[KM-438][KM-439] Improve Retrieval and Querying feature (#15)

- [noticket] add gitignore (c87f27f458854787102eebc110b178c2572ef8a6)
- [NOTICKET]: add document pipeline, simplify document API (fb871f3d7db9c5a9c95a012761c4180a432e7e4b)
- [NOTICKET]: update folder document_pipelines after pipelines (a4cf97ab3890e35831c0043a1d411c17d84f374b)
- [NOTICKET][DB] refactor code to new repo (7f3bb9782bb9b6ace69e6be35377c12757a2f81d)
- [KM-441] add mean and median (9b5933420821187e73bb72a896e28d7adf6d6137)
- [NOTICKET] new metadata format for cleaner code (6b590d94c398ac4966a0e376f2809aa52c5ba022)
- update document (5a69e0eecf80dd807565dbc369374e41450c37fc)
- delete duplicate file (3848d7b262745b758069e3ab8089437ced42a45f)
- edit document for new pipeline (425e021053c4de65e2598b0f5554b7c1044a904c)
- [NOTICKET]: add CSV and XLSX file type (31920c3bc6f9faf9e07095a02fc1faf08adc246e)
- [DB] fix/rename db_pipeline.py (d913315c356d741cc7a5a5b1f8e36ba41397f2ab)
- [NOTICKET][DB] menyesuaikan format struktur db_pipeline sesuai dengan file lain (e13a9017e0f7fd26ef9b8ad5981d6c0799c01661)
- [NOTICKET][DB] pisahin db credential ke folder model. add ingestion endpoint at db_client to use db pipeline. add router db_client di main. (347a73aa5597cb28d1f43940eb60db619e4a10be)
- [NOTICKET]: use tesseract for extract PDF (6b9a13d417f6ffffed61a44567a3acbee822e173)
- [NOTICKET]: add Tesseract and Poppler binaries via Git LFS (0a9101a16c713c3facd8c06279da1f01403306a0)
- [NOTICKET]: update uv.lock (bb79f64b69c3bdcb2c98867c5d4945bf2311394d)
- [NOTICKET][DB] update credential & databaseclient. update settings (0e079550f8524da66df365638167dfe42b70ae62)
- [NOTICKET] update settings (65a5c6b1c1539de5d66e700aa5bef011e3c2b2f6)
- [KM-437][DB] add mysql, sqlserver, bigquery, snowflake connections (43539293eab9328d1d6f22f2f837c0a0085485a5)
- [NOTICKET]: adjusted pyproject.toml for OCR PDF (a00e2ad5306306ff73c30d085f126fab7bd1e78c)
- [NOTICKET]: fix merge conflict (6c8734607da68151ab574d0d186b17ac0d8ec460)
- [NOTICKET][DB] fix mysql pipeline (060c8cc81d4de2e85d2f6b4d3de178307e211ad0)
- [NOTICKET] edit imports (b145c06e354030dc38a550cd53030ba4864870ae)
- [NOTICKET] minor code refactor (52415b6a52f08900d27b548459a15c1113c1b892)
- [NOTICKET] add duplicate check for storing database (d310770ffcbcf75cb6b952f86bc6947ab2c7bb6a)
- [NOTICKET][DB] add supported dbtype for frontend (a531fcc7f53fe56a634ebba3b0fd4ff7ad51a33d)
- [NOTICKET]: add doctypes endpoint & 10MB file size limit (9debae56609158434faf47bf2a4a7b70c4137290)
- [NOTICKET]: add comments to flag that file type lists must stay in sync (023b7cfeb1dd6f6c54df748feb1130e4a994bc26)
- [NOTICKET]: add to gitignore (bbc8c584ef676c15d913d04933b9b8ff2b8d98d8)
- Merge branch 'main' of https://huggingface.co/spaces/DataEyond/Agentic-Service-Data-Eyond into dev_new (7757da18fa23f89a4d731cf2648727a97c49b88c)
- Merge branch 'main' of https://huggingface.co/spaces/DataEyond/Agentic-Service-Data-Eyond into dev_new (9c090a04cf8a78322836d04e245632bbf1f04555)
- Merge branch 'main' of https://huggingface.co/spaces/DataEyond/Agentic-Service-Data-Eyond into dev_new (5398fec4138f7f2b944c0a3ddbdf1f858bac7e16)
- Merge branch 'dev_new' of https://huggingface.co/spaces/DataEyond/Agentic-Service-Data-Eyond into dev_new (20bf3f8fa4393217cb50f9e330196b26bb138fa1)
- [NOTICKET] add total token logging (b9703fc5cfad1ec51ef67497559ef4a5235ea3d5)
- [NOTICKET] add updated_at field for metadata & delete old embedding before appending (cb5ab3273516de824aa254ff7c9fed0c5f8098aa)
- [NO TICKET][document]: add updated_at on metadata (d2f7a4833e1069abc3d3831381661def3af4ad8a)
- [NO TICKET][document]: delete vector embedding on table langchain_pg_embedding if user delete document on knowledge (ac3d8c19b4edb19fad7630b7ec5dabc39f9948ac)
- [NOTICKET][document]: make a clean output to status error unsupported file type (2814813f836a095af5b20552ec047cbc29c95821)
- [KM-438][KM-439] framework for knowledge retriever (d1e12641c43e217c684389dd6697f29ffc489226)
- Merge branch 'main' of https://huggingface.co/spaces/DataEyond/Agentic-Service-Data-Eyond into dev_new (a701ac3732bf0eb3da2b13f1801c89537986174e)
- [NOTICKET] fix single source to multiple sources (589ca324a5fec304a2d3652b65311e494c5a44b9)
- [NOTICKET] fixed multiple sources (e9f2a26317988ef59031c32726cae793ad135755)
- [KM-507] add multiple retrieval method to compare (dense, mmr, bm25, hybrid) (ac6b78d1a5448aab8a210416374bd3ffad4300dd)
- [KM-507] add changes to methods (82186504125f65d3767fee5371451847f435a9ea)
- [NOTICKET] add db_client for querying (e49db6011cc3be00efeb0807c02db0bbffa56999)
- add to gitignore (83ed7447e869f2d884d9cd341b7e20bac00f48cd)
- [KM-507] add different methods, now using dense cosine (145bca392470b81e16060feb040ab652f7185976)
- [KM-512] create folder for querying from bd/tabular docs (2c8a3e89bb68fe046beac5dc9934a8d6daaba15d)
- [NOTICKET] minor fix in chat.py, add package for query, change schema used to hybrid (cosine+bm25) (15cd3a7f887abe8994b45d80d4d7ade688120b88)
- [KM-512] add Pydantic model the LLM fills via function calling in sql_query, and add same signature for db and tabular (220f59eb60b88891e476c989b9549cc180cc08b7)
- [NOTICKET] rename file name, updated after uv sync (948d6ddaa2b4bdafef45a219169832d6c7b602bc)
- [NOTICKET] update .gitignore (240251c4050c9a6457522d0024e87f99dbfbbb13)
- Merge branch 'dev_new' of https://huggingface.co/spaces/DataEyond/Agentic-Service-Data-Eyond into dev_new (29efec6750e81688c99f62f52b0fdc137da8fee8)
- [KM-513][document] add convert to parquet if type file is XLSX and CSV (770f26b143a795987628fbdb4716ee8c574a6e5c)
- add to gitignore (1fef470b29037577cde6246ec7f417f164fed72e)
- [KM-512] connect query executor to user question. add logging for db_executor (abc494f97718a67af0d237ebac88fb240f3b46d3)
- [NOTICKET] fix delete, now can filter by user (f273db057a8158fe7eac526688ffd52d9ebaf911)
- [NOTICKET] db_executor: CTE DML check now walks entire AST root, schema: cast instead of string interpolation (bd2b1d9ddf6664c2739563fbd04eaca279771ec0)
- [NOTICKET] fix-revert string change (110ee3438ef171e177c53f38b437e6dc8e927a42)
- [KM-520] Integrate db query executor pipeline with existing rag retrieve pipeline (a25febe2e68afe14a0c75352fe746dc9d0157643)
- [KM-516][KM-517] add new feature; ai can now see table & column names that have fk relationship with retrieved result (f86da27bdc2a60f0b38b61db90008094ee4d7146)
- [NOTICKET] fix query now use orchestrator msg, rework db pipeline replace ingestion logic (be9bbd9d4451e320e923627eca36f1442cae1932)
- [KM-507] now only uses hybrid (cosine and bm25) (40925b456b3dc369c009be2f47f4ce767ab23282)
- [NOTICKET]untrack software/ folder (ignored via .gitignore) (0931c10da43d82f6a20cbd1c64ace719a6506257)
- [NOTICKET] add pyarrow (432c1fa9020f468e09ba83af77b4077a8fd00f33)
- [NOTICKET] add pyarrow (7ff66c9b2cb40cb65858c698f539b2301f1d279c)
- [KM-515][document] Make Query for Tabular Type (XLSX & CSV) (3604994812d94d33192ee0d6378ff6ce44e696aa)
- [KM-455][document] decided methods retrieval for document (cf77d20e57c085b691a5956e1ec62fc216630e8e)
- [KM-533] add table level schema, differentiate with chunk level. expand retrieval result with FK exploration (fc1239aeb8066a4333127a530c5e0b9513516551)
- [KM-533] now also retrieves table level chunk (4150ba7e197b3ec5568f8da4a3fecff9f427e988)
- fix: fix dedup logic (c9d3b3377072d16a88d0d1ab55dd741a9d49bcf1)
- [NOTICKET] rrf merge now at router level (de32ab044f85c8cfe6e3e375181d6b485f1d4e9e)
- [NOTICKET] minor refactoring (e4f62b85c2175a3d68922eff54bc994fb24df733)
- fix: query executor now use user question as prompt (sebelumnya pakai hasil orchestrator) (0935ede43f22c67a02820cbc0bb6041b93b3ff3e)
- fix: increase K in chat endpoint to 10 (b59ef76f23e9f03eeaa47e2502caf5f773836068)
- feat: add sheet-level chunk on CSV/XLSX ingestion (8daf9b595628ec17c15ae56a248a599ad0e3a5dc)
- fix: 5 bug fixes on tabular executor (a49dc1b5054112bf4828028259005698049a7f07)
- [NOTICKET][doc] fix aggregate count operation when value_col is not specified (00aa61d981a5792512b8f7befa0ebdfffbb4403e)
- [NOTICKET] now retrieve db tables first, then get column from the obtained tables. reduce k to 5 (bb29492a303cb94f704412a2def763e1093808fe)
- [NOTICKET][doc] add guard if filename None (b7fbaebb79bfddab15ac1cf1eaf457a1e40f7239)
- fix fallback to fresh retrieval on corrupted Redis cache (9cb950f748a7d66fe881ee63b8e11f48726abfa2)
- [NOTICKET][doc] validate embedding vector for NaN/Infinity in manhattan retriever (2167a5bd6e673b79071798753efb608162033d5c)
- [NOTICKET] pass orchestrator search_query to sql executor for multi-turn context (23eeb2d304ca995f29246653e45df6755ab00105)
- [NOTICKET][db] add sheet-level retrieval and focus LLM schema context to retrieved columns (a205d0c574cf945a9aad88b090c6f597575058e9)
- fix: minor returned type if sql writes limit yang melebihi batas (b4df8b1dcf2ad5818a231427bf398aff8a399fc5)
- [NOTICKET][doc] add sheet-level leg and RRF voting for tabular retrieval (5f86993f12a1a016497b020f042595e53325908e)
- [NOTICKET][doc] remove column filter and fallback cap for full-schema approach (959b1b008fbc122d30abbf84604e484730bd1db5)
- [NOTICKET][doc] correct metadata key path in _format_context (16ab91647e4f475e41a4a3e8a2e458aaded73793)
- NOTICKET] add dev dependency group and update gitignore (36ffff42eef515e31e5de451cc2a7cc0abcedb19)
- make executors self-contained, remove redundant pre-filter (73b7fe326cb1130157b54c6643822c21040028a3)
- fix sorted ranking so model uses overall sorted retrieved chunks (3e7924d5c6e5cbce0fc166fc354eec80acb44971)
- merge dev_new to main (9257b7bc21c85d0d6f17bacb74d1bcb4e604a5f4)


Co-authored-by: Sofhia Az-Zahra <sofhiaazzhr@users.noreply.huggingface.co>

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