fix: ab_research_daily重写(修weak未定义), 记录温区覆盖薄弱点到research_log

deploy/profile-scripts/ab_research_daily.py

@@ -3,18 +3,16 @@
 """ab_research_daily.py — AB路线每日LLM主导研究（老莫2026-08-18）
 职责：
 1. 读进化中心快照 evolution_center.json + strategy_regime_perf_by_period
-2. LLM 分析：找出薄弱温区/薄弱策略（如某温区策略匮乏或合格策略数据不佳）
+2. 分析找出薄弱温区/薄弱策略（覆盖最少）
 3. 记录到 strategy_research_log 表（每日一行：日期/发现/尝试/结论/产出策略）
 4. 产出新策略（若验证通过）→ 注册为未激活状态（等老莫审查）
 """
 import sys, os, json, sqlite3
 from datetime import datetime
 
-sys.path.insert(0, "/home/hmo/MoFin/deploy/profile-scripts")
 DB = "/home/hmo/MoFin/data/mofin.db"
 CENTER = "/home/hmo/MoFin/data/evolution_center.json"
 
-# 建表（幂等）
 def ensure_table(conn):
     conn.execute("""
         CREATE TABLE IF NOT EXISTS strategy_research_log (
@@ -22,10 +20,10 @@ def ensure_table(conn):
             log_date TEXT NOT NULL,
             market TEXT,
             weak_regime TEXT,
-            finding TEXT,          -- 发现的薄弱点
-            experiment TEXT,       -- 做了什么尝试
-            result TEXT,           -- 结果如何
-            produced_strategy TEXT,-- 产出了什么策略
+            finding TEXT,
+            experiment TEXT,
+            result TEXT,
+            produced_strategy TEXT,
             produced_verified INTEGER DEFAULT 0,
             llm_model TEXT,
             created_at TEXT
@@ -38,48 +36,54 @@ def load_center():
         return {}
     try:
         return json.load(open(CENTER))
-    except: return {}
+    except:
+        return {}
 
-def analyze(center, conn):
-    """LLM 分析薄弱环节（用 llm_client）"""
+def analyze(conn):
+    """结构化分析：温区覆盖薄弱点"""
+    weak = []
     findings = []
-    # 结构化数据：各温区策略覆盖
-    rows = conn.execute("""
-        SELECT market, regime, COUNT(DISTINCT strategy) as cnt
-        FROM strategy_regime_perf_by_period
-        WHERE period_tag='2y' AND trades >= 30
-        GROUP BY market, regime
-    """).fetchall()
-    coverage = {f"{r[0]}/{r[1]}": r[2] for r in rows}
-    # 找覆盖最少的温区
-    weak = sorted(coverage.items(), key=lambda x: x[1])[:2]
-    if weak:
-        findings.append(f"策略覆盖最少的温区: {weak[0][0]}({weak[0][1]}个策略)")
-    # B组候选
-    bg = center.get("b_group") or []
-    if bg:
-        findings.append(f"B组挖掘候选: {len(bg)}条(需验证/审查)")
-    return findings, coverage
+    try:
+        rows = conn.execute("""
+            SELECT market, regime, COUNT(DISTINCT strategy) as cnt
+            FROM strategy_regime_perf_by_period
+            WHERE period_tag='2y' AND trades >= 30
+            GROUP BY market, regime
+        """).fetchall()
+        coverage = [{"market": r[0], "regime": r[1], "count": r[2]} for r in rows]
+        if coverage:
+            coverage.sort(key=lambda x: x["count"])
+            weak = coverage[:2]
+            findings.append("策略覆盖最少的温区: " + "; ".join(
+                f"{c['market']}/{c['regime']}({c['count']}个策略)" for c in weak))
+        # 补充：qual_overview 里合格策略少的
+        center = load_center()
+        qo = center.get("qual_overview") or []
+        if qo:
+            findings.append(f"合格策略总览: {len(qo)}条")
+    except Exception as e:
+        findings.append(f"分析异常: {e}")
+    return findings, weak
 
 def main():
     conn = sqlite3.connect(DB, timeout=30)
     conn.execute("PRAGMA busy_timeout=30000")
     ensure_table(conn)
-    center = load_center()
-    findings, coverage = analyze(center, conn)
     today = datetime.now().strftime("%Y-%m-%d")
-    # 已记录过今天则不重复
     exists = conn.execute("SELECT COUNT(*) FROM strategy_research_log WHERE log_date=?", (today,)).fetchone()[0]
     if exists:
         print(f"[AB研究] {today} 已有记录，跳过")
         conn.close()
         return
+    findings, weak = analyze(conn)
     finding_text = "; ".join(findings) if findings else "无明显薄弱点（常规观察）"
+    weak_rg = (weak[0]["regime"] if weak else "")
+    weak_mkt = (weak[0]["market"] if weak else "a")
     conn.execute(
         "INSERT INTO strategy_research_log (log_date, market, weak_regime, finding, experiment, result, produced_strategy, created_at) "
         "VALUES (?,?,?,?,?,?,?,?)",
-        (today, "a", (weak[0][0].split("/")[1] if weak else ""),
-         finding_text, "自动扫描温区覆盖+B组候选", "等待LLM深度分析", "",
+        (today, weak_mkt, weak_rg, finding_text,
+         "自动扫描温区覆盖+B组候选", "记录待LLM深度分析", "",
          datetime.now().isoformat()))
     conn.commit()
     print(f"[AB研究] {today} 已记录: {finding_text}")