docs/source/conf.py,sha256=OXsj9-5ZtOve3I85Ty7wI4iJFk2RbyytFYChnXtTebo,1450
docs/source/generate_examples.py,sha256=-LJ9CWimYJv4_TEwN5dHYkZocMpNGTYwZOY0DDVIGd8,5292
docs_env/bin/activate_this.py,sha256=E1T7r3559tBsyqFpdcQW0HbY7gDvNiIv5Pc6HQ4bpoA,2383
docs_env/bin/rst2html.py,sha256=LhFp336zP-0MUuIrj4a3Bf3ltluIjbMSdJm9UyZQ69o,628
docs_env/bin/rst2html4.py,sha256=m2A2H1Oik12kEMzsSSTXUaXX-E-pjVWyEeEMTByfQfg,748
docs_env/bin/rst2html5.py,sha256=hOhAmWcAJmusD8uasY16XKn9wxmm69tjePsQH2ufTWc,1116
docs_env/bin/rst2latex.py,sha256=hOnl4Kqzsxsl15vCt-hbRkZR12wH6WZq_AtykenpyPw,825
docs_env/bin/rst2man.py,sha256=KYTOwwVyygtsnXpSsS4f9G7c38ipTNZ62Y6fB4w_WaI,633
docs_env/bin/rst2odt.py,sha256=XzKsEWCPvze4ETUQA5IE3C9TKTow-3A0IJMOUAGt9DI,798
docs_env/bin/rst2odt_prepstyles.py,sha256=aUD5pQl4gvZUfMeTDnvBzEjQHIQLsg3qrA2zKZtjVyU,1760
docs_env/bin/rst2pseudoxml.py,sha256=vFPfDiB48V6bBPTxuLMcd0y-_3y9Wn8r6e8v-QtTiT8,635
docs_env/bin/rst2s5.py,sha256=fSYeBqJzWy5H58sc9jqGL-Ja7wx8e0E2w4VxkPc54lA,671
docs_env/bin/rst2xetex.py,sha256=MUEE1e4NS0m6FTzZ-8Rd6JwGxE2eJ4VO0uQGT3cNlPo,905
docs_env/bin/rst2xml.py,sha256=6NUWY513XtefQrBKTlzxf9hMdH4sEwlzMIAcEOd4mxo,636
docs_env/bin/rstpep2html.py,sha256=1E4sk3XZVv2wAOxCDyyZb-OiX5V8zIURGWXgLhrz2fw,704
envs_156/bin/activate_this.py,sha256=E1T7r3559tBsyqFpdcQW0HbY7gDvNiIv5Pc6HQ4bpoA,2383
examples/llms/litellm_complete.py,sha256=Uj1KdTLGd64oJuR6mrb9zP_QuP-lkr0_CR8rqJmCl5Y,346
examples/llms/litellm_json_format.py,sha256=09NxHWFY-BO765AYJgTFC5GOoxHqTbFs1X0SjUkrVYo,732
examples/llms/vllm_complete.py,sha256=Yqa7xyuXhtNSbB6xduzUo7K2zAunH-vs7xrMmpmJPbY,450
examples/llms/vllm_json_format.py,sha256=TcYfvsMQD-9ErUto9p8bf5wqkaCbmG9fpnKgJmR-Qw0,826
examples/rags/basic_rag/ingest.py,sha256=GpGRN2BMZZu_DSClzNMJVEVuzdQMzsGu8-sGIi5xw0U,738
examples/rags/basic_rag/ingest_hf.py,sha256=Q9tc6IdPZvFItQQ0ite2Zy-uixMcFh7LyyoSpyEc9go,720
examples/rags/basic_rag/search.py,sha256=qH9rLs6uAwyHfF-Fu3MnB-hp1tjhAD8npFI_JoTdZxE,771
examples/rags/basic_rag/search_hf.py,sha256=xJrIFn2OXKKZU40FZvjC4TYyETBuNP3mB3nz-Hnw6Jw,775
examples/rags/contextual_rag/ingest.py,sha256=rFs-CAR-h_SWUR9jpwTcbJPsRdC6NsKnpGe51uSViuU,1079
examples/rags/contextual_rag/ingest_es.py,sha256=PlLKZIu9a7WaJQytb4EGAYqlWZIgWaySAL1WEPgNDak,1151
examples/rags/contextual_rag/search.py,sha256=h9qxUwk4XfAkeFnPwbed-vN7VrmAamM_Td70ZkQYRzM,1112
examples/rags/contextual_rag/search_es.py,sha256=vYuGs0umKbJuaR_lsZ0Nbc-K--tUazj1BZG4Mx1IGw0,1184
examples/reranker/chain_reranker.py,sha256=OGBUYVXeHbp5OOyq4GS5HjyP5DfPudhSG2Dw5d5lliY,2456
examples/reranker/diversity_reranker.py,sha256=rMeOL67GtNilRFn8tkqGdMKCNbBM_xDr71JarfbbNLQ,2206
examples/reranker/litellm+llm_reranker.py,sha256=Y-l3KSrv-zKPPxTVA8Bd56uH3JffWAp3NbBnJtHcuQs,2207
examples/reranker/lost_in_the_middle_reranker.py,sha256=GoVxywjEXQac5XGKYt6J3Th7AAZS06dvgf86iedeIGk,2217
examples/reranker/vllm+llm_reranker.py,sha256=mNtCp19XYXSwrpUeSBL0Va4ztvRMh5TIyHjc15nzhA0,2295
rag_colls/core/constants.py,sha256=r6BYQdmNxs4a7CpuqVauZU48W5eiG270SMPfP3-xwTY,472
rag_colls/core/functions.py,sha256=b9f5oZTl7gAvvypN9NqUbQsMQaVNR0K4CRZECJlRUK0,3975
rag_colls/core/serialization.py,sha256=0RTPr89savI0twqFklr5uaEOj-dWB53XDCmj7hoV10Y,5856
rag_colls/core/settings.py,sha256=CsRbSjD5gqfBBwQ6tUeIvJzeLLXTBlSmfwCaq5x_TIw,849
rag_colls/core/utils.py,sha256=65xx3Q7i1MUJuhu4xh6ZpUpzBCnGXilSblvZZjE3Kfw,2125
rag_colls/core/base/chunkers/base.py,sha256=ECdX012F2X8UyPqIGpCfuDj4QHKjp_0tLS4-PrBtX9M,2631
rag_colls/core/base/database/bm25.py,sha256=1l6fyFW6Owpgdx6agHjQqYYuguuqThr4j6UH-OffakQ,151
rag_colls/core/base/database/vector_database.py,sha256=DIk5AlKWJeP3KDYxsmMra8-PV9UIMAYHhiA0We1ohNs,6153
rag_colls/core/base/embeddings/base.py,sha256=gJGbMXSYnqmXaGAfLzXBCS4zgPnlUyDzRnfMxVC0Ka0,4116
rag_colls/core/base/embeddings/base_sparse.py,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
rag_colls/core/base/llms/base.py,sha256=sguoMVTJPHUPENRDZ4IZL4Hf7Kx6wiXlC2I1Dphj_SA,7843
rag_colls/core/base/llms/base_function_calling.py,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
rag_colls/core/base/readers/base.py,sha256=RE7uD5r3zeca_nn7eafob4kVBhF0eQHpna79-MUkWU8,3963
rag_colls/core/base/rerankers/base.py,sha256=b9945BP4mjVu5I_VoNluuM8dOc2Cjn6bsYda5zZOv2o,2516
rag_colls/core/base/retrievers/base.py,sha256=g8kTtp0Ehe35wuMepe6EFJ_yLDjLpEBxOLCJamt49cE,1561
rag_colls/core/base/retrievers/base_retriever_provider.py,sha256=tgb1mVEZtU3eWjVkgZv63Q29daDzc-6uazSk9ajJMm8,2851
rag_colls/databases/bm25/bm25s.py,sha256=a1Ta1KtrOhiu8fnCDXkly9sc7BWQq_nlaZe9XidwWDw,4833
rag_colls/databases/bm25/elastic_search.py,sha256=dF4aNp7AswgVJnOT-z7u-jELo129y-3SRkmbpcSkKhk,5233
rag_colls/databases/storages/__init__.py,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
rag_colls/databases/storages/base.py,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
rag_colls/databases/storages/local.py,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
rag_colls/databases/storages/minio.py,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
rag_colls/databases/storages/s3.py,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
rag_colls/databases/vector_databases/chromadb.py,sha256=U4n5-gCu9R5SgiQVpE8vZwtClcBixREbqUgVwv2mnVs,6120
rag_colls/databases/vector_databases/milvus.py,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
rag_colls/databases/vector_databases/qdrant.py,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
rag_colls/embeddings/hf_embedding.py,sha256=wpM1w90Mypq4L8tvub7-JnGo2L6Yv0yVhqHMf1A9uTQ,9768
rag_colls/embeddings/openai_embedding.py,sha256=UAKt3q58ibhveEPytXa_MBsv3WQFC6BbMPtr9bS3zEU,5234
rag_colls/eval/bench/basic_rag.py,sha256=PTgJsmC0_jrpM4cwM5ait9pduiWziFSwK4IoRDZRcPE,1519
rag_colls/eval/source/download_data.py,sha256=PbVZOicFWuUjJCR-TD06qdyJa5xoHMHe2Y8XeczWS7o,2772
rag_colls/eval/source/eval.py,sha256=_eAEpMy8TYwMO5Jg2l1Wh4mZx15XYv4egNX7H5ekY10,5063
rag_colls/eval/source/eval_reader.py,sha256=sYgKkqmUAFDp2a8lCkYkq8fqER6kvlpTBAQsuc2df2s,996
rag_colls/eval/source/llm_as_a_judge.py,sha256=eWTqTwUTabw0T1vfkZwUlChOvxu_2M9ZvFCZJXU6qaw,2026
rag_colls/llms/litellm_llm.py,sha256=EnuDFUteiBz24KsxZ8R1RF7OeOYeM3hVG_AYwOQTf4Y,5660
rag_colls/llms/vllm_llm.py,sha256=7rgDXDFL73c2peMnjbaIUceZiMMUt_56PbXiWnxxsq0,12064
rag_colls/llms/integrations/llama_index.py,sha256=P6nDIv8V_x6Exv6T1v9wiO5-Xdd09qw-lAK_KkkWyLw,2227
rag_colls/processors/file_processor.py,sha256=t43-jkLl96-TlWggdnJ9IE3EUe1QJwAklZl1AZ8uOcM,9369
rag_colls/processors/chunkers/semantic_chunker.py,sha256=tuKKonxWKBKp-kz2mWl7Cdh793_D22xPr5qRo0NL6IQ,4042
rag_colls/processors/readers/csv/__init__.py,sha256=BEMcwoonD5A4HwmLidK8meg1SnYHPb4Gd_N8utwp8vk,59
rag_colls/processors/readers/csv/csv_reader.py,sha256=T6LO2WUKsDv0JcQHHwFnrQNYdkLqxZOLgkL7WlavzBQ,2552
rag_colls/processors/readers/docx/__init__.py,sha256=ANM9Fr7XHfac0lyoY7W4nDF1FeKjJHqGJ90_allC2Qk,62
rag_colls/processors/readers/docx/docx_reader.py,sha256=aL3xoe52I0BUal5VKXWDUJ4UhsH1x8sd9IidMsOvET0,1621
rag_colls/processors/readers/excel/__init__.py,sha256=SacFXneg1DfOW30JVgYU9tHa-u7PjUCuwbhLqDZSiKw,65
rag_colls/processors/readers/excel/excel_reader.py,sha256=TEbuKs2_NMpmZ32aDOhCRWTWtw2dr6C_ppvvWQOH0D0,3721
rag_colls/processors/readers/html/__init__.py,sha256=T59XCvV3_OEGsdAN6Clx7UC4muN10hHHMWHqxVBSfSI,62
rag_colls/processors/readers/html/html_reader.py,sha256=Iv9fr06XqBwDfNfbPVr9cYu0pzLr4zjrCm_iE3j_l0w,2650
rag_colls/processors/readers/json/__init__.py,sha256=ZB_wNvrEGqXsygPCKj3F380On4zsmEsCkSLi4rKvkGQ,62
rag_colls/processors/readers/json/json_reader.py,sha256=jDR2Q_nFkwK512NUBn-ZlQbcc3nsH31DP5XY4uXJy3A,6802
rag_colls/processors/readers/pdf/__init__.py,sha256=9zlqf2Cr_nv9Dg3vPLQ8LGDlCmwfq9WxXiRwi6Mvm74,71
rag_colls/processors/readers/pdf/pymupdf_reader.py,sha256=MEpCoF6OQlqd5JnzaVCKatWiiguGqNn8qCowBPbj7ws,1346
rag_colls/processors/readers/txt/__init__.py,sha256=Uhx22tAYNgzPIvzuSP0xL0xqKwb_hpEmoe5kQJuumZw,59
rag_colls/processors/readers/txt/txt_reader.py,sha256=CblZMeDnRTbaQXxM5jP8rWzBVral5n5R4o9MbVysG8k,1216
rag_colls/prompts/contextual_compressor.py,sha256=47DEQpj8HBSa-_TImW-5JCeuQeRkm5NMpJWZG3hSuFU,0
rag_colls/prompts/q_a.py,sha256=DEv06u6yo6jIPrantl4QGtP4VLZ9PyEMA82i8Rd1YW8,141
rag_colls/rags/base.py,sha256=v6VhhNpLIQgZYCoDExq9sQVufg6WwmHtX-4GMK_2ZIs,3166
rag_colls/rags/basic_rag/__init__.py,sha256=tdkZ2IflvC1MF4bZqieRY4SEOxjMob_RCm4uvEaZu_c,51
rag_colls/rags/basic_rag/main.py,sha256=Llzqi1ry-6nj09uyFrfbmZbBbVCl5eM8Os38LEtSI1Q,5266
rag_colls/rags/contextual_rag/__init__.py,sha256=91Ti1gLFoTuWb09r3j34HEHIajMLLwZQMYPugGBikkg,199
rag_colls/rags/contextual_rag/main.py,sha256=0RHX2nNalt_Wim-rEjoQ4Cn90JAVqnJ3BtL7DM8KkwQ,9164
rag_colls/rags/contextual_rag/prompt.py,sha256=Y_p_FAm2LY9FIG5cwAr56QzyVjkJO-qUurMX-SUwjXc,366
rag_colls/rags/contextual_rag/utils.py,sha256=WQQ_SqnEwRrtpZVR-_2RIjKdLK8CgyLr3r26QRhi434,1233
rag_colls/rerankers/chain_reranker.py,sha256=8jfG0V8EcRuvwDlMBWPxMCfSAxelI4a5i6MN1Jwi_jo,3520
rag_colls/rerankers/diversity_reranker.py,sha256=kXmbqvYdfjQ0kNW9KuRm-15jBOgTvCxQdfCdWN7a-4I,22702
rag_colls/rerankers/llm_reranker.py,sha256=uSXeaoi-QsVNNeEdqnNzrQqYO1FBZtT-DHK6et8oXR4,3780
rag_colls/rerankers/lost_in_the_middle_reranker.py,sha256=WAFybnJXFAFnMh1nApJqFZB2cFb2sUlcV2xtdX75cZw,5725
rag_colls/rerankers/weighted_reranker.py,sha256=QdBGptsyxYfL4gc6gouOlb0odS3E9VW3eBpsCsbn1FI,2508
rag_colls/retrievers/bm25_retriever.py,sha256=rnX9Fc6DbWf8O2jPK9EYzemOAMPCIwebppasMKrGZl0,1641
rag_colls/retrievers/vector_database_retriever.py,sha256=QMtZjkh8pbyihKh99JGK1OQer68Imnlo_kjnaD5Mqb4,2167
rag_colls/types/embedding.py,sha256=FNBy1XumAiJGDW8NObn9KqRoy6YAA7-f0-nu2Ajqqqk,724
rag_colls/types/llm.py,sha256=PZtr0TNaeWr7-JN7dYCYctIVBvNYB3zcz8keZOko_fQ,1362
rag_colls/types/reranker.py,sha256=JzClmppkM50Mzz8_YoXhtQQ41lQ2PARO0KGHWZnXwXA,197
rag_colls/types/retriever.py,sha256=s6l6HEft9pi04_OcTpvISVhDyXcf-eIK_ktxLr6T12I,1576
rag_colls/types/search.py,sha256=cq0t0Bq26_T90zkmXnOb_dDHRyAgL8TamkpmHcVcj5A,747
rag_colls/types/core/document.py,sha256=cO1I9ho6ZIgIuGtMBWEfZAFy1w8k_Dv62CX4W6rMFJQ,750
rag_colls-0.2.0.9.dist-info/licenses/LICENSE,sha256=gQk8QmWwkgy8HwjcLJZ2z9x00VU_K-gvzrPcQkP05fs,1066
tests/chunkers/test_semantic_chunker.py,sha256=wML6Vf-dqdFmqbxFUvDmNnFB338RI8AkA9VGoJODWQU,1436
tests/embedding/hf_test_embedding.py,sha256=pf0uDugHo5ntIpIwnhCiyrNuAJL4fGCnEWwatRyRUMM,1109
tests/readers/test_csv_reader.py,sha256=v-ToRh6eBexYX-X_jxtsvAfp69xIwwScS4q5xbRaKYA,1348
tests/readers/test_docx_reader.py,sha256=y3jB2gDjgRNbrrtreBEpunUMaST1mjHJQgnEQChaQPY,1163
tests/readers/test_excel_reader.py,sha256=8NH095f8Y70CXgpwVFDDbWYPQgmfK8064U7o4SE4r6g,1298
tests/readers/test_html_reader.py,sha256=NRbnWSRSnb1vCPm0UIeAgJPj3J-4qRsT6_dNw8C4TTY,1226
tests/readers/test_json_reader.py,sha256=IgLD6X7HDw0bUvRJ0eHTaEzgfnBMmIV7K9I4iHHPnik,1226
tests/readers/test_pdf_reader.py,sha256=yw0vr4MovKWuRnuXg5Emvf0x-IyGWzy7wB8zqLTbJak,902
tests/readers/test_processor.py,sha256=i9TMkhnwXqdu_IU0_vJyeMGHEOLkVZSx8lDyMj3R3Qw,1103
tests/readers/test_txt_reader.py,sha256=CwlWtW6-MQ66mee_7RPiRRBDo9HxU1j_gau8keBRtiw,878
rag_colls-0.2.0.9.dist-info/METADATA,sha256=SrUeNNRpG27l8Q8vKs4cGtHvCW_EjUXKZUyJese9M3Y,7526
rag_colls-0.2.0.9.dist-info/WHEEL,sha256=ck4Vq1_RXyvS4Jt6SI0Vz6fyVs4GWg7AINwpsaGEgPE,91
rag_colls-0.2.0.9.dist-info/top_level.txt,sha256=VaPdiMqiQHUqeDC_zVnIVMYzsl17LGXyz1G3hmFd_ic,48
rag_colls-0.2.0.9.dist-info/RECORD,,
