YouTubeFetcher attribute) (fastrag.ingestion.steps.parsing.ai.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.ai.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.audio.AudioParser attribute) (fastrag.ingestion.steps.parsing.AudioParser attribute) (fastrag.ingestion.steps.parsing.base.Parser attribute) (fastrag.ingestion.steps.parsing.chandra.ChandraParser attribute) (fastrag.ingestion.steps.parsing.ChandraParser attribute) (fastrag.ingestion.steps.parsing.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.default.DefaultParser attribute) (fastrag.ingestion.steps.parsing.DefaultParser attribute) (fastrag.ingestion.steps.parsing.docling.DoclingParser attribute) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser attribute) (fastrag.ingestion.steps.parsing.DoclingParser attribute) (fastrag.ingestion.steps.parsing.DoclingServeParser attribute) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser attribute) (fastrag.ingestion.steps.parsing.DocusaurusParser attribute) (fastrag.ingestion.steps.parsing.html.HtmlParser attribute) (fastrag.ingestion.steps.parsing.HtmlParser attribute) (fastrag.ingestion.steps.parsing.mineru.MineruParser attribute) (fastrag.ingestion.steps.parsing.MineruParser attribute) (fastrag.ingestion.steps.parsing.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.OpenAIVisionParser attribute) (fastrag.ingestion.steps.parsing.Parser attribute) (fastrag.ingestion.steps.parsing.ParserRouter attribute) (fastrag.ingestion.steps.parsing.pdf.PDFParser attribute) (fastrag.ingestion.steps.parsing.PDFParser attribute) (fastrag.ingestion.steps.parsing.router.ParserRouter attribute) (fastrag.ingestion.steps.parsing.svg.SvgParser attribute) (fastrag.ingestion.steps.parsing.SvgParser attribute) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser attribute) (fastrag.ingestion.steps.parsing.TrafilaturaParser attribute) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser attribute) event_sink (fastrag.ingestion.steps.base.ExecutionContext attribute) event_sink_scope() (in module fastrag.ingestion.steps.base) Exclusion (class in fastrag.normalization) (class in fastrag.normalization.models) ExecutionContext (class in fastrag.ingestion.steps.base) existing_ids() (fastrag.vector_store.base.VectorStore method) (fastrag.vector_store.chroma.ChromaVectorStore method) (fastrag.vector_store.ChromaVectorStore method) (fastrag.vector_store.milvus.MilvusVectorStore method) (fastrag.vector_store.MilvusVectorStore method) (fastrag.vector_store.opensearch.OpenSearchVectorStore method) (fastrag.vector_store.OpenSearchVectorStore method) (fastrag.vector_store.VectorStore method) expandtabs() (fastrag.models.ContentFormat method) expected_answers (fastrag.benchmark.ColumnMapping attribute) (fastrag.benchmark.datasets.ColumnMapping attribute) (fastrag.benchmark.datasets.EvalSample attribute) (fastrag.benchmark.EvalSample attribute) expires_at (fastrag.query.chat.base.Chat attribute) (fastrag.query.chat.base.Session attribute) (fastrag.query.chat.Chat attribute) (fastrag.query.chat.Session attribute) expiry_bump_min_days (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) extra_body (fastrag.ingestion.steps.fetching.ChatRenderer attribute) (fastrag.ingestion.steps.fetching.DecisionsRenderer attribute) (fastrag.ingestion.steps.fetching.renderers.ChatRenderer attribute) (fastrag.ingestion.steps.fetching.renderers.DecisionsRenderer attribute) (fastrag.ingestion.steps.parsing.ai.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.ai.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.OpenAIParser attribute)

F

failures (fastrag.ingestion.events.DocumentsPruned attribute) Faithfulness (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.generation) FALLBACK_METADATA_KEY (in module fastrag.ingestion.steps.parsing.docusaurus) fastrag module fastrag.benchmark module fastrag.benchmark.benchmark module fastrag.benchmark.comparison module fastrag.benchmark.datasets module fastrag.benchmark.metrics module fastrag.benchmark.metrics.base module fastrag.benchmark.metrics.generation module fastrag.benchmark.metrics.operational module fastrag.benchmark.metrics.retrieval module fastrag.benchmark.results module fastrag.exceptions module fastrag.ingestion module fastrag.ingestion.cache module fastrag.ingestion.cache.base module fastrag.ingestion.cache.ids module fastrag.ingestion.cache.postgres module fastrag.ingestion.cache.schema module fastrag.ingestion.cache.sqlite module fastrag.ingestion.events module fastrag.ingestion.filters module fastrag.ingestion.filters.base module fastrag.ingestion.filters.contentformat module fastrag.ingestion.filters.mediatype module fastrag.ingestion.filters.url module fastrag.ingestion.logger module fastrag.ingestion.logger.base module fastrag.ingestion.logger.chunk module fastrag.ingestion.logger.console module fastrag.ingestion.logger.documents module fastrag.ingestion.logger.source module fastrag.ingestion.logger.source_list module fastrag.ingestion.logger.source_tree module fastrag.ingestion.models module fastrag.ingestion.pipeline module fastrag.ingestion.policy module fastrag.ingestion.steps module fastrag.ingestion.steps.base module fastrag.ingestion.steps.chunking module fastrag.ingestion.steps.chunking.base module fastrag.ingestion.steps.chunking.character module fastrag.ingestion.steps.chunking.docling module fastrag.ingestion.steps.chunking.embedding_semantic module fastrag.ingestion.steps.chunking.heading module fastrag.ingestion.steps.chunking.langchain_semantic module fastrag.ingestion.steps.chunking.recursive module fastrag.ingestion.steps.chunking.refinement module fastrag.ingestion.steps.chunking.router module fastrag.ingestion.steps.chunking.semantic module fastrag.ingestion.steps.chunking.structure module fastrag.ingestion.steps.chunking.validation module fastrag.ingestion.steps.embedding module fastrag.ingestion.steps.embedding.base module fastrag.ingestion.steps.embedding.model2vec module fastrag.ingestion.steps.embedding.openai module fastrag.ingestion.steps.fetching module fastrag.ingestion.steps.fetching.base module fastrag.ingestion.steps.fetching.file module fastrag.ingestion.steps.fetching.http module fastrag.ingestion.steps.fetching.local module fastrag.ingestion.steps.fetching.renderers module fastrag.ingestion.steps.fetching.sitemap module fastrag.ingestion.steps.fetching.sources module fastrag.ingestion.steps.fetching.web module fastrag.ingestion.steps.fetching.youtube module fastrag.ingestion.steps.parsing module fastrag.ingestion.steps.parsing.ai module fastrag.ingestion.steps.parsing.audio module fastrag.ingestion.steps.parsing.base module fastrag.ingestion.steps.parsing.capabilities module fastrag.ingestion.steps.parsing.chandra module fastrag.ingestion.steps.parsing.default module

fastrag.ingestion.steps.parsing.docling module fastrag.ingestion.steps.parsing.docling_serve module fastrag.ingestion.steps.parsing.docusaurus module fastrag.ingestion.steps.parsing.dynamic module fastrag.ingestion.steps.parsing.html module fastrag.ingestion.steps.parsing.mineru module fastrag.ingestion.steps.parsing.pdf module fastrag.ingestion.steps.parsing.router module fastrag.ingestion.steps.parsing.svg module fastrag.ingestion.steps.parsing.trafilatura module fastrag.ingestion.steps.parsing.vision module fastrag.lexical_store module fastrag.lexical_store.base module fastrag.models module fastrag.normalization module fastrag.normalization.html module fastrag.normalization.markdown module fastrag.normalization.models module fastrag.normalization.rst module fastrag.query module fastrag.query.chat module fastrag.query.chat.base module fastrag.query.chat.postgres module fastrag.query.chat.schema module fastrag.query.engine module fastrag.query.llm module fastrag.query.llm.base module fastrag.query.llm.openai module fastrag.query.prompts module fastrag.query.prompts.templates module fastrag.retrieval module fastrag.retrieval.base module fastrag.retrieval.bm25 module fastrag.retrieval.fusion module fastrag.retrieval.fusion.base module fastrag.retrieval.fusion.rrf module fastrag.retrieval.hybrid module fastrag.retrieval.language module fastrag.retrieval.reranking module fastrag.retrieval.reranking.base module fastrag.retrieval.reranking.cohere module fastrag.retrieval.reranking_retriever module fastrag.retrieval.sections module fastrag.retrieval.vector module fastrag.serve module fastrag.serve.app module fastrag.serve.cleanup module fastrag.serve.cli module fastrag.serve.config module fastrag.serve.geolocalization module fastrag.serve.geolocalization.dependencies module fastrag.serve.geolocalization.resolver module fastrag.vector_store module fastrag.vector_store.base module fastrag.vector_store.chroma module fastrag.vector_store.milvus module fastrag.vector_store.opensearch module FastragError fetch() (fastrag.ingestion.steps.fetching.base.Fetcher method) (fastrag.ingestion.steps.fetching.Fetcher method) (fastrag.ingestion.steps.fetching.file.FileSource method) (fastrag.ingestion.steps.fetching.FileSource method) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler method) (fastrag.ingestion.steps.fetching.SitemapCrawler method) (fastrag.ingestion.steps.fetching.web.WebCrawler method) (fastrag.ingestion.steps.fetching.WebCrawler method) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher method) (fastrag.ingestion.steps.fetching.YouTubeFetcher method) fetch_embeds() (in module fastrag.ingestion.steps.fetching.youtube) FetchedPage (class in fastrag.ingestion.steps.fetching.http) Fetcher (class in fastrag.ingestion.steps.fetching) (class in fastrag.ingestion.steps.fetching.base) FetchError FileSource (class in fastrag.ingestion.steps.fetching) (class in fastrag.ingestion.steps.fetching.file) Filter (class in fastrag.ingestion.filters) (class in fastrag.ingestion.filters.base) find() (fastrag.models.ContentFormat method) finish_reason (fastrag.query.chat.base.ChatMessage attribute) (fastrag.query.chat.ChatMessage attribute) format() (fastrag.models.ContentFormat method) format_duration() (in module fastrag.ingestion.logger.console) format_map() (fastrag.models.ContentFormat method) formats (fastrag.normalization.NormalizerRegistry property) from_huggingface() (fastrag.benchmark.datasets.QADataset class method) (fastrag.benchmark.QADataset class method) from_records() (fastrag.benchmark.datasets.QADataset class method) (fastrag.benchmark.QADataset class method) fuse() (fastrag.retrieval.fusion.base.RankFusion method) (fastrag.retrieval.fusion.rrf.ReciprocalRankFusion method)

G

generation_timeout_s (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) geoip_database_path (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) get_bucket_sources() (fastrag.ingestion.cache.base.CacheStore method) (fastrag.ingestion.cache.postgres.PostgresCache method) (fastrag.ingestion.cache.PostgresCache method) (fastrag.ingestion.cache.sqlite.SQLiteCache method) (fastrag.ingestion.cache.SQLiteCache method) get_chat() (fastrag.query.chat.base.ChatStore method) (fastrag.query.chat.ChatStore method) (fastrag.query.chat.postgres.PostgresChatStore method) (fastrag.query.chat.PostgresChatStore method) get_country_resolver() (in module fastrag.serve.geolocalization) (in module fastrag.serve.geolocalization.dependencies) get_document_entries() (fastrag.ingestion.cache.base.CacheStore method) (fastrag.ingestion.cache.postgres.PostgresCache method) (fastrag.ingestion.cache.PostgresCache method) (fastrag.ingestion.cache.sqlite.SQLiteCache method) (fastrag.ingestion.cache.SQLiteCache method) get_document_entries_many() (fastrag.ingestion.cache.base.CacheStore method) (fastrag.ingestion.cache.postgres.PostgresCache method) (fastrag.ingestion.cache.PostgresCache method) (fastrag.ingestion.cache.sqlite.SQLiteCache method) (fastrag.ingestion.cache.SQLiteCache method) get_document_headers_many() (fastrag.ingestion.cache.base.CacheStore method) (fastrag.ingestion.cache.postgres.PostgresCache method) (fastrag.ingestion.cache.PostgresCache method) (fastrag.ingestion.cache.sqlite.SQLiteCache method) (fastrag.ingestion.cache.SQLiteCache method)

get_session() (fastrag.query.chat.base.ChatStore method) (fastrag.query.chat.ChatStore method) (fastrag.query.chat.postgres.PostgresChatStore method) (fastrag.query.chat.PostgresChatStore method) get_source_entries() (fastrag.ingestion.cache.base.CacheStore method) (fastrag.ingestion.cache.postgres.PostgresCache method) (fastrag.ingestion.cache.PostgresCache method) (fastrag.ingestion.cache.sqlite.SQLiteCache method) (fastrag.ingestion.cache.SQLiteCache method) get_source_entries_many() (fastrag.ingestion.cache.base.CacheStore method) (fastrag.ingestion.cache.postgres.PostgresCache method) (fastrag.ingestion.cache.PostgresCache method) (fastrag.ingestion.cache.sqlite.SQLiteCache method) (fastrag.ingestion.cache.SQLiteCache method) get_source_headers_many() (fastrag.ingestion.cache.base.CacheStore method) (fastrag.ingestion.cache.postgres.PostgresCache method) (fastrag.ingestion.cache.PostgresCache method) (fastrag.ingestion.cache.sqlite.SQLiteCache method) (fastrag.ingestion.cache.SQLiteCache method) group_sources() (in module fastrag.query) (in module fastrag.query.prompts) (in module fastrag.query.prompts.templates)

H

has_more (fastrag.query.chat.base.Page attribute) (fastrag.query.chat.Page attribute) header_metadata (fastrag.ingestion.cache.schema.DocumentSnapshot attribute) header_safe (fastrag.ingestion.filters.base.Filter property) (fastrag.ingestion.filters.contentformat.ContentFormatFilter property) (fastrag.ingestion.filters.ContentFormatFilter property) (fastrag.ingestion.filters.Filter property) (fastrag.ingestion.filters.mediatype.MediaTypeFilter property) (fastrag.ingestion.filters.MediaTypeFilter property) (fastrag.ingestion.filters.url.URLFilter property) (fastrag.ingestion.filters.URLFilter property) HeadingChunker (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.heading) higher_is_better (fastrag.benchmark.BenchmarkResult attribute) (fastrag.benchmark.metrics.AnswerRelevancy attribute) (fastrag.benchmark.metrics.base.Metric attribute) (fastrag.benchmark.metrics.Correctness attribute) (fastrag.benchmark.metrics.Cost attribute) (fastrag.benchmark.metrics.Faithfulness attribute) (fastrag.benchmark.metrics.generation.AnswerRelevancy attribute) (fastrag.benchmark.metrics.generation.Correctness attribute) (fastrag.benchmark.metrics.generation.Faithfulness attribute) (fastrag.benchmark.metrics.generation.JudgeMetric attribute) (fastrag.benchmark.metrics.generation.TokenOverlap attribute) (fastrag.benchmark.metrics.HitRate attribute) (fastrag.benchmark.metrics.JudgeMetric attribute) (fastrag.benchmark.metrics.Latency attribute) (fastrag.benchmark.metrics.Metric attribute) (fastrag.benchmark.metrics.MRR attribute) (fastrag.benchmark.metrics.NDCG attribute) (fastrag.benchmark.metrics.operational.Cost attribute) (fastrag.benchmark.metrics.operational.Latency attribute) (fastrag.benchmark.metrics.operational.TokenUsage attribute) (fastrag.benchmark.metrics.Precision attribute) (fastrag.benchmark.metrics.Recall attribute) (fastrag.benchmark.metrics.retrieval.HitRate attribute) (fastrag.benchmark.metrics.retrieval.MRR attribute) (fastrag.benchmark.metrics.retrieval.NDCG attribute) (fastrag.benchmark.metrics.retrieval.Precision attribute) (fastrag.benchmark.metrics.retrieval.Recall attribute) (fastrag.benchmark.metrics.retrieval.RetrievalMetric attribute) (fastrag.benchmark.metrics.RetrievalMetric attribute) (fastrag.benchmark.metrics.TokenOverlap attribute) (fastrag.benchmark.metrics.TokenUsage attribute) (fastrag.benchmark.results.BenchmarkResult attribute)

HitRate (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.retrieval) HTML (fastrag.models.ContentFormat attribute) html_filter (in module fastrag.ingestion.steps.parsing.html) HTML_MEDIA_TYPES (in module fastrag.ingestion.steps.parsing.html) HtmlNormalizer (class in fastrag.normalization) (class in fastrag.normalization.html) HtmlParser (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.html) HttpRenderer (class in fastrag.ingestion.steps.fetching) (class in fastrag.ingestion.steps.fetching.renderers) HybridRetriever (class in fastrag.retrieval) (class in fastrag.retrieval.hybrid)

I

id (fastrag.Document attribute) (fastrag.ingestion.cache.schema.DocumentBucket attribute) (fastrag.ingestion.cache.schema.DocumentRecord attribute) (fastrag.ingestion.cache.schema.SourceBucket attribute) (fastrag.ingestion.cache.schema.SourceRecord attribute) (fastrag.ingestion.models.Source attribute) (fastrag.ingestion.Source attribute) (fastrag.models.Document attribute) (fastrag.query.chat.base.Chat attribute) (fastrag.query.chat.base.ChatMessage attribute) (fastrag.query.chat.base.Session attribute) (fastrag.query.chat.Chat attribute) (fastrag.query.chat.ChatMessage attribute) (fastrag.query.chat.Session attribute) ID_MAX_LENGTH (in module fastrag.vector_store.milvus) ID_PAGE_SIZE (in module fastrag.vector_store.chroma) (in module fastrag.vector_store.milvus) (in module fastrag.vector_store.opensearch) identity (fastrag.ingestion.steps.chunking.structure.Tokenizer attribute) (fastrag.ingestion.steps.chunking.structure.Utf8ByteTokenizer attribute) (fastrag.ingestion.steps.chunking.Tokenizer attribute) (fastrag.ingestion.steps.chunking.Utf8ByteTokenizer attribute) (fastrag.normalization.html.HtmlNormalizer property) (fastrag.normalization.HtmlNormalizer property) (fastrag.normalization.markdown.MarkdownNormalizer property) (fastrag.normalization.MarkdownNormalizer property) (fastrag.normalization.models.Normalizer property) (fastrag.normalization.Normalizer property) (fastrag.normalization.NormalizerRegistry property) (fastrag.normalization.rst.RstNormalizer property) (fastrag.normalization.RstNormalizer property) (fastrag.normalization.TextNormalizer attribute) incomplete (fastrag.benchmark.results.StatusCounts attribute) (fastrag.benchmark.StatusCounts attribute) index() (fastrag.models.ContentFormat method) input_price (fastrag.benchmark.metrics.Cost attribute) (fastrag.benchmark.metrics.operational.Cost attribute) input_tokens (fastrag.benchmark.metrics.base.QueryOutcome attribute)

invoke() (fastrag.query.llm.base.ChatModel method) (fastrag.query.llm.ChatModel method) (fastrag.query.llm.openai.OpenAIChatModel method) (fastrag.query.llm.OpenAIChatModel method) ip_address (fastrag.query.chat.base.Session attribute) (fastrag.query.chat.Session attribute) is_source_modified() (fastrag.ingestion.cache.base.SourceFreshnessValidator method) (fastrag.ingestion.steps.fetching.file.FileSource method) (fastrag.ingestion.steps.fetching.FileSource method) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler method) (fastrag.ingestion.steps.fetching.SitemapCrawler method) (fastrag.ingestion.steps.fetching.web.WebCrawler method) (fastrag.ingestion.steps.fetching.WebCrawler method) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher method) (fastrag.ingestion.steps.fetching.YouTubeFetcher method) isalnum() (fastrag.models.ContentFormat method) isalpha() (fastrag.models.ContentFormat method) isascii() (fastrag.models.ContentFormat method) isdecimal() (fastrag.models.ContentFormat method) isdigit() (fastrag.models.ContentFormat method) isidentifier() (fastrag.models.ContentFormat method) islower() (fastrag.models.ContentFormat method) isnumeric() (fastrag.models.ContentFormat method) isprintable() (fastrag.models.ContentFormat method) isspace() (fastrag.models.ContentFormat method) istitle() (fastrag.models.ContentFormat method) isupper() (fastrag.models.ContentFormat method) item_id (fastrag.ingestion.events.ItemFinished attribute) (fastrag.ingestion.events.ItemRetrying attribute) (fastrag.ingestion.events.ItemStarted attribute) ItemFailed (class in fastrag.ingestion.events) ItemFinished (class in fastrag.ingestion.events) ItemRetrying (class in fastrag.ingestion.events) items (fastrag.query.chat.base.Page attribute) (fastrag.query.chat.Page attribute) ItemStarted (class in fastrag.ingestion.events)

J

join() (fastrag.models.ContentFormat method) judge (fastrag.benchmark.metrics.AnswerRelevancy attribute) (fastrag.benchmark.metrics.Correctness attribute) (fastrag.benchmark.metrics.Faithfulness attribute) (fastrag.benchmark.metrics.generation.AnswerRelevancy attribute) (fastrag.benchmark.metrics.generation.Correctness attribute) (fastrag.benchmark.metrics.generation.Faithfulness attribute) (fastrag.benchmark.metrics.generation.JudgeMetric attribute) (fastrag.benchmark.metrics.JudgeMetric attribute)

JudgeMetric (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.generation)

K

k (fastrag.benchmark.metrics.HitRate attribute) (fastrag.benchmark.metrics.MRR attribute) (fastrag.benchmark.metrics.NDCG attribute) (fastrag.benchmark.metrics.Precision attribute) (fastrag.benchmark.metrics.Recall attribute) (fastrag.benchmark.metrics.retrieval.HitRate attribute) (fastrag.benchmark.metrics.retrieval.MRR attribute) (fastrag.benchmark.metrics.retrieval.NDCG attribute) (fastrag.benchmark.metrics.retrieval.Precision attribute) (fastrag.benchmark.metrics.retrieval.Recall attribute) (fastrag.benchmark.metrics.retrieval.RetrievalMetric attribute) (fastrag.benchmark.metrics.RetrievalMetric attribute) keepalive_interval_s (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute)

keeps_source() (fastrag.ingestion.steps.fetching.web.WebCrawler method) (fastrag.ingestion.steps.fetching.WebCrawler method) key (fastrag.benchmark.metrics.HitRate attribute) (fastrag.benchmark.metrics.MRR attribute) (fastrag.benchmark.metrics.NDCG attribute) (fastrag.benchmark.metrics.Precision attribute) (fastrag.benchmark.metrics.Recall attribute) (fastrag.benchmark.metrics.retrieval.HitRate attribute) (fastrag.benchmark.metrics.retrieval.MRR attribute) (fastrag.benchmark.metrics.retrieval.NDCG attribute) (fastrag.benchmark.metrics.retrieval.Precision attribute) (fastrag.benchmark.metrics.retrieval.Recall attribute) (fastrag.benchmark.metrics.retrieval.RetrievalMetric attribute) (fastrag.benchmark.metrics.RetrievalMetric attribute) KNOWN_DIMENSIONS (in module fastrag.ingestion.steps.embedding.openai)

L

label (fastrag.ingestion.logger.chunk.ChunkLogger attribute) (fastrag.ingestion.logger.ChunkLogger attribute) (fastrag.ingestion.logger.documents.DocumentsLogger attribute) (fastrag.ingestion.logger.DocumentsLogger attribute) (fastrag.ingestion.logger.source.SourceLogger attribute) (fastrag.ingestion.logger.SourceLogger attribute) LangchainSemanticChunker (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.langchain_semantic) LanguageAwareRetriever (class in fastrag.retrieval) (class in fastrag.retrieval.language) LanguageDetector (class in fastrag.retrieval) (class in fastrag.retrieval.language) languages (fastrag.retrieval.language.LanguageDetector attribute), [1] (fastrag.retrieval.language.LinguaLanguageDetector attribute) (fastrag.retrieval.LanguageDetector attribute), [1] (fastrag.retrieval.LinguaLanguageDetector attribute) last_accessed (fastrag.ingestion.cache.schema.DocumentRecord attribute) (fastrag.ingestion.cache.schema.DocumentSnapshot attribute) (fastrag.ingestion.cache.schema.SourceRecord attribute) last_modified (fastrag.ingestion.cache.schema.SourceRecord attribute) (fastrag.ingestion.cache.schema.SourceSnapshot attribute) (fastrag.ingestion.models.Source attribute) (fastrag.ingestion.Source attribute) last_validated (fastrag.ingestion.cache.schema.SourceRecord attribute) (fastrag.ingestion.cache.schema.SourceSnapshot attribute) (fastrag.ingestion.models.Source attribute) (fastrag.ingestion.Source attribute) Latency (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.operational) latency_ms (fastrag.benchmark.metrics.base.QueryOutcome attribute) (fastrag.benchmark.results.SampleResult attribute) (fastrag.benchmark.SampleResult attribute) lexical_search() (fastrag.lexical_store.base.LexicalStore method) (fastrag.lexical_store.LexicalStore method) (fastrag.vector_store.milvus.MilvusVectorStore method) (fastrag.vector_store.MilvusVectorStore method) (fastrag.vector_store.opensearch.OpenSearchVectorStore method) (fastrag.vector_store.OpenSearchVectorStore method)

LexicalStore (class in fastrag.lexical_store) (class in fastrag.lexical_store.base) LinguaLanguageDetector (class in fastrag.retrieval) (class in fastrag.retrieval.language) list_chats() (fastrag.query.chat.base.ChatStore method) (fastrag.query.chat.ChatStore method) (fastrag.query.chat.postgres.PostgresChatStore method) (fastrag.query.chat.PostgresChatStore method) list_messages() (fastrag.query.chat.base.ChatStore method) (fastrag.query.chat.ChatStore method) (fastrag.query.chat.postgres.PostgresChatStore method) (fastrag.query.chat.PostgresChatStore method) ljust() (fastrag.models.ContentFormat method) load() (fastrag.benchmark.BenchmarkResult class method) (fastrag.benchmark.Comparison class method) (fastrag.benchmark.comparison.Comparison class method) (fastrag.benchmark.datasets.QADataset class method) (fastrag.benchmark.QADataset class method) (fastrag.benchmark.results.BenchmarkResult class method) load_token() (in module fastrag.serve.cli) LocalFileFetcher (class in fastrag.ingestion.steps.fetching) (class in fastrag.ingestion.steps.fetching.local) log_level (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) Logger (class in fastrag.ingestion.logger) (class in fastrag.ingestion.logger.base) lookup() (fastrag.serve.geolocalization.CountryResolver method) (fastrag.serve.geolocalization.resolver.CountryResolver method) lower() (fastrag.models.ContentFormat method) lstrip() (fastrag.models.ContentFormat method)

M

maketrans() (fastrag.models.ContentFormat static method) MARKDOWN (fastrag.models.ContentFormat attribute) MarkdownNormalizer (class in fastrag.normalization) (class in fastrag.normalization.markdown) matches() (fastrag.ingestion.filters.base.Filter method) (fastrag.ingestion.filters.contentformat.ContentFormatFilter method) (fastrag.ingestion.filters.ContentFormatFilter method) (fastrag.ingestion.filters.Filter method) (fastrag.ingestion.filters.mediatype.MediaTypeFilter method) (fastrag.ingestion.filters.MediaTypeFilter method) (fastrag.ingestion.filters.url.URLFilter method) (fastrag.ingestion.filters.URLFilter method) max (fastrag.benchmark.metrics.base.DistributionSummary attribute) (fastrag.benchmark.metrics.DistributionSummary attribute) max_backoff (fastrag.ingestion.Policy attribute) (fastrag.ingestion.policy.Policy attribute) max_chats_per_session (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) max_concurrent (fastrag.benchmark.Benchmark attribute) (fastrag.benchmark.benchmark.Benchmark attribute) max_content_chars (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) MAX_INDEX_DEPTH (in module fastrag.ingestion.steps.fetching.sitemap) max_messages_per_chat (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) max_request_bytes (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) mean (fastrag.benchmark.metrics.base.DistributionSummary attribute) (fastrag.benchmark.metrics.DistributionSummary attribute) median (fastrag.benchmark.metrics.base.DistributionSummary attribute) (fastrag.benchmark.metrics.DistributionSummary attribute) MediaTypeFilter (class in fastrag.ingestion.filters) (class in fastrag.ingestion.filters.mediatype) merge() (fastrag.ingestion.Policy method) (fastrag.ingestion.policy.Policy method) Message (class in fastrag.query.llm) (class in fastrag.query.llm.base) MESSAGE_ROLES (in module fastrag.query.chat.base) metadata (fastrag.benchmark.datasets.EvalSample attribute) (fastrag.benchmark.EvalSample attribute) (fastrag.Document attribute) (fastrag.ingestion.models.Source attribute) (fastrag.ingestion.Source attribute) (fastrag.models.Document attribute) metadata_ (fastrag.ingestion.cache.schema.DocumentRecord attribute) (fastrag.ingestion.cache.schema.SourceRecord attribute) (fastrag.ingestion.cache.schema.SourceSnapshot attribute) METADATA_FIELDS (in module fastrag.ingestion.steps.parsing.trafilatura) Metric (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.base) metrics (fastrag.benchmark.Benchmark attribute) (fastrag.benchmark.benchmark.Benchmark attribute) METRICS (in module fastrag.vector_store.chroma) metrics() (fastrag.benchmark.Comparison method) (fastrag.benchmark.comparison.Comparison method) metrics_enabled (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) metrics_token (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) MilvusVectorStore (class in fastrag.vector_store) (class in fastrag.vector_store.milvus) min (fastrag.benchmark.metrics.base.DistributionSummary attribute) (fastrag.benchmark.metrics.DistributionSummary attribute) MineruParser (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.mineru) missing (fastrag.benchmark.metrics.base.DistributionSummary attribute) (fastrag.benchmark.metrics.DistributionSummary attribute) model (fastrag.ingestion.steps.fetching.ChatRenderer attribute) (fastrag.ingestion.steps.fetching.DecisionsRenderer attribute) (fastrag.ingestion.steps.fetching.renderers.ChatRenderer attribute) (fastrag.ingestion.steps.fetching.renderers.DecisionsRenderer attribute) (fastrag.ingestion.steps.parsing.ai.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.ai.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.OpenAIParser attribute) Model2VecEmbedder (class in fastrag.ingestion.steps.embedding) (class in fastrag.ingestion.steps.embedding.model2vec) model_id (fastrag.ingestion.steps.embedding.base.Embedder property) (fastrag.ingestion.steps.embedding.Embedder property) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder property) (fastrag.ingestion.steps.embedding.Model2VecEmbedder property) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder property) (fastrag.ingestion.steps.embedding.OpenAIEmbedder property) (fastrag.query.llm.base.ChatModel property) (fastrag.query.llm.ChatModel property) (fastrag.query.llm.openai.OpenAIChatModel property) (fastrag.query.llm.OpenAIChatModel property) (fastrag.retrieval.reranking.base.Reranker property) (fastrag.retrieval.reranking.cohere.CohereReranker property) module fastrag fastrag.benchmark fastrag.benchmark.benchmark fastrag.benchmark.comparison fastrag.benchmark.datasets fastrag.benchmark.metrics fastrag.benchmark.metrics.base fastrag.benchmark.metrics.generation fastrag.benchmark.metrics.operational fastrag.benchmark.metrics.retrieval fastrag.benchmark.results fastrag.exceptions fastrag.ingestion fastrag.ingestion.cache 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 fastrag.ingestion.filters.base fastrag.ingestion.filters.contentformat fastrag.ingestion.filters.mediatype fastrag.ingestion.filters.url fastrag.ingestion.logger 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 fastrag.ingestion.steps.base fastrag.ingestion.steps.chunking 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 fastrag.ingestion.steps.embedding.base fastrag.ingestion.steps.embedding.model2vec fastrag.ingestion.steps.embedding.openai fastrag.ingestion.steps.fetching 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 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 fastrag.lexical_store.base fastrag.models fastrag.normalization fastrag.normalization.html fastrag.normalization.markdown fastrag.normalization.models fastrag.normalization.rst fastrag.query fastrag.query.chat fastrag.query.chat.base fastrag.query.chat.postgres fastrag.query.chat.schema fastrag.query.engine fastrag.query.llm fastrag.query.llm.base fastrag.query.llm.openai fastrag.query.prompts fastrag.query.prompts.templates fastrag.retrieval fastrag.retrieval.base fastrag.retrieval.bm25 fastrag.retrieval.fusion fastrag.retrieval.fusion.base fastrag.retrieval.fusion.rrf fastrag.retrieval.hybrid fastrag.retrieval.language fastrag.retrieval.reranking fastrag.retrieval.reranking.base fastrag.retrieval.reranking.cohere fastrag.retrieval.reranking_retriever fastrag.retrieval.sections fastrag.retrieval.vector fastrag.serve fastrag.serve.app fastrag.serve.cleanup fastrag.serve.cli fastrag.serve.config fastrag.serve.geolocalization fastrag.serve.geolocalization.dependencies fastrag.serve.geolocalization.resolver fastrag.vector_store fastrag.vector_store.base fastrag.vector_store.chroma fastrag.vector_store.milvus fastrag.vector_store.opensearch

MRR (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.retrieval)

N

name (fastrag.benchmark.BenchmarkResult attribute) (fastrag.benchmark.metrics.AnswerRelevancy attribute) (fastrag.benchmark.metrics.base.Metric property) (fastrag.benchmark.metrics.Correctness attribute) (fastrag.benchmark.metrics.Cost attribute) (fastrag.benchmark.metrics.Faithfulness attribute) (fastrag.benchmark.metrics.generation.AnswerRelevancy attribute) (fastrag.benchmark.metrics.generation.Correctness attribute) (fastrag.benchmark.metrics.generation.Faithfulness attribute) (fastrag.benchmark.metrics.generation.JudgeMetric property) (fastrag.benchmark.metrics.generation.TokenOverlap attribute) (fastrag.benchmark.metrics.HitRate property) (fastrag.benchmark.metrics.JudgeMetric property) (fastrag.benchmark.metrics.Latency attribute) (fastrag.benchmark.metrics.Metric property) (fastrag.benchmark.metrics.MRR property) (fastrag.benchmark.metrics.NDCG property) (fastrag.benchmark.metrics.operational.Cost attribute) (fastrag.benchmark.metrics.operational.Latency attribute) (fastrag.benchmark.metrics.operational.TokenUsage attribute) (fastrag.benchmark.metrics.Precision property) (fastrag.benchmark.metrics.Recall property) (fastrag.benchmark.metrics.retrieval.HitRate property) (fastrag.benchmark.metrics.retrieval.MRR property) (fastrag.benchmark.metrics.retrieval.NDCG property) (fastrag.benchmark.metrics.retrieval.Precision property) (fastrag.benchmark.metrics.retrieval.Recall property) (fastrag.benchmark.metrics.retrieval.RetrievalMetric property) (fastrag.benchmark.metrics.RetrievalMetric property) (fastrag.benchmark.metrics.TokenOverlap attribute) (fastrag.benchmark.metrics.TokenUsage attribute) (fastrag.benchmark.results.BenchmarkResult attribute) (fastrag.ingestion.steps.base.DocumentStep attribute) (fastrag.ingestion.steps.base.PipelineStep attribute) (fastrag.ingestion.steps.base.RoutedStep attribute) (fastrag.ingestion.steps.base.SourceStep attribute) (fastrag.ingestion.steps.chunking.base.Chunker attribute) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.CharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.Chunker attribute) (fastrag.ingestion.steps.chunking.ChunkerRouter attribute) (fastrag.ingestion.steps.chunking.docling.DoclingChunker attribute) (fastrag.ingestion.steps.chunking.DoclingChunker attribute) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker attribute) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker attribute) (fastrag.ingestion.steps.chunking.heading.HeadingChunker attribute) (fastrag.ingestion.steps.chunking.HeadingChunker attribute) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker attribute) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker attribute) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.router.ChunkerRouter attribute) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker attribute) (fastrag.ingestion.steps.chunking.SemanticChunker attribute) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker attribute) (fastrag.ingestion.steps.chunking.StructureAwareChunker attribute) (fastrag.ingestion.steps.embedding.base.Embedder attribute) (fastrag.ingestion.steps.embedding.Embedder attribute) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder attribute) (fastrag.ingestion.steps.embedding.Model2VecEmbedder attribute) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder attribute) (fastrag.ingestion.steps.embedding.OpenAIEmbedder attribute) (fastrag.ingestion.steps.fetching.base.Fetcher attribute) (fastrag.ingestion.steps.fetching.Fetcher attribute) (fastrag.ingestion.steps.fetching.file.FileSource attribute) (fastrag.ingestion.steps.fetching.FileSource attribute) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher attribute) (fastrag.ingestion.steps.fetching.LocalFileFetcher attribute) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler attribute) (fastrag.ingestion.steps.fetching.SitemapCrawler attribute) (fastrag.ingestion.steps.fetching.Sources attribute) (fastrag.ingestion.steps.fetching.sources.Sources attribute) (fastrag.ingestion.steps.fetching.web.WebCrawler attribute) (fastrag.ingestion.steps.fetching.WebCrawler attribute) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher attribute) (fastrag.ingestion.steps.fetching.YouTubeFetcher attribute) (fastrag.ingestion.steps.parsing.ai.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.ai.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.audio.AudioParser attribute) (fastrag.ingestion.steps.parsing.AudioParser attribute) (fastrag.ingestion.steps.parsing.base.Parser attribute) (fastrag.ingestion.steps.parsing.chandra.ChandraParser attribute) (fastrag.ingestion.steps.parsing.ChandraParser attribute) (fastrag.ingestion.steps.parsing.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.default.DefaultParser attribute) (fastrag.ingestion.steps.parsing.DefaultParser attribute) (fastrag.ingestion.steps.parsing.docling.DoclingParser attribute) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser attribute) (fastrag.ingestion.steps.parsing.DoclingParser attribute) (fastrag.ingestion.steps.parsing.DoclingServeParser attribute) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser attribute) (fastrag.ingestion.steps.parsing.DocusaurusParser attribute) (fastrag.ingestion.steps.parsing.html.HtmlParser attribute) (fastrag.ingestion.steps.parsing.HtmlParser attribute) (fastrag.ingestion.steps.parsing.mineru.MineruParser attribute) (fastrag.ingestion.steps.parsing.MineruParser attribute) (fastrag.ingestion.steps.parsing.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.OpenAIVisionParser attribute) (fastrag.ingestion.steps.parsing.Parser attribute) (fastrag.ingestion.steps.parsing.ParserRouter attribute) (fastrag.ingestion.steps.parsing.pdf.PDFParser attribute) (fastrag.ingestion.steps.parsing.PDFParser attribute) (fastrag.ingestion.steps.parsing.router.ParserRouter attribute) (fastrag.ingestion.steps.parsing.svg.SvgParser attribute) (fastrag.ingestion.steps.parsing.SvgParser attribute) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser attribute) (fastrag.ingestion.steps.parsing.TrafilaturaParser attribute) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser attribute)

NDCG (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.retrieval) needs_answer (fastrag.benchmark.metrics.AnswerRelevancy attribute) (fastrag.benchmark.metrics.base.Metric attribute) (fastrag.benchmark.metrics.Correctness attribute) (fastrag.benchmark.metrics.Cost attribute) (fastrag.benchmark.metrics.Faithfulness attribute) (fastrag.benchmark.metrics.generation.AnswerRelevancy attribute) (fastrag.benchmark.metrics.generation.Correctness attribute) (fastrag.benchmark.metrics.generation.Faithfulness attribute) (fastrag.benchmark.metrics.generation.JudgeMetric attribute) (fastrag.benchmark.metrics.generation.TokenOverlap attribute) (fastrag.benchmark.metrics.HitRate attribute) (fastrag.benchmark.metrics.JudgeMetric attribute) (fastrag.benchmark.metrics.Latency attribute) (fastrag.benchmark.metrics.Metric attribute) (fastrag.benchmark.metrics.MRR attribute) (fastrag.benchmark.metrics.NDCG attribute) (fastrag.benchmark.metrics.operational.Cost attribute) (fastrag.benchmark.metrics.operational.Latency attribute) (fastrag.benchmark.metrics.operational.TokenUsage attribute) (fastrag.benchmark.metrics.Precision attribute) (fastrag.benchmark.metrics.Recall attribute) (fastrag.benchmark.metrics.retrieval.HitRate attribute) (fastrag.benchmark.metrics.retrieval.MRR attribute) (fastrag.benchmark.metrics.retrieval.NDCG attribute) (fastrag.benchmark.metrics.retrieval.Precision attribute) (fastrag.benchmark.metrics.retrieval.Recall attribute) (fastrag.benchmark.metrics.retrieval.RetrievalMetric attribute) (fastrag.benchmark.metrics.RetrievalMetric attribute) (fastrag.benchmark.metrics.TokenOverlap attribute) (fastrag.benchmark.metrics.TokenUsage attribute) needs_relevant_ids (fastrag.benchmark.metrics.AnswerRelevancy attribute) (fastrag.benchmark.metrics.base.Metric attribute) (fastrag.benchmark.metrics.Correctness attribute) (fastrag.benchmark.metrics.Cost attribute) (fastrag.benchmark.metrics.Faithfulness attribute) (fastrag.benchmark.metrics.generation.AnswerRelevancy attribute) (fastrag.benchmark.metrics.generation.Correctness attribute) (fastrag.benchmark.metrics.generation.Faithfulness attribute) (fastrag.benchmark.metrics.generation.JudgeMetric attribute) (fastrag.benchmark.metrics.generation.TokenOverlap attribute) (fastrag.benchmark.metrics.HitRate attribute) (fastrag.benchmark.metrics.JudgeMetric attribute) (fastrag.benchmark.metrics.Latency attribute) (fastrag.benchmark.metrics.Metric attribute) (fastrag.benchmark.metrics.MRR attribute) (fastrag.benchmark.metrics.NDCG attribute) (fastrag.benchmark.metrics.operational.Cost attribute) (fastrag.benchmark.metrics.operational.Latency attribute) (fastrag.benchmark.metrics.operational.TokenUsage attribute) (fastrag.benchmark.metrics.Precision attribute) (fastrag.benchmark.metrics.Recall attribute) (fastrag.benchmark.metrics.retrieval.HitRate attribute) (fastrag.benchmark.metrics.retrieval.MRR attribute) (fastrag.benchmark.metrics.retrieval.NDCG attribute) (fastrag.benchmark.metrics.retrieval.Precision attribute) (fastrag.benchmark.metrics.retrieval.Recall attribute) (fastrag.benchmark.metrics.retrieval.RetrievalMetric attribute) (fastrag.benchmark.metrics.RetrievalMetric attribute) (fastrag.benchmark.metrics.TokenOverlap attribute) (fastrag.benchmark.metrics.TokenUsage attribute) normalize() (fastrag.normalization.html.HtmlNormalizer method) (fastrag.normalization.HtmlNormalizer method) (fastrag.normalization.markdown.MarkdownNormalizer method) (fastrag.normalization.MarkdownNormalizer method) (fastrag.normalization.models.Normalizer method) (fastrag.normalization.Normalizer method) (fastrag.normalization.NormalizerRegistry method) (fastrag.normalization.rst.RstNormalizer method) (fastrag.normalization.RstNormalizer method) (fastrag.normalization.TextNormalizer method) normalize_pages() (in module fastrag.ingestion.steps.parsing.pdf) normalize_uri() (in module fastrag.ingestion.steps.fetching.http) NormalizedDocument (class in fastrag.normalization) (class in fastrag.normalization.models) NormalizedNode (class in fastrag.normalization) (class in fastrag.normalization.models) Normalizer (class in fastrag.normalization) (class in fastrag.normalization.models) NormalizerRegistry (class in fastrag.normalization)

O

of() (fastrag.benchmark.Comparison class method) (fastrag.benchmark.comparison.Comparison class method) (fastrag.benchmark.metrics.base.DistributionSummary class method) (fastrag.benchmark.metrics.DistributionSummary class method) office_filter (in module fastrag.ingestion.steps.parsing.docling) OFFICE_MEDIA_TYPES (in module fastrag.ingestion.steps.parsing.docling) on_error (fastrag.ingestion.Policy attribute) (fastrag.ingestion.policy.Policy attribute) OpenAIChatModel (class in fastrag.query.llm) (class in fastrag.query.llm.openai) OpenAIEmbedder (class in fastrag.ingestion.steps.embedding) (class in fastrag.ingestion.steps.embedding.openai)

OpenAIParser (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.ai) OpenAIVisionParser (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.vision) OpenSearchVectorStore (class in fastrag.vector_store) (class in fastrag.vector_store.opensearch) options (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker attribute) output_price (fastrag.benchmark.metrics.Cost attribute) (fastrag.benchmark.metrics.operational.Cost attribute) output_tokens (fastrag.benchmark.metrics.base.QueryOutcome attribute)

P

Page (class in fastrag.query.chat) (class in fastrag.query.chat.base) page_url() (in module fastrag.query.prompts.templates) parse_pdf() (fastrag.ingestion.steps.parsing.chandra.ChandraParser method) (fastrag.ingestion.steps.parsing.ChandraParser method) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser method) (fastrag.ingestion.steps.parsing.DoclingServeParser method) (fastrag.ingestion.steps.parsing.mineru.MineruParser method) (fastrag.ingestion.steps.parsing.MineruParser method) (fastrag.ingestion.steps.parsing.pdf.PDFParser method) (fastrag.ingestion.steps.parsing.PDFParser method) parse_sse() (in module fastrag.serve.cli) ParsedPage (class in fastrag.ingestion.steps.parsing.pdf) ParseError Parser (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.base) ParserRouter (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.router) partition() (fastrag.models.ContentFormat method) payload (fastrag.ingestion.cache.schema.DocumentSnapshot attribute) pdf_filter (in module fastrag.ingestion.steps.parsing.pdf) pdf_page_count() (in module fastrag.ingestion.steps.parsing.pdf) PDFParser (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.pdf) PDFParseResult (class in fastrag.ingestion.steps.parsing.pdf) percentiles (fastrag.benchmark.metrics.base.DistributionSummary attribute) (fastrag.benchmark.metrics.DistributionSummary attribute) Pipeline (class in fastrag.ingestion) (class in fastrag.ingestion.pipeline) pipeline (fastrag.ingestion.logger.base.Logger attribute) (fastrag.ingestion.logger.chunk.ChunkLogger attribute) (fastrag.ingestion.logger.ChunkLogger attribute) (fastrag.ingestion.logger.console.ConsoleLogger attribute) (fastrag.ingestion.logger.ConsoleLogger attribute) (fastrag.ingestion.logger.documents.DocumentsLogger attribute) (fastrag.ingestion.logger.DocumentsLogger attribute) (fastrag.ingestion.logger.Logger attribute) (fastrag.ingestion.logger.source.SourceLogger attribute) (fastrag.ingestion.logger.source_list.SourceListLogger attribute) (fastrag.ingestion.logger.source_tree.SourceTreeLogger attribute) (fastrag.ingestion.logger.SourceListLogger attribute) (fastrag.ingestion.logger.SourceLogger attribute) (fastrag.ingestion.logger.SourceTreeLogger attribute) pipeline_id (fastrag.ingestion.steps.base.ExecutionContext attribute) PipelineEvent (class in fastrag.ingestion.events) PipelineStep (class in fastrag.ingestion.steps.base) PlaywrightRenderer (class in fastrag.ingestion.steps.fetching) (class in fastrag.ingestion.steps.fetching.renderers) Policy (class in fastrag.ingestion) (class in fastrag.ingestion.policy) policy (fastrag.ingestion.steps.base.DocumentStep property) (fastrag.ingestion.steps.base.ExecutionContext attribute) (fastrag.ingestion.steps.base.PipelineStep property) (fastrag.ingestion.steps.base.RoutedStep property) (fastrag.ingestion.steps.base.SourceStep property) (fastrag.ingestion.steps.chunking.base.Chunker property) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter property) (fastrag.ingestion.steps.chunking.CharacterTextSplitter property) (fastrag.ingestion.steps.chunking.Chunker property) (fastrag.ingestion.steps.chunking.ChunkerRouter property) (fastrag.ingestion.steps.chunking.docling.DoclingChunker property) (fastrag.ingestion.steps.chunking.DoclingChunker property) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker property) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker property) (fastrag.ingestion.steps.chunking.heading.HeadingChunker property) (fastrag.ingestion.steps.chunking.HeadingChunker property) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker property) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker property) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter property) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter property) (fastrag.ingestion.steps.chunking.router.ChunkerRouter property) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker property) (fastrag.ingestion.steps.chunking.SemanticChunker property) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker property) (fastrag.ingestion.steps.chunking.StructureAwareChunker property) (fastrag.ingestion.steps.embedding.base.Embedder property) (fastrag.ingestion.steps.embedding.Embedder property) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder property) (fastrag.ingestion.steps.embedding.Model2VecEmbedder property) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder property) (fastrag.ingestion.steps.embedding.OpenAIEmbedder property) (fastrag.ingestion.steps.fetching.base.Fetcher property) (fastrag.ingestion.steps.fetching.Fetcher property) (fastrag.ingestion.steps.fetching.file.FileSource property) (fastrag.ingestion.steps.fetching.FileSource property) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher property) (fastrag.ingestion.steps.fetching.LocalFileFetcher property) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler property) (fastrag.ingestion.steps.fetching.SitemapCrawler property) (fastrag.ingestion.steps.fetching.Sources property) (fastrag.ingestion.steps.fetching.sources.Sources property) (fastrag.ingestion.steps.fetching.web.WebCrawler property) (fastrag.ingestion.steps.fetching.WebCrawler property) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher property) (fastrag.ingestion.steps.fetching.YouTubeFetcher property) (fastrag.ingestion.steps.parsing.ai.DecisionsParser property) (fastrag.ingestion.steps.parsing.ai.OpenAIParser property) (fastrag.ingestion.steps.parsing.audio.AudioParser property) (fastrag.ingestion.steps.parsing.AudioParser property) (fastrag.ingestion.steps.parsing.base.Parser property) (fastrag.ingestion.steps.parsing.chandra.ChandraParser property) (fastrag.ingestion.steps.parsing.ChandraParser property) (fastrag.ingestion.steps.parsing.DecisionsParser property) (fastrag.ingestion.steps.parsing.default.DefaultParser property) (fastrag.ingestion.steps.parsing.DefaultParser property) (fastrag.ingestion.steps.parsing.docling.DoclingParser property) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser property) (fastrag.ingestion.steps.parsing.DoclingParser property) (fastrag.ingestion.steps.parsing.DoclingServeParser property) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser property) (fastrag.ingestion.steps.parsing.DocusaurusParser property) (fastrag.ingestion.steps.parsing.html.HtmlParser property) (fastrag.ingestion.steps.parsing.HtmlParser property) (fastrag.ingestion.steps.parsing.mineru.MineruParser property) (fastrag.ingestion.steps.parsing.MineruParser property) (fastrag.ingestion.steps.parsing.OpenAIParser property) (fastrag.ingestion.steps.parsing.OpenAIVisionParser property) (fastrag.ingestion.steps.parsing.Parser property) (fastrag.ingestion.steps.parsing.ParserRouter property) (fastrag.ingestion.steps.parsing.pdf.PDFParser property) (fastrag.ingestion.steps.parsing.PDFParser property) (fastrag.ingestion.steps.parsing.router.ParserRouter property) (fastrag.ingestion.steps.parsing.svg.SvgParser property) (fastrag.ingestion.steps.parsing.SvgParser property) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser property) (fastrag.ingestion.steps.parsing.TrafilaturaParser property) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser property)

PostgresCache (class in fastrag.ingestion.cache) (class in fastrag.ingestion.cache.postgres) PostgresChatStore (class in fastrag.query.chat) (class in fastrag.query.chat.postgres) Precision (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.retrieval) processed_count (fastrag.ingestion.events.StepProgress attribute) PromptTemplate (class in fastrag.query.prompts.templates) protocol (fastrag.ingestion.steps.fetching.ChatRenderer attribute) (fastrag.ingestion.steps.fetching.DecisionsRenderer attribute) (fastrag.ingestion.steps.fetching.renderers.ChatRenderer attribute) (fastrag.ingestion.steps.fetching.renderers.DecisionsRenderer attribute) (fastrag.ingestion.steps.parsing.ai.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.ai.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.OpenAIParser attribute) put_document_entries() (fastrag.ingestion.cache.base.CacheStore method) (fastrag.ingestion.cache.postgres.PostgresCache method) (fastrag.ingestion.cache.PostgresCache method) (fastrag.ingestion.cache.sqlite.SQLiteCache method) (fastrag.ingestion.cache.SQLiteCache method) put_source_entries() (fastrag.ingestion.cache.base.CacheStore method) (fastrag.ingestion.cache.postgres.PostgresCache method) (fastrag.ingestion.cache.PostgresCache method) (fastrag.ingestion.cache.sqlite.SQLiteCache method) (fastrag.ingestion.cache.SQLiteCache method)

Q

QADataset (class in fastrag.benchmark) (class in fastrag.benchmark.datasets) QueryEngine (class in fastrag.query) (class in fastrag.query.engine) QueryOutcome (class in fastrag.benchmark.metrics.base)

question (fastrag.benchmark.ColumnMapping attribute) (fastrag.benchmark.datasets.ColumnMapping attribute) (fastrag.benchmark.datasets.EvalSample attribute) (fastrag.benchmark.EvalSample attribute) (fastrag.benchmark.results.SampleResult attribute) (fastrag.benchmark.SampleResult attribute)

R

RankFusion (class in fastrag.retrieval.fusion.base) rasterize_svg() (in module fastrag.ingestion.steps.parsing.dynamic) rate_limit_generation (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) rate_limit_new_session (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) rate_limit_read (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) rate_limiting_enabled (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) Recall (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.retrieval) ReciprocalRankFusion (class in fastrag.retrieval.fusion.rrf) recreate_cache (fastrag.ingestion.Policy attribute) (fastrag.ingestion.policy.Policy attribute) RecursiveCharacterTextSplitter (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.recursive) refine() (fastrag.ingestion.steps.chunking.ChatBoundaryRefiner method) (fastrag.ingestion.steps.chunking.refinement.ChatBoundaryRefiner method) RefinementResult (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.refinement) refresh_interval (fastrag.ingestion.logger.console.ConsoleLogger attribute) (fastrag.ingestion.logger.ConsoleLogger attribute) register() (fastrag.normalization.NormalizerRegistry method) relevant_ids (fastrag.benchmark.ColumnMapping attribute) (fastrag.benchmark.datasets.ColumnMapping attribute) (fastrag.benchmark.datasets.EvalSample attribute) (fastrag.benchmark.EvalSample attribute) removeprefix() (fastrag.models.ContentFormat method) removesuffix() (fastrag.models.ContentFormat method) render() (fastrag.ingestion.steps.fetching.ChatRenderer method) (fastrag.ingestion.steps.fetching.DecisionsRenderer method) (fastrag.ingestion.steps.fetching.HttpRenderer method) (fastrag.ingestion.steps.fetching.PlaywrightRenderer method) (fastrag.ingestion.steps.fetching.Renderer method) (fastrag.ingestion.steps.fetching.renderers.ChatRenderer method) (fastrag.ingestion.steps.fetching.renderers.DecisionsRenderer method) (fastrag.ingestion.steps.fetching.renderers.HttpRenderer method) (fastrag.ingestion.steps.fetching.renderers.PlaywrightRenderer method) (fastrag.ingestion.steps.fetching.renderers.Renderer method) (fastrag.query.prompts.templates.PromptTemplate method) Renderer (class in fastrag.ingestion.steps.fetching) (class in fastrag.ingestion.steps.fetching.renderers) replace() (fastrag.models.ContentFormat method) replay_needs_content (fastrag.ingestion.steps.base.DocumentStep attribute) (fastrag.ingestion.steps.chunking.base.Chunker attribute) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.CharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.Chunker attribute) (fastrag.ingestion.steps.chunking.ChunkerRouter attribute) (fastrag.ingestion.steps.chunking.docling.DoclingChunker attribute) (fastrag.ingestion.steps.chunking.DoclingChunker attribute) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker attribute) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker attribute) (fastrag.ingestion.steps.chunking.heading.HeadingChunker attribute) (fastrag.ingestion.steps.chunking.HeadingChunker attribute) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker attribute) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker attribute) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter attribute) (fastrag.ingestion.steps.chunking.router.ChunkerRouter attribute) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker attribute) (fastrag.ingestion.steps.chunking.SemanticChunker attribute) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker attribute) (fastrag.ingestion.steps.chunking.StructureAwareChunker attribute) (fastrag.ingestion.steps.embedding.base.Embedder attribute) (fastrag.ingestion.steps.embedding.Embedder attribute) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder attribute) (fastrag.ingestion.steps.embedding.Model2VecEmbedder attribute) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder attribute) (fastrag.ingestion.steps.embedding.OpenAIEmbedder attribute) (fastrag.ingestion.steps.parsing.ai.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.ai.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.audio.AudioParser attribute) (fastrag.ingestion.steps.parsing.AudioParser attribute) (fastrag.ingestion.steps.parsing.base.Parser attribute) (fastrag.ingestion.steps.parsing.chandra.ChandraParser attribute) (fastrag.ingestion.steps.parsing.ChandraParser attribute) (fastrag.ingestion.steps.parsing.DecisionsParser attribute) (fastrag.ingestion.steps.parsing.default.DefaultParser attribute) (fastrag.ingestion.steps.parsing.DefaultParser attribute) (fastrag.ingestion.steps.parsing.docling.DoclingParser attribute) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser attribute) (fastrag.ingestion.steps.parsing.DoclingParser attribute) (fastrag.ingestion.steps.parsing.DoclingServeParser attribute) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser attribute) (fastrag.ingestion.steps.parsing.DocusaurusParser attribute) (fastrag.ingestion.steps.parsing.html.HtmlParser attribute) (fastrag.ingestion.steps.parsing.HtmlParser attribute) (fastrag.ingestion.steps.parsing.mineru.MineruParser attribute) (fastrag.ingestion.steps.parsing.MineruParser attribute) (fastrag.ingestion.steps.parsing.OpenAIParser attribute) (fastrag.ingestion.steps.parsing.OpenAIVisionParser attribute) (fastrag.ingestion.steps.parsing.Parser attribute) (fastrag.ingestion.steps.parsing.ParserRouter attribute) (fastrag.ingestion.steps.parsing.pdf.PDFParser attribute) (fastrag.ingestion.steps.parsing.PDFParser attribute) (fastrag.ingestion.steps.parsing.router.ParserRouter attribute) (fastrag.ingestion.steps.parsing.svg.SvgParser attribute) (fastrag.ingestion.steps.parsing.SvgParser attribute) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser attribute) (fastrag.ingestion.steps.parsing.TrafilaturaParser attribute) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser attribute) rerank() (fastrag.retrieval.reranking.base.Reranker method) (fastrag.retrieval.reranking.cohere.CohereReranker method) Reranker (class in fastrag.retrieval.reranking.base) RerankError RerankingRetriever (class in fastrag.retrieval) (class in fastrag.retrieval.reranking_retriever) resolve() (fastrag.retrieval.SectionIndex method) (fastrag.retrieval.sections.SectionIndex method) results (fastrag.benchmark.Comparison attribute) (fastrag.benchmark.comparison.Comparison attribute) retries (fastrag.ingestion.Policy attribute) (fastrag.ingestion.policy.Policy attribute) RetrievalMetric (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.retrieval) retrieve() (fastrag.retrieval.base.Retriever method) (fastrag.retrieval.bm25.BM25Retriever method) (fastrag.retrieval.BM25Retriever method) (fastrag.retrieval.hybrid.HybridRetriever method) (fastrag.retrieval.HybridRetriever method) (fastrag.retrieval.language.LanguageAwareRetriever method) (fastrag.retrieval.LanguageAwareRetriever method) (fastrag.retrieval.reranking_retriever.RerankingRetriever method) (fastrag.retrieval.RerankingRetriever method) (fastrag.retrieval.Retriever method) (fastrag.retrieval.vector.VectorRetriever method) (fastrag.retrieval.VectorRetriever method) retrieved_ids (fastrag.benchmark.results.SampleResult attribute) (fastrag.benchmark.SampleResult attribute) retrieved_uris (fastrag.benchmark.results.SampleResult attribute) (fastrag.benchmark.SampleResult attribute) Retriever (class in fastrag.retrieval) (class in fastrag.retrieval.base) rfind() (fastrag.models.ContentFormat method) rindex() (fastrag.models.ContentFormat method) rjust() (fastrag.models.ContentFormat method) role (fastrag.query.chat.base.ChatMessage attribute) (fastrag.query.chat.ChatMessage attribute) (fastrag.query.llm.base.Message attribute) (fastrag.query.llm.Message attribute) root (fastrag.ingestion.Pipeline property) (fastrag.ingestion.pipeline.Pipeline property) route() (fastrag.ingestion.steps.base.RoutedStep method) (fastrag.ingestion.steps.chunking.ChunkerRouter method) (fastrag.ingestion.steps.chunking.router.ChunkerRouter method) (fastrag.ingestion.steps.fetching.base.Fetcher method) (fastrag.ingestion.steps.fetching.Fetcher method) (fastrag.ingestion.steps.fetching.file.FileSource method) (fastrag.ingestion.steps.fetching.FileSource method) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler method) (fastrag.ingestion.steps.fetching.SitemapCrawler method) (fastrag.ingestion.steps.fetching.web.WebCrawler method) (fastrag.ingestion.steps.fetching.WebCrawler method) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher method) (fastrag.ingestion.steps.fetching.YouTubeFetcher method) (fastrag.ingestion.steps.parsing.ParserRouter method) (fastrag.ingestion.steps.parsing.router.ParserRouter method)

route_for() (fastrag.ingestion.steps.fetching.base.Fetcher method) (fastrag.ingestion.steps.fetching.Fetcher method) (fastrag.ingestion.steps.fetching.file.FileSource method) (fastrag.ingestion.steps.fetching.FileSource method) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler method) (fastrag.ingestion.steps.fetching.SitemapCrawler method) (fastrag.ingestion.steps.fetching.web.WebCrawler method) (fastrag.ingestion.steps.fetching.WebCrawler method) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher method) (fastrag.ingestion.steps.fetching.YouTubeFetcher method) RoutedStep (class in fastrag.ingestion.steps.base) routes (fastrag.ingestion.steps.base.RoutedStep attribute) (fastrag.ingestion.steps.chunking.ChunkerRouter attribute) (fastrag.ingestion.steps.chunking.router.ChunkerRouter attribute) (fastrag.ingestion.steps.fetching.base.Fetcher attribute) (fastrag.ingestion.steps.fetching.file.FileSource attribute) (fastrag.ingestion.steps.fetching.FileSource attribute) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher attribute) (fastrag.ingestion.steps.fetching.LocalFileFetcher attribute) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler attribute) (fastrag.ingestion.steps.fetching.SitemapCrawler attribute) (fastrag.ingestion.steps.fetching.web.WebCrawler attribute) (fastrag.ingestion.steps.fetching.WebCrawler attribute) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher attribute) (fastrag.ingestion.steps.fetching.YouTubeFetcher attribute) (fastrag.ingestion.steps.parsing.ParserRouter attribute) (fastrag.ingestion.steps.parsing.router.ParserRouter attribute) routes_config() (fastrag.ingestion.steps.fetching.base.Fetcher method) (fastrag.ingestion.steps.fetching.Fetcher method) (fastrag.ingestion.steps.fetching.file.FileSource method) (fastrag.ingestion.steps.fetching.FileSource method) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler method) (fastrag.ingestion.steps.fetching.SitemapCrawler method) (fastrag.ingestion.steps.fetching.web.WebCrawler method) (fastrag.ingestion.steps.fetching.WebCrawler method) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher method) (fastrag.ingestion.steps.fetching.YouTubeFetcher method) routing_requires_content (fastrag.ingestion.steps.base.RoutedStep attribute) (fastrag.ingestion.steps.chunking.ChunkerRouter attribute) (fastrag.ingestion.steps.chunking.router.ChunkerRouter attribute) (fastrag.ingestion.steps.parsing.ParserRouter attribute) (fastrag.ingestion.steps.parsing.router.ParserRouter attribute) rpartition() (fastrag.models.ContentFormat method) rsplit() (fastrag.models.ContentFormat method) RST (fastrag.models.ContentFormat attribute) RstNormalizer (class in fastrag.normalization) (class in fastrag.normalization.rst) rstrip() (fastrag.models.ContentFormat method) run() (fastrag.benchmark.Benchmark method) (fastrag.benchmark.benchmark.Benchmark method) (fastrag.ingestion.logger.base.Logger method) (fastrag.ingestion.logger.chunk.ChunkLogger method) (fastrag.ingestion.logger.ChunkLogger method) (fastrag.ingestion.logger.console.ConsoleLogger method) (fastrag.ingestion.logger.ConsoleLogger method) (fastrag.ingestion.logger.documents.DocumentsLogger method) (fastrag.ingestion.logger.DocumentsLogger method) (fastrag.ingestion.logger.Logger method) (fastrag.ingestion.logger.source.SourceLogger method) (fastrag.ingestion.logger.source_list.SourceListLogger method) (fastrag.ingestion.logger.source_tree.SourceTreeLogger method) (fastrag.ingestion.logger.SourceListLogger method) (fastrag.ingestion.logger.SourceLogger method) (fastrag.ingestion.logger.SourceTreeLogger method) (fastrag.ingestion.Pipeline method) (fastrag.ingestion.pipeline.Pipeline method) (fastrag.ingestion.steps.base.DocumentStep method) (fastrag.ingestion.steps.base.PipelineStep method) (fastrag.ingestion.steps.base.RoutedStep method) (fastrag.ingestion.steps.base.SourceStep method) (fastrag.ingestion.steps.chunking.base.Chunker method) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.Chunker method) (fastrag.ingestion.steps.chunking.ChunkerRouter method) (fastrag.ingestion.steps.chunking.docling.DoclingChunker method) (fastrag.ingestion.steps.chunking.DoclingChunker method) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.heading.HeadingChunker method) (fastrag.ingestion.steps.chunking.HeadingChunker method) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.router.ChunkerRouter method) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker method) (fastrag.ingestion.steps.chunking.SemanticChunker method) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker method) (fastrag.ingestion.steps.chunking.StructureAwareChunker method) (fastrag.ingestion.steps.embedding.base.Embedder method) (fastrag.ingestion.steps.embedding.Embedder method) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder method) (fastrag.ingestion.steps.embedding.OpenAIEmbedder method) (fastrag.ingestion.steps.fetching.base.Fetcher method) (fastrag.ingestion.steps.fetching.Fetcher method) (fastrag.ingestion.steps.fetching.file.FileSource method) (fastrag.ingestion.steps.fetching.FileSource method) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler method) (fastrag.ingestion.steps.fetching.SitemapCrawler method) (fastrag.ingestion.steps.fetching.Sources method) (fastrag.ingestion.steps.fetching.sources.Sources method) (fastrag.ingestion.steps.fetching.web.WebCrawler method) (fastrag.ingestion.steps.fetching.WebCrawler method) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher method) (fastrag.ingestion.steps.fetching.YouTubeFetcher method) (fastrag.ingestion.steps.parsing.ai.DecisionsParser method) (fastrag.ingestion.steps.parsing.ai.OpenAIParser method) (fastrag.ingestion.steps.parsing.audio.AudioParser method) (fastrag.ingestion.steps.parsing.AudioParser method) (fastrag.ingestion.steps.parsing.base.Parser method) (fastrag.ingestion.steps.parsing.chandra.ChandraParser method) (fastrag.ingestion.steps.parsing.ChandraParser method) (fastrag.ingestion.steps.parsing.DecisionsParser method) (fastrag.ingestion.steps.parsing.default.DefaultParser method) (fastrag.ingestion.steps.parsing.DefaultParser method) (fastrag.ingestion.steps.parsing.docling.DoclingParser method) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser method) (fastrag.ingestion.steps.parsing.DoclingParser method) (fastrag.ingestion.steps.parsing.DoclingServeParser method) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser method) (fastrag.ingestion.steps.parsing.DocusaurusParser method) (fastrag.ingestion.steps.parsing.html.HtmlParser method) (fastrag.ingestion.steps.parsing.HtmlParser method) (fastrag.ingestion.steps.parsing.mineru.MineruParser method) (fastrag.ingestion.steps.parsing.MineruParser method) (fastrag.ingestion.steps.parsing.OpenAIParser method) (fastrag.ingestion.steps.parsing.OpenAIVisionParser method) (fastrag.ingestion.steps.parsing.Parser method) (fastrag.ingestion.steps.parsing.ParserRouter method) (fastrag.ingestion.steps.parsing.pdf.PDFParser method) (fastrag.ingestion.steps.parsing.PDFParser method) (fastrag.ingestion.steps.parsing.router.ParserRouter method) (fastrag.ingestion.steps.parsing.svg.SvgParser method) (fastrag.ingestion.steps.parsing.SvgParser method) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser method) run_concurrently() (in module fastrag.ingestion.steps.base) run_source_step() (in module fastrag.ingestion.steps.base) run_step() (in module fastrag.ingestion.steps.base)

S

SampleResult (class in fastrag.benchmark) (class in fastrag.benchmark.results) samples (fastrag.benchmark.BenchmarkResult attribute) (fastrag.benchmark.datasets.QADataset attribute) (fastrag.benchmark.QADataset attribute) (fastrag.benchmark.results.BenchmarkResult attribute) save() (fastrag.benchmark.BenchmarkResult method) (fastrag.benchmark.Comparison method) (fastrag.benchmark.comparison.Comparison method) (fastrag.benchmark.datasets.QADataset method) (fastrag.benchmark.QADataset method) (fastrag.benchmark.results.BenchmarkResult method) (fastrag.vector_store.base.VectorStore method) (fastrag.vector_store.chroma.ChromaVectorStore method) (fastrag.vector_store.ChromaVectorStore method) (fastrag.vector_store.milvus.MilvusVectorStore method) (fastrag.vector_store.MilvusVectorStore method) (fastrag.vector_store.opensearch.OpenSearchVectorStore method) (fastrag.vector_store.OpenSearchVectorStore method) (fastrag.vector_store.VectorStore method) save_token() (in module fastrag.serve.cli) score() (fastrag.benchmark.metrics.AnswerRelevancy method) (fastrag.benchmark.metrics.base.Metric method) (fastrag.benchmark.metrics.Correctness method) (fastrag.benchmark.metrics.Cost method) (fastrag.benchmark.metrics.Faithfulness method) (fastrag.benchmark.metrics.generation.AnswerRelevancy method) (fastrag.benchmark.metrics.generation.Correctness method) (fastrag.benchmark.metrics.generation.Faithfulness method) (fastrag.benchmark.metrics.generation.JudgeMetric method) (fastrag.benchmark.metrics.generation.TokenOverlap method) (fastrag.benchmark.metrics.HitRate method) (fastrag.benchmark.metrics.JudgeMetric method) (fastrag.benchmark.metrics.Latency method) (fastrag.benchmark.metrics.Metric method) (fastrag.benchmark.metrics.MRR method) (fastrag.benchmark.metrics.NDCG method) (fastrag.benchmark.metrics.operational.Cost method) (fastrag.benchmark.metrics.operational.Latency method) (fastrag.benchmark.metrics.operational.TokenUsage method) (fastrag.benchmark.metrics.Precision method) (fastrag.benchmark.metrics.Recall method) (fastrag.benchmark.metrics.retrieval.HitRate method) (fastrag.benchmark.metrics.retrieval.MRR method) (fastrag.benchmark.metrics.retrieval.NDCG method) (fastrag.benchmark.metrics.retrieval.Precision method) (fastrag.benchmark.metrics.retrieval.Recall method) (fastrag.benchmark.metrics.retrieval.RetrievalMetric method) (fastrag.benchmark.metrics.RetrievalMetric method) (fastrag.benchmark.metrics.TokenOverlap method) (fastrag.benchmark.metrics.TokenUsage method) scores (fastrag.benchmark.results.SampleResult attribute) (fastrag.benchmark.SampleResult attribute) search() (fastrag.vector_store.base.VectorStore method) (fastrag.vector_store.chroma.ChromaVectorStore method) (fastrag.vector_store.ChromaVectorStore method) (fastrag.vector_store.milvus.MilvusVectorStore method) (fastrag.vector_store.MilvusVectorStore method) (fastrag.vector_store.opensearch.OpenSearchVectorStore method) (fastrag.vector_store.OpenSearchVectorStore method) (fastrag.vector_store.VectorStore method) SectionContext (class in fastrag.retrieval) (class in fastrag.retrieval.sections) SectionIndex (class in fastrag.retrieval) (class in fastrag.retrieval.sections) SemanticChunker (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.semantic) ServeConfig (class in fastrag.serve) (class in fastrag.serve.config) ServiceError Session (class in fastrag.query.chat) (class in fastrag.query.chat.base) session_id (fastrag.query.chat.base.Chat attribute) (fastrag.query.chat.Chat attribute) session_ttl_days (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) sessions (fastrag.serve.cleanup.CleanupReport attribute) (fastrag.serve.CleanupReport attribute) show_domain_events (fastrag.ingestion.logger.console.ConsoleLogger attribute) (fastrag.ingestion.logger.ConsoleLogger attribute) show_errors (fastrag.ingestion.logger.console.ConsoleLogger attribute) (fastrag.ingestion.logger.ConsoleLogger attribute) show_progress (fastrag.ingestion.logger.console.ConsoleLogger attribute) (fastrag.ingestion.logger.ConsoleLogger attribute) SitemapCrawler (class in fastrag.ingestion.steps.fetching) (class in fastrag.ingestion.steps.fetching.sitemap) Source (class in fastrag.ingestion) (class in fastrag.ingestion.models) source (fastrag.ingestion.events.DocumentFetched attribute) (fastrag.normalization.models.NormalizedDocument property) (fastrag.normalization.NormalizedDocument property) source_cache_id() (in module fastrag.ingestion.cache) (in module fastrag.ingestion.cache.ids) source_id (fastrag.Document attribute) (fastrag.ingestion.cache.schema.DocumentRecord attribute) (fastrag.ingestion.cache.schema.DocumentSnapshot attribute) (fastrag.ingestion.cache.schema.SourceSnapshot attribute) (fastrag.ingestion.events.ItemFailed attribute) (fastrag.ingestion.events.ItemStarted attribute) (fastrag.models.Document attribute) source_media_type() (in module fastrag.ingestion.steps.parsing.capabilities) SourceBucket (class in fastrag.ingestion.cache.schema) SourceError SourceFreshnessValidator (class in fastrag.ingestion.cache.base)

SourceListLogger (class in fastrag.ingestion.logger) (class in fastrag.ingestion.logger.source_list) SourceLogger (class in fastrag.ingestion.logger) (class in fastrag.ingestion.logger.source) SourceRecord (class in fastrag.ingestion.cache.schema) Sources (class in fastrag.ingestion.steps.fetching) (class in fastrag.ingestion.steps.fetching.sources) sources (fastrag.benchmark.metrics.base.QueryOutcome attribute) (fastrag.query.chat.base.ChatMessage attribute) (fastrag.query.chat.ChatMessage attribute) SourcesChunk (class in fastrag.query) (class in fastrag.query.engine) SourceSnapshot (class in fastrag.ingestion.cache.schema) SourceSpan (class in fastrag.normalization) (class in fastrag.normalization.models) SourceStep (class in fastrag.ingestion.steps.base) SourceTreeLogger (class in fastrag.ingestion.logger) (class in fastrag.ingestion.logger.source_tree) split() (fastrag.ingestion.steps.chunking.base.Chunker method) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.Chunker method) (fastrag.ingestion.steps.chunking.ChunkerRouter method) (fastrag.ingestion.steps.chunking.docling.DoclingChunker method) (fastrag.ingestion.steps.chunking.DoclingChunker method) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.heading.HeadingChunker method) (fastrag.ingestion.steps.chunking.HeadingChunker method) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.router.ChunkerRouter method) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker method) (fastrag.ingestion.steps.chunking.SemanticChunker method) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker method) (fastrag.ingestion.steps.chunking.StructureAwareChunker method) (fastrag.models.ContentFormat method) split_normalized() (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker method) (fastrag.ingestion.steps.chunking.StructureAwareChunker method) splitlines() (fastrag.models.ContentFormat method) SQLiteCache (class in fastrag.ingestion.cache) (class in fastrag.ingestion.cache.sqlite) stale (fastrag.ingestion.events.DocumentsPruned attribute) start_urls (fastrag.ingestion.steps.fetching.web.WebCrawler attribute) startswith() (fastrag.models.ContentFormat method) status (fastrag.benchmark.BenchmarkResult attribute) (fastrag.benchmark.results.BenchmarkResult attribute) (fastrag.benchmark.results.SampleResult attribute) (fastrag.benchmark.SampleResult attribute) StatusCounts (class in fastrag.benchmark) (class in fastrag.benchmark.results) std (fastrag.benchmark.metrics.base.DistributionSummary attribute) (fastrag.benchmark.metrics.DistributionSummary attribute) step (fastrag.ingestion.events.DocumentChunked attribute) (fastrag.ingestion.events.DocumentEmbedded attribute) (fastrag.ingestion.events.DocumentFetched attribute) (fastrag.ingestion.events.DocumentParsed attribute) (fastrag.ingestion.events.DocumentSaved attribute) (fastrag.ingestion.events.DocumentsPruned attribute) (fastrag.ingestion.events.ItemFailed attribute) (fastrag.ingestion.events.ItemStarted attribute) (fastrag.ingestion.events.StepCompleted attribute) (fastrag.ingestion.events.StepFailed attribute) (fastrag.ingestion.events.StepProgress attribute) (fastrag.ingestion.events.StepStarted attribute) step_config_hash (fastrag.Document attribute) (fastrag.ingestion.cache.schema.DocumentRecord attribute) (fastrag.ingestion.cache.schema.DocumentSnapshot attribute) (fastrag.models.Document attribute) StepCompleted (class in fastrag.ingestion.events) StepConfigHash (in module fastrag.ingestion.steps.base) StepFailed (class in fastrag.ingestion.events) StepProgress (class in fastrag.ingestion.events) StepStarted (class in fastrag.ingestion.events) stream() (fastrag.query.engine.QueryEngine method) (fastrag.query.llm.base.ChatModel method) (fastrag.query.llm.ChatModel method) (fastrag.query.llm.openai.OpenAIChatModel method) (fastrag.query.llm.OpenAIChatModel method) (fastrag.query.QueryEngine method) stream_batches() (in module fastrag.ingestion.steps.base) streams_targets (fastrag.ingestion.steps.fetching.web.WebCrawler attribute) (fastrag.ingestion.steps.fetching.WebCrawler attribute) strip() (fastrag.models.ContentFormat method) structural_chunk_id() (in module fastrag.ingestion.steps.chunking.base) StructureAwareChunker (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.structure) successful (fastrag.benchmark.results.StatusCounts attribute) (fastrag.benchmark.StatusCounts attribute) summarize_html() (in module fastrag.ingestion.steps.fetching.renderers) summary (fastrag.benchmark.BenchmarkResult attribute) (fastrag.benchmark.results.BenchmarkResult attribute) SvgParser (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.svg) swapcase() (fastrag.models.ContentFormat method) sync() (fastrag.vector_store.base.VectorStore method) (fastrag.vector_store.chroma.ChromaVectorStore method) (fastrag.vector_store.ChromaVectorStore method) (fastrag.vector_store.milvus.MilvusVectorStore method) (fastrag.vector_store.MilvusVectorStore method) (fastrag.vector_store.opensearch.OpenSearchVectorStore method) (fastrag.vector_store.OpenSearchVectorStore method) (fastrag.vector_store.VectorStore method)

T

targets() (fastrag.ingestion.steps.fetching.file.FileSource method) (fastrag.ingestion.steps.fetching.FileSource method) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.LocalFileFetcher method) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler method) (fastrag.ingestion.steps.fetching.SitemapCrawler method) (fastrag.ingestion.steps.fetching.web.WebCrawler method) (fastrag.ingestion.steps.fetching.WebCrawler method) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher method) (fastrag.ingestion.steps.fetching.YouTubeFetcher method) TEXT (fastrag.models.ContentFormat attribute) text_format() (in module fastrag.ingestion.steps.parsing.capabilities) TextNormalizer (class in fastrag.normalization) TiktokenTokenizer (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.structure) timeout (fastrag.ingestion.Policy attribute) (fastrag.ingestion.policy.Policy attribute) title() (fastrag.models.ContentFormat method) to_llm_history() (in module fastrag.query.chat) (in module fastrag.query.chat.base) to_markdown() (fastrag.benchmark.Comparison method) (fastrag.benchmark.comparison.Comparison method) token (fastrag.serve.CLI property) (fastrag.serve.cli.CLI property) TokenChunk (class in fastrag.query) (class in fastrag.query.engine) Tokenizer (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.structure) TokenOverlap (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.generation) TokenUsage (class in fastrag.benchmark.metrics) (class in fastrag.benchmark.metrics.operational) touch_session() (fastrag.query.chat.base.ChatStore method) (fastrag.query.chat.ChatStore method) (fastrag.query.chat.postgres.PostgresChatStore method) (fastrag.query.chat.PostgresChatStore method) TrafilaturaParser (class in fastrag.ingestion.steps.parsing) (class in fastrag.ingestion.steps.parsing.trafilatura) transcribe() (fastrag.ingestion.steps.parsing.audio.AudioParser method) (fastrag.ingestion.steps.parsing.AudioParser method) transform() (fastrag.ingestion.steps.base.DocumentStep method) (fastrag.ingestion.steps.base.RoutedStep method) (fastrag.ingestion.steps.chunking.base.Chunker method) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.Chunker method) (fastrag.ingestion.steps.chunking.ChunkerRouter method) (fastrag.ingestion.steps.chunking.docling.DoclingChunker method) (fastrag.ingestion.steps.chunking.DoclingChunker method) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.heading.HeadingChunker method) (fastrag.ingestion.steps.chunking.HeadingChunker method) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.router.ChunkerRouter method) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker method) (fastrag.ingestion.steps.chunking.SemanticChunker method) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker method) (fastrag.ingestion.steps.chunking.StructureAwareChunker method) (fastrag.ingestion.steps.embedding.base.Embedder method) (fastrag.ingestion.steps.embedding.Embedder method) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder method) (fastrag.ingestion.steps.embedding.OpenAIEmbedder method) (fastrag.ingestion.steps.parsing.ai.DecisionsParser method) (fastrag.ingestion.steps.parsing.ai.OpenAIParser method) (fastrag.ingestion.steps.parsing.audio.AudioParser method) (fastrag.ingestion.steps.parsing.AudioParser method) (fastrag.ingestion.steps.parsing.base.Parser method) (fastrag.ingestion.steps.parsing.chandra.ChandraParser method) (fastrag.ingestion.steps.parsing.ChandraParser method) (fastrag.ingestion.steps.parsing.DecisionsParser method) (fastrag.ingestion.steps.parsing.default.DefaultParser method) (fastrag.ingestion.steps.parsing.DefaultParser method) (fastrag.ingestion.steps.parsing.docling.DoclingParser method) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser method) (fastrag.ingestion.steps.parsing.DoclingParser method) (fastrag.ingestion.steps.parsing.DoclingServeParser method) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser method) (fastrag.ingestion.steps.parsing.DocusaurusParser method) (fastrag.ingestion.steps.parsing.html.HtmlParser method) (fastrag.ingestion.steps.parsing.HtmlParser method) (fastrag.ingestion.steps.parsing.mineru.MineruParser method) (fastrag.ingestion.steps.parsing.MineruParser method) (fastrag.ingestion.steps.parsing.OpenAIParser method) (fastrag.ingestion.steps.parsing.OpenAIVisionParser method) (fastrag.ingestion.steps.parsing.Parser method) (fastrag.ingestion.steps.parsing.ParserRouter method) (fastrag.ingestion.steps.parsing.pdf.PDFParser method) (fastrag.ingestion.steps.parsing.PDFParser method) (fastrag.ingestion.steps.parsing.router.ParserRouter method) (fastrag.ingestion.steps.parsing.svg.SvgParser method) (fastrag.ingestion.steps.parsing.SvgParser method) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser method)

TransientCacheError TransientChatError TransientChatStoreError TransientEmbeddingError TransientError TransientFetchError TransientParseError TransientRerankError TransientVectorStoreError translate() (fastrag.models.ContentFormat method) trust_proxy_headers (fastrag.serve.config.ServeConfig attribute) (fastrag.serve.ServeConfig attribute) type_annotation_map (fastrag.ingestion.cache.schema.CacheBase attribute) (fastrag.ingestion.cache.schema.DocumentBucket attribute) (fastrag.ingestion.cache.schema.DocumentRecord attribute) (fastrag.ingestion.cache.schema.DocumentSnapshot attribute) (fastrag.ingestion.cache.schema.SourceBucket attribute) (fastrag.ingestion.cache.schema.SourceRecord attribute) (fastrag.ingestion.cache.schema.SourceSnapshot attribute)

U

update_last_assistant_message() (fastrag.query.chat.base.ChatStore method) (fastrag.query.chat.ChatStore method) (fastrag.query.chat.postgres.PostgresChatStore method) (fastrag.query.chat.PostgresChatStore method) upper() (fastrag.models.ContentFormat method) upsert() (fastrag.vector_store.base.VectorStore method) (fastrag.vector_store.chroma.ChromaVectorStore method) (fastrag.vector_store.ChromaVectorStore method) (fastrag.vector_store.milvus.MilvusVectorStore method) (fastrag.vector_store.MilvusVectorStore method) (fastrag.vector_store.opensearch.OpenSearchVectorStore method) (fastrag.vector_store.OpenSearchVectorStore method) (fastrag.vector_store.VectorStore method) upstream (fastrag.ingestion.steps.base.DocumentStep property) (fastrag.ingestion.steps.base.PipelineStep property) (fastrag.ingestion.steps.base.RoutedStep property) (fastrag.ingestion.steps.base.SourceStep property) (fastrag.ingestion.steps.chunking.base.Chunker property) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter property) (fastrag.ingestion.steps.chunking.CharacterTextSplitter property) (fastrag.ingestion.steps.chunking.Chunker property) (fastrag.ingestion.steps.chunking.ChunkerRouter property) (fastrag.ingestion.steps.chunking.docling.DoclingChunker property) (fastrag.ingestion.steps.chunking.DoclingChunker property) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker property) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker property) (fastrag.ingestion.steps.chunking.heading.HeadingChunker property) (fastrag.ingestion.steps.chunking.HeadingChunker property) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker property) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker property) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter property) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter property) (fastrag.ingestion.steps.chunking.router.ChunkerRouter property) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker property) (fastrag.ingestion.steps.chunking.SemanticChunker property) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker property) (fastrag.ingestion.steps.chunking.StructureAwareChunker property) (fastrag.ingestion.steps.embedding.base.Embedder property) (fastrag.ingestion.steps.embedding.Embedder property) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder property) (fastrag.ingestion.steps.embedding.Model2VecEmbedder property) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder property) (fastrag.ingestion.steps.embedding.OpenAIEmbedder property) (fastrag.ingestion.steps.fetching.base.Fetcher property) (fastrag.ingestion.steps.fetching.Fetcher property) (fastrag.ingestion.steps.fetching.file.FileSource property) (fastrag.ingestion.steps.fetching.FileSource property) (fastrag.ingestion.steps.fetching.local.LocalFileFetcher property) (fastrag.ingestion.steps.fetching.LocalFileFetcher property) (fastrag.ingestion.steps.fetching.sitemap.SitemapCrawler property) (fastrag.ingestion.steps.fetching.SitemapCrawler property) (fastrag.ingestion.steps.fetching.Sources property) (fastrag.ingestion.steps.fetching.sources.Sources property) (fastrag.ingestion.steps.fetching.web.WebCrawler property) (fastrag.ingestion.steps.fetching.WebCrawler property) (fastrag.ingestion.steps.fetching.youtube.YouTubeFetcher property) (fastrag.ingestion.steps.fetching.YouTubeFetcher property) (fastrag.ingestion.steps.parsing.ai.DecisionsParser property) (fastrag.ingestion.steps.parsing.ai.OpenAIParser property) (fastrag.ingestion.steps.parsing.audio.AudioParser property) (fastrag.ingestion.steps.parsing.AudioParser property) (fastrag.ingestion.steps.parsing.base.Parser property) (fastrag.ingestion.steps.parsing.chandra.ChandraParser property) (fastrag.ingestion.steps.parsing.ChandraParser property) (fastrag.ingestion.steps.parsing.DecisionsParser property) (fastrag.ingestion.steps.parsing.default.DefaultParser property) (fastrag.ingestion.steps.parsing.DefaultParser property) (fastrag.ingestion.steps.parsing.docling.DoclingParser property) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser property) (fastrag.ingestion.steps.parsing.DoclingParser property) (fastrag.ingestion.steps.parsing.DoclingServeParser property) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser property) (fastrag.ingestion.steps.parsing.DocusaurusParser property) (fastrag.ingestion.steps.parsing.html.HtmlParser property) (fastrag.ingestion.steps.parsing.HtmlParser property) (fastrag.ingestion.steps.parsing.mineru.MineruParser property) (fastrag.ingestion.steps.parsing.MineruParser property) (fastrag.ingestion.steps.parsing.OpenAIParser property) (fastrag.ingestion.steps.parsing.OpenAIVisionParser property) (fastrag.ingestion.steps.parsing.Parser property) (fastrag.ingestion.steps.parsing.ParserRouter property) (fastrag.ingestion.steps.parsing.pdf.PDFParser property) (fastrag.ingestion.steps.parsing.PDFParser property) (fastrag.ingestion.steps.parsing.router.ParserRouter property) (fastrag.ingestion.steps.parsing.svg.SvgParser property) (fastrag.ingestion.steps.parsing.SvgParser property) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser property) (fastrag.ingestion.steps.parsing.TrafilaturaParser property) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser property)

uri (fastrag.ingestion.cache.schema.SourceRecord attribute) (fastrag.ingestion.cache.schema.SourceSnapshot attribute) (fastrag.ingestion.events.ItemFailed attribute) (fastrag.ingestion.events.ItemStarted attribute) (fastrag.ingestion.models.Source attribute) (fastrag.ingestion.Source attribute) URLFilter (class in fastrag.ingestion.filters) (class in fastrag.ingestion.filters.url) Utf8ByteTokenizer (class in fastrag.ingestion.steps.chunking) (class in fastrag.ingestion.steps.chunking.structure)

V

validate() (fastrag.normalization.models.NormalizedDocument method) (fastrag.normalization.NormalizedDocument method) validate_input() (fastrag.ingestion.steps.base.DocumentStep method) (fastrag.ingestion.steps.chunking.base.Chunker method) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.Chunker method) (fastrag.ingestion.steps.chunking.ChunkerRouter method) (fastrag.ingestion.steps.chunking.docling.DoclingChunker method) (fastrag.ingestion.steps.chunking.DoclingChunker method) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.heading.HeadingChunker method) (fastrag.ingestion.steps.chunking.HeadingChunker method) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.router.ChunkerRouter method) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker method) (fastrag.ingestion.steps.chunking.SemanticChunker method) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker method) (fastrag.ingestion.steps.chunking.StructureAwareChunker method) (fastrag.ingestion.steps.embedding.base.Embedder method) (fastrag.ingestion.steps.embedding.Embedder method) (fastrag.ingestion.steps.embedding.model2vec.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.Model2VecEmbedder method) (fastrag.ingestion.steps.embedding.openai.OpenAIEmbedder method) (fastrag.ingestion.steps.embedding.OpenAIEmbedder method) (fastrag.ingestion.steps.parsing.ai.DecisionsParser method) (fastrag.ingestion.steps.parsing.ai.OpenAIParser method) (fastrag.ingestion.steps.parsing.audio.AudioParser method) (fastrag.ingestion.steps.parsing.AudioParser method) (fastrag.ingestion.steps.parsing.base.Parser method) (fastrag.ingestion.steps.parsing.chandra.ChandraParser method) (fastrag.ingestion.steps.parsing.ChandraParser method) (fastrag.ingestion.steps.parsing.DecisionsParser method) (fastrag.ingestion.steps.parsing.default.DefaultParser method) (fastrag.ingestion.steps.parsing.DefaultParser method) (fastrag.ingestion.steps.parsing.docling.DoclingParser method) (fastrag.ingestion.steps.parsing.docling_serve.DoclingServeParser method) (fastrag.ingestion.steps.parsing.DoclingParser method) (fastrag.ingestion.steps.parsing.DoclingServeParser method) (fastrag.ingestion.steps.parsing.docusaurus.DocusaurusParser method) (fastrag.ingestion.steps.parsing.DocusaurusParser method) (fastrag.ingestion.steps.parsing.html.HtmlParser method) (fastrag.ingestion.steps.parsing.HtmlParser method) (fastrag.ingestion.steps.parsing.mineru.MineruParser method) (fastrag.ingestion.steps.parsing.MineruParser method) (fastrag.ingestion.steps.parsing.OpenAIParser method) (fastrag.ingestion.steps.parsing.OpenAIVisionParser method) (fastrag.ingestion.steps.parsing.Parser method) (fastrag.ingestion.steps.parsing.ParserRouter method) (fastrag.ingestion.steps.parsing.pdf.PDFParser method) (fastrag.ingestion.steps.parsing.PDFParser method) (fastrag.ingestion.steps.parsing.router.ParserRouter method) (fastrag.ingestion.steps.parsing.svg.SvgParser method) (fastrag.ingestion.steps.parsing.SvgParser method) (fastrag.ingestion.steps.parsing.trafilatura.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.TrafilaturaParser method) (fastrag.ingestion.steps.parsing.vision.OpenAIVisionParser method)

validate_output() (fastrag.ingestion.steps.chunking.base.Chunker method) (fastrag.ingestion.steps.chunking.character.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.CharacterTextSplitter method) (fastrag.ingestion.steps.chunking.Chunker method) (fastrag.ingestion.steps.chunking.ChunkerRouter method) (fastrag.ingestion.steps.chunking.docling.DoclingChunker method) (fastrag.ingestion.steps.chunking.DoclingChunker method) (fastrag.ingestion.steps.chunking.embedding_semantic.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.EmbeddingSemanticChunker method) (fastrag.ingestion.steps.chunking.heading.HeadingChunker method) (fastrag.ingestion.steps.chunking.HeadingChunker method) (fastrag.ingestion.steps.chunking.langchain_semantic.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.LangchainSemanticChunker method) (fastrag.ingestion.steps.chunking.recursive.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.RecursiveCharacterTextSplitter method) (fastrag.ingestion.steps.chunking.router.ChunkerRouter method) (fastrag.ingestion.steps.chunking.semantic.SemanticChunker method) (fastrag.ingestion.steps.chunking.SemanticChunker method) (fastrag.ingestion.steps.chunking.structure.StructureAwareChunker method) (fastrag.ingestion.steps.chunking.StructureAwareChunker method) validate_structure_chunks() (in module fastrag.ingestion.steps.chunking) (in module fastrag.ingestion.steps.chunking.validation) VectorRetriever (class in fastrag.retrieval) (class in fastrag.retrieval.vector) VectorStore (class in fastrag.vector_store) (class in fastrag.vector_store.base) VectorStoreError

W

walk() (fastrag.normalization.models.NormalizedDocument method) (fastrag.normalization.models.NormalizedNode method) (fastrag.normalization.NormalizedDocument method) (fastrag.normalization.NormalizedNode method)

WebCrawler (class in fastrag.ingestion.steps.fetching) (class in fastrag.ingestion.steps.fetching.web)

Y

youtube_filter (in module fastrag.ingestion.steps.fetching.youtube) youtube_video_id() (in module fastrag.ingestion.steps.fetching.youtube)

YouTubeFetcher (class in fastrag.ingestion.steps.fetching) (class in fastrag.ingestion.steps.fetching.youtube)

Z

zfill() (fastrag.models.ContentFormat method)