Index

A

add_passage() (RAGchain.utils.vectorstore.base.SlimVectorStore method) add_passages() (RAGchain.utils.vectorstore.base.SlimVectorStore method) (RAGchain.utils.vectorstore.chroma.ChromaSlim method) (RAGchain.utils.vectorstore.pinecone.PineconeSlim method) answer_gt_metrics (RAGchain.benchmark.base.BaseEvaluator attribute) answer_no_gt_ragas_metrics (RAGchain.benchmark.base.BaseEvaluator attribute)

answer_passage_metrics (RAGchain.benchmark.base.BaseEvaluator attribute) AntiqueEvaluator (class in RAGchain.benchmark.dataset.antique) AP (class in RAGchain.benchmark.retrieval.metrics) as_ingest() (RAGchain.retrieval.base.BaseRetrieval method) ASQAEvaluator (class in RAGchain.benchmark.dataset.asqa) async_request() (RAGchain.preprocess.loader.hwp_loader.HwpLoader method) AutoEvaluator (class in RAGchain.benchmark.auto)

B

BaseAnswerMetric (class in RAGchain.benchmark.answer.metrics) BaseCompressor (class in RAGchain.utils.compressor.base) BaseDatasetEvaluator (class in RAGchain.benchmark.dataset.base) BaseDB (class in RAGchain.DB.base) BaseEvaluator (class in RAGchain.benchmark.base) BaseIngestPipeline (class in RAGchain.pipeline.base) BaseLinker (class in RAGchain.utils.linker.base) BasePassageAnswerMetric (class in RAGchain.benchmark.answer.metrics) BaseReranker (class in RAGchain.reranker.base) BaseRetrieval (class in RAGchain.retrieval.base) BaseRetrievalMetric (class in RAGchain.benchmark.retrieval.metrics) BaseRunPipeline (class in RAGchain.pipeline.base) BaseStrategyQA (class in RAGchain.benchmark.dataset.base)

BaseTextSplitter (class in RAGchain.preprocess.text_splitter.base) BaseWebSearch (class in RAGchain.utils.websearch.base) basic_retrieval_evaluation() (in module RAGchain.benchmark.retrieval.evaluator) BASIC_SYSTEM_PROMPT (RAGchain.retrieval.hyde.HyDERetrieval attribute) BasicIngestPipeline (class in RAGchain.pipeline.basic) BasicRunPipeline (class in RAGchain.pipeline.basic) batch() (RAGchain.utils.evidence_extractor.EvidenceExtractor method) (RAGchain.utils.websearch.google_search.GoogleSearch method) BingSearch (class in RAGchain.utils.websearch.bing_search) BLEU (class in RAGchain.benchmark.answer.metrics) BM25Reranker (class in RAGchain.reranker.bm25) BM25Retrieval (class in RAGchain.retrieval.bm25_retrieval) build_inputs_with_special_tokens() (RAGchain.reranker.tart.tokenization_enc_t5.EncT5Tokenizer method)

C

calculate_likelihood() (RAGchain.reranker.upr.upr.UPRReranker method) CG (class in RAGchain.benchmark.retrieval.metrics) chat() (RAGchain.reranker.llm.rank_gpt.SafeOpenai method) check_retrieval_eval() (in module RAGchain.benchmark.retrieval.evaluator) check_type() (RAGchain.utils.util.FileChecker method) ChromaSlim (class in RAGchain.utils.vectorstore.chroma) chunk() (RAGchain.utils.linker.dynamo_linker.DynamoLinker static method) clean_response() (in module RAGchain.reranker.llm.rank_gpt) cluster() (RAGchain.utils.semantic_clustering.SemanticClustering method) ClusterTimeCompressor (class in RAGchain.utils.compressor.cluster_time) CodeSplitter (class in RAGchain.preprocess.text_splitter.code_splitter) compress() (RAGchain.utils.compressor.base.BaseCompressor method) (RAGchain.utils.compressor.cluster_time.ClusterTimeCompressor method) connection_check() (RAGchain.utils.linker.redis_linker.RedisLinker method) content (RAGchain.schema.passage.Passage attribute) content_datetime (RAGchain.schema.passage.Passage attribute)

CONTRIEVER (RAGchain.utils.embed.embeddingfactory.EmbeddingType attribute) convert_hwp_to_hwpx() (RAGchain.preprocess.loader.win32_hwp_loader.Win32HwpLoader static method) convert_qa_to_pd() (RAGchain.benchmark.dataset.base.BaseStrategyQA method) copy() (RAGchain.schema.passage.Passage method) create() (RAGchain.DB.base.BaseDB method) (RAGchain.DB.mongo_db.MongoDB method) (RAGchain.DB.pickle_db.PickleDB method) create_db() (RAGchain.retrieval.base.BaseRetrieval static method) create_json() (RAGchain.utils.linker.json_linker.JsonLinker method) create_or_load() (RAGchain.DB.base.BaseDB method) (RAGchain.DB.mongo_db.MongoDB method) (RAGchain.DB.pickle_db.PickleDB method) create_or_load_json() (RAGchain.utils.linker.json_linker.JsonLinker method) create_or_load_table() (RAGchain.utils.linker.dynamo_linker.DynamoLinker method) create_permutation_instruction() (in module RAGchain.reranker.llm.rank_gpt) create_table() (RAGchain.utils.linker.dynamo_linker.DynamoLinker method) create_token_type_ids_from_sequences() (RAGchain.reranker.tart.tokenization_enc_t5.EncT5Tokenizer method)

D

dataset_name (RAGchain.benchmark.dataset.ko_strategy_qa.KoStrategyQAEvaluator attribute) (RAGchain.benchmark.dataset.qasper.QasperEvaluator attribute) (RAGchain.benchmark.dataset.strategy_qa.StrategyQAEvaluator attribute) db_path (RAGchain.schema.db_origin.DBOrigin attribute) db_type (RAGchain.DB.base.BaseDB property) (RAGchain.DB.mongo_db.MongoDB property) (RAGchain.DB.pickle_db.PickleDB property) (RAGchain.schema.db_origin.DBOrigin attribute) DBOrigin (class in RAGchain.schema.db_origin) DCG (class in RAGchain.benchmark.retrieval.metrics) decompose() (RAGchain.utils.query_decompose.QueryDecomposition method) decompose_prompt (RAGchain.utils.query_decompose.QueryDecomposition attribute) DeepdoctectionPDFLoader (class in RAGchain.preprocess.loader.deepdoctection_loader) default_chat_prompt (RAGchain.pipeline.base.BaseRunPipeline attribute) default_prompt (RAGchain.pipeline.base.BaseRunPipeline attribute) delete() (RAGchain.benchmark.base.DummyRetrieval method) (RAGchain.retrieval.base.BaseRetrieval method) (RAGchain.retrieval.bm25_retrieval.BM25Retrieval method) (RAGchain.retrieval.hybrid.HybridRetrieval method) (RAGchain.retrieval.hyde.HyDERetrieval method) (RAGchain.retrieval.vectordb_retrieval.VectorDBRetrieval method)

delete_duplicate() (RAGchain.utils.file_cache.FileCache method) delete_json() (RAGchain.utils.linker.base.BaseLinker method) (RAGchain.utils.linker.dynamo_linker.DynamoLinker method) (RAGchain.utils.linker.json_linker.JsonLinker method) (RAGchain.utils.linker.redis_linker.RedisLinker method) deparallelize() (RAGchain.reranker.tart.modeling_enc_t5.EncT5ForSequenceClassification method) detect() (RAGchain.utils.rede_search_detector.RedeSearchDetector method) doc_pairs (RAGchain.reranker.pygaggle.model.tokenize.DuoQueryDocumentBatch attribute) documents (RAGchain.reranker.pygaggle.model.tokenize.QueryDocumentBatch attribute) DSTC11Track5Evaluator (class in RAGchain.benchmark.dataset.dstc11_track5) DummyRetrieval (class in RAGchain.benchmark.base) DuoQueryDocumentBatch (class in RAGchain.reranker.pygaggle.model.tokenize) duplicate_check() (RAGchain.retrieval.base.BaseRetrieval static method) DynamoLinker (class in RAGchain.utils.linker.dynamo_linker)

E

each_results (RAGchain.schema.evaluate_result.EvaluateResult attribute) Eli5Evaluator (class in RAGchain.benchmark.dataset.eli5) EM_answer (class in RAGchain.benchmark.answer.metrics) EM_retrieval (class in RAGchain.benchmark.retrieval.metrics) EmbeddingFactory (class in RAGchain.utils.embed.embeddingfactory) EmbeddingType (class in RAGchain.utils.embed.embeddingfactory) encode() (RAGchain.reranker.pygaggle.model.tokenize.TokenizerEncodeMixin method) EncT5ForSequenceClassification (class in RAGchain.reranker.tart.modeling_enc_t5) EncT5Tokenizer (class in RAGchain.reranker.tart.tokenization_enc_t5) eval() (RAGchain.benchmark.answer.metrics.BaseAnswerMetric method) (RAGchain.benchmark.answer.metrics.BasePassageAnswerMetric method) (RAGchain.benchmark.retrieval.metrics.BaseRetrievalMetric method) evaluate() (RAGchain.benchmark.auto.AutoEvaluator method) (RAGchain.benchmark.base.BaseEvaluator method) (RAGchain.benchmark.dataset.antique.AntiqueEvaluator method) (RAGchain.benchmark.dataset.asqa.ASQAEvaluator method) (RAGchain.benchmark.dataset.dstc11_track5.DSTC11Track5Evaluator method) (RAGchain.benchmark.dataset.eli5.Eli5Evaluator method) (RAGchain.benchmark.dataset.ko_strategy_qa.KoStrategyQAEvaluator method) (RAGchain.benchmark.dataset.mr_tydi.MrTydiEvaluator method) (RAGchain.benchmark.dataset.msmarco.MSMARCOEvaluator method) (RAGchain.benchmark.dataset.natural_question.NaturalQAEvaluator method) (RAGchain.benchmark.dataset.nfcorpus.NFCorpusEvaluator method) (RAGchain.benchmark.dataset.qasper.QasperEvaluator method) (RAGchain.benchmark.dataset.search_qa.SearchQAEvaluator method) (RAGchain.benchmark.dataset.strategy_qa.StrategyQAEvaluator method) (RAGchain.benchmark.dataset.triviaqa.TriviaQAEvaluator method) (RAGchain.benchmark.extra.search_detector_evaluator.SearchDetectorEvaluator method) (RAGchain.utils.rede_search_detector.RedeSearchDetector method)

EvaluateResult (class in RAGchain.schema.evaluate_result) EvidenceExtractor (class in RAGchain.utils.evidence_extractor) ExcelLoader (class in RAGchain.preprocess.loader.excel_loader) extra (RAGchain.schema.passage.Passage.Config attribute) extract() (RAGchain.utils.evidence_extractor.EvidenceExtractor method) extract_last_log_text() (RAGchain.benchmark.extra.search_detector_evaluator.SearchDetectorEvaluator method) extract_pages() (RAGchain.preprocess.loader.deepdoctection_loader.DeepdoctectionPDFLoader method)

F

F1 (class in RAGchain.benchmark.retrieval.metrics) fetch() (RAGchain.DB.base.BaseDB method) (RAGchain.DB.mongo_db.MongoDB method) (RAGchain.DB.pickle_db.PickleDB method) fetch_data() (RAGchain.retrieval.base.BaseRetrieval method) fetch_data_from_db_origin() (RAGchain.retrieval.base.BaseRetrieval method) fetch_each_db() (RAGchain.retrieval.base.BaseRetrieval method) FileCache (class in RAGchain.utils.file_cache) FileChecker (class in RAGchain.utils.util) FileLoader (class in RAGchain.preprocess.loader.file_loader) filepath (RAGchain.schema.passage.Passage attribute)

find_passages() (RAGchain.reranker.llm.llm.LLMReranker method) find_positions() (RAGchain.preprocess.loader.deepdoctection_loader.DeepdoctectionPDFLoader static method) find_representation_transform() (RAGchain.utils.rede_search_detector.RedeSearchDetector method) find_threshold() (RAGchain.utils.rede_search_detector.RedeSearchDetector method) flush_db() (RAGchain.utils.linker.base.BaseLinker method) (RAGchain.utils.linker.dynamo_linker.DynamoLinker method) (RAGchain.utils.linker.json_linker.JsonLinker method) (RAGchain.utils.linker.redis_linker.RedisLinker method) forward() (RAGchain.reranker.tart.modeling_enc_t5.EncT5ForSequenceClassification method) from_documents() (RAGchain.schema.passage.Passage class method) from_search() (RAGchain.schema.passage.Passage class method)

G

get() (RAGchain.utils.embed.embeddingfactory.EmbeddingFactory method) get_db_origin() (RAGchain.DB.base.BaseDB method) (RAGchain.DB.mongo_db.MongoDB method) (RAGchain.DB.pickle_db.PickleDB method) get_encoder() (RAGchain.reranker.tart.modeling_enc_t5.EncT5ForSequenceClassification method) get_input_embeddings() (RAGchain.reranker.tart.modeling_enc_t5.EncT5ForSequenceClassification method) get_json() (RAGchain.utils.linker.base.BaseLinker method) (RAGchain.utils.linker.dynamo_linker.DynamoLinker method) (RAGchain.utils.linker.json_linker.JsonLinker method) (RAGchain.utils.linker.redis_linker.RedisLinker method) get_model() (RAGchain.reranker.pygaggle.transformer.MonoT5 static method) get_passages_and_run() (RAGchain.pipeline.base.BaseRunPipeline method) (RAGchain.pipeline.basic.BasicRunPipeline method) (RAGchain.pipeline.google_search.GoogleSearchRunPipeline method) (RAGchain.pipeline.rerank.RerankRunPipeline method) (RAGchain.pipeline.visconde.ViscondeRunPipeline method)

get_post_prompt() (in module RAGchain.reranker.llm.rank_gpt) get_prediction_tokens() (RAGchain.reranker.pygaggle.transformer.MonoT5 static method) get_prefix_prompt() (in module RAGchain.reranker.llm.rank_gpt) get_search_data() (RAGchain.utils.websearch.base.BaseWebSearch method) (RAGchain.utils.websearch.bing_search.BingSearch method) (RAGchain.utils.websearch.google_search.GoogleSearch method) get_special_tokens_mask() (RAGchain.reranker.tart.tokenization_enc_t5.EncT5Tokenizer method) get_tokenizer() (RAGchain.reranker.pygaggle.transformer.MonoT5 static method) GoogleSearch (class in RAGchain.utils.websearch.google_search) GoogleSearchRunPipeline (class in RAGchain.pipeline.google_search) greedy_decode() (in module RAGchain.reranker.pygaggle.model.decode)

H

handle_error() (RAGchain.utils.linker.dynamo_linker.DynamoLinker static method) Hole (class in RAGchain.benchmark.retrieval.metrics) HTMLHeaderSplitter (class in RAGchain.preprocess.text_splitter.html_header_splitter)

HwpLoader (class in RAGchain.preprocess.loader.hwp_loader) HybridRetrieval (class in RAGchain.retrieval.hybrid) HyDERetrieval (class in RAGchain.retrieval.hyde)

I

id (RAGchain.schema.passage.Passage attribute) IDCG (class in RAGchain.benchmark.retrieval.metrics) importance (RAGchain.schema.passage.Passage attribute) IndDCG (class in RAGchain.benchmark.retrieval.metrics) IndIDCG (class in RAGchain.benchmark.retrieval.metrics) ingest() (RAGchain.benchmark.base.DummyRetrieval method) (RAGchain.benchmark.dataset.antique.AntiqueEvaluator method) (RAGchain.benchmark.dataset.asqa.ASQAEvaluator method) (RAGchain.benchmark.dataset.base.BaseDatasetEvaluator method) (RAGchain.benchmark.dataset.dstc11_track5.DSTC11Track5Evaluator method) (RAGchain.benchmark.dataset.eli5.Eli5Evaluator method) (RAGchain.benchmark.dataset.ko_strategy_qa.KoStrategyQAEvaluator method) (RAGchain.benchmark.dataset.mr_tydi.MrTydiEvaluator method) (RAGchain.benchmark.dataset.msmarco.MSMARCOEvaluator method) (RAGchain.benchmark.dataset.natural_question.NaturalQAEvaluator method) (RAGchain.benchmark.dataset.nfcorpus.NFCorpusEvaluator method) (RAGchain.benchmark.dataset.qasper.QasperEvaluator method) (RAGchain.benchmark.dataset.search_qa.SearchQAEvaluator method) (RAGchain.benchmark.dataset.strategy_qa.StrategyQAEvaluator method) (RAGchain.benchmark.dataset.triviaqa.TriviaQAEvaluator method) (RAGchain.retrieval.base.BaseRetrieval method) (RAGchain.retrieval.bm25_retrieval.BM25Retrieval method) (RAGchain.retrieval.hybrid.HybridRetrieval method) (RAGchain.retrieval.hyde.HyDERetrieval method) (RAGchain.retrieval.vectordb_retrieval.VectorDBRetrieval method) input_variables (RAGchain.schema.prompt.RAGchainChatPromptTemplate attribute) (RAGchain.schema.prompt.RAGchainPromptTemplate attribute) InputType (RAGchain.DB.base.BaseDB property) (RAGchain.preprocess.text_splitter.base.BaseTextSplitter property) (RAGchain.reranker.base.BaseReranker property) (RAGchain.retrieval.base.BaseRetrieval property) (RAGchain.retrieval.base.RunnableRetrievalIngest property) (RAGchain.utils.compressor.base.BaseCompressor property) (RAGchain.utils.compressor.llm_lingua.LLMLinguaCompressor property) (RAGchain.utils.evidence_extractor.EvidenceExtractor property) (RAGchain.utils.file_cache.FileCache property) (RAGchain.utils.websearch.base.BaseWebSearch property)

invoke() (RAGchain.DB.base.BaseDB method) (RAGchain.preprocess.text_splitter.base.BaseTextSplitter method) (RAGchain.reranker.bm25.BM25Reranker method) (RAGchain.reranker.importance.simple_importance.SimpleImportanceReranker method) (RAGchain.reranker.importance.weighted_importance.WeightedImportanceReranker method) (RAGchain.reranker.llm.llm.LLMReranker method) (RAGchain.reranker.pygaggle.monoT5.MonoT5Reranker method) (RAGchain.reranker.tart.tart.TARTReranker method) (RAGchain.reranker.time.simple_time.SimpleTimeReranker method) (RAGchain.reranker.time.weighted_time.WeightedTimeReranker method) (RAGchain.reranker.upr.upr.UPRReranker method) (RAGchain.retrieval.base.BaseRetrieval method) (RAGchain.retrieval.base.RunnableRetrievalIngest method) (RAGchain.utils.compressor.base.BaseCompressor method) (RAGchain.utils.compressor.llm_lingua.LLMLinguaCompressor method) (RAGchain.utils.evidence_extractor.EvidenceExtractor method) (RAGchain.utils.file_cache.FileCache method) (RAGchain.utils.query_decompose.QueryDecomposition method) (RAGchain.utils.websearch.base.BaseWebSearch method) is_created() (RAGchain.retrieval.base.BaseRetrieval method) is_exactly_same() (RAGchain.schema.passage.Passage method) is_exist() (RAGchain.utils.util.FileChecker method)

J

JsonLinker (class in RAGchain.utils.linker.json_linker)

K

KF1 (class in RAGchain.benchmark.answer.metrics) KO_SROBERTA_MULTITASK (RAGchain.utils.embed.embeddingfactory.EmbeddingType attribute)

KOSIMCSE (RAGchain.utils.embed.embeddingfactory.EmbeddingType attribute) KoStrategyQAEvaluator (class in RAGchain.benchmark.dataset.ko_strategy_qa) KoStrategyQALoader (class in RAGchain.preprocess.loader.dataset_loader)

L

lazy_load() (RAGchain.preprocess.loader.deepdoctection_loader.DeepdoctectionPDFLoader method) (RAGchain.preprocess.loader.excel_loader.ExcelLoader method) (RAGchain.preprocess.loader.file_loader.FileLoader method) (RAGchain.preprocess.loader.hwp_loader.HwpLoader method) (RAGchain.preprocess.loader.mathpix_markdown_loader.MathpixMarkdownLoader method) (RAGchain.preprocess.loader.nougat_pdf_loader.NougatPDFLoader method) (RAGchain.preprocess.loader.rem_loader.RemLoader method) (RAGchain.preprocess.loader.rust_hwp_loader.RustHwpLoader method) (RAGchain.preprocess.loader.win32_hwp_loader.Win32HwpLoader method) LLMLinguaCompressor (class in RAGchain.utils.compressor.llm_lingua) LLMReranker (class in RAGchain.reranker.llm.llm) load() (RAGchain.DB.base.BaseDB method) (RAGchain.DB.mongo_db.MongoDB method) (RAGchain.DB.pickle_db.PickleDB method) (RAGchain.preprocess.loader.dataset_loader.KoStrategyQALoader method) (RAGchain.preprocess.loader.deepdoctection_loader.DeepdoctectionPDFLoader method) (RAGchain.preprocess.loader.excel_loader.ExcelLoader method) (RAGchain.preprocess.loader.file_loader.FileLoader method) (RAGchain.preprocess.loader.hwp_loader.HwpLoader method) (RAGchain.preprocess.loader.mathpix_markdown_loader.MathpixMarkdownLoader method) (RAGchain.preprocess.loader.nougat_pdf_loader.NougatPDFLoader method) (RAGchain.preprocess.loader.pdf_link_loader.PdfLinkLoader method) (RAGchain.preprocess.loader.rem_loader.RemLoader method) (RAGchain.preprocess.loader.rust_hwp_loader.RustHwpLoader method) (RAGchain.preprocess.loader.win32_hwp_loader.Win32HwpLoader method)

load_data() (RAGchain.retrieval.bm25_retrieval.BM25Retrieval static method) load_json() (RAGchain.utils.linker.json_linker.JsonLinker method) load_table() (RAGchain.utils.linker.dynamo_linker.DynamoLinker method)

M

make_item() (RAGchain.reranker.llm.llm.LLMReranker method) make_passages() (RAGchain.reranker.llm.llm.LLMReranker method) make_prompts() (RAGchain.schema.passage.Passage static method) MarkDownHeaderSplitter (class in RAGchain.preprocess.text_splitter.markdown_header_splitter) MathpixMarkdownLoader (class in RAGchain.preprocess.loader.mathpix_markdown_loader) max_tokens() (in module RAGchain.reranker.llm.rank_gpt) messages (RAGchain.schema.prompt.RAGchainChatPromptTemplate attribute) metadata (RAGchain.schema.retrieval_result.RetrievalResult attribute) metadata_etc (RAGchain.schema.passage.Passage attribute) METEOR (class in RAGchain.benchmark.answer.metrics) metric_name (RAGchain.benchmark.answer.metrics.BaseAnswerMetric property) (RAGchain.benchmark.retrieval.metrics.BaseRetrievalMetric property) min_max_normalization() (RAGchain.retrieval.hybrid.HybridRetrieval static method) module RAGchain RAGchain.benchmark RAGchain.benchmark.answer RAGchain.benchmark.answer.metrics RAGchain.benchmark.auto RAGchain.benchmark.base RAGchain.benchmark.dataset RAGchain.benchmark.dataset.antique RAGchain.benchmark.dataset.asqa RAGchain.benchmark.dataset.base RAGchain.benchmark.dataset.dstc11_track5 RAGchain.benchmark.dataset.eli5 RAGchain.benchmark.dataset.ko_strategy_qa RAGchain.benchmark.dataset.mr_tydi RAGchain.benchmark.dataset.msmarco RAGchain.benchmark.dataset.natural_question RAGchain.benchmark.dataset.nfcorpus RAGchain.benchmark.dataset.qasper RAGchain.benchmark.dataset.search_qa RAGchain.benchmark.dataset.strategy_qa RAGchain.benchmark.dataset.triviaqa RAGchain.benchmark.extra RAGchain.benchmark.extra.search_detector_evaluator RAGchain.benchmark.retrieval RAGchain.benchmark.retrieval.evaluator RAGchain.benchmark.retrieval.metrics RAGchain.DB RAGchain.DB.base RAGchain.DB.mongo_db RAGchain.DB.pickle_db RAGchain.pipeline RAGchain.pipeline.base RAGchain.pipeline.basic RAGchain.pipeline.google_search RAGchain.pipeline.rerank RAGchain.pipeline.visconde RAGchain.preprocess RAGchain.preprocess.loader RAGchain.preprocess.loader.dataset_loader RAGchain.preprocess.loader.deepdoctection_loader RAGchain.preprocess.loader.excel_loader RAGchain.preprocess.loader.file_loader RAGchain.preprocess.loader.hwp_loader RAGchain.preprocess.loader.mathpix_markdown_loader RAGchain.preprocess.loader.nougat_pdf_loader RAGchain.preprocess.loader.pdf_link_loader RAGchain.preprocess.loader.rem_loader RAGchain.preprocess.loader.rust_hwp_loader RAGchain.preprocess.loader.win32_hwp_loader RAGchain.preprocess.text_splitter RAGchain.preprocess.text_splitter.base RAGchain.preprocess.text_splitter.code_splitter RAGchain.preprocess.text_splitter.html_header_splitter RAGchain.preprocess.text_splitter.markdown_header_splitter RAGchain.preprocess.text_splitter.text_splitter RAGchain.preprocess.text_splitter.token_splitter RAGchain.reranker RAGchain.reranker.base RAGchain.reranker.bm25 RAGchain.reranker.importance RAGchain.reranker.importance.simple_importance RAGchain.reranker.importance.weighted_importance RAGchain.reranker.llm RAGchain.reranker.llm.llm RAGchain.reranker.llm.rank_gpt RAGchain.reranker.pygaggle RAGchain.reranker.pygaggle.base RAGchain.reranker.pygaggle.model RAGchain.reranker.pygaggle.model.decode RAGchain.reranker.pygaggle.model.tokenize RAGchain.reranker.pygaggle.monoT5 RAGchain.reranker.pygaggle.transformer RAGchain.reranker.tart RAGchain.reranker.tart.modeling_enc_t5 RAGchain.reranker.tart.tart RAGchain.reranker.tart.tokenization_enc_t5 RAGchain.reranker.time RAGchain.reranker.time.simple_time RAGchain.reranker.time.weighted_time RAGchain.reranker.upr RAGchain.reranker.upr.upr RAGchain.retrieval RAGchain.retrieval.base RAGchain.retrieval.bm25_retrieval RAGchain.retrieval.hybrid RAGchain.retrieval.hyde RAGchain.retrieval.vectordb_retrieval RAGchain.schema RAGchain.schema.db_origin RAGchain.schema.evaluate_result RAGchain.schema.passage RAGchain.schema.prompt RAGchain.schema.retrieval_result RAGchain.utils RAGchain.utils.compressor RAGchain.utils.compressor.base RAGchain.utils.compressor.cluster_time RAGchain.utils.compressor.llm_lingua RAGchain.utils.embed RAGchain.utils.embed.embeddingfactory RAGchain.utils.evidence_extractor RAGchain.utils.file_cache RAGchain.utils.linker RAGchain.utils.linker.base RAGchain.utils.linker.dynamo_linker RAGchain.utils.linker.json_linker RAGchain.utils.linker.redis_linker RAGchain.utils.query_decompose RAGchain.utils.rede_search_detector RAGchain.utils.semantic_clustering RAGchain.utils.util RAGchain.utils.vectorstore RAGchain.utils.vectorstore.base RAGchain.utils.vectorstore.chroma RAGchain.utils.vectorstore.pinecone RAGchain.utils.websearch RAGchain.utils.websearch.base RAGchain.utils.websearch.bing_search RAGchain.utils.websearch.google_search

MongoDB (class in RAGchain.DB.mongo_db) MonoT5 (class in RAGchain.reranker.pygaggle.transformer) MonoT5Reranker (class in RAGchain.reranker.pygaggle.monoT5) MrTydiEvaluator (class in RAGchain.benchmark.dataset.mr_tydi) MSMARCOEvaluator (class in RAGchain.benchmark.dataset.msmarco) MULTILINGUAL_E5 (RAGchain.utils.embed.embeddingfactory.EmbeddingType attribute)

N

NaturalQAEvaluator (class in RAGchain.benchmark.dataset.natural_question) NDCG (class in RAGchain.benchmark.retrieval.metrics) next_passage_id (RAGchain.schema.passage.Passage attribute) NFCorpusEvaluator (class in RAGchain.benchmark.dataset.nfcorpus)

NoDataWarning NoIdWarning NougatPDFLoader (class in RAGchain.preprocess.loader.nougat_pdf_loader) num_tokens_from_messages() (in module RAGchain.reranker.llm.rank_gpt)

O

OPENAI (RAGchain.utils.embed.embeddingfactory.EmbeddingType attribute) output (RAGchain.reranker.pygaggle.model.tokenize.DuoQueryDocumentBatch attribute) (RAGchain.reranker.pygaggle.model.tokenize.QueryDocumentBatch attribute) OutputType (RAGchain.DB.base.BaseDB property) (RAGchain.preprocess.text_splitter.base.BaseTextSplitter property) (RAGchain.reranker.base.BaseReranker property) (RAGchain.retrieval.base.BaseRetrieval property) (RAGchain.retrieval.base.RunnableRetrievalIngest property) (RAGchain.utils.compressor.base.BaseCompressor property) (RAGchain.utils.compressor.llm_lingua.LLMLinguaCompressor property) (RAGchain.utils.evidence_extractor.EvidenceExtractor property) (RAGchain.utils.file_cache.FileCache property) (RAGchain.utils.websearch.base.BaseWebSearch property)

P

parallelize() (RAGchain.reranker.tart.modeling_enc_t5.EncT5ForSequenceClassification method) Passage (class in RAGchain.schema.passage) Passage.Config (class in RAGchain.schema.passage) passages (RAGchain.schema.retrieval_result.RetrievalResult attribute) PdfLinkLoader (class in RAGchain.preprocess.loader.pdf_link_loader) permutation_pipeline() (in module RAGchain.reranker.llm.rank_gpt) persist() (RAGchain.retrieval.bm25_retrieval.BM25Retrieval method) PickleDB (class in RAGchain.DB.pickle_db)

PineconeSlim (class in RAGchain.utils.vectorstore.pinecone) Precision (class in RAGchain.benchmark.retrieval.metrics) preprocess() (RAGchain.benchmark.dataset.qasper.QasperEvaluator method) preprocessor() (RAGchain.preprocess.loader.win32_hwp_loader.Win32HwpLoader method) previous_passage_id (RAGchain.schema.passage.Passage attribute) put_json() (RAGchain.utils.linker.base.BaseLinker method) (RAGchain.utils.linker.dynamo_linker.DynamoLinker method) (RAGchain.utils.linker.json_linker.JsonLinker method) (RAGchain.utils.linker.redis_linker.RedisLinker method)

Q

QasperEvaluator (class in RAGchain.benchmark.dataset.qasper) Query (class in RAGchain.reranker.pygaggle.base) query (RAGchain.reranker.pygaggle.model.tokenize.DuoQueryDocumentBatch attribute) (RAGchain.reranker.pygaggle.model.tokenize.QueryDocumentBatch attribute) (RAGchain.schema.retrieval_result.RetrievalResult attribute)

QueryDecomposition (class in RAGchain.utils.query_decompose) QueryDocumentBatch (class in RAGchain.reranker.pygaggle.model.tokenize) QueryDocumentBatchTokenizer (class in RAGchain.reranker.pygaggle.model.tokenize)

R

RAGchain module RAGchain.benchmark module RAGchain.benchmark.answer module RAGchain.benchmark.answer.metrics module RAGchain.benchmark.auto module RAGchain.benchmark.base module RAGchain.benchmark.dataset module RAGchain.benchmark.dataset.antique module RAGchain.benchmark.dataset.asqa module RAGchain.benchmark.dataset.base module RAGchain.benchmark.dataset.dstc11_track5 module RAGchain.benchmark.dataset.eli5 module RAGchain.benchmark.dataset.ko_strategy_qa module RAGchain.benchmark.dataset.mr_tydi module RAGchain.benchmark.dataset.msmarco module RAGchain.benchmark.dataset.natural_question module RAGchain.benchmark.dataset.nfcorpus module RAGchain.benchmark.dataset.qasper module RAGchain.benchmark.dataset.search_qa module RAGchain.benchmark.dataset.strategy_qa module RAGchain.benchmark.dataset.triviaqa module RAGchain.benchmark.extra module RAGchain.benchmark.extra.search_detector_evaluator module RAGchain.benchmark.retrieval module RAGchain.benchmark.retrieval.evaluator module RAGchain.benchmark.retrieval.metrics module RAGchain.DB module RAGchain.DB.base module RAGchain.DB.mongo_db module RAGchain.DB.pickle_db module RAGchain.pipeline module RAGchain.pipeline.base module RAGchain.pipeline.basic module RAGchain.pipeline.google_search module RAGchain.pipeline.rerank module RAGchain.pipeline.visconde module RAGchain.preprocess module RAGchain.preprocess.loader module RAGchain.preprocess.loader.dataset_loader module RAGchain.preprocess.loader.deepdoctection_loader module RAGchain.preprocess.loader.excel_loader module RAGchain.preprocess.loader.file_loader module RAGchain.preprocess.loader.hwp_loader module RAGchain.preprocess.loader.mathpix_markdown_loader module RAGchain.preprocess.loader.nougat_pdf_loader module RAGchain.preprocess.loader.pdf_link_loader module RAGchain.preprocess.loader.rem_loader module RAGchain.preprocess.loader.rust_hwp_loader module RAGchain.preprocess.loader.win32_hwp_loader module RAGchain.preprocess.text_splitter module RAGchain.preprocess.text_splitter.base module RAGchain.preprocess.text_splitter.code_splitter module RAGchain.preprocess.text_splitter.html_header_splitter module RAGchain.preprocess.text_splitter.markdown_header_splitter module RAGchain.preprocess.text_splitter.text_splitter module RAGchain.preprocess.text_splitter.token_splitter module RAGchain.reranker module RAGchain.reranker.base module RAGchain.reranker.bm25 module RAGchain.reranker.importance module RAGchain.reranker.importance.simple_importance module RAGchain.reranker.importance.weighted_importance module RAGchain.reranker.llm module RAGchain.reranker.llm.llm module RAGchain.reranker.llm.rank_gpt module RAGchain.reranker.pygaggle module RAGchain.reranker.pygaggle.base module RAGchain.reranker.pygaggle.model module RAGchain.reranker.pygaggle.model.decode module RAGchain.reranker.pygaggle.model.tokenize module RAGchain.reranker.pygaggle.monoT5 module RAGchain.reranker.pygaggle.transformer module RAGchain.reranker.tart module RAGchain.reranker.tart.modeling_enc_t5 module RAGchain.reranker.tart.tart module RAGchain.reranker.tart.tokenization_enc_t5 module RAGchain.reranker.time module RAGchain.reranker.time.simple_time module RAGchain.reranker.time.weighted_time module RAGchain.reranker.upr module RAGchain.reranker.upr.upr module

RAGchain.retrieval module RAGchain.retrieval.base module RAGchain.retrieval.bm25_retrieval module RAGchain.retrieval.hybrid module RAGchain.retrieval.hyde module RAGchain.retrieval.vectordb_retrieval module RAGchain.schema module RAGchain.schema.db_origin module RAGchain.schema.evaluate_result module RAGchain.schema.passage module RAGchain.schema.prompt module RAGchain.schema.retrieval_result module RAGchain.utils module RAGchain.utils.compressor module RAGchain.utils.compressor.base module RAGchain.utils.compressor.cluster_time module RAGchain.utils.compressor.llm_lingua module RAGchain.utils.embed module RAGchain.utils.embed.embeddingfactory module RAGchain.utils.evidence_extractor module RAGchain.utils.file_cache module RAGchain.utils.linker module RAGchain.utils.linker.base module RAGchain.utils.linker.dynamo_linker module RAGchain.utils.linker.json_linker module RAGchain.utils.linker.redis_linker module RAGchain.utils.query_decompose module RAGchain.utils.rede_search_detector module RAGchain.utils.semantic_clustering module RAGchain.utils.util module RAGchain.utils.vectorstore module RAGchain.utils.vectorstore.base module RAGchain.utils.vectorstore.chroma module RAGchain.utils.vectorstore.pinecone module RAGchain.utils.websearch module RAGchain.utils.websearch.base module RAGchain.utils.websearch.bing_search module RAGchain.utils.websearch.google_search module RAGchainChatPromptTemplate (class in RAGchain.schema.prompt) RAGchainPromptTemplate (class in RAGchain.schema.prompt) Recall (class in RAGchain.benchmark.retrieval.metrics) receive_permutation() (in module RAGchain.reranker.llm.rank_gpt) RecursiveTextSplitter (class in RAGchain.preprocess.text_splitter.text_splitter) RedeSearchDetector (class in RAGchain.utils.rede_search_detector) RedisLinker (class in RAGchain.utils.linker.redis_linker) RemLoader (class in RAGchain.preprocess.loader.rem_loader) remove_duplicate() (in module RAGchain.reranker.llm.rank_gpt) representation_formation() (RAGchain.utils.rede_search_detector.RedeSearchDetector method) rerank() (RAGchain.reranker.base.BaseReranker method) (RAGchain.reranker.bm25.BM25Reranker method) (RAGchain.reranker.importance.simple_importance.SimpleImportanceReranker method) (RAGchain.reranker.importance.weighted_importance.WeightedImportanceReranker method) (RAGchain.reranker.llm.llm.LLMReranker method) (RAGchain.reranker.pygaggle.base.Reranker method) (RAGchain.reranker.pygaggle.monoT5.MonoT5Reranker method) (RAGchain.reranker.tart.tart.TARTReranker method) (RAGchain.reranker.time.simple_time.SimpleTimeReranker method) (RAGchain.reranker.time.weighted_time.WeightedTimeReranker method) (RAGchain.reranker.upr.upr.UPRReranker method) rerank_sliding_window() (RAGchain.reranker.llm.llm.LLMReranker method) Reranker (class in RAGchain.reranker.pygaggle.base) RerankRunPipeline (class in RAGchain.pipeline.rerank) rescore() (RAGchain.reranker.pygaggle.base.Reranker method) (RAGchain.reranker.pygaggle.transformer.MonoT5 method) reset_id() (RAGchain.schema.passage.Passage method) results (RAGchain.schema.evaluate_result.EvaluateResult attribute) retrieval_gt_metrics (RAGchain.benchmark.base.BaseEvaluator attribute) retrieval_gt_metrics_rank_aware (RAGchain.benchmark.base.BaseEvaluator attribute) retrieval_gt_ragas_metrics (RAGchain.benchmark.base.BaseEvaluator attribute) retrieval_metric_function() (RAGchain.benchmark.answer.metrics.BaseAnswerMetric method) (RAGchain.benchmark.answer.metrics.BasePassageAnswerMetric method) (RAGchain.benchmark.answer.metrics.BLEU method) (RAGchain.benchmark.answer.metrics.EM_answer method) (RAGchain.benchmark.answer.metrics.KF1 method) (RAGchain.benchmark.answer.metrics.METEOR method) (RAGchain.benchmark.answer.metrics.ROUGE method) (RAGchain.benchmark.retrieval.metrics.AP method) (RAGchain.benchmark.retrieval.metrics.BaseRetrievalMetric method) (RAGchain.benchmark.retrieval.metrics.CG method) (RAGchain.benchmark.retrieval.metrics.DCG method) (RAGchain.benchmark.retrieval.metrics.EM_retrieval method) (RAGchain.benchmark.retrieval.metrics.F1 method) (RAGchain.benchmark.retrieval.metrics.Hole method) (RAGchain.benchmark.retrieval.metrics.IDCG method) (RAGchain.benchmark.retrieval.metrics.IndDCG method) (RAGchain.benchmark.retrieval.metrics.IndIDCG method) (RAGchain.benchmark.retrieval.metrics.NDCG method) (RAGchain.benchmark.retrieval.metrics.Precision method) (RAGchain.benchmark.retrieval.metrics.Recall method) (RAGchain.benchmark.retrieval.metrics.RR method) (RAGchain.benchmark.retrieval.metrics.TopKAccuracy method) retrieval_no_gt_ragas_metrics (RAGchain.benchmark.base.BaseEvaluator attribute) RetrievalResult (class in RAGchain.schema.retrieval_result) retrieve() (RAGchain.benchmark.base.DummyRetrieval method) (RAGchain.retrieval.base.BaseRetrieval method) (RAGchain.retrieval.bm25_retrieval.BM25Retrieval method) (RAGchain.retrieval.hybrid.HybridRetrieval method) (RAGchain.retrieval.hyde.HyDERetrieval method) (RAGchain.retrieval.vectordb_retrieval.VectorDBRetrieval method) retrieve_id() (RAGchain.benchmark.base.DummyRetrieval method) (RAGchain.retrieval.base.BaseRetrieval method) (RAGchain.retrieval.bm25_retrieval.BM25Retrieval method) (RAGchain.retrieval.hybrid.HybridRetrieval method) (RAGchain.retrieval.hyde.HyDERetrieval method) (RAGchain.retrieval.vectordb_retrieval.VectorDBRetrieval method) retrieve_id_with_scores() (RAGchain.benchmark.base.DummyRetrieval method) (RAGchain.retrieval.base.BaseRetrieval method) (RAGchain.retrieval.bm25_retrieval.BM25Retrieval method) (RAGchain.retrieval.hybrid.HybridRetrieval method) (RAGchain.retrieval.hyde.HyDERetrieval method) (RAGchain.retrieval.vectordb_retrieval.VectorDBRetrieval method) retrieve_id_with_scores_parallel() (RAGchain.retrieval.hybrid.HybridRetrieval method) retrieve_with_filter() (RAGchain.retrieval.base.BaseRetrieval method) ROUGE (class in RAGchain.benchmark.answer.metrics) RR (class in RAGchain.benchmark.retrieval.metrics) run (RAGchain.pipeline.basic.BasicRunPipeline attribute) (RAGchain.pipeline.google_search.GoogleSearchRunPipeline attribute) (RAGchain.pipeline.rerank.RerankRunPipeline attribute) (RAGchain.pipeline.visconde.ViscondeRunPipeline attribute) run_llm() (in module RAGchain.reranker.llm.rank_gpt) RunnableRetrievalIngest (class in RAGchain.retrieval.base) RustHwpLoader (class in RAGchain.preprocess.loader.rust_hwp_loader)

S

SafeOpenai (class in RAGchain.reranker.llm.rank_gpt) save() (RAGchain.DB.base.BaseDB method) (RAGchain.DB.mongo_db.MongoDB method) (RAGchain.DB.pickle_db.PickleDB method) scores (RAGchain.schema.retrieval_result.RetrievalResult attribute) search() (RAGchain.DB.base.BaseDB method) (RAGchain.DB.mongo_db.MongoDB method) (RAGchain.DB.pickle_db.PickleDB method) search_data() (RAGchain.retrieval.base.BaseRetrieval method) search_data_from_db_origin() (RAGchain.retrieval.base.BaseRetrieval method) search_each_db() (RAGchain.retrieval.base.BaseRetrieval method) SearchDetectorEvaluator (class in RAGchain.benchmark.extra.search_detector_evaluator) SearchQAEvaluator (class in RAGchain.benchmark.dataset.search_qa) SemanticClustering (class in RAGchain.utils.semantic_clustering) set_api_base() (in module RAGchain.utils.util) set_db() (RAGchain.DB.mongo_db.MongoDB method) set_input_embeddings() (RAGchain.reranker.tart.modeling_enc_t5.EncT5ForSequenceClassification method) SimpleImportanceReranker (class in RAGchain.reranker.importance.simple_importance) SimpleTimeReranker (class in RAGchain.reranker.time.simple_time)

Singleton (class in RAGchain.utils.linker.base) SingletonCreationError slice() (RAGchain.schema.retrieval_result.RetrievalResult method) slice_stop_words() (in module RAGchain.utils.util) sliding_windows() (in module RAGchain.reranker.llm.rank_gpt) SlimVectorStore (class in RAGchain.utils.vectorstore.base) split_document() (RAGchain.preprocess.text_splitter.base.BaseTextSplitter method) (RAGchain.preprocess.text_splitter.code_splitter.CodeSplitter method) (RAGchain.preprocess.text_splitter.html_header_splitter.HTMLHeaderSplitter method) (RAGchain.preprocess.text_splitter.markdown_header_splitter.MarkDownHeaderSplitter method) (RAGchain.preprocess.text_splitter.text_splitter.RecursiveTextSplitter method) (RAGchain.preprocess.text_splitter.token_splitter.TokenSplitter method) split_documents() (RAGchain.preprocess.text_splitter.base.BaseTextSplitter method) split_section() (RAGchain.preprocess.loader.mathpix_markdown_loader.MathpixMarkdownLoader static method) split_table() (RAGchain.preprocess.loader.mathpix_markdown_loader.MathpixMarkdownLoader static method) strategyqa_prompt (RAGchain.pipeline.visconde.ViscondeRunPipeline attribute) StrategyQAEvaluator (class in RAGchain.benchmark.dataset.strategy_qa) stretagyqa_k_eval() (in module RAGchain.benchmark.retrieval.evaluator) stretagyqa_retrieval_evaluation() (in module RAGchain.benchmark.retrieval.evaluator)

T

T5BatchTokenizer (class in RAGchain.reranker.pygaggle.model.tokenize) TARTReranker (class in RAGchain.reranker.tart.tart) template (RAGchain.schema.prompt.RAGchainPromptTemplate attribute) template_format (RAGchain.schema.prompt.RAGchainPromptTemplate attribute) Text (class in RAGchain.reranker.pygaggle.base) text() (RAGchain.reranker.llm.rank_gpt.SafeOpenai method) text_modifier() (in module RAGchain.utils.util) to_dict() (RAGchain.schema.db_origin.DBOrigin method) (RAGchain.schema.passage.Passage method) (RAGchain.schema.retrieval_result.RetrievalResult method) to_document() (RAGchain.schema.passage.Passage method)

to_prompt_input() (RAGchain.schema.retrieval_result.RetrievalResult method) tokenizer (RAGchain.reranker.pygaggle.model.tokenize.TokenizerEncodeMixin attribute) tokenizer_kwargs (RAGchain.reranker.pygaggle.model.tokenize.TokenizerEncodeMixin attribute) TokenizerEncodeMixin (class in RAGchain.reranker.pygaggle.model.tokenize) TokenSplitter (class in RAGchain.preprocess.text_splitter.token_splitter) TopKAccuracy (class in RAGchain.benchmark.retrieval.metrics) train() (RAGchain.benchmark.extra.search_detector_evaluator.SearchDetectorEvaluator method) train_density_estimation() (RAGchain.utils.rede_search_detector.RedeSearchDetector method) training (RAGchain.reranker.tart.modeling_enc_t5.EncT5ForSequenceClassification attribute) traverse_duo_query_document() (RAGchain.reranker.pygaggle.model.tokenize.QueryDocumentBatchTokenizer method) traverse_query_document() (RAGchain.reranker.pygaggle.model.tokenize.QueryDocumentBatchTokenizer method) TriviaQAEvaluator (class in RAGchain.benchmark.dataset.triviaqa)

U

UPRReranker (class in RAGchain.reranker.upr.upr)

use_metrics (RAGchain.schema.evaluate_result.EvaluateResult attribute) uuid_to_str() (RAGchain.benchmark.base.BaseEvaluator static method)

V

valid_url() (RAGchain.preprocess.loader.pdf_link_loader.PdfLinkLoader static method) validate_template (RAGchain.schema.prompt.RAGchainChatPromptTemplate attribute) (RAGchain.schema.prompt.RAGchainPromptTemplate attribute)

VectorDBRetrieval (class in RAGchain.retrieval.vectordb_retrieval) ViscondeRunPipeline (class in RAGchain.pipeline.visconde)

W

WeightedImportanceReranker (class in RAGchain.reranker.importance.weighted_importance)

WeightedTimeReranker (class in RAGchain.reranker.time.weighted_time) Win32HwpLoader (class in RAGchain.preprocess.loader.win32_hwp_loader)