Index

A

add() (ef.artifact_graph.ArtifactGraph method) (ef.ArtifactGraph method) ancestors() (ef.artifact_graph.ArtifactGraph method) (ef.ArtifactGraph method) approx_token_count() (in module ef) (in module ef.segmenters) APPROX_TOKENIZER (in module ef.segmenters) artifact_id() (in module ef) (in module ef.artifact_graph) ArtifactGraph (class in ef) (class in ef.artifact_graph) ArtifactId (in module ef) (in module ef.artifact_graph) as_corpus() (in module ef) (in module ef.corpus)

as_dict() (ef.artifact_graph.ProducerSpec method) (ef.config.PipelineSpec method) (ef.config.TransformSpec method) (ef.PipelineSpec method) (ef.ProducerSpec method) (ef.TransformSpec method) as_embedder() (in module ef) (in module ef.embedder_adapters) as_ragas_dataset() (in module ef) (in module ef.evaluation) as_segment() (in module ef) (in module ef.segments) as_segmenter() (in module ef) (in module ef.segmenter_adapters) average_precision() (in module ef) (in module ef.evaluation)

B

base_delay (ef.embedder_wrappers.RetryPolicy attribute) (ef.RetryPolicy attribute) BaseEmbedder (class in ef) (class in ef.embedders) BaseSegmenter (class in ef) (class in ef.segmenters) batch() (ef.BaseSegmenter method) (ef.BatchedSegmenter method) (ef.segmenters.BaseSegmenter method) (ef.segmenters.BatchedSegmenter method)

BatchedSegmenter (class in ef) (class in ef.segmenters) BatchHandle (class in ef) (class in ef.embedders) BatchStatus (in module ef.embedders)

C

cache_key() (in module ef) (in module ef.embedders) CachedEmbedder (class in ef) (class in ef.embedder_wrappers) cancel (ef.BatchHandle attribute) (ef.embedders.BatchHandle attribute) canonical_json() (in module ef.hashing) changed (ef.corpus.CorpusDiff property) (ef.CorpusDiff property) (ef.refresh.RefreshReport property) (ef.RefreshReport property) ChangeDetectingCorpus (class in ef) (class in ef.corpus) ChangeEvent (class in ef) (class in ef.corpus) ChangeKind (in module ef.corpus) cluster() (in module ef) (in module ef.exploration) cohere_embedder() (in module ef) (in module ef.embedder_adapters) config_hashes (ef.diagnostics.IndexedSource attribute) (ef.IndexedSource attribute) config_id() (in module ef) (in module ef.config)

ConfigId (in module ef) (in module ef.config) configs (ef.source_manager.SourceManager property) (ef.SourceManager property) content_hash() (in module ef) (in module ef.corpus) context_precision() (in module ef) (in module ef.evaluation) context_recall() (in module ef) (in module ef.evaluation) Corpus (in module ef.corpus) corpus_info() (ef.EfService method) (ef.service.EfService method) corpus_state() (in module ef.diagnostics) CorpusDiff (class in ef) (class in ef.corpus) CorpusInfo (class in ef) (class in ef.service) create_corpus() (ef.EfService method) (ef.service.EfService method) cross_encoder_reranker() (in module ef) (in module ef.reranking)

D

dcg_at_k() (in module ef) (in module ef.evaluation) DEFAULT_EMBEDDER (in module ef.source_manager) DEFAULT_SEPARATORS (in module ef.segmenters) delete_cascade() (ef.artifact_graph.ArtifactGraph method) (ef.ArtifactGraph method) delete_corpus() (ef.EfService method) (ef.service.EfService method) delete_source_documents() (in module ef.refresh) descendants() (ef.artifact_graph.ArtifactGraph method) (ef.ArtifactGraph method)

diagnose() (ef.source_manager.SourceManager method) (ef.SourceManager method) (in module ef) (in module ef.diagnostics) diff() (ef.ChangeDetectingCorpus method) (ef.corpus.ChangeDetectingCorpus method) dim (ef.Embedder attribute) (ef.embedders.Embedder attribute) doc_ids (ef.diagnostics.IndexedSource attribute) (ef.IndexedSource attribute)

E

ef module ef.artifact_graph module ef.config module ef.corpus module ef.diagnostics module ef.embedder_adapters module ef.embedder_wrappers module ef.embedders module ef.evaluation module ef.exploration module ef.hashing module ef.ops module ef.refresh module ef.reranking module ef.segmenter_adapters module ef.segmenters module

ef.segments module ef.service module ef.source_manager module EfService (class in ef) (class in ef.service) embed_batch() (ef.BaseEmbedder method) (ef.Embedder method) (ef.embedders.BaseEmbedder method) (ef.embedders.Embedder method) embed_length_sorted() (in module ef) (in module ef.embedders) EMBED_OP_VERSION (in module ef.ops) embed_step() (in module ef.ops) Embedder (class in ef) (class in ef.embedders) embedder_identity() (in module ef.ops) EmbedderError, [1] evaluate_rag() (in module ef) (in module ef.evaluation) evaluate_retrieval() (in module ef) (in module ef.evaluation) exact_match() (in module ef) (in module ef.evaluation) explore() (in module ef) (in module ef.exploration) explore_corpus() (ef.EfService method) (ef.service.EfService method) ExploreResult (class in ef) (class in ef.exploration)

F

Freshness (in module ef.artifact_graph) freshness() (ef.artifact_graph.ArtifactGraph method) (ef.ArtifactGraph method) from_dict() (ef.artifact_graph.ProducerSpec class method) (ef.config.PipelineSpec class method) (ef.config.TransformSpec class method) (ef.PipelineSpec class method) (ef.ProducerSpec class method) (ef.TransformSpec class method)

full_kwargs() (in module ef) (in module ef.config) FunctionEmbedder (class in ef) (class in ef.embedders) FunctionSegmenter (class in ef) (class in ef.segmenters)

G

gc_orphans() (ef.source_manager.SourceManager method) (ef.SourceManager method)

gemini_embedder() (in module ef) (in module ef.embedder_adapters)

H

HashingEmbedder (class in ef) (class in ef.embedders) hierarchical() (in module ef) (in module ef.segmenters) hits_to_segments() (in module ef) (in module ef.source_manager) honored_input_types (ef.CachedEmbedder property) (ef.Embedder attribute) (ef.embedder_wrappers.CachedEmbedder property) (ef.embedder_wrappers.NormalizingEmbedder property) (ef.embedder_wrappers.RetryingEmbedder property) (ef.embedders.Embedder attribute) (ef.NormalizingEmbedder property) (ef.RetryingEmbedder property)

http_embedder() (in module ef) (in module ef.embedder_adapters)

I

imbed_segmenter() (in module ef) (in module ef.segmenter_adapters) indexed_state() (in module ef.diagnostics) IndexedSource (class in ef) (class in ef.diagnostics)

ingest() (in module ef) (in module ef.source_manager) inputs (ef.artifact_graph.ProducerSpec attribute) (ef.ProducerSpec attribute) InputType (in module ef.embedders)

J

jitter (ef.embedder_wrappers.RetryPolicy attribute) (ef.RetryPolicy attribute)

K

kind (ef.ChangeEvent attribute) (ef.corpus.ChangeEvent attribute)

L

label_clusters() (in module ef) (in module ef.exploration) line_segmenter() (in module ef) (in module ef.segmenters)

lineage() (ef.source_manager.SourceManager method) (ef.SourceManager method) list_corpora() (ef.EfService method) (ef.service.EfService method)

M

make_embed_op() (in module ef.ops) make_segment() (in module ef) (in module ef.segments) make_segment_op() (in module ef.ops) mark_stale() (ef.artifact_graph.ArtifactGraph method) (ef.ArtifactGraph method) materialise() (in module ef) (in module ef.segmenters) materialize() (ef.artifact_graph.ArtifactGraph method) (ef.ArtifactGraph method) (ef.source_manager.SourceManager method) (ef.SourceManager method) max_attempts (ef.embedder_wrappers.RetryPolicy attribute) (ef.RetryPolicy attribute) max_delay (ef.embedder_wrappers.RetryPolicy attribute) (ef.RetryPolicy attribute) model_id (ef.Embedder attribute) (ef.embedders.Embedder attribute) module ef ef.artifact_graph ef.config ef.corpus ef.diagnostics ef.embedder_adapters ef.embedder_wrappers ef.embedders ef.evaluation ef.exploration ef.hashing ef.ops ef.refresh ef.reranking ef.segmenter_adapters ef.segmenters ef.segments ef.service ef.source_manager

MultiEmbedder (class in ef) (class in ef.embedder_wrappers)

N

ndcg_at_k() (in module ef) (in module ef.evaluation) needs_reindexing (ef.diagnostics.StalenessReport property) (ef.StalenessReport property) new_hash (ef.ChangeEvent attribute) (ef.corpus.ChangeEvent attribute) normalize_text() (in module ef.hashing)

normalized (ef.CachedEmbedder property) (ef.Embedder attribute) (ef.embedder_wrappers.CachedEmbedder property) (ef.embedder_wrappers.RetryingEmbedder property) (ef.embedders.Embedder attribute) (ef.RetryingEmbedder property) NormalizingEmbedder (class in ef) (class in ef.embedder_wrappers)

O

old_hash (ef.ChangeEvent attribute) (ef.corpus.ChangeEvent attribute) op (ef.artifact_graph.ProducerSpec attribute) (ef.ProducerSpec attribute) op_version (ef.artifact_graph.ProducerSpec attribute) (ef.ProducerSpec attribute)

openai_embedder() (in module ef) (in module ef.embedder_adapters) OpKey (in module ef) (in module ef.artifact_graph)

P

params (ef.artifact_graph.ProducerSpec attribute) (ef.ProducerSpec attribute) pipeline() (ef.source_manager.SourceManager method) (ef.SourceManager method) PipelineSpec (class in ef) (class in ef.config) plan_refresh() (in module ef) (in module ef.refresh) poll (ef.BatchHandle attribute) (ef.embedders.BatchHandle attribute) precision_at_k() (in module ef) (in module ef.evaluation) primary (ef.evaluation.RetrievalEvalReport property) (ef.RetrievalEvalReport property)

primary_at() (ef.evaluation.RetrievalEvalReport method) (ef.RetrievalEvalReport method) producer_spec() (in module ef) (in module ef.artifact_graph) ProducerSpec (class in ef) (class in ef.artifact_graph) project() (in module ef) (in module ef.exploration) PROMOTED_METADATA_KEYS (in module ef.segments) prune_dead_leaves() (in module ef.refresh) put() (ef.artifact_graph.ArtifactGraph method) (ef.ArtifactGraph method)

Q

Qrels (in module ef.evaluation)

R

RagEvalReport (class in ef) (class in ef.evaluation) RagSample (class in ef) (class in ef.evaluation) read_beir() (in module ef) (in module ef.evaluation) ready_handle() (in module ef) (in module ef.embedders) rebuild() (ef.source_manager.SourceManager method) (ef.SourceManager method) recall_at_k() (in module ef) (in module ef.evaluation) reciprocal_rank() (in module ef) (in module ef.evaluation) RecursiveCharacterSegmenter (class in ef) (class in ef.segmenters) refresh() (ef.source_manager.SourceManager method) (ef.SourceManager method) REFRESH_MODES (in module ef.refresh) refresh_on_change() (in module ef) (in module ef.refresh) RefreshMode (in module ef.refresh) RefreshPlan (class in ef) (class in ef.refresh) RefreshReport (class in ef) (class in ef.refresh)

register_config() (ef.source_manager.SourceManager method) (ef.SourceManager method) register_op() (ef.artifact_graph.ArtifactGraph method) (ef.ArtifactGraph method) rerank() (in module ef) (in module ef.reranking) Reranker (class in ef) (class in ef.reranking) result (ef.BatchHandle attribute) (ef.embedders.BatchHandle attribute) RETRIEVAL_METRICS (in module ef.evaluation) RetrievalEvalReport (class in ef) (class in ef.evaluation) retrieve() (ef.EfService method) (ef.SearchableCorpus method) (ef.service.EfService method) (ef.source_manager.SearchableCorpus method) (ef.source_manager.SourceManager method) (ef.SourceManager method) retry_on (ef.embedder_wrappers.RetryPolicy attribute) (ef.RetryPolicy attribute) retry_on() (ef.embedder_wrappers.RetryPolicy method) (ef.RetryPolicy method) RetryingEmbedder (class in ef) (class in ef.embedder_wrappers) RetryPolicy (class in ef) (class in ef.embedder_wrappers)

S

scan() (ef.ChangeDetectingCorpus method) (ef.corpus.ChangeDetectingCorpus method) (ef.source_manager.SourceManager method) (ef.SourceManager method) score (ef.SearchHit attribute) (ef.source_manager.SearchHit attribute) search() (ef.EfService method) (ef.SearchableCorpus method) (ef.service.EfService method) (ef.source_manager.SearchableCorpus method) (ef.source_manager.SourceManager method) (ef.SourceManager method) searchable() (ef.source_manager.SourceManager method) (ef.SourceManager method) SearchableCorpus (class in ef) (class in ef.source_manager) SearchHit (class in ef) (class in ef.source_manager) Segment (class in ef) (class in ef.segments) segment (ef.SearchHit attribute) (ef.source_manager.SearchHit attribute) segment_id() (in module ef) (in module ef.segments) SEGMENT_OP_VERSION (in module ef.ops)

segment_record() (in module ef) (in module ef.segments) segment_step() (in module ef.ops) Segmenter (class in ef) (class in ef.segmenters) segmenter_identity() (in module ef.ops) SegmentRecord (class in ef) (class in ef.segments) sentence_transformers_embedder() (in module ef) (in module ef.embedder_adapters) sha256_hex() (in module ef.hashing) Source (in module ef.corpus) source_hashes (ef.diagnostics.IndexedSource attribute) (ef.IndexedSource attribute) source_id (ef.ChangeEvent attribute) (ef.corpus.ChangeEvent attribute) (ef.diagnostics.IndexedSource attribute) (ef.IndexedSource attribute) (ef.SearchHit attribute) (ef.source_manager.SearchHit attribute) SourceManager (class in ef) (class in ef.source_manager) StalenessReport (class in ef) (class in ef.diagnostics) step_params() (in module ef) (in module ef.config)

T

to_delete (ef.refresh.RefreshPlan attribute) (ef.RefreshPlan attribute) to_materialize (ef.refresh.RefreshPlan attribute) (ef.RefreshPlan attribute) to_segment() (ef.SegmentRecord method) (ef.segments.SegmentRecord method)

token_f1() (in module ef) (in module ef.evaluation) TransformSpec (class in ef) (class in ef.config)

V

voyage_embedder() (in module ef) (in module ef.embedder_adapters)

W

with_overlap() (in module ef) (in module ef.segmenters) with_reranker() (in module ef) (in module ef.reranking)

write_beir() (in module ef) (in module ef.evaluation)