Delete raven/hard_mining.py

raven/hard_mining.py

@@ -1,14 +0,0 @@
-from __future__ import annotations
-from .evaluate import evaluate_cache
-from .utils import write_jsonl
-
-
-def mine_hard(model_path:str,cache_path:str,out_path:str,split:str="test",confidence:float=.80):
-    report=evaluate_cache(model_path,cache_path,split); hard=[]
-    for r in report["predictions"]:
-        p=float(r.get("balanced_ai_probability",r.get("ai_probability",.5))); y=int(r["label"]); v=r["verdict"]
-        wrong_confident=(y==0 and p>=confidence) or (y==1 and p<=1-confidence)
-        uncertain=v=="UNCERTAIN"
-        if wrong_confident or uncertain:
-            x=dict(r); x["hard_type"]="confident_wrong" if wrong_confident else "uncertain"; x["hard_weight"]=2.0 if wrong_confident else 1.35; hard.append(x)
-    write_jsonl(out_path,hard); return {"count":len(hard),"split":split,"output":out_path,"metrics":report["total"]}