Functions — github.com/aieng-abdullah/production-rag-assistant

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Functions205 in github.com/aieng-abdullah/production-rag-assistant

⨍ Functions 205◇ Types & classes 20 ↳ Endpoints 65

Functiontest_documents_to_chunks

()

tests/test_bm25.py:34

Functiontest_documents_to_chunks_defaults

()

tests/test_bm25.py:47

Methodtest_embedding_error

(self, mock_extract, mock_chunk, mock_embed)

tests/test_pipeline_ingest.py:137

Methodtest_embedding_model_is_nonempty

(self)

tests/test_config.py:86

Methodtest_empty_chunks

(self)

tests/test_generate.py:103

Methodtest_empty_pages_skipped_by_chunker

Verify that empty pages from extract_pages are filtered by chunk_pages.

tests/test_pipeline_ingest.py:63

Methodtest_error_stops_pipeline_early

If BM25 fails, vector search and rerank should NOT be called.

tests/test_retrieval_pipeline.py:134

Functiontest_extract_pages_default_doc_id

(mock_fitz)

tests/test_parser.py:57

Functiontest_extract_pages_file_not_found

()

tests/test_parser.py:10

Functiontest_extract_pages_skips_short_pages

(mock_fitz)

tests/test_parser.py:37

Functiontest_extract_pages_success

(mock_fitz)

tests/test_parser.py:16

Methodtest_extraction_error

(self, mock_extract)

tests/test_pipeline_ingest.py:107

Methodtest_extracts_token_usage

(self)

tests/test_generate.py:17

Methodtest_failover_to_second_provider

(self, mock_call, mock_chain)

tests/test_generate.py:220

Methodtest_faithfulness_threshold_is_between_0_and_1

(self)

tests/test_config.py:77

Methodtest_fields

(self)

tests/test_providers.py:95

Methodtest_file_not_found

(self, mock_extract)

tests/test_pipeline_ingest.py:101

Methodtest_first_provider_succeeds

(self, mock_call, mock_chain)

tests/test_generate.py:204

Functiontest_flush_langfuse_calls_flush

()

tests/test_langfuse_tracer.py:97

Functiontest_flush_langfuse_exception_silenced

()

tests/test_langfuse_tracer.py:106

Functiontest_flush_langfuse_no_client

()

tests/test_langfuse_tracer.py:90

Methodtest_full_pipeline_returns_counts

(self, mock_extract, mock_embed, mock_upsert)

tests/test_pipeline_ingest.py:13

Methodtest_generate_no_langfuse_calls_run_pipeline

(self, mock_lf, mock_pipeline)

tests/test_generate.py:174

Methodtest_generate_with_langfuse_calls_traced

(self, mock_lf, mock_traced)

tests/test_generate.py:187

Functiontest_get_bm25_retriever

(mock_bm25_cls)

tests/test_bm25.py:84

Functiontest_get_collection

(mock_embed, mock_chroma)

tests/test_chroma_client.py:39

Functiontest_get_langfuse_client_already_failed

()

tests/test_langfuse_tracer.py:45

Functiontest_get_langfuse_client_generic_error

(mock_cls)

tests/test_langfuse_tracer.py:80

Functiontest_get_langfuse_client_import_error

(mock_cls)

tests/test_langfuse_tracer.py:69

Functiontest_get_langfuse_client_not_configured

()

tests/test_langfuse_tracer.py:36

Functiontest_get_langfuse_client_returns_cached

()

tests/test_langfuse_tracer.py:56

Functiontest_get_vectorstore

(mock_embed, mock_chroma)

tests/test_chroma_client.py:137

Functiontest_get_vectorstore_init

(mock_embed, mock_chroma)

tests/test_chroma_client.py:17

Functiontest_get_vectorstore_singleton

(mock_embed, mock_chroma)

tests/test_chroma_client.py:28

Methodtest_groq_client

(self, mock_chat_groq)

tests/test_providers.py:67

Methodtest_groq_model_has_default

(self)

tests/test_config.py:36

Methodtest_groq_model_is_valid_groq_model

(self)

tests/test_config.py:40

Methodtest_groq_only

(self)

tests/test_providers.py:16

Methodtest_handles_non_numeric_tokens

(self)

tests/test_generate.py:65

Methodtest_handles_none_token_values

(self)

tests/test_generate.py:73

Methodtest_handles_partial_tokens

(self)

tests/test_generate.py:56

Methodtest_handles_usage_key_instead_of_token_usage

(self)

tests/test_generate.py:29

Functiontest_has_chunks_false

(mock_embed, mock_chroma)

tests/test_chroma_client.py:103

Functiontest_has_chunks_true

(mock_embed, mock_chroma)

tests/test_chroma_client.py:90

Functiontest_langfuse_configured_false_missing_keys

()

tests/test_langfuse_tracer.py:28

Functiontest_langfuse_configured_true

()

tests/test_langfuse_tracer.py:20

Functiontest_load_all_chunks

(mock_embed, mock_chroma)

tests/test_chroma_client.py:68

Methodtest_log_level_has_default

(self)

tests/test_config.py:33

Functiontest_missing_citation_rejected

()

tests/test_citations.py:11

Methodtest_no_chunks

(self, mock_extract, mock_chunk)

tests/test_pipeline_ingest.py:128

Methodtest_no_keys_raises

(self)

tests/test_providers.py:46

Methodtest_no_pages

(self, mock_extract)

tests/test_pipeline_ingest.py:113

Methodtest_openai_client

(self, mock_chat_openai)

tests/test_providers.py:83

Methodtest_pipeline_chains_steps_in_order

(self, mock_bm25, mock_vector, mock_rerank)

tests/test_retrieval_pipeline.py:15

Methodtest_pipeline_creates_sources_from_chunks

Verify that sources are built from the retrieval chunks.

tests/test_generate.py:143

Methodtest_pipeline_llm_receives_citation_prompt

Verify that _invoke_llm receives a prompt built from chunks.

tests/test_generate.py:128

Methodtest_pipeline_passes_retrieval_result_to_prompt

Verify that chunks from retrieval are forwarded to build_citation_prompt.

tests/test_generate.py:113

Methodtest_pipeline_raises_on_citation_validation_failure

Verify that an answer without [SOURCE N] raises ValidationError.

tests/test_generate.py:160

Methodtest_preserves_order

(self)

tests/test_providers.py:56

Methodtest_real_chunker_is_used

Verify that real chunk_pages runs, not a mock.

tests/test_pipeline_ingest.py:25

Functiontest_rerank_basic

(mock_cls)

tests/test_cross_encoder.py:16

Functiontest_rerank_empty_chunks

(mock_cls)

tests/test_cross_encoder.py:35

Methodtest_rerank_error_wrapped

(self, mock_bm25, mock_vector, mock_rrf, mock_rerank)

tests/test_retrieval_pipeline.py:123

Functiontest_rerank_inference_error

(mock_cls)

tests/test_cross_encoder.py:62

Functiontest_rerank_invalid_top_k

()

tests/test_cross_encoder.py:41

Functiontest_rerank_model_singleton

(mock_cls)

tests/test_cross_encoder.py:73

Functiontest_rerank_with_threshold

(mock_cls)

tests/test_cross_encoder.py:48

Methodtest_reranker_model_is_nonempty

(self)

tests/test_config.py:89

Functiontest_reset_client

()

tests/test_chroma_client.py:127

Methodtest_returns_none_when_empty_metadata

(self)

tests/test_generate.py:46

Methodtest_returns_none_when_no_metadata

(self)

tests/test_generate.py:41

Methodtest_returns_none_when_usage_not_dict

(self)

tests/test_generate.py:51

Methodtest_returns_none_when_usage_not_dict_type

(self)

tests/test_generate.py:81

Functiontest_rrf_bm25_only_chunks

()

tests/test_hybrid_fusion_extra.py:32

Methodtest_rrf_deduplicates_overlapping_chunks

Real RRF fusion deduplicates chunks with the same chunk_id.

tests/test_retrieval_pipeline.py:64

Methodtest_rrf_error_wrapped

(self, mock_bm25, mock_vector, mock_rrf)

tests/test_retrieval_pipeline.py:112

Methodtest_rrf_fusion_is_called_with_real_function

Verify real rrf_fusion runs, not a mock.

tests/test_retrieval_pipeline.py:39

Functiontest_rrf_has_score

()

tests/test_rrf.py:9

Methodtest_rrf_k_is_positive

(self)

tests/test_config.py:74

Functiontest_rrf_overlapping_chunk_ids

()

tests/test_hybrid_fusion_extra.py:6

Functiontest_rrf_overlapping_uses_bm25_text

()

tests/test_hybrid_fusion_extra.py:17

Functiontest_rrf_returns_top_k

()

tests/test_rrf.py:3

Methodtest_rrf_scores_are_assigned

Real RRF fusion adds rrf_score to each chunk.

tests/test_retrieval_pipeline.py:80

Functiontest_rrf_vector_only_chunks

()

tests/test_hybrid_fusion_extra.py:24

Methodtest_single_provider_success

(self, mock_call, mock_chain)

tests/test_generate.py:254

Methodtest_storage_error

(self, mock_extract, mock_chunk, mock_embed, mock_upsert)

tests/test_pipeline_ingest.py:148

Methodtest_top_k_rerank_is_positive

(self)

tests/test_config.py:71

Methodtest_unknown_provider_raises

(self)

tests/test_providers.py:88

Functiontest_upsert_chunks

(mock_embed, mock_chroma)

tests/test_chroma_client.py:52

Functiontest_usage_from_lc_response_no_metadata

()

tests/test_chain_utils.py:25

Functiontest_usage_from_lc_response_non_numeric

()

tests/test_chain_utils.py:49

Functiontest_usage_from_lc_response_none_metadata

()

tests/test_chain_utils.py:32

Functiontest_usage_from_lc_response_partial_tokens

()

tests/test_chain_utils.py:39

Functiontest_usage_from_lc_response_token_usage

()

tests/test_chain_utils.py:7

Functiontest_usage_from_lc_response_usage_key

()

tests/test_chain_utils.py:16

Functiontest_usage_from_lc_response_usage_not_dict

()

tests/test_chain_utils.py:77

Functiontest_valid_citation_accepted

()

tests/test_citations.py:4

Functiontest_validate_missing_groq_key

()

tests/test_config_validate.py:8

Functiontest_validate_passes_with_key

()

tests/test_config_validate.py:20

Methodtest_validate_passes_with_key

(self)

tests/test_config.py:46

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