Feat:setting metadata in the retrieval (#10682)

### What problem does this PR solve?
issue:
[#9272](https://github.com/infiniflow/ragflow/issues/9272)
change:
setting metadata in the retrieval

### Type of change

- [x] New Feature (non-breaking change which adds functionality)
This commit is contained in:
buua436
2025-10-21 09:52:26 +08:00
committed by GitHub
parent 8013505daf
commit 866098634b
3 changed files with 28 additions and 1 deletions

View File

@ -18,12 +18,14 @@ import re
from abc import ABC
from agent.tools.base import ToolParamBase, ToolBase, ToolMeta
from api.db import LLMType
from api.db.services.document_service import DocumentService
from api.db.services.dialog_service import meta_filter
from api.db.services.knowledgebase_service import KnowledgebaseService
from api.db.services.llm_service import LLMBundle
from api import settings
from api.utils.api_utils import timeout
from rag.app.tag import label_question
from rag.prompts.generator import cross_languages, kb_prompt
from rag.prompts.generator import cross_languages, kb_prompt, gen_meta_filter
class RetrievalParam(ToolParamBase):
@ -58,6 +60,7 @@ class RetrievalParam(ToolParamBase):
self.use_kg = False
self.cross_languages = []
self.toc_enhance = False
self.meta_data_filter={}
def check(self):
self.check_decimal_float(self.similarity_threshold, "[Retrieval] Similarity threshold")
@ -117,6 +120,21 @@ class Retrieval(ToolBase, ABC):
vars = self.get_input_elements_from_text(kwargs["query"])
vars = {k:o["value"] for k,o in vars.items()}
query = self.string_format(kwargs["query"], vars)
doc_ids=[]
if self._param.meta_data_filter!={}:
metas = DocumentService.get_meta_by_kbs(kb_ids)
if self._param.meta_data_filter.get("method") == "auto":
chat_mdl = LLMBundle(self._canvas.get_tenant_id(), LLMType.CHAT)
filters = gen_meta_filter(chat_mdl, metas, query)
doc_ids.extend(meta_filter(metas, filters))
if not doc_ids:
doc_ids = None
elif self._param.meta_data_filter.get("method") == "manual":
doc_ids.extend(meta_filter(metas, self._param.meta_data_filter["manual"]))
if not doc_ids:
doc_ids = None
if self._param.cross_languages:
query = cross_languages(kbs[0].tenant_id, None, query, self._param.cross_languages)
@ -131,6 +149,7 @@ class Retrieval(ToolBase, ABC):
self._param.top_n,
self._param.similarity_threshold,
1 - self._param.keywords_similarity_weight,
doc_ids=doc_ids,
aggs=False,
rerank_mdl=rerank_mdl,
rank_feature=label_question(query, kbs),