Feat:update check_embedding api (#11254)

### What problem does this PR solve?
pr: 
#10854
change:
update check_embedding api

### Type of change

- [x] New Feature (non-breaking change which adds functionality)

api/apps/kb_app.py

@@ -16,6 +16,7 @@
 import json
 import logging
 import random
+import re
 
 from flask import request
 from flask_login import login_required, current_user
@@ -847,8 +848,13 @@ def check_embedding():
                 "position_int": full_doc.get("position_int"),
                 "top_int": full_doc.get("top_int"),
                 "content_with_weight": full_doc.get("content_with_weight") or "",
+                "question_kwd": full_doc.get("question_kwd") or []
             })
         return out
+    
+    def _clean(s: str) -> str:
+        s = re.sub(r"</?(table|td|caption|tr|th)( [^<>]{0,12})?>", " ", s or "")
+        return s if s else "None"
     req = request.json
     kb_id = req.get("kb_id", "")
     embd_id = req.get("embd_id", "")
@@ -861,8 +867,10 @@ def check_embedding():
 
     results, eff_sims = [], []
     for ck in samples:
-        txt = (ck.get("content_with_weight") or "").strip()
+        title = ck.get("doc_name") or "Title"
-        if not txt:
+        txt_in = "\n".join(ck.get("question_kwd") or []) or ck.get("content_with_weight") or ""
+        txt_in = _clean(txt_in)
+        if not txt_in:
             results.append({"chunk_id": ck["chunk_id"], "reason": "no_text"})
             continue
 
@@ -871,8 +879,16 @@ def check_embedding():
             continue
 
         try:
-            qv, _ = emb_mdl.encode_queries(txt)
+            v, _ = emb_mdl.encode([title, txt_in])
-            sim = _cos_sim(qv, ck["vector"])
+            sim_content = _cos_sim(v[1], ck["vector"])
+            title_w = 0.1
+            qv_mix = title_w * v[0] + (1 - title_w) * v[1]
+            sim_mix = _cos_sim(qv_mix, ck["vector"])
+            sim = sim_content
+            mode = "content_only"
+            if sim_mix > sim:
+                sim = sim_mix
+                mode = "title+content"
         except Exception:
             return get_error_data_result(message="embedding failure")
 
@@ -894,8 +910,9 @@ def check_embedding():
         "avg_cos_sim": round(float(np.mean(eff_sims)) if eff_sims else 0.0, 6),
         "min_cos_sim": round(float(np.min(eff_sims)) if eff_sims else 0.0, 6),
         "max_cos_sim": round(float(np.max(eff_sims)) if eff_sims else 0.0, 6),
+        "match_mode": mode,
     }
-    if summary["avg_cos_sim"] > 0.99:
+    if summary["avg_cos_sim"] > 0.9:
         return get_json_result(data={"summary": summary, "results": results})
     return get_json_result(code=RetCode.NOT_EFFECTIVE, message="failed", data={"summary": summary, "results": results})
 

rag/svr/task_executor.py

@@ -442,7 +442,7 @@ async def embedding(docs, mdl, parser_config=None, callback=None):
     tk_count = 0
     if len(tts) == len(cnts):
         vts, c = await trio.to_thread.run_sync(lambda: mdl.encode(tts[0: 1]))
-        tts = np.concatenate([vts[0] for _ in range(len(tts))], axis=0)
+        tts = np.tile(vts[0], (len(cnts), 1))
         tk_count += c
 
     @timeout(60)
@@ -465,8 +465,10 @@ async def embedding(docs, mdl, parser_config=None, callback=None):
     if not filename_embd_weight:
         filename_embd_weight = 0.1
     title_w = float(filename_embd_weight)
-    vects = (title_w * tts + (1 - title_w) *
+    if tts.ndim == 2 and cnts.ndim == 2 and tts.shape == cnts.shape:
-             cnts) if len(tts) == len(cnts) else cnts
+        vects = title_w * tts + (1 - title_w) * cnts
+    else:
+        vects = cnts
 
     assert len(vects) == len(docs)
     vector_size = 0