AI Campus • Prayogika kalike
Retrieval-Augmented Odina Sahaayaka (RAG)
Citation iruva keyword retrieval inda shuru maadi; aamele aaykeya local semantic retrieval mattu answer pipeline katti evaluate maadi.
Build guide mattu modalu bekaada tayari
Ee maargadarshi anusarisikondu nimma application katti, parikshe maadi mattu kandukonda phalitaamsha bareyiri.
- Python basics mattu search-ge generated text-ge iruva vyatyaasa gottirali.
- Balasalu anumati iruva chikka notes set beku; stable filenames mattu page athava line references irali.
Bekaada tools mattu free aaykegalu
- Python
- Bekiddare local Chroma database mattu embedding model
- Bekiddare local Ollama model
Veccha: Download maaduva lexical starter offline nalli Python maatra balasuttade. Semantic retrieval mattu local generation ge model downloads mattu saakashtu hardware beku. Cloud database athava paid API kaddaaya alla.
Sanna kelasa maaduva udaaharaneyinda aarambhisi
Download maadabahudada citation iruva study-search starter →Idu file/line citations iruva lexical word-overlap retrieval. Embeddings, vector database athava generated answers balasuvudilla; idu poornavaada RAG system alla.
Hanta-hantavaagi kattiri
1. Citation iruva lexical retrieval run maadi
Starter download maadi soochisidante notes.txt kattiri. Supporting passage iruva query mattu support illada query eradoo test maadi. Citation label maatra nambade nijavaada source line nodi.
2. Source metadata ulisi
Halavu documents annu passages aagi vibhajisi; document ID, page/line range mattu chunk ID idi. Original text badalaayisabedi; generated summary annu original passage endu cite maadabedi.
3. Retrieval test prashnegalannu bareyiri
Hattu prashnegalannu baredu, avakke support koduva chunk IDs kaiyaare gurutisi. Synonyms, holuva eradu topics mattu notes nalli illada prashnegalu irali. Vector database try maaduva modalu ee reference set ulisi.
4. Local semantic retrieval serisi
Local embedding model aaydu adara version/dimensions daakhalisi. Ade model balasi chunks mattu queries embed maadi, text mattu source metadata local Chroma nalli store maadi; top three results parisheelisi. Embedding model badalaadare collection matte kattiri.
5. Mitiyiruva answer step serisi
Bekiddare retrieved passages mattu prashne maatra local model ge kodi. Kotta chunk IDs ge citations mattu support illadaga evidence saaladu emba uttara kaddaaya maadi. Citation IDs code nalli validate maadi; prompting maatradinda factual support khaatri aaguvudilla.
6. Baseline jothe holisi
Label maadida prashnegalige top three nalli sariyada supporting chunk eshtu sala bantu endu lekkahaaki. Generated claims annu cited passages jothe pratyekavaagi parisheelisi. Nimma nijavaada question set ge semantic search sudhaarane kodadiddare sarala lexical route idi.
Nireekshita output mattu parikshe
Source ulisuva retrieval demonstration; generated answers bekaadare neevu serisabeku. Lexical mattu semantic vidhana elli kelasa maaduttave athava viphalavaaguttave embudannu evaluation nalli daakhalisi.
- Support illada prashnege kalpita source barabaradu.
- Restart aadamele citation IDs original passages ge resolve aagabeku.
- Retrieval quality mattu answer source ge nishtavaagideye embudannu pratyekavaagi aleyabeku.
Official maahiti moolagalu
Odalu free. Software setup, model access mattu hosted sevegalige avugala niyamagalu anvayisuttave. Moolagalannu 3 November 2026 randu parisheelisalagide.