Parcourir la source

Add meta data while chatting. (#4455)

### What problem does this PR solve?

#3690

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
tags/v0.16.0
Kevin Hu il y a 9 mois
Parent
révision
46c52d65b7
Aucun compte lié à l'adresse e-mail de l'auteur
1 fichiers modifiés avec 12 ajouts et 8 suppressions
  1. 12
    8
      api/db/services/dialog_service.py

+ 12
- 8
api/db/services/dialog_service.py Voir le fichier

@@ -26,6 +26,7 @@ from datetime import timedelta
from api.db import LLMType, ParserType, StatusEnum
from api.db.db_models import Dialog, DB
from api.db.services.common_service import CommonService
from api.db.services.document_service import DocumentService
from api.db.services.knowledgebase_service import KnowledgebaseService
from api.db.services.llm_service import LLMService, TenantLLMService, LLMBundle
from api import settings
@@ -122,18 +123,21 @@ def kb_prompt(kbinfos, max_tokens):
knowledges = knowledges[:i]
break

#docs = DocumentService.get_by_ids([ck["doc_id"] for ck in kbinfos["chunks"][:chunks_num]])
#docs = {d.id: d.meta_fields for d in docs}
docs = DocumentService.get_by_ids([ck["doc_id"] for ck in kbinfos["chunks"][:chunks_num]])
docs = {d.id: d.meta_fields for d in docs}

doc2chunks = defaultdict(list)
doc2chunks = defaultdict(lambda: {"chunks": [], "meta": []})
for ck in kbinfos["chunks"][:chunks_num]:
doc2chunks[ck["docnm_kwd"]].append(ck["content_with_weight"])
doc2chunks[ck["docnm_kwd"]]["chunks"].append(ck["content_with_weight"])
doc2chunks[ck["docnm_kwd"]]["meta"] = docs.get(ck["doc_id"], {})

knowledges = []
for nm, chunks in doc2chunks.items():
for nm, cks_meta in doc2chunks.items():
txt = f"Document: {nm} \n"
txt += "Contains the following relevant fragments:\n"
for i, chunk in enumerate(chunks, 1):
for k,v in cks_meta["meta"].items():
txt += f"{k}: {v}\n"
txt += "Relevant fragments as following:\n"
for i, chunk in enumerate(cks_meta["chunks"], 1):
txt += f"{i}. {chunk}\n"
knowledges.append(txt)
return knowledges
@@ -283,7 +287,7 @@ def chat(dialog, messages, stream=True, **kwargs):
yield {"answer": empty_res, "reference": kbinfos, "audio_binary": tts(tts_mdl, empty_res)}
return {"answer": prompt_config["empty_response"], "reference": kbinfos}

kwargs["knowledge"] = "\n\n------\n\n".join(knowledges)
kwargs["knowledge"] = "\n------\n" + "\n\n------\n\n".join(knowledges)
gen_conf = dialog.llm_setting

msg = [{"role": "system", "content": prompt_config["system"].format(**kwargs)}]

Chargement…
Annuler
Enregistrer