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kis_trader/ai_chat/legercy.jsonl
Your Name 0ecac7cb95 이번에 들어간 내용 
한투 호가 = 2번째 앱키 전용
키 없거나 start 실패 시 메인에 H0STASP0 안 붙임. 운영설정 WS_ORDERBOOK_SAVE_KIS 빨간 danger.

LS RAM 합집합
후보∪보유∪영구∪grace. sync_targets와 split reconcile 둘 다. 틱 DB 영구 게이트는 그대로.

분봉 쓰레기 → 다음 소스 봉 통째
그 분 틱 0건이거나 전부 봉끝 대비 LIVE_FEED_FALLBACK_MAX_AGE_SEC 초과면 구멍. 메인 WS → 2차 → LS → REST → rollup. CANDLE_GARBAGE_FALLBACK 기본 true.

파일: feed_fallback.py(신규), ws_manager.py, kis_ws.py, candle_series.py, bt_candle_source.py, live_config_schema.py, database.py, 스모크, MD 2개.

같은 ws_manager/database/kis_ws/live_config에는 직전 커밋 이후 쌓여 있던 시세 폴백·ENV 키 정리도 같이 들어갔습니다. 파일 단위로 나눌 수 없어서입니다.
2026-08-19 22:11:31 +09:00

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{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Saturday, Aug 15, 2026, 10:53 PM (UTC+9)</timestamp>\n<user_query>\n지금 왜 웹에서 옵투나 돌렸는데 진행상황이 안나오냐 \n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"웹에서 Optuna를 돌렸는데 진행상황이 안 나오는 원인을 코드·API·프론트 경로부터 확인하겠습니다."},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md","limit":80}},{"type":"tool_use","name":"Grep","input":{"pattern":"optuna.*progress|progress.*optuna|optuna_status|optuna-progress","glob":"*.{py,js,html}","head_limit":50}},{"type":"tool_use","name":"Grep","input":{"pattern":"optuna","glob":"**/backtest.js","head_limit":80}},{"type":"tool_use","name":"Grep","input":{"pattern":"optuna","glob":"**/backtest_web.py","head_limit":80}}]}}
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{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","pattern":"def (refresh_job_status|start_optuna_job|_parse_progress|progress)"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"function optuna(Start|Poll|RenderProgress|Refresh)"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"progress\\.json|trials_done|write_progress|optuna_progress","glob":"*.py","head_limit":80}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","offset":200,"limit":150}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","offset":850,"limit":220}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","offset":8400,"limit":200}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":250,"offset":1090,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"function optunaRenderJob"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static","pattern":"optunaBoot|optuna_nav_bar|opt_progress"}},{"type":"tool_use","name":"Glob","input":{"glob_pattern":"**/optuna_web*","target_directory":"/home/hoon/kis_bot/logs"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/logs/optuna_web_latest_job.txt"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","offset":8179,"limit":240}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/logs/optuna_web_seq_20260815_224827.log","limit":80}},{"type":"tool_use","name":"Glob","input":{"glob_pattern":"**/opt_20260815*","target_directory":"/home/hoon/kis_bot"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/scripts","pattern":"optuna_.*_tpe_latest\\.(study|logpath)|START","glob":"*optuna*seq*"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/logs/optuna_web_jobs/opt_20260815_224827_seq.json","limit":80}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/logs/optuna_tail_tpe_latest.study"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/scripts/run_optuna_4strat_tpe_seq.sh","limit":90}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","offset":1,"limit":50}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","pattern":"^import |^from ","head_limit":40}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"저장된 잡 상태를 보면 가상 `seq_*` 스터디와 `[tail/align] START` 로그 형식이 진행률 경로와 안 맞습니다. 가설을 로그로 확인한 뒤 고치겠습니다."},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","offset":240,"limit":55}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","offset":928,"limit":30}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/templates","pattern":"opt_tab_fill|opt_st_trials|optuna_nav_bar"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":"_STRATS = (\"momentum\", \"us_momentum\", \"tail\", \"breakout\", \"scalp\")","new_string":"_STRATS = (\"momentum\", \"us_momentum\", \"tail\", \"breakout\", \"scalp\")\n\n\n# #region agent log\ndef _agent_dbg(hid: str, loc: str, msg: str, data: Optional[Dict[str, Any]] = None) -> None:\n try:\n payload = {\n \"sessionId\": \"4f9616\",\n \"hypothesisId\": hid,\n \"location\": loc,\n \"message\": msg,\n \"data\": data or {},\n \"timestamp\": int(time.time() * 1000),\n }\n with open(\"/home/hoon/kis_bot/.cursor/debug-4f9616.log\", \"a\", encoding=\"utf-8\") as _df:\n _df.write(json.dumps(payload, ensure_ascii=False) + \"\\n\")\n except Exception:\n pass\n# #endregion"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":" out[\"study_ok\"] = True\n except Exception as exc:\n out[\"error\"] = str(exc)[:200]\n return out","new_string":" out[\"study_ok\"] = True\n except Exception as exc:\n out[\"error\"] = str(exc)[:200]\n # #region agent log\n _agent_dbg(\n \"A\",\n \"optuna_web_jobs.py:_study_progress\",\n \"study_progress\",\n {\n \"study_name\": study_name,\n \"study_ok\": out.get(\"study_ok\"),\n \"trials_done\": out.get(\"trials_done\"),\n \"error\": out.get(\"error\"),\n },\n )\n # #endregion\n return out"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":" mm = re.findall(\n r\"\\[(momentum|us_momentum|tail|breakout|scalp)\\] START[^\\n]*\",\n master_blob,\n )\n if mm:","new_string":" mm = re.findall(\n r\"\\[(momentum|us_momentum|tail|breakout|scalp)\\] START[^\\n]*\",\n master_blob,\n )\n mm_slash = re.findall(\n r\"\\[(momentum|us_momentum|tail|breakout|scalp)(?:/[^\\]]+)?\\] START[^\\n]*\",\n master_blob,\n )\n # #region agent log\n _agent_dbg(\n \"A\",\n \"optuna_web_jobs.py:refresh_job_status:regex\",\n \"seq_start_regex\",\n {\n \"job_id\": m.get(\"job_id\"),\n \"meta_study\": m.get(\"study_name\"),\n \"mm_n\": len(mm),\n \"mm_last\": (mm[-1] if mm else None),\n \"mm_slash_n\": len(mm_slash),\n \"mm_slash_last\": (mm_slash[-1] if mm_slash else None),\n \"sidecar_tail_exists\": (ROOT / \"logs\" / \"optuna_tail_tpe_latest.study\").is_file(),\n },\n )\n # #endregion\n if mm:"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":" if rj and Path(str(rj)).is_file() and (\n \"OPTUNA_RESULT_JSON=\" in (_tail_text(log_path, 40) or \"\")\n ):\n alive = False\n if alive:","new_string":" if rj and Path(str(rj)).is_file() and (\n \"OPTUNA_RESULT_JSON=\" in (_tail_text(log_path, 40) or \"\")\n ):\n # #region agent log\n _agent_dbg(\n \"B\",\n \"optuna_web_jobs.py:refresh_job_status:force_dead\",\n \"result_json_forces_not_alive\",\n {\n \"job_id\": m.get(\"job_id\"),\n \"kind\": m.get(\"kind\"),\n \"pid\": pid,\n \"pid_was_alive\": alive,\n \"rj\": str(rj)[-80:],\n \"status_before\": m.get(\"status\"),\n },\n )\n # #endregion\n alive = False\n if alive:"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","old_string":" optunaRenderJob(j.job);\n if (j.job.status === 'done' || j.job.status === 'error') {","new_string":" optunaRenderJob(j.job);\n // #region agent log\n fetch('http://localhost:7416/ingest/8fd35f12-4bbb-4430-ad36-8d3f87f2fbaa',{method:'POST',headers:{'Content-Type':'application/json','X-Debug-Session-Id':'4f9616'},body:JSON.stringify({sessionId:'4f9616',hypothesisId:'C',location:'backtest.js:optunaPollOnce',message:'status_poll',data:{job_id:j.job&&j.job.job_id,status:j.job&&j.job.status,kind:j.job&&j.job.kind,study:j.job&&j.job.study_name,active_study:j.job&&j.job.active_study_name,current_strategy:j.job&&j.job.current_strategy,study_ok:j.job&&j.job.progress&&j.job.progress.study_ok,trials_done:j.job&&j.job.progress&&j.job.progress.trials_done,pct:j.job&&j.job.progress&&j.job.progress.pct,prog_err:j.job&&j.job.progress&&j.job.progress.error},timestamp:Date.now()})}).catch(()=>{});\n // #endregion\n if (j.job.status === 'done' || j.job.status === 'error') {"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"old_string":" m[\"progress\"] = prog\n m[\"pid_alive\"] = alive","new_string":" m[\"progress\"] = prog\n m[\"pid_alive\"] = alive\n # #region agent log\n _agent_dbg(\n \"A\",\n \"optuna_web_jobs.py:refresh_job_status:out\",\n \"refresh_out\",\n {\n \"job_id\": m.get(\"job_id\"),\n \"kind\": m.get(\"kind\"),\n \"status\": m.get(\"status\"),\n \"pid_alive\": alive,\n \"current_strategy\": m.get(\"current_strategy\"),\n \"active_study\": m.get(\"active_study_name\"),\n \"meta_study\": m.get(\"study_name\"),\n \"study_ok\": prog.get(\"study_ok\"),\n \"trials_done\": prog.get(\"trials_done\"),\n \"pct\": prog.get(\"pct\"),\n \"prog_err\": prog.get(\"error\"),\n },\n )\n # #endregion"}},{"type":"tool_use","name":"Delete","input":{"path":"/home/hoon/kis_bot/.cursor/debug-4f9616.log"}},{"type":"tool_use","name":"Shell","input":{"command":"sudo systemctl restart kis_backtest_web.service; sleep 2; systemctl is-active kis_backtest_web.service; curl -s -o /dev/null -w '%{http_code}\\n' http://127.0.0.1:5050/","description":"Restart backtest web and health-check"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":" m[\"progress\"] = prog\n m[\"pid_alive\"] = alive\n # seq: 웹 미리보기는 전략별 trial 로그 (마스터는 START만 있어 “안 올라가는” 것처럼 보임)","new_string":" m[\"progress\"] = prog\n m[\"pid_alive\"] = alive\n # #region agent log\n _agent_dbg(\n \"A\",\n \"optuna_web_jobs.py:refresh_job_status:out\",\n \"refresh_out\",\n {\n \"job_id\": m.get(\"job_id\"),\n \"kind\": m.get(\"kind\"),\n \"status\": m.get(\"status\"),\n \"pid_alive\": alive,\n \"current_strategy\": m.get(\"current_strategy\"),\n \"active_study\": m.get(\"active_study_name\"),\n \"meta_study\": m.get(\"study_name\"),\n \"study_ok\": prog.get(\"study_ok\"),\n \"trials_done\": prog.get(\"trials_done\"),\n \"pct\": prog.get(\"pct\"),\n \"prog_err\": prog.get(\"error\"),\n },\n )\n # #endregion\n # seq: 웹 미리보기는 전략별 trial 로그 (마스터는 START만 있어 “안 올라가는” 것처럼 보임)"}}]}}
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{"role":"assistant","message":{"content":[{"type":"text","text":"웹에서 Optuna를 돌렸는데 진행률이 안 보인 건, **숫자가 안 올라온 것**과 **실행 중인데 완료처럼 보인 것**이 겹쳤을 가능성이 큽니다. 지금은 가설만 잡고, 탭을 한 번 열어 로그로 확인한 뒤에 고치겠습니다.\n\n방금 돌린 잡 `opt_20260815_224827_seq`는 꼬리 **align + limit_atr 순차 2스터디**였습니다. 잡 파일에는 이미 이런 흔적이 있습니다.\n\n- 진행률용 스터디 이름이 실제 Optuna DB에 없는 `seq_20260812_...` 이고, `study_ok: false` / `Record does not exist`\n- 로그는 `[tail/align] START` 형식인데, 웹은 `[tail] START` 만 찾아서 실제 스터디 이름을 못 붙임\n- `finished_at`이 22:53:16(align 끝난 직후)인데, `limit_atr`는 22:55:05까지 돌아감\n\n확인 중인 가설은 네 가지입니다.\n\n1. **A.** 순차/이중진입 잡의 가상 `seq_*` 스터디를 조회해서 진행률이 항상 0·에러\n2. **B.** 첫 스터디가 `OPTUNA_RESULT_JSON`을 찍으면 PID가 살아 있어도 **완료**로 처리\n3. **C.** 프론트가 폴링은 하지만 `study_ok=false`라 바가 비어 보임\n4. **D.** Optuna storage 자체 조회 실패 (권한/URL)\n\n웹 서비스는 재시작했고 HTTP 200입니다. Optuna 탭을 열면 status 폴링이 가설 A/C를 가립니다.\n\n<reproduction_steps>\n1. 브라우저에서 http://192.168.0.149:5050/ 을 강력 새로고침한 뒤 Optuna 탭을 연다.\n2. 최근 잡 목록에서 `opt_20260815_224827_seq` 의 「보기」를 누른다.\n3. 상단 진행바·trial 숫자·상태가 어떻게 보이는지 확인한다 (0/? , 100% 완료, best 지표 없음 등).\n4. Press Proceed/Mark as fixed when done.\n</reproduction_steps>"}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Saturday, Aug 15, 2026, 10:59 PM (UTC+9)</timestamp>\n<user_query>\njob_id\t전략\t기간\t상태\ttrial\t시작\t종료\t\nimport_optuna_tail_tpe_20260815_225502\ttail\t2026-08-12~2026-08-14\tdone\t30/30\t2026-08-15T22:55:28\t2026-08-15T22:55:28\t\nimport_optuna_tail_tpe_20260815_225139\ttail\t2026-08-12~2026-08-14\tdone\t30/30\t2026-08-15T22:55:28\t2026-08-15T22:55:28\t\nopt_20260815_224827_seq\t순차(꼬리(align+limit_atr))\t2026-08-12~2026-08-14\tdone\t30/30\t2026-08-15T22:48:27\t2026-08-15T22:53:16\t\n\n🔬 Optuna TPE 탐색\n서버 subprocess · apply-best 없음 · 해외모멘텀=전역만(종목 cfg는 🇺🇸탭)\n전략 (여러 개면 순차 · 해외는 따로 체크)\n모멘텀\n해외모멘텀(전역)\n꼬리\nalign\nlimit_atr\n돌파\n스캘핑\n\n꼬리를 align모드 limit_atr 모드 이렇게 나눳는데 꼬리가 왜 또 있어? 이 꼬리는 진입모드가 뭔데?\n그리고 왜 다 완료 후 표시야 밑에서 보기를 눌러도 아무 변화가 없어\n\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"꼬리 체크박스와 진입모드가 겹쳐 보이는 이유, 그리고 「보기」를 눌러도 결과가 안 바뀌는 경로를 UI·잡 JSON부터 확인하겠습니다."},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/templates/backtest.html","pattern":"opt-strat-cb|opt_tail_em|꼬리"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","pattern":"register_result_json_as_job|import_cli|n_all|results_gated"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/.cursor/debug-4f9616.log","limit":50}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md","limit":80}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":120,"offset":350,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260815_225502.json","limit":80}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/templates/backtest.html","offset":3720,"limit":120}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"optunaRenderTop5|완료 후 표시"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"opt-strat-cb|opt_tail_em|entry.mode","glob":"*.{py,js,html}"}}]}}
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{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"results_all|n_results_learning|-1e\\+18|-1e18","glob":"*optuna*"}},{"type":"tool_use","name":"Read","input":{"limit":80,"path":"/home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260815_225139.json","offset":110}},{"type":"tool_use","name":"Read","input":{"limit":80,"path":"/home/hoon/kis_bot/logs/optuna_tail_align_tpe_20260815_224827.log"}},{"type":"tool_use","name":"Read","input":{"limit":80,"path":"/home/hoon/kis_bot/templates/backtest.html","offset":3835}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"function optunaPickKr4|optunaSelectedStrategies|optunaTailEntryModes"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260815_225139.json","pattern":"\"n_results_gated\"|\"n_results_stable\"|\"results_gated\""}},{"type":"tool_use","name":"Read","input":{"limit":50,"offset":9435,"path":"/home/hoon/kis_bot/backtest_web.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":868,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":8488,"path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Shell","input":{"command":"ls -lh /home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260815_225139.json /home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260815_225502.json","description":"Check Optuna result JSON file sizes"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":948,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","pattern":"_agent_dbg|_dbg"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"*.{js,html,py}","pattern":"opt_tail_em|opt-strat-cb|optunaPickKr4|optunaSelectedStrategies"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":220,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":1055,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
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{"role":"assistant","message":{"content":[{"type":"text","text":"원인은 두 가지입니다. ‘꼬리’는 전략이고 align/limit_atr는 진입모드인데 UI가 같은 줄에 나란히 있어 세 번째 모드처럼 보였고, 순차 잡은 마지막(후보 0건) JSON만 붙여 「보기」해도 표가 비어 있었습니다. 그걸 고치겠습니다."},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":"_STRATS = (\"momentum\", \"us_momentum\", \"tail\", \"breakout\", \"scalp\")\n\n\n# #region agent log\ndef _agent_dbg(hid: str, loc: str, msg: str, data: Optional[Dict[str, Any]] = None) -> None:\n try:\n payload = {\n \"sessionId\": \"4f9616\",\n \"hypothesisId\": hid,\n \"location\": loc,\n \"message\": msg,\n \"data\": data or {},\n \"timestamp\": int(time.time() * 1000),\n }\n with open(\"/home/hoon/kis_bot/.cursor/debug-4f9616.log\", \"a\", encoding=\"utf-8\") as _df:\n _df.write(json.dumps(payload, ensure_ascii=False) + \"\\n\")\n except Exception:\n pass\n# #endregion","new_string":"_STRATS = (\"momentum\", \"us_momentum\", \"tail\", \"breakout\", \"scalp\")"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":" out[\"study_ok\"] = True\n except Exception as exc:\n out[\"error\"] = str(exc)[:200]\n # #region agent log\n _agent_dbg(\n \"A\",\n \"optuna_web_jobs.py:_study_progress\",\n \"study_progress\",\n {\n \"study_name\": study_name,\n \"study_ok\": out.get(\"study_ok\"),\n \"trials_done\": out.get(\"trials_done\"),\n \"error\": out.get(\"error\"),\n },\n )\n # #endregion\n return out","new_string":" out[\"study_ok\"] = True\n except Exception as exc:\n out[\"error\"] = str(exc)[:200]\n return out"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":" for m in re.finditer(r\"OPTUNA_RESULT_JSON=(.+)\", tail):\n rj_list.append(m.group(1).strip())\n for m in re.finditer(r\"OPTUNA_BRIEFING_MD=(.+)\", tail):\n bm_list.append(m.group(1).strip())\n \n return {\n \"result_json\": rj_list[-1] if rj_list else None,\n \"result_jsons\": rj_list,\n \"briefing_md\": bm_list[-1] if bm_list else None,\n \"briefing_mds\": bm_list,\n }","new_string":" for m in re.finditer(r\"OPTUNA_RESULT_JSON=(.+)\", tail):\n rj_list.append(m.group(1).strip())\n for m in re.finditer(r\"OPTUNA_BRIEFING_MD=(.+)\", tail):\n bm_list.append(m.group(1).strip())\n rj_list = _uniq_keep(rj_list)\n bm_list = _uniq_keep(bm_list)\n best = _pick_result_json_with_rows(rj_list) or (rj_list[-1] if rj_list else None)\n return {\n \"result_json\": best,\n \"result_jsons\": rj_list,\n \"briefing_md\": bm_list[-1] if bm_list else None,\n \"briefing_mds\": bm_list,\n }\n\n\ndef _uniq_keep(seq: List[str]) -> List[str]:\n seen = set()\n out: List[str] = []\n for x in seq:\n s = str(x or \"\").strip()\n if not s or s in seen:\n continue\n seen.add(s)\n out.append(s)\n return out\n\n\ndef _json_n_results(path: str) -> int:\n try:\n data = json.loads(Path(path).read_text(encoding=\"utf-8\"))\n except Exception:\n return -1\n n = data.get(\"n_results_all\")\n if n is not None:\n try:\n return int(n)\n except (TypeError, ValueError):\n pass\n return len(list(data.get(\"results_all\") or data.get(\"results\") or []))\n\n\ndef _pick_result_json_with_rows(paths: List[str]) -> Optional[str]:\n \"\"\"순차 2스터디: 마지막 JSON이 0건이면 후보가 있는 쪽을 미리보기로 고른다.\"\"\"\n scored = []\n for p in paths:\n if p and Path(p).is_file():\n scored.append((_json_n_results(p), p))\n if not scored:\n return None\n scored.sort(key=lambda x: x[0])\n return scored[-1][1]"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":100,"offset":900,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"old_string":" mm = re.findall(\n r\"\\[(momentum|us_momentum|tail|breakout|scalp)\\] START[^\\n]*\",\n master_blob,\n )\n mm_slash = re.findall(\n r\"\\[(momentum|us_momentum|tail|breakout|scalp)(?:/[^\\]]+)?\\] START[^\\n]*\",\n master_blob,\n )\n # #region agent log\n _agent_dbg(\n \"A\",\n \"optuna_web_jobs.py:refresh_job_status:regex\",\n \"seq_start_regex\",\n {\n \"job_id\": m.get(\"job_id\"),\n \"meta_study\": m.get(\"study_name\"),\n \"mm_n\": len(mm),\n \"mm_last\": (mm[-1] if mm else None),\n \"mm_slash_n\": len(mm_slash),\n \"mm_slash_last\": (mm_slash[-1] if mm_slash else None),\n \"sidecar_tail_exists\": (ROOT / \"logs\" / \"optuna_tail_tpe_latest.study\").is_file(),\n },\n )\n # #endregion\n if mm:\n last = mm[-1]\n m_cs = re.match(\n r\"\\[?(momentum|us_momentum|tail|breakout|scalp)\\]?\",\n last,\n )\n if m_cs:\n m[\"current_strategy\"] = m_cs.group(1)\n # START 줄에 study=... 있으면 그 study로 진행률 (seq_* 가상명은 DB에 없음)\n sm = re.search(r\"study=([^\\s]+)\", last)\n if sm:\n m[\"active_study_name\"] = sm.group(1).strip()\n prog = _study_progress(m[\"active_study_name\"], int(m.get(\"trials\") or 0))","new_string":" # 로그: [tail] START 또는 [tail/align] START study=...\n hits = re.findall(\n r\"\\[(momentum|us_momentum|tail|breakout|scalp)(?:/([a-z0-9_]+))?\\] START(?:[^\\n]*study=([^\\s]+))?\",\n master_blob,\n )\n if hits:\n strat_h, em_h, study_h = hits[-1]\n m[\"current_strategy\"] = strat_h\n if em_h:\n m[\"current_entry_mode\"] = em_h\n if study_h:\n m[\"active_study_name\"] = study_h.strip()\n prog = _study_progress(\n m[\"active_study_name\"], int(m.get(\"trials\") or 0)\n )","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"old_string":" rj = m.get(\"result_json\")\n if rj and Path(str(rj)).is_file() and (\n \"OPTUNA_RESULT_JSON=\" in (_tail_text(log_path, 40) or \"\")\n ):\n # #region agent log\n _agent_dbg(\n \"B\",\n \"optuna_web_jobs.py:refresh_job_status:force_dead\",\n \"result_json_forces_not_alive\",\n {\n \"job_id\": m.get(\"job_id\"),\n \"kind\": m.get(\"kind\"),\n \"pid\": pid,\n \"pid_was_alive\": alive,\n \"rj\": str(rj)[-80:],\n \"status_before\": m.get(\"status\"),\n },\n )\n # #endregion\n alive = False\n if alive:","new_string":" rj = m.get(\"result_json\")\n # 순차(꼬리 align+limit_atr 등): 첫 스터디 JSON이 찍혀도 다음 스터디가 남음\n if m.get(\"kind\") not in (\"seq\", \"seq4\") and rj and Path(str(rj)).is_file() and (\n \"OPTUNA_RESULT_JSON=\" in (_tail_text(log_path, 40) or \"\")\n ):\n alive = False\n if alive:","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"old_string":" m[\"progress\"] = prog\n m[\"pid_alive\"] = alive\n # #region agent log\n _agent_dbg(\n \"A\",\n \"optuna_web_jobs.py:refresh_job_status:out\",\n \"refresh_out\",\n {\n \"job_id\": m.get(\"job_id\"),\n \"kind\": m.get(\"kind\"),\n \"status\": m.get(\"status\"),\n \"pid_alive\": alive,\n \"current_strategy\": m.get(\"current_strategy\"),\n \"active_study\": m.get(\"active_study_name\"),\n \"meta_study\": m.get(\"study_name\"),\n \"study_ok\": prog.get(\"study_ok\"),\n \"trials_done\": prog.get(\"trials_done\"),\n \"pct\": prog.get(\"pct\"),\n \"prog_err\": prog.get(\"error\"),\n },\n )\n # #endregion\n # seq: 웹 미리보기는 전략별 trial 로그 (마스터는 START만 있어 “안 올라가는” 것처럼 보임)","new_string":" m[\"progress\"] = prog\n m[\"pid_alive\"] = alive\n # seq: 웹 미리보기는 전략별 trial 로그 (마스터는 START만 있어 “안 올라가는” 것처럼 보임)","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"old_string":" study = str(data.get(\"optuna_study_name\") or data.get(\"study_name\") or \"\")\n start = str(data.get(\"start\") or \"\")\n end = str(data.get(\"end\") or \"\")\n mode = str(data.get(\"mode\") or \"tpe\")\n # 안정 job_id: 파일 stem\n job_id = f\"import_{path.stem}\"\n\n existing = load_job(job_id)\n meta: Dict[str, Any] = existing or {}\n meta.update({\n \"job_id\": job_id,\n \"kind\": \"import\",\n \"source\": source_label,\n \"strategy\": strat,\n \"mode\": mode,","new_string":" study = str(data.get(\"optuna_study_name\") or data.get(\"study_name\") or \"\")\n start = str(data.get(\"start\") or \"\")\n end = str(data.get(\"end\") or \"\")\n mode = str(data.get(\"mode\") or \"tpe\")\n label = strat\n if strat == \"tail\":\n em = \"\"\n if \"limit_atr\" in study:\n em = \"limit_atr\"\n elif \"align\" in study:\n em = \"align\"\n else:\n rows = list(data.get(\"results_all\") or data.get(\"results\") or [])\n p0 = (rows[0] or {}).get(\"params\") or {} if rows else {}\n em = str(p0.get(\"entry_mode\") or \"\").strip()\n label = f\"꼬리({em})\" if em else \"꼬리\"\n _labels_imp = {\n \"momentum\": \"모멘텀\",\n \"us_momentum\": \"해외모멘텀\",\n \"breakout\": \"돌파\",\n \"scalp\": \"스캘핑\",\n }\n if strat != \"tail\":\n label = _labels_imp.get(strat, strat)\n # 안정 job_id: 파일 stem\n job_id = f\"import_{path.stem}\"\n\n existing = load_job(job_id)\n meta: Dict[str, Any] = existing or {}\n meta.update({\n \"job_id\": job_id,\n \"kind\": \"import\",\n \"source\": source_label,\n \"label\": label,\n \"strategy\": strat,\n \"mode\": mode,","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot","pattern":"_agent_dbg","glob":"*.{py,js}"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" <div class=\"d-flex flex-wrap align-items-center gap-2\" id=\"opt_strat_checks\">\n <label class=\"form-check form-check-inline mb-0\"><input class=\"form-check-input opt-strat-cb\" type=\"checkbox\" value=\"momentum\" checked> 모멘텀</label>\n <label class=\"form-check form-check-inline mb-0\" title=\"전역 US_MOMENTUM_* 만 · 종목 cfg는 🇺🇸탭\">\n <input class=\"form-check-input opt-strat-cb\" type=\"checkbox\" value=\"us_momentum\"> 해외모멘텀(전역)\n </label>\n <span class=\"d-inline-flex flex-wrap align-items-center gap-1 px-2 py-1\" style=\"border:1px solid var(--border);border-radius:6px\" title=\"꼬리=전략. align/limit_atr는 진입모드(한 스터디에 섞지 않음). 둘 다 켜면 순차 2회. 둘 다 끄면 꼬리 미실행.\">\n <span class=\"text-muted\" style=\"font-size:12px\">꼬리 진입</span>\n <label class=\"form-check form-check-inline mb-0\">\n <input class=\"form-check-input opt-tail-em\" type=\"checkbox\" id=\"opt_tail_em_align\" value=\"align\"> align\n <small class=\"text-muted\">다음봉시가</small>\n </label>\n <label class=\"form-check form-check-inline mb-0\">\n <input class=\"form-check-input opt-tail-em\" type=\"checkbox\" id=\"opt_tail_em_limit\" value=\"limit_atr\"> limit_atr\n <small class=\"text-muted\">지정가</small>\n </label>\n </span>\n <label class=\"form-check form-check-inline mb-0\"><input class=\"form-check-input opt-strat-cb\" type=\"checkbox\" value=\"breakout\"> 돌파</label>\n <label class=\"form-check form-check-inline mb-0\"><input class=\"form-check-input opt-strat-cb\" type=\"checkbox\" value=\"scalp\"> 스캘핑</label>","old_string":" <div class=\"d-flex flex-wrap align-items-center gap-2\" id=\"opt_strat_checks\">\n <label class=\"form-check form-check-inline mb-0\"><input class=\"form-check-input opt-strat-cb\" type=\"checkbox\" value=\"momentum\" checked> 모멘텀</label>\n <label class=\"form-check form-check-inline mb-0\" title=\"전역 US_MOMENTUM_* 만 · 종목 cfg는 🇺🇸탭\">\n <input class=\"form-check-input opt-strat-cb\" type=\"checkbox\" value=\"us_momentum\"> 해외모멘텀(전역)\n </label>\n <label class=\"form-check form-check-inline mb-0\"><input class=\"form-check-input opt-strat-cb\" type=\"checkbox\" value=\"tail\"> 꼬리</label>\n <label class=\"form-check form-check-inline mb-0 ms-1\" title=\"꼬리 TPE만. 한 스터디=한 모드. 둘 다 켜면 align 다음 limit_atr 순차 2회\">\n <input class=\"form-check-input\" type=\"checkbox\" id=\"opt_tail_em_align\" checked> align\n </label>\n <label class=\"form-check form-check-inline mb-0\" title=\"지정가 ATR. 틱재생 ON 권장. 엔진 실매 기본값과 동일 계열\">\n <input class=\"form-check-input\" type=\"checkbox\" id=\"opt_tail_em_limit\"> limit_atr\n </label>\n <label class=\"form-check form-check-inline mb-0\"><input class=\"form-check-input opt-strat-cb\" type=\"checkbox\" value=\"breakout\"> 돌파</label>\n <label class=\"form-check form-check-inline mb-0\"><input class=\"form-check-input opt-strat-cb\" type=\"checkbox\" value=\"scalp\"> 스캘핑</label>","path":"/home/hoon/kis_bot/templates/backtest.html"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" <small class=\"text-muted d-block mt-2\">탐색 게이트 WR/PF=0 · 사후=results_gated · 안정=results_stable · DB 자동적용 안 함 · 2개 이상=순차(병렬 아님) · 이력소스=저장 후보 테이블 · 꼬리: align/limit_atr 중 켠 것만 실행(둘 다=스터디 2개 순차). 별도 「꼬리」체크는 없음</small>","old_string":" <small class=\"text-muted d-block mt-2\">탐색 게이트 WR/PF=0 · 사후=results_gated · 안정=results_stable · DB 자동적용 안 함 · 2개 이상=순차(병렬 아님) · 이력소스=저장 후보 테이블 · 꼬리 진입 align/limit_atr 둘 다=스터디 2개 순차(한 TPE에 섞지 않음)</small>","path":"/home/hoon/kis_bot/templates/backtest.html"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" if paths.get(\"result_json\"):\n m[\"result_json\"] = paths[\"result_json\"]\n m[\"result_jsons\"] = paths.get(\"result_jsons\", [])\n notes = []\n for p in m[\"result_jsons\"]:\n notes.append({\"path\": p, \"n_all\": _json_n_results(p)})\n m[\"result_json_notes\"] = notes","old_string":" if paths.get(\"result_json\"):\n m[\"result_json\"] = paths[\"result_json\"]\n m[\"result_jsons\"] = paths.get(\"result_jsons\", [])","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":"function usmomGoOptuna() {\n /* Optuna 탭 = 전역 US_MOMENTUM_* 만 (종목 cfg는 이 탭 종목 Optuna) */\n document.querySelectorAll('.opt-strat-cb').forEach(cb => {\n cb.checked = (cb.value === 'us_momentum');\n });\n document.querySelectorAll('.opt-tail-em').forEach(cb => { cb.checked = false; });\n const el = document.querySelector('[data-tab=\"optuna\"]');\n if (el) el.click();\n}","old_string":"function usmomGoOptuna() {\n /* Optuna 탭 = 전역 US_MOMENTUM_* 만 (종목 cfg는 이 탭 종목 Optuna) */\n document.querySelectorAll('.opt-strat-cb').forEach(cb => {\n cb.checked = (cb.value === 'us_momentum');\n });\n const el = document.querySelector('[data-tab=\"optuna\"]');\n if (el) el.click();\n}","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" const rows = (sum && sum.compare_rows) || [];\n if (!rows.length) {\n const done = window._optunaLastJob && window._optunaLastJob.status === 'done';\n tb.innerHTML = done\n ? '<tr><td colspan=\"9\" class=\"text-muted\">완료 · 학습/게이트 통과 0건 (표가 비는 것이 정상)</td></tr>'\n : '<tr><td colspan=\"9\" class=\"text-muted\">완료 후 표시</td></tr>';","old_string":" const rows = (sum && sum.compare_rows) || [];\n if (!rows.length) {\n tb.innerHTML = '<tr><td colspan=\"9\" class=\"text-muted\">완료 후 표시</td></tr>';","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if (!d || d.overfit_risk_pct == null) {\n const done = window._optunaLastJob && window._optunaLastJob.status === 'done';\n const empty = done ? '완료 · 진단 없음(후보 0건)' : '완료 후 표시';","old_string":" if (!d || d.overfit_risk_pct == null) {","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Read","input":{"limit":25,"offset":7768,"path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":20,"offset":7774,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Read","input":{"limit":20,"offset":7833,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Read","input":{"limit":30,"offset":8050,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Read","input":{"limit":70,"offset":8188,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Read","input":{"limit":50,"offset":8455,"path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" const empty = done ? '완료 · 진단 없음(후보 0건)' : '완료 후 표시';\n if (scoreEl) scoreEl.textContent = empty;\n if (facTb) facTb.innerHTML = `<tr><td colspan=\"3\" class=\"text-muted\">${empty}</td></tr>`;\n if (distTb) distTb.innerHTML = `<tr><td colspan=\"6\" class=\"text-muted\">${empty}</td></tr>`;","old_string":" const empty = done ? '완료 · 진단 없음(후보 0건)' : '완료 후 표시';\n if (scoreEl) scoreEl.textContent = '완료 후 표시';\n if (facTb) facTb.innerHTML = '<tr><td colspan=\"3\" class=\"text-muted\">완료 후 표시</td></tr>';\n if (distTb) distTb.innerHTML = '<tr><td colspan=\"6\" class=\"text-muted\">완료 후 표시</td></tr>';","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if ($('opt_st_study')) {\n $('opt_st_study').textContent = job.active_study_name || job.study_name || '—';\n }\n if ($('opt_st_trials')) {\n const met = optunaBestMetricsText(prog, job);\n const nowBits = [\n job.current_strategy,\n job.current_entry_mode,\n ].filter(Boolean).join('/');\n $('opt_st_trials').textContent =\n `${prog.trials_done ?? '—'} / ${prog.trials_total ?? job.trials ?? '—'} (${pct}%)` +\n (nowBits ? ` · now=${nowBits}` : '') +\n (met ? ` · ${met}` : '');\n }\n if ($('opt_st_log')) $('opt_st_log').textContent = job.display_log_path || job.log_path || '—';\n if ($('opt_st_json')) {\n const notes = job.result_json_notes || [];\n if (notes.length > 1) {\n $('opt_st_json').textContent = notes.map(n => {\n const name = String(n.path || '').split('/').pop();\n return `${name}(n=${n.n_all})`;\n }).join(' · ');\n } else {\n $('opt_st_json').textContent = job.result_json || '—';\n }\n }\n const sum = job.result_summary;\n window._optunaLastSummary = sum || null;\n window._optunaLastJob = job;\n if ($('opt_st_top')) {\n if (sum && sum.top) {\n const t = sum.top;\n $('opt_st_top').innerHTML =\n `상위(${t.source}): trial #${t.optuna_trial_number} · ` +\n `거래 ${t.total_trades} · WR ${Number(t.win_rate || 0).toFixed(1)}% · ` +\n `PF ${Number(t.pf || 0).toFixed(2)} · PnL ${Number(t.total_pnl || 0).toLocaleString()}원` +\n ` · gated ${sum.n_gated}/${sum.n_all}` +\n (sum.n_stable != null ? ` · stable ${sum.n_stable}` : '');\n } else if (job.status === 'done') {\n $('opt_st_top').textContent = job.error\n || '완료 · 학습/게이트 통과 0건 (이 스터디는 표가 비는 것이 정상)';\n } else {\n $('opt_st_top').textContent = job.error || '결과 요약 없음';\n }\n }","old_string":" if ($('opt_st_study')) $('opt_st_study').textContent = job.study_name || '—';\n if ($('opt_st_trials')) {\n const met = optunaBestMetricsText(prog, job);\n $('opt_st_trials').textContent =\n `${prog.trials_done ?? '—'} / ${prog.trials_total ?? job.trials ?? '—'} (${pct}%)` +\n (job.current_strategy ? ` · now=${job.current_strategy}` : '') +\n (met ? ` · ${met}` : '');\n }\n if ($('opt_st_log')) $('opt_st_log').textContent = job.display_log_path || job.log_path || '—';\n if ($('opt_st_json')) $('opt_st_json').textContent = job.result_json || '—';\n const sum = job.result_summary;\n if ($('opt_st_top')) {\n if (sum && sum.top) {\n const t = sum.top;\n $('opt_st_top').innerHTML =\n `상위(${t.source}): trial #${t.optuna_trial_number} · ` +\n `거래 ${t.total_trades} · WR ${Number(t.win_rate || 0).toFixed(1)}% · ` +\n `PF ${Number(t.pf || 0).toFixed(2)} · PnL ${Number(t.total_pnl || 0).toLocaleString()}원` +\n ` · gated ${sum.n_gated}/${sum.n_all}` +\n (sum.n_stable != null ? ` · stable ${sum.n_stable}` : '');\n } else {\n $('opt_st_top').textContent = job.error || '결과 요약 없음';\n }\n }","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" optunaRenderCompare(sum);\n optunaRenderTop5(sum);\n if (!window._optunaPostSel) window._optunaPostSel = { source: 'gated', rank: 1 };\n optunaRenderPostprocess(sum);\n optunaSetNav(job);\n}","old_string":" optunaRenderCompare(sum);\n optunaRenderTop5(sum);\n window._optunaLastSummary = sum || null;\n window._optunaLastJob = job;\n if (!window._optunaPostSel) window._optunaPostSel = { source: 'gated', rank: 1 };\n optunaRenderPostprocess(sum);\n optunaSetNav(job);\n}","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" optunaRenderJob(j.job);\n if (j.job.status === 'done' || j.job.status === 'error') {","old_string":" optunaRenderJob(j.job);\n // #region agent log\n fetch('http://localhost:7416/ingest/8fd35f12-4bbb-4430-ad36-8d3f87f2fbaa',{method:'POST',headers:{'Content-Type':'application/json','X-Debug-Session-Id':'4f9616'},body:JSON.stringify({sessionId:'4f9616',hypothesisId:'C',location:'backtest.js:optunaPollOnce',message:'status_poll',data:{job_id:j.job&&j.job.job_id,status:j.job&&j.job.status,kind:j.job&&j.job.kind,study:j.job&&j.job.study_name,active_study:j.job&&j.job.active_study_name,current_strategy:j.job&&j.job.current_strategy,study_ok:j.job&&j.job.progress&&j.job.progress.study_ok,trials_done:j.job&&j.job.progress&&j.job.progress.trials_done,pct:j.job&&j.job.progress&&j.job.progress.pct,prog_err:j.job&&j.job.progress&&j.job.progress.error},timestamp:Date.now()})}).catch(()=>{});\n // #endregion\n if (j.job.status === 'done' || j.job.status === 'error') {","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":"function optunaSelectedStrategies() {\n const order = ['momentum', 'us_momentum', 'tail', 'breakout', 'scalp'];\n const checked = new Set(\n Array.from(document.querySelectorAll('.opt-strat-cb:checked')).map(cb => cb.value)\n );\n if (optunaTailEntryModes().length) checked.add('tail');\n return order.filter(s => checked.has(s));\n}\n\nfunction optunaPickKr4() {\n const kr = new Set(['momentum', 'breakout', 'scalp']);\n document.querySelectorAll('.opt-strat-cb').forEach(cb => {\n cb.checked = kr.has(cb.value);\n });\n if ($('opt_tail_em_align')) $('opt_tail_em_align').checked = true;\n if ($('opt_tail_em_limit')) $('opt_tail_em_limit').checked = false;\n}\n\nfunction optunaPickNone() {\n document.querySelectorAll('.opt-strat-cb').forEach(cb => { cb.checked = false; });\n document.querySelectorAll('.opt-tail-em').forEach(cb => { cb.checked = false; });\n}\n\nfunction optunaTailEntryModes() {\n const out = [];\n if ($('opt_tail_em_align')?.checked) out.push('align');\n if ($('opt_tail_em_limit')?.checked) out.push('limit_atr');\n return out;\n}","old_string":"function optunaSelectedStrategies() {\n const order = ['momentum', 'us_momentum', 'tail', 'breakout', 'scalp'];\n const checked = new Set(\n Array.from(document.querySelectorAll('.opt-strat-cb:checked')).map(cb => cb.value)\n );\n return order.filter(s => checked.has(s));\n}\n\nfunction optunaPickKr4() {\n const kr = new Set(['momentum', 'tail', 'breakout', 'scalp']);\n document.querySelectorAll('.opt-strat-cb').forEach(cb => {\n cb.checked = kr.has(cb.value);\n });\n}\n\nfunction optunaPickNone() {\n document.querySelectorAll('.opt-strat-cb').forEach(cb => { cb.checked = false; });\n}\n\nfunction optunaTailEntryModes() {\n const out = [];\n if ($('opt_tail_em_align')?.checked) out.push('align');\n if ($('opt_tail_em_limit')?.checked) out.push('limit_atr');\n return out.length ? out : ['align'];\n}","path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" tb.innerHTML = j.jobs.map(job => {\n const prog = job.progress || {};\n const jid = job.job_id;\n const label = job.label || job.strategy || '';\n const sel = jid === _optunaJobId ? 'outline:1px solid var(--accent)' : '';\n return `<tr data-job-id=\"${jid}\" style=\"${sel}\">\n <td><code style=\"font-size:10px\">${jid}</code></td>\n <td>${label}</td>\n <td>${job.start || ''}~${job.end || ''}</td>\n <td>${job.status || ''}</td>\n <td>${prog.trials_done ?? '—'}/${prog.trials_total ?? job.trials ?? '—'}</td>\n <td>${job.started_at || ''}</td>\n <td>${job.finished_at || '—'}</td>\n <td><button class=\"btn btn-sm btn-outline-secondary py-0\" onclick=\"optunaWatch('${jid}')\">보기</button></td>\n </tr>`;\n }).join('');","old_string":" tb.innerHTML = j.jobs.map(job => {\n const prog = job.progress || {};\n const jid = job.job_id;\n const label = job.label || job.strategy || '';\n return `<tr>\n <td><code style=\"font-size:10px\">${jid}</code></td>\n <td>${label}</td>\n <td>${job.start || ''}~${job.end || ''}</td>\n <td>${job.status || ''}</td>\n <td>${prog.trials_done ?? '—'}/${prog.trials_total ?? job.trials ?? '—'}</td>\n <td>${job.started_at || ''}</td>\n <td>${job.finished_at || '—'}</td>\n <td><button class=\"btn btn-sm btn-outline-secondary py-0\" onclick=\"optunaWatch('${jid}')\">보기</button></td>\n </tr>`;\n }).join('');","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":"function optunaWatch(jobId) {\n _optunaJobId = jobId;\n localStorage.setItem(OPTUNA_LS_KEY, jobId);\n if ($('opt_st_job')) $('opt_st_job').textContent = jobId;\n const card = $('opt_status_card');\n if (card) card.scrollIntoView({ behavior: 'smooth', block: 'start' });\n document.querySelectorAll('#opt_jobs_tbody tr').forEach(tr => {\n tr.style.outline = tr.getAttribute('data-job-id') === jobId ? '1px solid var(--accent)' : '';\n });\n optunaPollOnce();\n optunaStartPolling();\n}","old_string":"function optunaWatch(jobId) {\n _optunaJobId = jobId;\n localStorage.setItem(OPTUNA_LS_KEY, jobId);\n optunaPollOnce();\n optunaStartPolling();\n}","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot","pattern":"agent log|7416/ingest|_agent_dbg","glob":"*.{py,js}"}},{"type":"tool_use","name":"Shell","input":{"command":"python3 -m py_compile /home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py && echo OK","description":"Syntax-check optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Shell","input":{"command":"cd /home/hoon/kis_bot && python3 - <<'PY'\nfrom kis_trader.backtest import optuna_web_jobs as owj\nm = owj.load_job('opt_20260815_224827_seq')\nr = owj.refresh_job_status(m)\ns = r.get('result_summary') or {}\nprint('status', r.get('status'))\nprint('active_study', r.get('active_study_name'))\nprint('current', r.get('current_strategy'), r.get('current_entry_mode'))\nprint('study_ok', (r.get('progress') or {}).get('study_ok'), (r.get('progress') or {}).get('error'))\nprint('trials', (r.get('progress') or {}).get('trials_done'), (r.get('progress') or {}).get('best_pnl'))\nprint('result_json', str(r.get('result_json') or '')[-50:])\nprint('notes', r.get('result_json_notes'))\nprint('n_all', s.get('n_all'), 'n_gated', s.get('n_gated'), 'top', bool(s.get('top')), 'compare', len(s.get('compare_rows') or []))\nimp = owj.load_job('import_optuna_tail_tpe_20260815_225139')\nif imp:\n r2 = owj.refresh_job_status(imp)\n s2 = r2.get('result_summary') or {}\n print('import225139 label', r2.get('label'), 'n_gated', s2.get('n_gated'), 'compare', len(s2.get('compare_rows') or []))\nimp0 = owj.load_job('import_optuna_tail_tpe_20260815_225502')\nif imp0:\n r3 = owj.refresh_job_status(imp0)\n s3 = r3.get('result_summary') or {}\n print('import225502 label', r3.get('label'), 'n_gated', s3.get('n_gated'), 'n_all', s3.get('n_all'))\nPY","description":"Refresh seq/import jobs and print summary keys"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":50,"offset":830,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":25,"offset":877,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Glob","input":{"glob_pattern":"*.json","target_directory":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools"}},{"type":"tool_use","name":"Shell","input":{"command":"sudo systemctl restart kis_backtest_web.service; sleep 2; systemctl is-active kis_backtest_web.service; curl -s -o /dev/null -w '%{http_code}\\n' http://127.0.0.1:5050/","description":"Restart backtest web service and health-check"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_navigate.json"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_tabs.json"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_lock.json"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_snapshot.json"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_click.json"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"server":"cursor-ide-browser","toolName":"browser_tabs","description":"List open browser tabs","arguments":{"action":"list"}}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"url":"http://192.168.0.149:5050/?v=optuna-ui-20260815"},"description":"Open backtest web at LAN URL","server":"cursor-ide-browser","toolName":"browser_navigate"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"url":"http://192.168.0.149:5050/?v=optuna-ui-20260815","viewId":"ad4514"},"description":"Retry navigate to backtest web","server":"cursor-ide-browser","toolName":"browser_navigate"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"lock","viewId":"ad4514"},"description":"Lock browser for Optuna tab interaction","server":"cursor-ide-browser","toolName":"browser_lock"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_cdp.json"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"element":"Optuna tab","ref":"e11","viewId":"ad4514"},"description":"Click Optuna tab","server":"cursor-ide-browser","toolName":"browser_click"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":"{\"method\":\"Runtime.evaluate\",\"params\":{\"expression\":\"JSON.stringify({strat: Array.from(document.querySelectorAll('#opt_strat_checks label, #opt_strat_checks span')).map(el=>el.textContent.trim().replace(/\\\\s+/g,' ').slice(0,80)), job: document.getElementById('opt_st_job')&&opt_st_job.textContent, top: document.getElementById('opt_st_top')&&opt_st_top.textContent.slice(0,200), compare: document.getElementById('opt_compare_tbody')&&opt_compare_tbody.innerText.slice(0,300), jobs: document.getElementById('opt_jobs_tbody')&&opt_jobs_tbody.innerText.slice(0,400), json: document.getElementById('opt_st_json')&&opt_st_json.textContent.slice(0,200)})\",\"returnByValue\":true}","description":"Read Optuna tab key UI texts","server":"cursor-ide-browser","toolName":"browser_cdp"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/.cursor/browser-logs","pattern":"꼬리 진입|align|보기|학습1위","glob":"*56samd*"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"JSON.stringify({labels: document.getElementById('opt_strat_checks') && document.getElementById('opt_strat_checks').innerText.slice(0,250), job: (document.getElementById('opt_st_job')||{}).textContent, top: ((document.getElementById('opt_st_top')||{}).textContent||'').slice(0,220), compare: ((document.getElementById('opt_compare_tbody')||{}).innerText||'').slice(0,280), jobs: ((document.getElementById('opt_jobs_tbody')||{}).innerText||'').slice(0,500)})","returnByValue":true},"viewId":"ad4514"},"description":"Evaluate Optuna tab UI text","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"new Promise(r=>setTimeout(()=>r(((document.getElementById('opt_jobs_tbody')||{}).innerText||'').slice(0,800)),2500))","returnByValue":true,"awaitPromise":true},"viewId":"ad4514"},"description":"Wait and read Optuna jobs table text","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"awaitPromise":true,"expression":"(async()=>{optunaWatch('opt_20260815_224827_seq'); await new Promise(r=>setTimeout(r,1500)); return JSON.stringify({job:opt_st_job.textContent, study:opt_st_study.textContent, json:(opt_st_json.textContent||'').slice(0,180), top:(opt_st_top.textContent||'').slice(0,220), compare:(opt_compare_tbody.innerText||'').slice(0,220), gated:(opt_top5_tbody.innerText||'').slice(0,120)});})()","returnByValue":true},"viewId":"ad4514"},"description":"Watch seq job and read compare/top UI","server":"cursor-ide-browser","toolName":"browser_cdp"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_cdp.json","limit":80}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"awaitPromise":true,"expression":"(async()=>{optunaWatch('import_optuna_tail_tpe_20260815_225502'); await new Promise(r=>setTimeout(r,1200)); const a=opt_st_top.textContent; optunaWatch('import_optuna_tail_tpe_20260815_225139'); await new Promise(r=>setTimeout(r,1200)); return JSON.stringify({limit_top:a.slice(0,120), align_top:(opt_st_top.textContent||'').slice(0,120), align_compare:(opt_compare_tbody.innerText||'').split('\\n')[0]});})()","returnByValue":true},"viewId":"ad4514"},"description":"Toggle 보기 between empty limit_atr and align jobs","server":"cursor-ide-browser","toolName":"browser_cdp"}},{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"JSON.stringify((window.__errs||[]))","returnByValue":true},"viewId":"ad4514"},"description":"Check if any stored window errors","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" try {\n const jid = _optunaJobId;\n const r = await fetch('/api/optuna/status/' + encodeURIComponent(jid));\n const j = await r.json();\n if (jid !== _optunaJobId) return;\n if (!j.ok) {","old_string":" try {\n const r = await fetch('/api/optuna/status/' + encodeURIComponent(_optunaJobId));\n const j = await r.json();\n if (!j.ok) {","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"window.addEventListener('error', e=>{ window.__errs=(window.__errs||[]).concat(String(e.message||e)); }); 'ok'","returnByValue":true},"viewId":"ad4514"},"description":"Install console error collector","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"url":"http://192.168.0.149:5050/?v=optuna-ui-20260815b","viewId":"ad4514"},"description":"Hard-reload backtest page for new JS","server":"cursor-ide-browser","toolName":"browser_navigate"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"element":"Optuna tab","ref":"e11","viewId":"ad4514"},"description":"Click Optuna tab after reload","server":"cursor-ide-browser","toolName":"browser_click"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"awaitPromise":true,"expression":"(async()=>{await new Promise(r=>setTimeout(r,2500)); optunaWatch('opt_20260815_224827_seq'); await new Promise(r=>setTimeout(r,2000)); const seq={job:opt_st_job.textContent, top:(opt_st_top.textContent||'').slice(0,100), compareFirst:(opt_compare_tbody.innerText||'').split('\\n')[0]}; optunaWatch('import_optuna_tail_tpe_20260815_225502'); await new Promise(r=>setTimeout(r,2500)); const lim={job:opt_st_job.textContent, top:(opt_st_top.textContent||'').slice(0,140), compare:(opt_compare_tbody.innerText||'').slice(0,80)}; return JSON.stringify({seq, lim, labels:(document.getElementById('opt_strat_checks').innerText||'').replace(/\\s+/g,' ').slice(0,120)});})()","returnByValue":true},"viewId":"ad4514"},"description":"Watch seq then empty limit_atr job after load","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"performance.getEntriesByType('resource').filter(e=>e.name.includes('backtest.js')).map(e=>e.name).slice(-2).join(' | ')","returnByValue":true},"viewId":"ad4514"},"description":"Confirm backtest.js loaded from page","server":"cursor-ide-browser","toolName":"browser_cdp"}},{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"unlock","viewId":"ad4514"},"description":"Unlock browser after Optuna UI check","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**꼬리 옆에 있던 그 칸은 세 번째 진입모드가 아니었습니다.** 전략(꼬리)과 진입모드(align / limit_atr)를 같은 줄에 나란히 둬서, align·limit_atr로 나눈 뒤에 꼬리가 하나 더 있는 것처럼 보였습니다.\n\n지금은 **「꼬리 진입」 상자만** 있습니다.\n\n- **align** = 다음 봉 시가 진입\n- **limit_atr** = 지정가(ATR) 진입\n- 둘 중 하나라도 켜야 꼬리가 돌아갑니다. 둘 다 끄면 꼬리 미실행입니다.\n- 둘 다 켜면 예전처럼 **스터디 2개 순차**입니다.\n\n**「보기」를 눌러도 표가 안 바뀌던 이유**는 UI가 죽은 게 아니라, 순차 잡이 **마지막 JSON만** 붙이고 있었기 때문입니다. `limit_atr` 30트라이얼은 전부 실패(후보 0건)라 표가 비었고, 문구가 「완료 후 표시」라서 아직 안 끝난 것처럼 보였습니다. `align` JSON에는 후보 23건이 있었습니다.\n\n고친 내용:\n\n- 순차 잡은 후보가 있는 JSON을 보여 줌 (`225139` n=23 + `225502` n=0 둘 다 표시)\n- 「보기」가 이전 폴링 결과에 덮이지 않게 함\n- 후보 0건이면 「완료 · 통과 0건」이라고 명시\n\n브라우저에서 Optuna 탭 → 순차 잡 보기: trial #17 · gated 20 · 비교표 채워짐. `꼬리(limit_atr)` 보기: 통과 0건 문구. 콘솔 오류 없음.\n\n재시작: `kis_backtest_web.service` **active**, HTTP 200. URL: `http://192.168.0.149:5050/`\n\n**실매 영향 없음.** 웹 Optuna 진행/결과 표시만 해당합니다. 강력 새로고침 후 목록에서 `꼬리(align)` 또는 순차 잡 「보기」를 누르면 표가 바뀝니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"[Image]\n<image_files>\nThe following images were provided by the user and saved to the workspace for future use:\n1. /home/hoon/.cursor/projects/home-hoon-kis-bot/assets/c__Users_hjhvk_AppData_Roaming_Cursor_User_workspaceStorage_75c3a8d8080694f63a47886970c318a7_images_image-1ab06559-0724-4ddb-aa8c-89abf105bfb4.png\n\nThese images can be copied for use in other locations.\n</image_files>\n<timestamp>Saturday, Aug 15, 2026, 11:19 PM (UTC+9)</timestamp>\n<user_query>\n아니 이게 뭐야 체크 두개로 돌리면 보기 눌렀을때 하나밖에 안나오고 적용 누리니까 이딴 에러 나오고 순차로 돌리면 잡이 따로따로 하나씩이어야 보기를 누를때 그 전략이 나오지 않겠나? \n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"순차로 여러 전략을 돌리면 잡이 하나로 묶여서 「보기」는 한 결과만 나오고, 「적용」은 `momentum,tail`을 전략명으로 받습니다. 적용 경로와 잡 분할부터 확인하겠습니다."},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md","pattern":"optuna.*apply|strategy_id|전략 불명"}},{"type":"tool_use","name":"Grep","input":{"glob":"*.{py,js}","head_limit":60,"pattern":"전략 불명|apply_optuna_result|strat_field|momentum,tail"}},{"type":"tool_use","name":"Read","input":{"limit":80,"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md","offset":1}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":120,"offset":590,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":9540,"path":"/home/hoon/kis_bot/backtest_web.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","pattern":"def get_optuna_candidate|job.get\\(\\\"strategy\\\"\\)|m.get\\(\\\"strategy\\\"\\)"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"optunaApply|job.strategy|_optunaLastJob","head_limit":40}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":90,"offset":500,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":1088,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Read","input":{"limit":50,"offset":8188,"path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"순차 잡은 `strategy`가 `momentum,tail`로 묶여 적용이 깨지고, 결과도 한 JSON만 보여줍니다. 적용은 JSON의 단일 전략을 쓰고, 전략(·꼬리 진입모드)마다 자식 잡을 만들겠습니다."},{"type":"tool_use","name":"StrReplace","input":{"new_string":" \"briefing_md\": briefing,\n }\n\n\ndef _strategy_from_filename(name: str) -> str:\n n = str(name or \"\").lower()\n for s in (\"us_momentum\", \"momentum\", \"tail\", \"breakout\", \"scalp\"):\n if n.startswith(f\"optuna_{s}_\"):\n return s\n return \"\"\n\n\ndef _resolve_single_strategy(\n meta: Optional[Dict[str, Any]],\n data: Optional[Dict[str, Any]],\n path: Optional[str],\n) -> str:\n \"\"\"잡.strategy 가 'momentum,tail' 묶음이면 JSON/파일명이 진실.\"\"\"\n js = str((data or {}).get(\"strategy\") or \"\").strip().lower()\n if js in _STRATS:\n return js\n fn = _strategy_from_filename(Path(str(path or \"\")).name)\n if fn:\n return fn\n raw = str((meta or {}).get(\"strategy\") or \"\").strip().lower()\n if raw in _STRATS:\n return raw\n return \"\"","old_string":" \"briefing_md\": briefing,\n }","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" \"strategy\": _resolve_single_strategy(meta, data, path) or data.get(\"strategy\"),","old_string":" \"strategy\": (meta or {}).get(\"strategy\") or data.get(\"strategy\"),","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" data = json.loads(Path(path).read_text(encoding=\"utf-8\"))\n strat = _resolve_single_strategy(meta, data, path)\n if strat not in _STRATS:\n raise ValueError(f\"전략 불명: {strat or (meta or {}).get('strategy')}\")","old_string":" data = json.loads(Path(path).read_text(encoding=\"utf-8\"))\n strat = str(\n (meta or {}).get(\"strategy\")\n or data.get(\"strategy\")\n or \"\",\n ).strip().lower()\n if strat in (\"\", \"all\"):\n # JSON 파일명에서 추론\n name = Path(path).name\n for s in _STRATS:\n if f\"_{s}_\" in f\"_{name}_\" or name.startswith(f\"optuna_{s}_\"):\n strat = s\n break\n if strat not in _STRATS:\n raise ValueError(f\"전략 불명: {strat}\")","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":40,"offset":928,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" m[\"result_json_notes\"] = notes\n if m.get(\"kind\") in (\"seq\", \"seq4\"):\n m[\"child_jobs\"] = _child_jobs_from_jsons(m[\"result_jsons\"])","old_string":" m[\"result_json_notes\"] = notes","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" return out\n\n\ndef _child_jobs_from_jsons(paths: List[str]) -> List[Dict[str, Any]]:\n \"\"\"순차 묶음의 전략별 JSON → 잡 목록에 따로 등록 (보기/적용은 여기).\"\"\"\n out: List[Dict[str, Any]] = []\n for p in paths:\n if not p or not Path(str(p)).is_file():\n continue\n try:\n ch = register_result_json_as_job(str(p), source_label=\"seq\")\n except Exception:\n continue\n sm = ch.get(\"result_summary\") or {}\n out.append({\n \"job_id\": ch.get(\"job_id\"),\n \"label\": ch.get(\"label\") or ch.get(\"strategy\"),\n \"strategy\": ch.get(\"strategy\"),\n \"n_all\": sm.get(\"n_all\") if sm.get(\"n_all\") is not None else _json_n_results(str(p)),\n \"n_gated\": sm.get(\"n_gated\"),\n })\n return out","old_string":" return out","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":25,"offset":918,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Read","input":{"limit":15,"offset":948,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" except Exception:\n continue\n return out\n\n\ndef _child_jobs_from_jsons(paths: List[str]) -> List[Dict[str, Any]]:\n \"\"\"순차 묶음의 전략별 JSON → 잡 목록에 따로 등록 (보기/적용은 여기).\"\"\"\n out: List[Dict[str, Any]] = []\n for p in paths:\n if not p or not Path(str(p)).is_file():\n continue\n try:\n ch = register_result_json_as_job(str(p), source_label=\"seq\")\n except Exception:\n continue\n sm = ch.get(\"result_summary\") or {}\n out.append({\n \"job_id\": ch.get(\"job_id\"),\n \"label\": ch.get(\"label\") or ch.get(\"strategy\"),\n \"strategy\": ch.get(\"strategy\"),\n \"n_all\": sm.get(\"n_all\") if sm.get(\"n_all\") is not None else _json_n_results(str(p)),\n \"n_gated\": sm.get(\"n_gated\"),\n })\n return out\n\n\ndef refresh_job_status(meta: Dict[str, Any]) -> Dict[str, Any]:","old_string":" except Exception:\n continue\n return out\n\n\ndef refresh_job_status(meta: Dict[str, Any]) -> Dict[str, Any]:","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":90,"offset":8210,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":8388,"path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" const isSeq = job.kind === 'seq' || job.kind === 'seq4';\n const kids = job.child_jobs || [];\n const sum = (isSeq && kids.length) ? null : (job.result_summary || null);\n window._optunaLastSummary = sum || null;\n window._optunaLastJob = job;\n if ($('opt_st_top')) {\n if (isSeq && kids.length) {\n $('opt_st_top').innerHTML =\n '<div class=\"mb-1 text-warning\">순차 묶음 — 적용은 전략별 잡에서. 버튼을 누르면 그 전략 Top5가 나옵니다.</div>' +\n kids.map(k => {\n const jid = String(k.job_id || '').replace(/'/g, '');\n const lab = k.label || k.strategy || jid;\n return `<button type=\"button\" class=\"btn btn-sm btn-outline-primary py-0 me-1 mb-1\" onclick=\"optunaWatch('${jid}')\">${lab} · gated ${k.n_gated ?? '—'} / ${k.n_all ?? '—'}</button>`;\n }).join('');\n } else if (sum && sum.top) {\n const t = sum.top;\n $('opt_st_top').innerHTML =\n `상위(${t.source}): trial #${t.optuna_trial_number} · ` +\n `거래 ${t.total_trades} · WR ${Number(t.win_rate || 0).toFixed(1)}% · ` +\n `PF ${Number(t.pf || 0).toFixed(2)} · PnL ${Number(t.total_pnl || 0).toLocaleString()}원` +\n ` · gated ${sum.n_gated}/${sum.n_all}` +\n (sum.n_stable != null ? ` · stable ${sum.n_stable}` : '');\n } else if (job.status === 'done') {\n $('opt_st_top').textContent = job.error\n || '완료 · 학습/게이트 통과 0건 (이 스터디는 표가 비는 것이 정상)';\n } else {\n $('opt_st_top').textContent = job.error || '결과 요약 없음';\n }\n }","old_string":" const sum = job.result_summary;\n window._optunaLastSummary = sum || null;\n window._optunaLastJob = job;\n if ($('opt_st_top')) {\n if (sum && sum.top) {\n const t = sum.top;\n $('opt_st_top').innerHTML =\n `상위(${t.source}): trial #${t.optuna_trial_number} · ` +\n `거래 ${t.total_trades} · WR ${Number(t.win_rate || 0).toFixed(1)}% · ` +\n `PF ${Number(t.pf || 0).toFixed(2)} · PnL ${Number(t.total_pnl || 0).toLocaleString()}원` +\n ` · gated ${sum.n_gated}/${sum.n_all}` +\n (sum.n_stable != null ? ` · stable ${sum.n_stable}` : '');\n } else if (job.status === 'done') {\n $('opt_st_top').textContent = job.error\n || '완료 · 학습/게이트 통과 0건 (이 스터디는 표가 비는 것이 정상)';\n } else {\n $('opt_st_top').textContent = job.error || '결과 요약 없음';\n }\n }","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" const applyBox = $('opt_apply_box');\n if (applyBox) {\n applyBox.classList.toggle('d-none', !done || (isSeq && kids.length));\n const canGate = !!(sum && sum.apply_ready);\n const canStable = !!(sum && sum.apply_stable_ready);\n if ($('opt_btn_apply_gated')) $('opt_btn_apply_gated').disabled = !canGate;\n if ($('opt_btn_apply_stable')) $('opt_btn_apply_stable').disabled = !canStable;\n if ($('opt_btn_apply_mode')) {\n const hasMode = !!(sum && (sum.compare_rows || []).some(r => r.source === 'mode'));\n $('opt_btn_apply_mode').disabled = !done || !hasMode;\n }\n }","old_string":" const applyBox = $('opt_apply_box');\n if (applyBox) {\n applyBox.classList.toggle('d-none', !done);\n const canGate = !!(sum && sum.apply_ready);\n const canStable = !!(sum && sum.apply_stable_ready);\n if ($('opt_btn_apply_gated')) $('opt_btn_apply_gated').disabled = !canGate;\n if ($('opt_btn_apply_stable')) $('opt_btn_apply_stable').disabled = !canStable;\n if ($('opt_btn_apply_mode')) {\n const hasMode = !!(sum && (sum.compare_rows || []).some(r => r.source === 'mode'));\n $('opt_btn_apply_mode').disabled = !done || !hasMode;\n }\n }","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if (!_optunaJobId) { alert('선택된 job 없음 — 최근 잡에서 보기 먼저'); return; }\n const curJob = window._optunaLastJob;\n if (curJob && (curJob.kind === 'seq' || curJob.kind === 'seq4') && (curJob.child_jobs || []).length) {\n const lines = (curJob.child_jobs || []).map(k => `· ${k.label || k.strategy}`).join('\\n');\n alert('순차 묶음 잡입니다.\\n전략별 잡에서「보기」한 뒤 적용하세요.\\n' + lines);\n return;\n }","old_string":" if (!_optunaJobId) { alert('선택된 job 없음 — 최근 잡에서 보기 먼저'); return; }","path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":70,"offset":8218,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Shell","input":{"command":"python3 -m py_compile /home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py && cd /home/hoon/kis_bot && python3 - <<'PY'\nfrom kis_trader.backtest import optuna_web_jobs as owj\n# strategy resolve\nassert owj._resolve_single_strategy({\"strategy\":\"momentum,tail\"}, {\"strategy\":\"momentum\"}, \"x.json\") == \"momentum\"\nassert owj._resolve_single_strategy({\"strategy\":\"momentum,tail\"}, {}, \"optuna_tail_tpe_1.json\") == \"tail\"\nm = owj.load_job(\"opt_20260815_224827_seq\")\nr = owj.refresh_job_status(m)\nprint(\"children\", r.get(\"child_jobs\"))\nprint(\"apply would be\", owj._resolve_single_strategy(r, None, r.get(\"result_json\")))\nPY","description":"Compile and test strategy resolve + child jobs"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Shell","input":{"command":"sudo systemctl restart kis_backtest_web.service; sleep 2; systemctl is-active kis_backtest_web.service; curl -s -o /dev/null -w '%{http_code}\\n' http://127.0.0.1:5050/","description":"Restart backtest web after seq-job split"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"url":"http://192.168.0.149:5050/?v=optuna-seq-split-1"},"description":"Open backtest web with cache-bust URL","server":"cursor-ide-browser","toolName":"browser_navigate"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"lock","viewId":"ad4514"},"description":"Lock browser for Optuna verification","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"element":"Optuna tab","ref":"e11","viewId":"ad4514"},"description":"Open Optuna tab","server":"cursor-ide-browser","toolName":"browser_click"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"awaitPromise":true,"expression":"(async()=>{await new Promise(r=>setTimeout(r,2800)); const jobsTxt=(opt_jobs_tbody.innerText||'').slice(0,600); optunaWatch('opt_20260815_224827_seq'); await new Promise(r=>setTimeout(r,2000)); const seqTop=(opt_st_top.innerText||'').slice(0,280); const seqCompare=(opt_compare_tbody.innerText||'').slice(0,80); optunaWatch('import_optuna_tail_tpe_20260815_225139'); await new Promise(r=>setTimeout(r,2000)); const alTop=(opt_st_top.innerText||'').slice(0,160); const alCmp=(opt_compare_tbody.innerText||'').split('\\n')[0]; return JSON.stringify({jobsTxt, seqTop, seqCompare, alTop, alCmp, job:opt_st_job.textContent});})()","returnByValue":true},"viewId":"ad4514"},"description":"Watch seq parent then align child job","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"unlock","viewId":"ad4514"},"description":"Unlock browser after verification","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"맞습니다. 체크 두 개로 순차 돌리면 **실행은 한 프로세스**지만, **보기/적용은 전략마다 따로**여야 합니다. 지금까지는 잡 하나를 `momentum,tail`로 묶어서 「보기」는 한 결과만 나오고, 「적용」은 그 문자열을 전략명으로 써서 `전략 불명`이 났습니다.\n\n지금은 이렇게 동작합니다.\n\n- **순차 묶음 잡** (`opt_…_seq`): 진행/로그만. Top5를 한 전략처럼 보여 주지 않습니다.\n- **전략별 잡**이 목록에 따로 생깁니다. 꼬리면 `꼬리(align)`, `꼬리(limit_atr)`처럼 진입모드도 분리됩니다.\n- 묶음 잡을 보면 노란 안내와 **전략 버튼**이 나옵니다. 그걸 누르면 그 전략 Top5가 열립니다.\n- **적용은 전략별 잡에서만.** 묶음에서 적용을 누르면 안내만 뜹니다.\n- 서버도 JSON 안의 단일 전략을 쓰므로 `momentum,tail` 에러는 나지 않습니다.\n\n강력 새로고침(`http://192.168.0.149:5050/`) 후 Optuna 탭에서 순차 잡 「보기」→ `꼬리(align)` 또는 `모멘텀` 버튼을 누르면 됩니다. 목록의 `꼬리(align)` / `모멘텀` 행 「보기」도 같습니다.\n\n**실매 코드는 안 바꿨습니다.** 웹 Optuna 잡 목록·적용만입니다. 웹 재시작 **active**, HTTP 200, 콘솔 오류 없음."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Saturday, Aug 15, 2026, 11:35 PM (UTC+9)</timestamp>\n<user_query>\n안정 탑5에는 왜 진입 호가 저 표가 없어?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"안정 Top5에 진입호가 표가 없는 이유를 국장 게이트 쪽 UI와 대조해서 확인하겠습니다."},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/templates/backtest.html","pattern":"opt_top5_stable|안정|진입호가|optunaRenderTop5Stable|postprocess"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"optunaRenderTop5Stable|optunaRenderPostprocess|source === 'stable'|stable.*entry"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md","pattern":"postprocess|stable"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":120,"offset":3888,"path":"/home/hoon/kis_bot/templates/backtest.html"}},{"type":"tool_use","name":"Read","input":{"limit":180,"offset":7888,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":200,"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","pattern":"role.*stable|stable.*anchor|postprocess_by_anchor"}},{"type":"tool_use","name":"Read","input":{"limit":120,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Read","input":{"limit":50,"offset":8078,"path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":180,"offset":400,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"INCLUDE_STABLE|results_stable|role.*gated|anchors.append"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","pattern":"apply_optuna_result|source.*stable|upto","glob":"*.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"postprocess_by_anchor|role","glob":"*apply*"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":80,"offset":600,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py","pattern":"ensure_optuna_gate_env|OPTUNA_POST_INCLUDE"}},{"type":"tool_use","name":"Grep","input":{"glob":"*.py","head_limit":30,"path":"/home/hoon/kis_bot","pattern":"OPTUNA_POST_INCLUDE_MODE|OPTUNA_POST_TOP_N"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","pattern":"def _consensus_from_anchors","-A":40}},{"type":"tool_use","name":"Read","input":{"limit":30,"offset":720,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":80,"offset":330,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"안정 Top5는 후처리 앵커를 안 만들고, 진입호가 표는 사후합격 아래에만 붙어 있습니다. 안정에도 같은 「상세」·표를 붙이겠습니다."},{"type":"tool_use","name":"StrReplace","input":{"new_string":"def _include_live() -> bool:\n return bool(get_env_bool(\"OPTUNA_POST_INCLUDE_LIVE\", True))\n\n\ndef _include_stable() -> bool:\n return bool(get_env_bool(\"OPTUNA_POST_INCLUDE_STABLE\", True))","old_string":"def _include_live() -> bool:\n return bool(get_env_bool(\"OPTUNA_POST_INCLUDE_LIVE\", True))","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" \"\"\"gated+mode 만. live·stable 제외(안정은 표만, 합의 축에 안 섞음).\"\"\"\n pool = [a for a in anchors if str(a.get(\"role\") or \"\") in (\"gated\", \"mode\")]","old_string":" \"\"\"gated+mode 만. live 제외. 축=entry/exit/stop/whipsaw/trail.\"\"\"\n pool = [a for a in anchors if str(a.get(\"role\") or \"\") != \"live\"]","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" pool = [a for a in anchors if str(a.get(\"role\") or \"\") in (\"gated\", \"mode\")]","old_string":" pool = [a for a in anchors if str(a.get(\"role\") or \"\") != \"live\"]","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":"def _reuse_ob_ws(anchors: List[Dict[str, Any]], trial: Any) -> Optional[Dict[str, Any]]:\n if trial is None:\n return None\n try:\n tn = int(trial)\n except (TypeError, ValueError):\n return None\n for a in anchors:\n try:\n at = int(a.get(\"optuna_trial_number\"))\n except (TypeError, ValueError):\n continue\n if at != tn:\n continue\n ob = a.get(\"orderbook\") or {}\n if ob.get(\"ok\") or (ob.get(\"entry\") or {}).get(\"ok\"):\n return a\n return None\n\n\ndef append_stable_postprocess_anchors(\n data: Dict[str, Any],\n anchors: List[Dict[str, Any]],\n *,\n strat: str,\n strat_u: str,\n top_n: int,\n do_ob: bool,\n evaluate_fn: Optional[EvalFn],\n lg: logging.Logger,\n ob_n_trials: int = 0,\n) -> None:\n \"\"\"results_stable TopN 을 후처리 표 앵커로 붙인다. 같은 trial 은 gated 호가 재사용.\"\"\"\n if not _include_stable():\n return\n if any(str(a.get(\"role\") or \"\") == \"stable\" for a in anchors):\n return\n stable = list((data or {}).get(\"results_stable\") or [])[: max(1, int(top_n or 5))]\n for i, row in enumerate(stable, start=1):\n if not isinstance(row, dict):\n continue\n combo = _combo_from_row(row)\n trial = row.get(\"optuna_trial_number\") or row.get(\"_trial_number\")\n reused = _reuse_ob_ws(anchors, trial)\n fills: List[Dict[str, Any]] = []\n pnl = row.get(\"total_pnl\")\n trail = _slim_trail(_trail_for_pnl(strat, pnl))\n if reused is not None:\n ob = reused.get(\"orderbook\") or {\"ok\": False, \"reason\": \"light_skip\"}\n ws = reused.get(\"whipsaw\") or {\"ok\": False, \"reason\": \"light_skip\"}\n else:\n ob = {\"ok\": False, \"reason\": \"light_skip\"}\n ws = {\"ok\": False, \"reason\": \"light_skip\"}\n if do_ob and evaluate_fn is not None:\n lg.info(\"📌 [후처리] stable#%d 백테 재실행 (호가/휩쏘 체결)\", i)\n fills = _replay_fills(evaluate_fn, combo, lg)\n if do_ob:\n if fills:\n ob = _ob_for_anchor(\n strategy=strat_u, out_data=data, fills=fills, live=False, lg=lg, n_trials=ob_n_trials,\n )\n ws = _ws_for_anchor(strategy=strat_u, out_data=data, fills=fills, live=False, lg=lg)\n elif evaluate_fn is None:\n ob = {\"ok\": False, \"reason\": \"no_replay_fills\"}\n ws = {\"ok\": False, \"reason\": \"no_replay_fills\"}\n else:\n ob = {\"ok\": False, \"reason\": \"not_enough_trades\", \"trade_count\": 0}\n ws = {\"ok\": False, \"reason\": \"not_enough_trades\", \"trade_count\": 0}\n anchors.append({\n \"id\": f\"stable#{i}\",\n \"role\": \"stable\",\n \"rank\": i,\n \"optuna_trial_number\": trial,\n \"total_pnl\": _krw_int(pnl),\n \"total_trades\": int(row.get(\"total_trades\") or 0),\n \"orderbook\": ob,\n \"whipsaw\": ws,\n \"trail\": trail,\n \"note\": \"안정 후보\" + (\" · gated와 동일 trial 호가 재사용\" if reused is not None else \"\"),\n })\n\n\ndef ensure_stable_postprocess_on_payload(data: Dict[str, Any]) -> None:\n \"\"\"구 JSON(gated만 있는 후처리)에도 안정 앵커를 붙여 웹 표가 나오게.\"\"\"\n topn = (data or {}).get(\"postprocess_topn\")\n if not isinstance(topn, dict):\n return\n anchors = list(topn.get(\"postprocess_by_anchor\") or [])\n if not anchors:\n return\n strat = str(data.get(\"strategy\") or \"momentum\").strip().lower()\n strat_u = strat.upper()\n if strat_u in (\"TAIL\", \"SHORT\"):\n strat_u = \"TAIL\"\n elif strat_u in (\"SCALPING\", \"SCALP\"):\n strat_u = \"SCALP\"\n before = len(anchors)\n append_stable_postprocess_anchors(\n data, anchors,\n strat=strat, strat_u=strat_u, top_n=resolve_post_top_n(5),\n do_ob=False, evaluate_fn=None, lg=logger, ob_n_trials=0,\n )\n if len(anchors) != before:\n topn[\"postprocess_by_anchor\"] = anchors","old_string":"def attach_topn_postprocess(","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" \"note\": \"사후합격 후보\",\n })\n\n append_stable_postprocess_anchors(\n data, anchors,\n strat=strat, strat_u=strat_u, top_n=top_n,\n do_ob=do_ob, evaluate_fn=evaluate_fn, lg=lg, ob_n_trials=ob_n_trials,\n )\n\n if _include_mode():","old_string":" \"note\": \"사후합격 후보\",\n })\n\n if _include_mode():","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if src == \"mode\":\n for a in anchors:\n if str(a.get(\"role\") or \"\") == \"mode\":\n return a\n return None\n if src == \"live\":\n return None\n role = \"stable\" if src == \"stable\" else \"gated\"\n for a in anchors:\n if str(a.get(\"role\") or \"\") == role and int(a.get(\"rank\") or 0) == rk:\n return a\n return None","old_string":" if src == \"mode\":\n for a in anchors:\n if str(a.get(\"role\") or \"\") == \"mode\":\n return a\n return None\n if src == \"live\":\n return None\n for a in anchors:\n if str(a.get(\"role\") or \"\") == \"gated\" and int(a.get(\"rank\") or 0) == rk:\n return a\n return None","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" \"OPTUNA_POST_INCLUDE_MODE\": \"true\",\n \"OPTUNA_POST_INCLUDE_LIVE\": \"true\",\n \"OPTUNA_POST_INCLUDE_STABLE\": \"true\",","old_string":" \"OPTUNA_POST_INCLUDE_MODE\": \"true\",\n \"OPTUNA_POST_INCLUDE_LIVE\": \"true\",","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","pattern":"^def "}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":430,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":50,"offset":498,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" if len(anchors) != before:\n topn[\"postprocess_by_anchor\"] = anchors\n\n\ndef attach_topn_postprocess(\n out_data: Dict[str, Any],\n *,\n evaluate_fn: Optional[EvalFn] = None,\n mode_fills: Optional[List[Dict[str, Any]]] = None,\n log: Optional[logging.Logger] = None,\n run_ob_whipsaw: Optional[bool] = None,\n ob_n_trials: int = 0,\n) -> Dict[str, Any]:","old_string":" if len(anchors) != before:\n topn[\"postprocess_by_anchor\"] = anchors\n out_data: Dict[str, Any],\n *,\n evaluate_fn: Optional[EvalFn] = None,\n mode_fills: Optional[List[Dict[str, Any]]] = None,\n log: Optional[logging.Logger] = None,\n run_ob_whipsaw: Optional[bool] = None,\n ob_n_trials: int = 0,\n) -> Dict[str, Any]:","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":40,"offset":568,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Shell","input":{"command":"python3 -m py_compile /home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py && echo OK","description":"Syntax-check postprocess_topn after restore"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" post_topn = data.get(\"postprocess_topn\")\n except Exception:\n post_topn = None\n if isinstance(post_topn, dict) and post_topn.get(\"postprocess_by_anchor\"):\n try:\n from kis_trader.backtest.optuna_postprocess_topn import (\n ensure_stable_postprocess_on_payload,\n )\n ensure_stable_postprocess_on_payload(data)\n post_topn = data.get(\"postprocess_topn\") or post_topn\n except Exception:\n pass","old_string":" post_topn = data.get(\"postprocess_topn\")\n except Exception:\n post_topn = None","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" <h6>사후합격 Top5 <small class=\"text-muted\">results_gated · 「상세」=아래 후처리 표(진입호가)</small></h6>\n <div class=\"table-responsive\">\n <table class=\"table table-sm table-hover mb-0\" style=\"font-size:12px\">\n <thead>\n <tr>\n <th>#</th><th>trial</th><th class=\"text-end\">거래</th>\n <th class=\"text-end\">승률</th><th class=\"text-end\">PF</th><th class=\"text-end\">PnL</th><th></th>\n </tr>\n </thead>\n <tbody id=\"opt_top5_tbody\">\n <tr><td colspan=\"7\" class=\"text-muted\">완료 후 표시</td></tr>\n </tbody>\n </table>\n </div>\n </div>\n\n <div class=\"card p-3 mb-3\">\n <h6>안정 Top5 <small class=\"text-muted\">results_stable · 「상세」=아래 후처리 표(진입호가) · 손실일/최악일 게이트</small></h6>\n <div class=\"table-responsive\">\n <table class=\"table table-sm table-hover mb-0\" style=\"font-size:12px\">\n <thead>\n <tr>\n <th>#</th><th>trial</th><th class=\"text-end\">거래</th>\n <th class=\"text-end\">승률</th><th class=\"text-end\">PnL</th>\n <th class=\"text-end\">손실일</th><th class=\"text-end\">최악일</th><th class=\"text-end\">안정점수</th><th></th>\n </tr>\n </thead>\n <tbody id=\"opt_top5_stable_tbody\">\n <tr><td colspan=\"9\" class=\"text-muted\">완료 후 표시 (구 JSON은 재실행 필요)</td></tr>\n </tbody>\n </table>\n </div>\n <div id=\"opt_postprocess_rec\" class=\"mt-3 p-2 small\" style=\"background:rgba(63,185,80,0.06);border:1px solid var(--border);border-radius:6px\">\n <div class=\"text-muted mb-1\">후처리 비교표\n <span class=\"text-muted\">(사후합격·안정 Top5 「상세」 · 열까지 적용=뒤쪽 축은 OFF · live 참고만)</span>\n </div>\n <div class=\"mb-2\">\n <button class=\"btn btn-sm btn-outline-secondary py-0\" id=\"opt_btn_pp_rerun\" onclick=\"optunaRerunPostprocess()\">이 잡 후처리 재실행</button>\n <button class=\"btn btn-sm btn-outline-secondary py-0 ms-1\" onclick=\"optunaSelectPostprocess('mode',1)\">mode 상세</button>\n <span id=\"opt_pp_rerun_status\" class=\"text-muted ms-1\">구 JSON은 재실행해야 호가/휩쏘 숫자가 채워집니다.</span>\n </div>\n <div id=\"opt_postprocess_consensus\" class=\"mb-1\">합의: 완료 후 표시</div>\n <div id=\"opt_postprocess_cards\">\n <div class=\"text-muted\">사후합격 또는 안정 Top5에서 「상세」를 누르면 이 표가 바뀝니다.</div>\n </div>\n </div>\n </div>","old_string":" <h6>사후합격 Top5 <small class=\"text-muted\">results_gated · 「상세」=아래 후처리 표</small></h6>\n <div class=\"table-responsive\">\n <table class=\"table table-sm table-hover mb-0\" style=\"font-size:12px\">\n <thead>\n <tr>\n <th>#</th><th>trial</th><th class=\"text-end\">거래</th>\n <th class=\"text-end\">승률</th><th class=\"text-end\">PF</th><th class=\"text-end\">PnL</th><th></th>\n </tr>\n </thead>\n <tbody id=\"opt_top5_tbody\">\n <tr><td colspan=\"7\" class=\"text-muted\">완료 후 표시</td></tr>\n </tbody>\n </table>\n </div>\n <div id=\"opt_postprocess_rec\" class=\"mt-3 p-2 small\" style=\"background:rgba(63,185,80,0.06);border:1px solid var(--border);border-radius:6px\">\n <div class=\"text-muted mb-1\">후처리 비교표\n <span class=\"text-muted\">(Top5 「상세」로 순위 전환 · 열까지 적용=뒤쪽 축은 OFF · 숫자는 유지 · live 참고만)</span>\n </div>\n <div class=\"mb-2\">\n <button class=\"btn btn-sm btn-outline-secondary py-0\" id=\"opt_btn_pp_rerun\" onclick=\"optunaRerunPostprocess()\">이 잡 후처리 재실행</button>\n <button class=\"btn btn-sm btn-outline-secondary py-0 ms-1\" onclick=\"optunaSelectPostprocess('mode',1)\">mode 상세</button>\n <span id=\"opt_pp_rerun_status\" class=\"text-muted ms-1\">구 JSON은 재실행해야 호가/휩쏘 숫자가 채워집니다.</span>\n </div>\n <div id=\"opt_postprocess_consensus\" class=\"mb-1\">합의: 완료 후 표시</div>\n <div id=\"opt_postprocess_cards\">\n <div class=\"text-muted\">Top5에서 「상세」를 누르면 이 표가 바뀝니다.</div>\n </div>\n </div>\n </div>\n\n <div class=\"card p-3 mb-3\">\n <h6>안정 Top5 <small class=\"text-muted\">results_stable · 손실일/최악일 게이트 · score=일평균−λ×표준편차</small></h6>\n <div class=\"table-responsive\">\n <table class=\"table table-sm table-hover mb-0\" style=\"font-size:12px\">\n <thead>\n <tr>\n <th>#</th><th>trial</th><th class=\"text-end\">거래</th>\n <th class=\"text-end\">승률</th><th class=\"text-end\">PnL</th>\n <th class=\"text-end\">손실일</th><th class=\"text-end\">최악일</th><th class=\"text-end\">안정점수</th><th></th>\n </tr>\n </thead>\n <tbody id=\"opt_top5_stable_tbody\">\n <tr><td colspan=\"9\" class=\"text-muted\">완료 후 표시 (구 JSON은 재실행 필요)</td></tr>\n </tbody>\n </table>\n </div>\n </div>","path":"/home/hoon/kis_bot/templates/backtest.html"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":90,"offset":3904,"path":"/home/hoon/kis_bot/templates/backtest.html"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" cards.innerHTML = '<div class=\"text-muted\">사후합격 또는 안정 Top5에서 「상세」를 누르면 이 표가 바뀝니다.</div>';","old_string":" cards.innerHTML = '<div class=\"text-muted\">Top5에서 「상세」를 누르면 이 표가 바뀝니다.</div>';","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" let a = null;\n if (src === 'mode') {\n a = anchors.find((x) => x.role === 'mode') || null;\n } else if (src === 'stable') {\n a = anchors.find((x) => x.role === 'stable' && Number(x.rank) === Number(rk)) || null;\n } else {\n a = anchors.find((x) => x.role === 'gated' && Number(x.rank) === Number(rk)) || null;\n }","old_string":" let a = null;\n if (src === 'mode') {\n a = anchors.find((x) => x.role === 'mode') || null;\n } else {\n a = anchors.find((x) => x.role === 'gated' && Number(x.rank) === Number(rk)) || null;\n }","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" const rowSrc = isLive ? '' : (row.role === 'mode' ? 'mode' : (row.role === 'stable' ? 'stable' : 'gated'));","old_string":" const rowSrc = isLive ? '' : (row.role === 'mode' ? 'mode' : 'gated');","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" document.querySelectorAll('#opt_top5_tbody tr').forEach((tr, i) => {\n tr.style.outline = (src === 'gated' && i + 1 === Number(rk)) ? '1px solid var(--accent)' : '';\n });\n document.querySelectorAll('#opt_top5_stable_tbody tr').forEach((tr, i) => {\n tr.style.outline = (src === 'stable' && i + 1 === Number(rk)) ? '1px solid var(--accent)' : '';\n });","old_string":" document.querySelectorAll('#opt_top5_tbody tr').forEach((tr, i) => {\n tr.style.outline = (src === 'gated' && i + 1 === Number(rk)) ? '1px solid var(--accent)' : '';\n });","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" <button class=\"btn btn-sm btn-outline-secondary py-0\" onclick=\"optunaShowCandidate('stable',${rank})\">보기</button>\n <button class=\"btn btn-sm btn-outline-primary py-0\" onclick=\"optunaSelectPostprocess('stable',${rank})\">상세</button>\n <button class=\"btn btn-sm btn-outline-info py-0\" onclick=\"optunaApply('stable',${rank})\">적용</button>","old_string":" <button class=\"btn btn-sm btn-outline-secondary py-0\" onclick=\"optunaShowCandidate('stable',${rank})\">보기</button>\n <button class=\"btn btn-sm btn-outline-info py-0\" onclick=\"optunaApply('stable',${rank})\">적용</button>","path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" 모듈: kis_trader/backtest/optuna_postprocess_topn.py · optuna_orderbook_recommend.py\n · optuna_rerun_postprocess.py (구 JSON 「이 잡 후처리 재실행」)\n 후처리 앵커: gated TopN + stable TopN(표/적용) + mode + live(참고). 합의·과적합 가점은 gated+mode만.\n OPTUNA_POST_INCLUDE_STABLE 기본 true.","old_string":" 모듈: kis_trader/backtest/optuna_postprocess_topn.py · optuna_orderbook_recommend.py\n · optuna_rerun_postprocess.py (구 JSON 「이 잡 후처리 재실행」)","path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md"}},{"type":"tool_use","name":"Shell","input":{"command":"python3 -m py_compile /home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py /home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py /home/hoon/kis_bot/kis_trader/backtest/optuna_common.py && cd /home/hoon/kis_bot && python3 - <<'PY'\nimport json\nfrom pathlib import Path\nfrom kis_trader.backtest.optuna_postprocess_topn import ensure_stable_postprocess_on_payload\np = Path('kis_trader/backtest/results/optuna_tail_tpe_20260815_225139.json')\ndata = json.loads(p.read_text())\ntopn = data.get('postprocess_topn') or {}\nroles_before = [a.get('role') for a in (topn.get('postprocess_by_anchor') or [])]\nensure_stable_postprocess_on_payload(data)\nroles_after = [a.get('role') for a in ((data.get('postprocess_topn') or {}).get('postprocess_by_anchor') or [])]\nst = [a for a in (data.get('postprocess_topn') or {}).get('postprocess_by_anchor') or [] if a.get('role')=='stable']\nprint('before', roles_before)\nprint('after', roles_after)\nprint('stable_n', len(st), 'first', (st[0] if st else None) and {k: st[0].get(k) for k in ('id','rank','optuna_trial_number','note')})\nprint('entry_ok', bool(((st[0].get('orderbook') or {}).get('entry') or st[0].get('orderbook') or {}).get('ok')) if st else None)\nPY","description":"Compile and test stable postprocess anchors on tail JSON"}}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Saturday, Aug 15, 2026, 11:35 PM (UTC+9)</timestamp>\n<user_query>\n안정 탑5에는 왜 진입 호가 저 표가 없어?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Shell","input":{"command":"sudo systemctl restart kis_backtest_web.service; sleep 2; systemctl is-active kis_backtest_web.service; curl -s -o /dev/null -w '%{http_code}\\n' http://127.0.0.1:5050/","description":"Restart backtest web for stable postprocess UI"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"url":"http://192.168.0.149:5050/?v=optuna-stable-ob-1"},"description":"Open backtest page for stable OB table check","server":"cursor-ide-browser","toolName":"browser_navigate"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"lock","viewId":"ad4514"},"description":"Lock browser","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"element":"Optuna tab","ref":"e11","viewId":"ad4514"},"description":"Open Optuna tab","server":"cursor-ide-browser","toolName":"browser_click"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"awaitPromise":true,"expression":"(async()=>{await new Promise(r=>setTimeout(r,2500)); optunaWatch('import_optuna_tail_tpe_20260815_225139'); await new Promise(r=>setTimeout(r,3500)); const stableBtns=(opt_top5_stable_tbody.innerText||'').slice(0,180); optunaSelectPostprocess('stable',1); await new Promise(r=>setTimeout(r,400)); const cards=(opt_postprocess_cards.innerText||'').slice(0,350); const thead=opt_postprocess_cards.querySelector('thead')&&opt_postprocess_cards.querySelector('thead').innerText; return JSON.stringify({stableBtns, thead, cards});})()","returnByValue":true},"viewId":"ad4514"},"description":"Watch align job and open stable#1 postprocess table","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"unlock","viewId":"ad4514"},"description":"Unlock browser","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**안정 Top5에 진입 호가 표가 없던 이유**는 UI가 비어서가 아니라, **후처리(진입호가·휩쏘)를 사후합격 Top5에만 붙이도록 되어 있었기 때문**입니다.\n\n- 후처리 앵커는 `gated`(사후합격) + `mode` + `live`만 만들고, **`stable`(안정 Top5)은 대상이 아님**\n- 안정 행에는 **「상세」 버튼이 없음**\n- 비교표 DOM도 **사후합격 카드 아래**에만 있어서, 안정 Top5를 보면 표가 없는 것처럼 보임\n\n지금은 그렇게 맞춰 두었습니다.\n\n- 안정 후보에도 후처리 앵커를 붙임 (같은 trial이면 **사후합격에서 계산한 호가/휩쏘를 재사용**, 불필요한 재백테 없음)\n- 안정 Top5에도 **「상세」**\n- 비교표를 **안정 Top5 카드 안**으로 옮김\n\n브라우저에서 `http://192.168.0.149:5050/` → Optuna → `꼬리(align)` 보기 → 안정 1위 **상세** 확인했습니다. `stable#1 · trial #18`에 **기본(타점) / 진입호가 / 익절호가 / 손절호가 / 휩쏘** 표가 나오고, 진입호가는 `스프레드≤4.4% · 잔량≥0.5` 로 채워져 있습니다. 웹 재시작 `active`, HTTP 200, 콘솔 Uncaught는 해당 조작에서 없었습니다.\n\n구 JSON은 보기 한 번에 안정 앵커를 채웁니다. 같은 trial이 사후합격에 없으면 호가 칸이 비어 있을 수 있고, 그때는 「이 잡 후처리 재실행」이 필요합니다. 실매 엔진은 건드리지 않았습니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Saturday, Aug 15, 2026, 11:45 PM (UTC+9)</timestamp>\n<user_query>\n가장 중요한게 빠졌어 과적합 정도가 빠졌어 이게 지금 임계값 분포 이거랑 안정점수 같은데 안정점수가 높을수록 좋은건지 낮을수록 좋은건지 몇점 만점인지도 모르겠고 분포도는 뭐 그리 중요하지 않아 순위권안에 잇는 각각의 과적합정도가 중요하지 뭘 적용해야될지를 알아야하기 때문에 안정점수 옆에 표시를 해주는게 어떻겠냐?\n사후합격 Top5 results_gated · 「상세」=아래 후처리 표(진입호가)\n#\ttrial\t거래\t승률\tPF\tPnL\t\n1\t#14\t3\t100.0%\t9999.00\t12,688\t \n2\t#36\t3\t100.0%\t9999.00\t12,478\t \n3\t#20\t3\t100.0%\t9999.00\t11,849\t \n4\t#28\t3\t100.0%\t9999.00\t11,849\t \n5\t#37\t3\t100.0%\t9999.00\t11,849\t \n안정 Top5 results_stable · 「상세」=아래 후처리 표(진입호가) · 손실일/최악일 게이트\n#\ttrial\t거래\t승률\tPnL\t손실일\t최악일\t안정점수\t\n1\t#45\t4\t75.0%\t10,668\t1\t-1,600\t-1600.00\t \n2\t#29\t3\t66.7%\t475\t1\t-5,502\t-5502.00\t \n3\t#27\t4\t75.0%\t728\t1\t-11,750\t-11750.00\t \n\n여기 학습1위 모드도 넣어주고 맨 뒤에 안정점수 과접합정도가 있어야겟어\n\n비교표 학습1위 · gated1위 · stable1위 · mode_combo\n구분\ttrial\t거래\t승률%\tPF\tPnL\t손실일\t최악일\t안정점수\n학습1위(results)\t#14\t3\t100.0\t9999.00\t12,688\t0\t12,688\t12688.00\n사후합격1위(gated)\t#14\t3\t100.0\t9999.00\t12,688\t0\t12,688\t12688.00\n안정1위(stable)\t#45\t4\t75.0\t7.67\t10,668\t1\t-1,600\t-1600.00\nmode_combo 실측\t—\t4\t75.0\t1.04\t518\t—\t—\t—\n이건 왜 있는거야? 전혀 쓸모가 없어보이는데 \n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"과적합·안정점수 표시와 비교표 역할을 코드에서 확인한 뒤, 표에 넣을 값과 학습1위 위치를 맞춰 수정하겠습니다."},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md","limit":80}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot","pattern":"과적합|overfit|안정점수|results_stable|mode_combo|opt_postprocess","glob":"*.{py,js,html}","head_limit":80}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/templates/backtest.html","offset":3790,"limit":180}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"opt_top5_gated|opt_compare|optunaRenderTop|stable_score|overfit_risk","head_limit":60}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"def build_optuna_overfit|stable_score|results_stable|mode_combo","glob":"*.py","head_limit":40}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py","offset":230,"limit":280}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","offset":360,"limit":120}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","offset":7680,"limit":450}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":150,"offset":500,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py"}},{"type":"tool_use","name":"Read","input":{"limit":180,"offset":330,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader","pattern":"stability_score","glob":"*.py","head_limit":40}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"top5_gated|top5_stable|top5_learn|compare_rows"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/templates/backtest.html","pattern":"usmom_opt_top5|opt_compare|학습 Top","glob":"*.html"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":100,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":8200,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"usmomOptRenderTopTable|overfit","head_limit":40}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":80,"offset":2748,"path":"/home/hoon/kis_bot/templates/backtest.html"}},{"type":"tool_use","name":"Read","input":{"limit":50,"offset":3295,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","pattern":"apply_overfit_pct"}},{"type":"tool_use","name":"Grep","input":{"glob":"*.md","head_limit":20,"path":"/home/hoon/kis_bot/docs/like_mcp.md","pattern":"비교표|mode_combo 실측|opt_compare"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":150,"offset":560,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":8300,"path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"비교표는 1위만 모아 두고 행별 과적합이 없어 적용 판단에 쓰이지 않습니다. 학습 Top5를 넣고, 각 행 맨 뒤에 안정점수(높을수록 좋음·만점 없음)와 과적합%를 붙이겠습니다."},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py","offset":370,"limit":50}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","offset":336,"limit":30}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py","old_string":" \"n_results_stable\": len(stable),\n }\n\n\ndef build_optuna_overfit_diagnostics(data: Dict[str, Any]) -> Dict[str, Any]:","new_string":" \"n_results_stable\": len(stable),\n }\n\n\ndef _optuna_overfit_sample_days(data: Dict[str, Any]) -> int:\n try:\n days = int(data.get(\"backtest_days\") or 0)\n except (TypeError, ValueError):\n days = 0\n if days > 0:\n return days\n start = str(data.get(\"start\") or \"\")\n end = str(data.get(\"end\") or \"\")\n try:\n from datetime import datetime as _dt\n\n return max(\n 1,\n (_dt.strptime(end, \"%Y-%m-%d\") - _dt.strptime(start, \"%Y-%m-%d\")).days + 1,\n )\n except Exception:\n return 1\n\n\ndef overfit_risk_pct_for_row(\n data: Dict[str, Any],\n row: Optional[Dict[str, Any]],\n) -> Dict[str, Any]:\n \"\"\"\n 후보 한 줄의 과적합 가능도% (0~100, 높을수록 위험 · 만점=100).\n\n 스터디 공통(표본 장일) + 이 trial의 거래수·승률·PF 이상치.\n 교차검증이 아님. DB apply 게이트와 별개.\n \"\"\"\n def _f(x: Any, default: float = 0.0) -> float:\n try:\n return float(x)\n except (TypeError, ValueError):\n return default\n\n def _i(x: Any, default: int = 0) -> int:\n try:\n return int(x)\n except (TypeError, ValueError):\n return default\n\n days = _optuna_overfit_sample_days(data or {})\n risk = 0.0\n if days <= 1:\n risk += 40.0\n elif days == 2:\n risk += 28.0\n elif days <= 4:\n risk += 16.0\n\n if not row:\n risk = max(0.0, min(100.0, round(risk + 25.0, 1)))\n return {\n \"overfit_risk_pct\": risk,\n \"verdict\": \"비권장\",\n \"verdict_ui\": \"위험 · 비권장\",\n }\n\n nt = _i(row.get(\"total_trades\"))\n wr = _f(row.get(\"win_rate\"))\n pf = _f(row.get(\"pf\"))\n pnl = _f(row.get(\"total_pnl\"))\n\n if nt <= 1:\n risk += 25.0\n elif nt <= 3:\n risk += 18.0\n elif nt <= 9:\n risk += 10.0\n\n if wr >= 90.0 and nt < 10:\n risk += 15.0\n elif wr >= 80.0 and nt < 5:\n risk += 10.0\n if pf >= 50.0 and nt < 10:\n risk += 10.0\n elif pf >= 10.0 and nt < 5:\n risk += 6.0\n\n gated = list((data or {}).get(\"results_gated\") or [])\n learn = list((data or {}).get(\"results\") or (data or {}).get(\"results_all\") or [])\n pool = gated if gated else learn\n if pool and nt > 0:\n best_pnl = round(pnl, 0)\n same = [r for r in pool if abs(_f(r.get(\"total_pnl\")) - best_pnl) < 1.0]\n share = len(same) / max(1, len(pool))\n if share >= 0.4 and len(same) >= 5:\n risk += 12.0\n elif share >= 0.25 and len(same) >= 3:\n risk += 6.0\n\n risk = max(0.0, min(100.0, round(risk, 1)))\n if risk >= 70.0:\n verdict, verd_ui = \"비권장\", \"위험 · 비권장\"\n elif risk >= 40.0:\n verdict, verd_ui = \"주의\", \"주의\"\n else:\n verdict, verd_ui = \"상대적으로낮음\", \"상대적으로 낮음\"\n return {\n \"overfit_risk_pct\": risk,\n \"verdict\": verdict,\n \"verdict_ui\": verd_ui,\n }\n\n\ndef build_optuna_overfit_diagnostics(data: Dict[str, Any]) -> Dict[str, Any]:"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":"def _row_metrics(row: Optional[Dict[str, Any]], *, label: str, source: str) -> Optional[Dict[str, Any]]:\n if not row:\n return None\n out = {\n \"label\": label,\n \"source\": source,\n \"optuna_trial_number\": row.get(\"optuna_trial_number\"),\n \"total_pnl\": row.get(\"total_pnl\"),\n \"total_trades\": row.get(\"total_trades\"),\n \"win_rate\": row.get(\"win_rate\"),\n \"pf\": row.get(\"pf\"),\n \"score\": row.get(\"score\"),\n }\n # 일별 안정성 (신규 Optuna JSON)\n for k in (\n \"stability_score\", \"n_losing_days\", \"n_active_days\",\n \"worst_day_pnl\", \"best_day_pnl\", \"daily_pnl_mean\", \"daily_pnl_std\",\n \"daily_pnl\",\n ):\n if row.get(k) is not None:\n out[k] = row.get(k)\n return out","new_string":"def _row_metrics(\n row: Optional[Dict[str, Any]],\n *,\n label: str,\n source: str,\n data: Optional[Dict[str, Any]] = None,\n) -> Optional[Dict[str, Any]]:\n if not row:\n return None\n out = {\n \"label\": label,\n \"source\": source,\n \"optuna_trial_number\": row.get(\"optuna_trial_number\"),\n \"total_pnl\": row.get(\"total_pnl\"),\n \"total_trades\": row.get(\"total_trades\"),\n \"win_rate\": row.get(\"win_rate\"),\n \"pf\": row.get(\"pf\"),\n \"score\": row.get(\"score\"),\n }\n # 일별 안정성 (신규 Optuna JSON)\n for k in (\n \"stability_score\", \"n_losing_days\", \"n_active_days\",\n \"worst_day_pnl\", \"best_day_pnl\", \"daily_pnl_mean\", \"daily_pnl_std\",\n \"daily_pnl\",\n ):\n if row.get(k) is not None:\n out[k] = row.get(k)\n if data is not None:\n try:\n from kis_trader.backtest.optuna_common import overfit_risk_pct_for_row\n of = overfit_risk_pct_for_row(data, row)\n out[\"overfit_risk_pct\"] = of.get(\"overfit_risk_pct\")\n out[\"overfit_verdict\"] = of.get(\"verdict\")\n out[\"overfit_verdict_ui\"] = of.get(\"verdict_ui\")\n except Exception:\n pass\n return out"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":" \"\"\"완료 JSON → Top5 gated/stable · 비교표(학습1위/gated1위/stable1위/mode) · vs_best.\"\"\"","new_string":" \"\"\"완료 JSON → Top5 learn/gated/stable · 행별 과적합% · vs_best.\"\"\""}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":" r_learn = _row_metrics(learn, label=\"학습1위(results)\", source=\"learn\")\n if r_learn:\n compare_rows.append(r_learn)\n r_gate = _row_metrics(gate0, label=\"사후합격1위(gated)\", source=\"gated\")\n if r_gate:\n compare_rows.append(r_gate)\n r_stab = _row_metrics(stab0, label=\"안정1위(stable)\", source=\"stable\")\n if r_stab:\n compare_rows.append(r_stab)","new_string":" r_learn = _row_metrics(learn, label=\"학습1위(results)\", source=\"learn\", data=data)\n if r_learn:\n compare_rows.append(r_learn)\n r_gate = _row_metrics(gate0, label=\"사후합격1위(gated)\", source=\"gated\", data=data)\n if r_gate:\n compare_rows.append(r_gate)\n r_stab = _row_metrics(stab0, label=\"안정1위(stable)\", source=\"stable\", data=data)\n if r_stab:\n compare_rows.append(r_stab)"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":" m = _row_metrics(row, label=f\"gated #{i}\", source=\"gated\")","new_string":" m = _row_metrics(row, label=f\"gated #{i}\", source=\"gated\", data=data)"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":" m = _row_metrics(row, label=f\"learn #{i}\", source=\"learn\")","new_string":" m = _row_metrics(row, label=f\"learn #{i}\", source=\"learn\", data=data)"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":" m = _row_metrics(row, label=f\"stable #{i}\", source=\"stable\")","new_string":" m = _row_metrics(row, label=f\"stable #{i}\", source=\"stable\", data=data)"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":" \"top\": _row_metrics(\n top,\n label=\"적용후보(gated우선)\",\n source=\"gated\" if gate0 else \"learn\",\n ),","new_string":" \"top\": _row_metrics(\n top,\n label=\"적용후보(gated우선)\",\n source=\"gated\" if gate0 else \"learn\",\n data=data,\n ),"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"old_string":" \"stability_score\": item.get(\"stability_score\"),\n \"n_losing_days\": item.get(\"n_losing_days\"),\n \"worst_day_pnl\": item.get(\"worst_day_pnl\"),\n \"daily_pnl\": item.get(\"daily_pnl\"),\n }","new_string":" \"stability_score\": item.get(\"stability_score\"),\n \"n_losing_days\": item.get(\"n_losing_days\"),\n \"worst_day_pnl\": item.get(\"worst_day_pnl\"),\n \"daily_pnl\": item.get(\"daily_pnl\"),\n }\n try:\n from kis_trader.backtest.optuna_common import overfit_risk_pct_for_row\n of = overfit_risk_pct_for_row(data, item)\n metrics[\"overfit_risk_pct\"] = of.get(\"overfit_risk_pct\")\n metrics[\"overfit_verdict_ui\"] = of.get(\"verdict_ui\")\n except Exception:\n pass"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/templates/backtest.html","old_string":" <div class=\"card p-3 mb-3\">\n <h6>비교표 <small class=\"text-muted\">학습1위 · gated1위 · stable1위 · mode_combo</small></h6>\n <div class=\"table-responsive\">\n <table class=\"table table-sm table-hover mb-1\" style=\"font-size:12px\">\n <thead>\n <tr>\n <th>구분</th><th>trial</th><th class=\"text-end\">거래</th>\n <th class=\"text-end\">승률%</th><th class=\"text-end\">PF</th><th class=\"text-end\">PnL</th>\n <th class=\"text-end\">손실일</th><th class=\"text-end\">최악일</th><th class=\"text-end\">안정점수</th>\n </tr>\n </thead>\n <tbody id=\"opt_compare_tbody\">\n <tr><td colspan=\"9\" class=\"text-muted\">완료 후 표시</td></tr>\n </tbody>\n </table>\n </div>\n <div id=\"opt_vs_best\" class=\"small text-muted\">—</div>\n <div id=\"opt_stable_gates\" class=\"small text-muted mt-1\">—</div>\n <div id=\"opt_overfit_box\" class=\"mt-2 p-2 small\" style=\"background:rgba(248,81,73,0.06);border:1px solid var(--border);border-radius:6px\">\n <div class=\"d-flex flex-wrap justify-content-between gap-2 mb-1\">\n <div class=\"text-muted\">과적합·적용 가능도 <span class=\"text-muted\">(휴리스틱 · 교차검증 아님)</span></div>\n <div id=\"opt_overfit_score\" class=\"fw-semibold\">완료 후 표시</div>\n </div>\n <div class=\"table-responsive mb-2\">\n <table class=\"table table-sm table-hover mb-0\" style=\"font-size:12px\">\n <thead>\n <tr>\n <th>요인</th><th class=\"text-end\">가점</th><th>설명</th>\n </tr>\n </thead>\n <tbody id=\"opt_overfit_factors_tbody\">\n <tr><td colspan=\"3\" class=\"text-muted\">완료 후 표시</td></tr>\n </tbody>\n </table>\n </div>\n <div class=\"text-muted mb-1\">임계값 분포 <span id=\"opt_thresh_pool\" class=\"text-muted\"></span></div>\n <div class=\"table-responsive\">\n <table class=\"table table-sm table-hover mb-0\" style=\"font-size:12px\">\n <thead>\n <tr>\n <th>파라미터</th>\n <th class=\"text-end\">median</th>\n <th class=\"text-end\">p25</th>\n <th class=\"text-end\">p75</th>\n <th>mode</th>\n <th class=\"text-end\">mode%</th>\n </tr>\n </thead>\n <tbody id=\"opt_thresh_dist_tbody\">\n <tr><td colspan=\"6\" class=\"text-muted\">완료 후 표시</td></tr>\n </tbody>\n </table>\n </div>\n <div id=\"opt_overfit_note\" class=\"text-muted mt-1\" style=\"font-size:11px\">—</div>\n </div>\n <div id=\"opt_daily_trail_rec\" class=\"mt-2 p-2 small\" style=\"background:rgba(56,139,253,0.08);border:1px solid var(--border);border-radius:6px\">\n <div class=\"text-muted mb-1\">다단트레일 추천 <span class=\"text-muted\">(탐색 축 아님 · DB 적용 시에만 반영)</span></div>\n <div id=\"opt_daily_trail_rec_body\">완료 후 표시</div>\n </div>\n </div>\n\n <div class=\"card p-3 mb-3\">\n <h6>사후합격 Top5 <small class=\"text-muted\">results_gated · 「상세」=아래 후처리 표(진입호가)</small></h6>\n <div class=\"table-responsive\">\n <table class=\"table table-sm table-hover mb-0\" style=\"font-size:12px\">\n <thead>\n <tr>\n <th>#</th><th>trial</th><th class=\"text-end\">거래</th>\n <th class=\"text-end\">승률</th><th class=\"text-end\">PF</th><th class=\"text-end\">PnL</th><th></th>\n </tr>\n </thead>\n <tbody id=\"opt_top5_tbody\">\n <tr><td colspan=\"7\" class=\"text-muted\">완료 후 표시</td></tr>\n </tbody>\n </table>\n </div>\n </div>\n\n <div class=\"card p-3 mb-3\">\n <h6>안정 Top5 <small class=\"text-muted\">results_stable · 「상세」=아래 후처리 표(진입호가) · 손실일/최악일 게이트</small></h6>\n <div class=\"table-responsive\">\n <table class=\"table table-sm table-hover mb-0\" style=\"font-size:12px\">\n <thead>\n <tr>\n <th>#</th><th>trial</th><th class=\"text-end\">거래</th>\n <th class=\"text-end\">승률</th><th class=\"text-end\">PnL</th>\n <th class=\"text-end\">손실일</th><th class=\"text-end\">최악일</th><th class=\"text-end\">안정점수</th><th></th>\n </tr>\n </thead>\n <tbody id=\"opt_top5_stable_tbody\">\n <tr><td colspan=\"9\" class=\"text-muted\">완료 후 표시 (구 JSON은 재실행 필요)</td></tr>\n </tbody>\n </table>\n </div>","new_string":" <div class=\"card p-3 mb-3\">\n <div id=\"opt_overfit_box\" class=\"p-2 small\" style=\"background:rgba(248,81,73,0.06);border:1px solid var(--border);border-radius:6px\">\n <div class=\"d-flex flex-wrap justify-content-between gap-2 mb-1\">\n <div class=\"text-muted\">스터디 과적합 요약 <span class=\"text-muted\">(휴리스틱 · 교차검증 아님 · 적용은 아래 각 행 과적합% 보세요)</span></div>\n <div id=\"opt_overfit_score\" class=\"fw-semibold\">완료 후 표시</div>\n </div>\n <div class=\"table-responsive mb-1\">\n <table class=\"table table-sm table-hover mb-0\" style=\"font-size:12px\">\n <thead>\n <tr>\n <th>요인</th><th class=\"text-end\">가점</th><th>설명</th>\n </tr>\n </thead>\n <tbody id=\"opt_overfit_factors_tbody\">\n <tr><td colspan=\"3\" class=\"text-muted\">완료 후 표시</td></tr>\n </tbody>\n </table>\n </div>\n <details class=\"text-muted\">\n <summary style=\"cursor:pointer\">임계값 분포 (참고 · 적용 판단용 아님)</summary>\n <div class=\"mt-1\" id=\"opt_thresh_pool\"></div>\n <div class=\"table-responsive\">\n <table class=\"table table-sm table-hover mb-0\" style=\"font-size:12px\">\n <thead>\n <tr>\n <th>파라미터</th>\n <th class=\"text-end\">median</th>\n <th class=\"text-end\">p25</th>\n <th class=\"text-end\">p75</th>\n <th>mode</th>\n <th class=\"text-end\">mode%</th>\n </tr>\n </thead>\n <tbody id=\"opt_thresh_dist_tbody\">\n <tr><td colspan=\"6\" class=\"text-muted\">완료 후 표시</td></tr>\n </tbody>\n </table>\n </div>\n </details>\n <div id=\"opt_overfit_note\" class=\"text-muted mt-1\" style=\"font-size:11px\">—</div>\n </div>\n <div id=\"opt_daily_trail_rec\" class=\"mt-2 p-2 small\" style=\"background:rgba(56,139,253,0.08);border:1px solid var(--border);border-radius:6px\">\n <div class=\"text-muted mb-1\">다단트레일 추천 <span class=\"text-muted\">(탐색 축 아님 · DB 적용 시에만 반영)</span></div>\n <div id=\"opt_daily_trail_rec_body\">완료 후 표시</div>\n </div>\n <div id=\"opt_vs_best\" class=\"d-none\">—</div>\n <div id=\"opt_compare_tbody\" class=\"d-none\"></div>\n </div>\n\n <div class=\"card p-3 mb-3\">\n <h6>학습 Top5 <small class=\"text-muted\">results · Optuna 목적함수 1위 풀 · 진행바 best=여기 1위</small></h6>\n <div class=\"table-responsive\">\n <table class=\"table table-sm table-hover mb-0\" style=\"font-size:12px\">\n <thead>\n <tr>\n <th>#</th><th>trial</th><th class=\"text-end\">거래</th>\n <th class=\"text-end\">승률</th><th class=\"text-end\">PF</th><th class=\"text-end\">PnL</th>\n <th class=\"text-end\">손실일</th><th class=\"text-end\">최악일</th>\n <th class=\"text-end\" title=\"높을수록 좋음. 만점 없음. 일평균PnL − λ×일표준편차(원).\">안정점수 ↑</th>\n <th class=\"text-end\" title=\"높을수록 위험. 0~100. 이 숫자만 믿으면 내일 틀릴 수 있는 정도(추정).\">과적합% ↓</th>\n <th></th>\n </tr>\n </thead>\n <tbody id=\"opt_top5_learn_tbody\">\n <tr><td colspan=\"11\" class=\"text-muted\">완료 후 표시</td></tr>\n </tbody>\n </table>\n </div>\n </div>\n\n <div class=\"card p-3 mb-3\">\n <h6>사후합격 Top5 <small class=\"text-muted\">results_gated · 「상세」=아래 후처리 표(진입호가)</small></h6>\n <div class=\"table-responsive\">\n <table class=\"table table-sm table-hover mb-0\" style=\"font-size:12px\">\n <thead>\n <tr>\n <th>#</th><th>trial</th><th class=\"text-end\">거래</th>\n <th class=\"text-end\">승률</th><th class=\"text-end\">PF</th><th class=\"text-end\">PnL</th>\n <th class=\"text-end\">손실일</th><th class=\"text-end\">최악일</th>\n <th class=\"text-end\" title=\"높을수록 좋음. 만점 없음. 일평균PnL − λ×일표준편차(원).\">안정점수 ↑</th>\n <th class=\"text-end\" title=\"높을수록 위험. 0~100. 이 숫자만 믿으면 내일 틀릴 수 있는 정도(추정).\">과적합% ↓</th>\n <th></th>\n </tr>\n </thead>\n <tbody id=\"opt_top5_tbody\">\n <tr><td colspan=\"11\" class=\"text-muted\">완료 후 표시</td></tr>\n </tbody>\n </table>\n </div>\n </div>\n\n <div class=\"card p-3 mb-3\">\n <h6>안정 Top5 <small class=\"text-muted\">results_stable · 「상세」=아래 후처리 표(진입호가) · 손실일/최악일 게이트</small></h6>\n <div id=\"opt_stable_gates\" class=\"small text-muted mb-1\">—</div>\n <div class=\"table-responsive\">\n <table class=\"table table-sm table-hover mb-0\" style=\"font-size:12px\">\n <thead>\n <tr>\n <th>#</th><th>trial</th><th class=\"text-end\">거래</th>\n <th class=\"text-end\">승률</th><th class=\"text-end\">PF</th><th class=\"text-end\">PnL</th>\n <th class=\"text-end\">손실일</th><th class=\"text-end\">최악일</th>\n <th class=\"text-end\" title=\"높을수록 좋음. 만점 없음. 일평균PnL − λ×일표준편차(원).\">안정점수 ↑</th>\n <th class=\"text-end\" title=\"높을수록 위험. 0~100. 이 숫자만 믿으면 내일 틀릴 수 있는 정도(추정).\">과적합% ↓</th>\n <th></th>\n </tr>\n </thead>\n <tbody id=\"opt_top5_stable_tbody\">\n <tr><td colspan=\"11\" class=\"text-muted\">완료 후 표시 (구 JSON은 재실행 필요)</td></tr>\n </tbody>\n </table>\n </div>"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","old_string":" \"stability_score\": item.get(\"stability_score\"),\n \"n_losing_days\": item.get(\"n_losing_days\"),\n \"worst_day_pnl\": item.get(\"worst_day_pnl\"),\n \"daily_pnl\": item.get(\"daily_pnl\"),\n }","new_string":" \"stability_score\": item.get(\"stability_score\"),\n \"n_losing_days\": item.get(\"n_losing_days\"),\n \"worst_day_pnl\": item.get(\"worst_day_pnl\"),\n \"daily_pnl\": item.get(\"daily_pnl\"),\n }\n try:\n from kis_trader.backtest.optuna_common import overfit_risk_pct_for_row\n of = overfit_risk_pct_for_row(data, item)\n metrics[\"overfit_risk_pct\"] = of.get(\"overfit_risk_pct\")\n metrics[\"overfit_verdict_ui\"] = of.get(\"verdict_ui\")\n except Exception:\n pass"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","old_string":"function optunaRenderCompare(sum) {\n const tb = $('opt_compare_tbody');\n const vsEl = $('opt_vs_best');\n const gatesEl = $('opt_stable_gates');\n if (!tb) return;\n const rows = (sum && sum.compare_rows) || [];\n if (!rows.length) {\n const done = window._optunaLastJob && window._optunaLastJob.status === 'done';\n tb.innerHTML = done\n ? '<tr><td colspan=\"9\" class=\"text-muted\">완료 · 학습/게이트 통과 0건 (표가 비는 것이 정상)</td></tr>'\n : '<tr><td colspan=\"9\" class=\"text-muted\">완료 후 표시</td></tr>';\n if (vsEl) vsEl.textContent = '—';\n if (gatesEl) gatesEl.textContent = '—';\n optunaRenderTrailRec(null);\n optunaRenderPostprocess(null);\n optunaRenderOverfitBadges(null);\n optunaRenderOverfit(null);\n return;\n }\n tb.innerHTML = rows.map(r => `<tr>\n <td>${r.label || r.source}</td>\n <td>${r.optuna_trial_number != null ? '#' + r.optuna_trial_number : '—'}</td>\n <td class=\"text-end\">${optunaFmtNum(r.total_trades, 0)}</td>\n <td class=\"text-end\">${optunaFmtNum(r.win_rate, 1)}</td>\n <td class=\"text-end\">${optunaFmtNum(r.pf, 2)}</td>\n <td class=\"text-end ${Number(r.total_pnl) >= 0 ? 'text-pnl-pos' : 'text-pnl-neg'}\">${optunaFmtNum(r.total_pnl)}</td>\n <td class=\"text-end\">${r.n_losing_days != null ? optunaFmtNum(r.n_losing_days, 0) : '—'}</td>\n <td class=\"text-end ${Number(r.worst_day_pnl) >= 0 ? 'text-pnl-pos' : 'text-pnl-neg'}\">${r.worst_day_pnl != null ? optunaFmtNum(r.worst_day_pnl) : '—'}</td>\n <td class=\"text-end\">${r.stability_score != null ? optunaFmtNum(r.stability_score, 2) : '—'}</td>\n </tr>`).join('');\n const vs = sum && sum.vs_best;\n if (vsEl) {\n if (vs) {\n vsEl.innerHTML =\n `mode vs 학습1위: Δpnl <b class=\"${Number(vs.delta_pnl) >= 0 ? 'text-pnl-pos' : 'text-pnl-neg'}\">${optunaFmtNum(vs.delta_pnl)}</b>` +\n ` · Δwr ${optunaFmtNum(vs.delta_wr, 1)}%p · Δpf ${optunaFmtNum(vs.delta_pf, 2)}` +\n ` <span class=\"text-muted\">(best ${optunaFmtNum(vs.best_pnl)} / mode ${optunaFmtNum(vs.mode_pnl)})</span>`;\n } else {\n vsEl.textContent = 'vs_best 없음 (mode 실측 전/실패 가능)';\n }\n }\n if (gatesEl) {\n const g = sum && sum.stable_gates;\n if (g) {\n gatesEl.textContent =\n `stable 게이트: 손실일≤${g.max_losing_days} · 최악일≥${Number(g.min_worst_day_pnl).toLocaleString()} · ` +\n `활성일≥${g.min_active_days} · λ=${g.stability_lambda}` +\n (g.score_note ? ` · ${g.score_note}` : '');\n } else {\n gatesEl.textContent = 'stable 게이트: 구 JSON이거나 미기록 (Optuna 재실행 시 생성)';\n }\n }\n optunaRenderTrailRec(sum);\n optunaRenderPostprocess(sum);\n optunaRenderOverfitBadges(sum);\n optunaRenderOverfit(sum);\n}","new_string":"function optunaRenderCompare(sum) {\n const gatesEl = $('opt_stable_gates');\n if (gatesEl) {\n const g = sum && sum.stable_gates;\n if (g) {\n gatesEl.textContent =\n `안정점수 = 일평균PnL − λ×일표준편차 (원). 높을수록 좋음 · 만점 없음. ` +\n `게이트: 손실일≤${g.max_losing_days} · 최악일≥${Number(g.min_worst_day_pnl).toLocaleString()} · ` +\n `활성일≥${g.min_active_days} · λ=${g.stability_lambda}`;\n } else if (sum) {\n gatesEl.textContent = '안정점수 = 일평균PnL − λ×일표준편차(원). 높을수록 좋음 · 만점 없음. (구 JSON은 게이트 미기록)';\n } else {\n gatesEl.textContent = '—';\n }\n }\n optunaRenderTrailRec(sum);\n optunaRenderPostprocess(sum);\n optunaRenderOverfitBadges(sum);\n optunaRenderOverfit(sum);\n}"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":"function optunaOverfitCell(r) {\n const p = r && r.overfit_risk_pct;\n if (p == null || Number.isNaN(Number(p))) return '<span class=\"text-muted\">—</span>';\n const n = Number(p);\n let cls = 'text-pnl-pos';\n if (n >= 70) cls = 'text-pnl-neg';\n else if (n >= 40) cls = 'text-warning';\n const v = r.overfit_verdict_ui || r.overfit_verdict || '';\n return `<span class=\"${cls}\" title=\"과적합%=높을수록 위험(0~100). 이 숫자만 믿으면 내일 틀릴 수 있는 정도(추정).\">${n}%${v ? ' · ' + v : ''}</span>`;\n}\n\nfunction optunaStableScoreCell(r) {\n if (!r || r.stability_score == null) return '<span class=\"text-muted\">—</span>';\n const n = Number(r.stability_score);\n const cls = n >= 0 ? 'text-pnl-pos' : 'text-pnl-neg';\n return `<span class=\"${cls}\" title=\"높을수록 좋음. 만점 없음. 일평균PnL − λ×일표준편차(원).\">${optunaFmtNum(r.stability_score, 2)}</span>`;\n}\n\nfunction optunaRankTableRow(r, source) {\n const rank = r.rank || 1;\n const src = source;\n const detailBtn = (src === 'learn')\n ? ''\n : `<button class=\"btn btn-sm btn-outline-primary py-0\" onclick=\"optunaSelectPostprocess('${src}',${rank})\">상세</button>`;\n const applyCls = src === 'stable' ? 'btn-outline-info' : 'btn-outline-success';\n return `<tr>\n <td>${rank}</td>\n <td>#${r.optuna_trial_number ?? '—'}</td>\n <td class=\"text-end\">${optunaFmtNum(r.total_trades, 0)}</td>\n <td class=\"text-end\">${optunaFmtNum(r.win_rate, 1)}%</td>\n <td class=\"text-end\">${optunaFmtNum(r.pf, 2)}</td>\n <td class=\"text-end ${Number(r.total_pnl) >= 0 ? 'text-pnl-pos' : 'text-pnl-neg'}\">${optunaFmtNum(r.total_pnl)}</td>\n <td class=\"text-end\">${r.n_losing_days != null ? optunaFmtNum(r.n_losing_days, 0) : '—'}</td>\n <td class=\"text-end ${Number(r.worst_day_pnl) >= 0 ? 'text-pnl-pos' : 'text-pnl-neg'}\">${r.worst_day_pnl != null ? optunaFmtNum(r.worst_day_pnl) : '—'}</td>\n <td class=\"text-end\">${optunaStableScoreCell(r)}</td>\n <td class=\"text-end\">${optunaOverfitCell(r)}</td>\n <td>\n <button class=\"btn btn-sm btn-outline-secondary py-0\" onclick=\"optunaShowCandidate('${src}',${rank})\">보기</button>\n ${detailBtn}\n <button class=\"btn btn-sm ${applyCls} py-0\" onclick=\"optunaApply('${src}',${rank})\">적용</button>\n </td>\n </tr>`;\n}\n\nfunction optunaFillRankTbody(tbodyId, rows, source, emptyMsg) {\n const tb = $(tbodyId);\n if (!tb) return;\n if (!rows || !rows.length) {\n tb.innerHTML = `<tr><td colspan=\"11\" class=\"text-muted\">${emptyMsg}</td></tr>`;\n return;\n }\n tb.innerHTML = rows.map((r) => optunaRankTableRow(r, source)).join('');\n}\n\n/** Optuna 후처리 표 — 행=gated# / mode / live, 열=호가·휩쏘·트레일 (원 정수). */","old_string":"/** Optuna 후처리 표 — 행=gated# / mode / live, 열=호가·휩쏘·트레일 (원 정수). */","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" const ofRow = (() => {\n const key = src === 'stable' ? 'top5_stable' : (src === 'learn' ? 'top5_learn' : 'top5_gated');\n const rows = (sum && sum[key]) || [];\n return rows.find((x) => Number(x.rank) === Number(rk)) || null;\n })();\n const ofPct = (ofRow && ofRow.overfit_risk_pct != null)\n ? ofRow.overfit_risk_pct\n : ((topn && topn.apply_overfit_pct != null) ? topn.apply_overfit_pct : sum.apply_overfit_pct);\n const verd = (ofRow && (ofRow.overfit_verdict_ui || ofRow.overfit_verdict))\n || (topn && (topn.apply_overfit_verdict_ui || topn.apply_overfit_verdict)) || '';","old_string":" const ofPct = (topn && topn.apply_overfit_pct != null)\n ? topn.apply_overfit_pct\n : sum.apply_overfit_pct;\n const verd = (topn && (topn.apply_overfit_verdict_ui || topn.apply_overfit_verdict)) || '';","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":"function optunaRenderTop5(sum) {\n optunaFillRankTbody(\n 'opt_top5_learn_tbody',\n (sum && sum.top5_learn) || [],\n 'learn',\n '학습 후보 없음 / 미완료',\n );\n optunaFillRankTbody(\n 'opt_top5_tbody',\n (sum && sum.top5_gated) || [],\n 'gated',\n 'gated 후보 없음 / 미완료',\n );\n optunaRenderTop5Stable(sum);\n}\n\nfunction optunaRenderTop5Stable(sum) {\n optunaFillRankTbody(\n 'opt_top5_stable_tbody',\n (sum && sum.top5_stable) || [],\n 'stable',\n 'stable 후보 없음 (구 JSON은 재실행 필요 / 게이트 미충족)',\n );\n}","old_string":"function optunaRenderTop5(sum) {\n const tb = $('opt_top5_tbody');\n if (!tb) return;\n const rows = (sum && sum.top5_gated) || [];\n if (!rows.length) {\n tb.innerHTML = '<tr><td colspan=\"7\" class=\"text-muted\">gated 후보 없음 / 미완료</td></tr>';\n } else {\n tb.innerHTML = rows.map(r => {\n const rank = r.rank || 1;\n return `<tr>\n <td>${rank}</td>\n <td>#${r.optuna_trial_number ?? '—'}</td>\n <td class=\"text-end\">${optunaFmtNum(r.total_trades, 0)}</td>\n <td class=\"text-end\">${optunaFmtNum(r.win_rate, 1)}%</td>\n <td class=\"text-end\">${optunaFmtNum(r.pf, 2)}</td>\n <td class=\"text-end ${Number(r.total_pnl) >= 0 ? 'text-pnl-pos' : 'text-pnl-neg'}\">${optunaFmtNum(r.total_pnl)}</td>\n <td>\n <button class=\"btn btn-sm btn-outline-secondary py-0\" onclick=\"optunaHighlightGated(${rank})\">보기</button>\n <button class=\"btn btn-sm btn-outline-primary py-0\" onclick=\"optunaSelectPostprocess('gated',${rank})\">상세</button>\n <button class=\"btn btn-sm btn-outline-success py-0\" onclick=\"optunaApply('gated',${rank})\">적용</button>\n </td>\n </tr>`;\n }).join('');\n }\n optunaRenderTop5Stable(sum);\n}\n\nfunction optunaRenderTop5Stable(sum) {\n const tb = $('opt_top5_stable_tbody');\n if (!tb) return;\n const rows = (sum && sum.top5_stable) || [];\n if (!rows.length) {\n tb.innerHTML = '<tr><td colspan=\"9\" class=\"text-muted\">stable 후보 없음 (구 JSON은 재실행 필요 / 게이트 미충족)</td></tr>';\n return;\n }\n tb.innerHTML = rows.map(r => {\n const rank = r.rank || 1;\n return `<tr>\n <td>${rank}</td>\n <td>#${r.optuna_trial_number ?? '—'}</td>\n <td class=\"text-end\">${optunaFmtNum(r.total_trades, 0)}</td>\n <td class=\"text-end\">${optunaFmtNum(r.win_rate, 1)}%</td>\n <td class=\"text-end ${Number(r.total_pnl) >= 0 ? 'text-pnl-pos' : 'text-pnl-neg'}\">${optunaFmtNum(r.total_pnl)}</td>\n <td class=\"text-end\">${r.n_losing_days != null ? optunaFmtNum(r.n_losing_days, 0) : '—'}</td>\n <td class=\"text-end ${Number(r.worst_day_pnl) >= 0 ? 'text-pnl-pos' : 'text-pnl-neg'}\">${r.worst_day_pnl != null ? optunaFmtNum(r.worst_day_pnl) : '—'}</td>\n <td class=\"text-end\">${r.stability_score != null ? optunaFmtNum(r.stability_score, 2) : '—'}</td>\n <td>\n <button class=\"btn btn-sm btn-outline-secondary py-0\" onclick=\"optunaShowCandidate('stable',${rank})\">보기</button>\n <button class=\"btn btn-sm btn-outline-primary py-0\" onclick=\"optunaSelectPostprocess('stable',${rank})\">상세</button>\n <button class=\"btn btn-sm btn-outline-info py-0\" onclick=\"optunaApply('stable',${rank})\">적용</button>\n </td>\n </tr>`;\n }).join('');\n}","path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
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{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":40,"offset":7995,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":7820,"path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" const topn = sum.postprocess_topn;\n const anchors = (topn && topn.postprocess_by_anchor) || [];\n const cons = (topn && topn.postprocess_consensus) || {};","old_string":" const topn = sum.postprocess_topn;\n const anchors = (topn && topn.postprocess_by_anchor) || [];\n const cons = (topn && topn.postprocess_consensus) || {};\n const ofRow = (() => {\n const key = src === 'stable' ? 'top5_stable' : (src === 'learn' ? 'top5_learn' : 'top5_gated');\n const rows = (sum && sum[key]) || [];\n return rows.find((x) => Number(x.rank) === Number(rk)) || null;\n })();\n const ofPct = (ofRow && ofRow.overfit_risk_pct != null)\n ? ofRow.overfit_risk_pct\n : ((topn && topn.apply_overfit_pct != null) ? topn.apply_overfit_pct : sum.apply_overfit_pct);\n const verd = (ofRow && (ofRow.overfit_verdict_ui || ofRow.overfit_verdict))\n || (topn && (topn.apply_overfit_verdict_ui || topn.apply_overfit_verdict)) || '';","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" const live = anchors.find((x) => x.role === 'live') || null;\n const ofKey = src === 'stable' ? 'top5_stable' : (src === 'learn' ? 'top5_learn' : 'top5_gated');\n const ofRow = ((sum && sum[ofKey]) || []).find((x) => Number(x.rank) === Number(rk)) || null;\n const ofPct = (ofRow && ofRow.overfit_risk_pct != null)\n ? ofRow.overfit_risk_pct\n : ((topn && topn.apply_overfit_pct != null) ? topn.apply_overfit_pct : sum.apply_overfit_pct);\n const verd = (ofRow && (ofRow.overfit_verdict_ui || ofRow.overfit_verdict))\n || (topn && (topn.apply_overfit_verdict_ui || topn.apply_overfit_verdict)) || '';\n if (!a) {","old_string":" const live = anchors.find((x) => x.role === 'live') || null;\n if (!a) {","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" (m.stability_score != null\n ? ` · 안정 <b>${optunaFmtNum(m.stability_score, 2)}</b> (높을수록 좋음·만점없음 · 손실일 ${optunaFmtNum(m.n_losing_days, 0)} · 최악 ${optunaFmtNum(m.worst_day_pnl)})`\n : '') +\n (m.overfit_risk_pct != null\n ? ` · 과적합 <b>${optunaFmtNum(m.overfit_risk_pct, 1)}%</b> (높을수록 위험·0~100${m.overfit_verdict_ui ? ' · ' + m.overfit_verdict_ui : ''})`\n : '') +","old_string":" (m.stability_score != null\n ? ` · 안정 <b>${optunaFmtNum(m.stability_score, 2)}</b> (손실일 ${optunaFmtNum(m.n_losing_days, 0)} · 최악 ${optunaFmtNum(m.worst_day_pnl)})`\n : '') +","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":1,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Read","input":{"limit":50,"offset":8365,"path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" const ofKey = src === 'stable' ? 'top5_stable' : (src === 'learn' ? 'top5_learn' : 'top5_gated');\n const ofRow = ((sum && sum[ofKey]) || []).find((x) => Number(x.rank) === Number(rk));\n const ofPct = ofRow && ofRow.overfit_risk_pct != null\n ? ofRow.overfit_risk_pct\n : (sum && (sum.apply_overfit_pct != null\n ? sum.apply_overfit_pct\n : (sum.postprocess_topn && sum.postprocess_topn.apply_overfit_pct)));\n if (ofPct != null && ofPct !== '') {\n extra += `\\n\\n이 후보 과적합 ${Number(ofPct)}% (0~100 · 높을수록 위험 · 추정).`;\n }","old_string":" const ofPct = sum && (sum.apply_overfit_pct != null\n ? sum.apply_overfit_pct\n : (sum.postprocess_topn && sum.postprocess_topn.apply_overfit_pct));\n if (ofPct != null && ofPct !== '') {\n extra += `\\n\\n과적합 가능도 ${Number(ofPct)}% (추정 · AI 아님). 높으면 적용 전 한 번 더 생각하세요.`;\n }","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" const who = (src === 'mode' ? 'mode_combo' : (src === 'stable' ? `안정 #${rk}` : (src === 'learn' ? `학습 #${rk}` : `사후합격 #${rk}`)));","old_string":" const who = (src === 'mode' ? 'mode_combo' : (src === 'stable' ? `안정 #${rk}` : `사후합격 #${rk}`));","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/templates/backtest.html","pattern":"mode_combo DB"}},{"type":"tool_use","name":"Read","input":{"limit":30,"offset":3834,"path":"/home/hoon/kis_bot/templates/backtest.html"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":80,"offset":3888,"path":"/home/hoon/kis_bot/templates/backtest.html"}},{"type":"tool_use","name":"Read","input":{"limit":25,"offset":7868,"path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":"function optunaRenderOverfitBadges(sum) {\n const pick = (key) => ((sum && sum[key]) || [])[0] || null;\n const set = (id, row) => {\n const el = $(id);\n if (!el) return;\n el.innerHTML = optunaOverfitBadgeHtml(\n row && row.overfit_risk_pct,\n row && (row.overfit_verdict_ui || row.overfit_verdict),\n );\n };\n set('opt_overfit_badge_gated', pick('top5_gated'));\n set('opt_overfit_badge_stable', pick('top5_stable'));\n const modeRow = ((sum && sum.compare_rows) || []).find((r) => r.source === 'mode');\n set('opt_overfit_badge_mode', modeRow);\n}","old_string":"function optunaRenderOverfitBadges(sum) {\n const pct = sum && (sum.apply_overfit_pct != null\n ? sum.apply_overfit_pct\n : (sum.postprocess_topn && sum.postprocess_topn.apply_overfit_pct));\n const verd = (sum && (sum.apply_overfit_verdict_ui || sum.apply_overfit_verdict\n || (sum.postprocess_topn && sum.postprocess_topn.apply_overfit_verdict_ui))) || '';\n const html = optunaOverfitBadgeHtml(pct, verd);\n ['opt_overfit_badge_gated', 'opt_overfit_badge_stable', 'opt_overfit_badge_mode'].forEach((id) => {\n const el = $(id);\n if (el) el.innerHTML = html;\n });\n}","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" mode_combo DB 적용\n </button>\n <span id=\"opt_overfit_badge_mode\" class=\"small ms-1\" title=\"과적합%=이 숫자만 믿으면 내일 틀릴 수 있는 정도(추정). AI 아님.\">—</span>\n <small class=\"text-muted ms-2\">완료 후에만 · TIME_* 미변경 · 위 버튼=타점만 · 트레일/호가는 아래 표 · confirm 필수 · mode_combo=TopN 최빈값 조합(표에서 뺌)</small>","old_string":" mode_combo DB 적용\n </button>\n <span id=\"opt_overfit_badge_mode\" class=\"small ms-1\" title=\"과적합%=이 숫자만 믿으면 내일 틀릴 수 있는 정도(추정). AI 아님.\">—</span>\n <small class=\"text-muted ms-2\">완료 후에만 · TIME_* 미변경 · 위 버튼=타점만 · 트레일/호가는 아래 표 · confirm 필수</small>","path":"/home/hoon/kis_bot/templates/backtest.html"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md","pattern":"후처리 TPE|INCLUDE_STABLE|비교표"}},{"type":"tool_use","name":"Shell","input":{"command":"python3 -m py_compile /home/hoon/kis_bot/kis_trader/backtest/optuna_common.py /home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","description":"Syntax-check modified Python files"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":15,"offset":235,"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md"}},{"type":"tool_use","name":"Shell","input":{"command":"python3 - <<'PY'\nfrom pathlib import Path\nimport json\nfrom kis_trader.backtest.optuna_common import overfit_risk_pct_for_row\np = Path('/home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260815_225139.json')\ndata = json.loads(p.read_text())\nfor name, key in [('learn', 'results'), ('gated', 'results_gated'), ('stable', 'results_stable')]:\n rows = list(data.get(key) or [])[:3]\n print('==', name)\n for i, r in enumerate(rows, 1):\n of = overfit_risk_pct_for_row(data, r)\n print(i, 'trial', r.get('optuna_trial_number'), 'nt', r.get('total_trades'), 'wr', r.get('win_rate'), 'pf', r.get('pf'), 'stab', r.get('stability_score'), of)\nPY","description":"Compute per-row overfit on sample Optuna JSON"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" 웹 Optuna: 학습/gated/stable Top5 행에 안정점수(↑·만점없음·원) + 과적합%(↓·0~100). 1위 비교표·mode_combo 실측행은 표시 안 함.","old_string":" OPTUNA_POST_INCLUDE_STABLE 기본 true.","path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md"}},{"type":"tool_use","name":"Shell","input":{"command":"sudo systemctl restart kis_backtest_web.service; sleep 2; systemctl is-active kis_backtest_web.service; curl -s -o /dev/null -w '%{http_code}\\n' http://127.0.0.1:5050/","description":"Restart backtest web and health-check"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Glob","input":{"target_directory":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools","glob_pattern":"*.json"}}]}}
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{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"url":"http://192.168.0.149:5050/?v=optuna-row-overfit-1"},"description":"Open backtest dashboard for Optuna table check","server":"cursor-ide-browser","toolName":"browser_navigate"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"lock","viewId":"ad4514"},"description":"Lock browser for Optuna UI clicks","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"element":"Optuna tab","ref":"e11","viewId":"ad4514"},"description":"Open Optuna tab","server":"cursor-ide-browser","toolName":"browser_click"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":40,"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_cdp.json"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"awaitPromise":true,"expression":"(async()=>{const logs=[]; const orig=console.error; console.error=function(){logs.push([...arguments].map(String).join(' ')); return orig.apply(console,arguments);}; optunaWatch('import_optuna_tail_tpe_20260815_225139'); await new Promise(r=>setTimeout(r,4000)); const learn=(opt_top5_learn_tbody&&opt_top5_learn_tbody.innerText||'').slice(0,400); const gated=(opt_top5_tbody&&opt_top5_tbody.innerText||'').slice(0,400); const stable=(opt_top5_stable_tbody&&opt_top5_stable_tbody.innerText||'').slice(0,400); const cmp=document.querySelector('h6'); const h6s=[...document.querySelectorAll('#tab-optuna h6, [data-tab-panel=\"optuna\"] h6, #optuna h6')].map(h=>h.innerText).slice(0,12); const allH6=[...document.querySelectorAll('h6')].map(h=>h.innerText).filter(t=>/비교표|학습 Top5|사후합격|안정 Top5/.test(t)); return JSON.stringify({learn,gated,stable,allH6,logs,hasCompare:!!document.querySelector('#opt_compare_tbody')&&opt_compare_tbody.classList.contains('d-none')});})()","returnByValue":true},"viewId":"ad4514"},"description":"Load Optuna job and read Top5 table texts","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" <h6>선택 후보 상세 <small class=\"text-muted\" id=\"opt_detail_title\">Top5「보기」선택</small></h6>","old_string":" <h6>선택 후보 상세 <small class=\"text-muted\" id=\"opt_detail_title\">Top5「보기」또는 비교표 행 선택</small></h6>","path":"/home/hoon/kis_bot/templates/backtest.html"}},{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"unlock","viewId":"ad4514"},"description":"Unlock browser after Optuna table check","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Shell","input":{"command":"sudo systemctl restart kis_backtest_web.service; sleep 2; systemctl is-active kis_backtest_web.service; curl -s -o /dev/null -w '%{http_code}\\n' http://127.0.0.1:5050/","description":"Restart web after HTML title tweak"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**비교표는 적용 판단용 표가 아니라서 뺐습니다.** 학습1위·사후합격1위·안정1위·`mode_combo`만 한 줄씩 모아 둔 요약이었고, **행별 과적합이 없고** 1위 숫자만 반복해서 쓸모가 없었습니다.\n\n`mode_combo`는 Optuna trial이 아니라 **TopN에서 축별 최빈값을 모아 한 번 다시 백테한 가상 조합**입니다. 실제 trial이 없어서 호가 표·과적합 행과 안 맞습니다. 상단 **mode_combo DB 적용** 버튼만 남겨 두었습니다.\n\n**안정점수**는 0~100 만점이 아닙니다. \n`일평균 PnL − λ × 일표준편차` (**원**). **높을수록 좋음**(들쭉날쭉·손실일이 적으면 커짐). 표 헤더는 `안정점수 ↑`.\n\n**과적합%**는 **0~100, 높을수록 위험**. 교차검증이 아니라 표본 장일·거래수·승률/PF 이상치 휴리스틱입니다. 이제 **학습 / 사후합격 / 안정 Top5 각 행 맨 뒤**에 붙었습니다. 임계값 분포는 접어 두었습니다.\n\n브라우저에서 `http://192.168.0.149:5050/` → Optuna → `꼬리(align)` 확인했습니다. 예: 학습1위 `#17` 과적합 **59% · 주의**, `#26` **26% · 상대적으로 낮음**. 웹 `active` · HTTP 200 · 콘솔 오류 없음.\n\n실매 엔진은 그대로입니다. 해외 모멘텀 Optuna 표는 종목핀 2열 레이아웃이라 이번엔 국장 Optuna 탭만 맞췄습니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Saturday, Aug 15, 2026, 11:54 PM (UTC+9)</timestamp>\n<user_query>\n근데 학습 탑5랑 사후합격5랑 똑같은데?? 다른경우도 나오나?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"학습 Top5와 사후합격 Top5가 같아 보이는 조건을 코드에서 확인하겠습니다."},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":317,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"optuna_report_gate|min_win_rate|min_pf","glob":"*.py","head_limit":40}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":80,"offset":1,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py"}},{"type":"tool_use","name":"Read","input":{"limit":50,"offset":60,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**지금 그 잡은 같아 보이는 게 정상입니다.** 다른 경우도 나옵니다.\n\n두 표는 같은 숫자를 두 번 그린 게 아니라 **필터만 다릅니다.**\n\n| 표 | 무엇 |\n|---|---|\n| **학습 Top5** (`results`) | 플러스 PnL trial을 **PnL 큰 순** |\n| **사후합격 Top5** (`results_gated`) | 그중에서 **승률 ≥ 40% · PF ≥ 1.0 · 최소 거래수** 통과한 것만, 역시 PnL 순 |\n\n방금 본 꼬리(align)는 학습 상위가 이미 승률 60~100%, PF 4.68~9999라서 **게이트를 전부 통과**합니다. 그래서 Top5 멤버·순서가 같습니다.\n\n**달라지는 때**는 학습 상위에 “수익은 큰데 게이트 탈락”이 끼일 때입니다. 예:\n\n- PnL은 1위인데 **승률 35%** → 학습에는 있고 사후합격에서는 빠짐\n- 거래 몇 건만 크게 먹어서 **PF &lt; 1** → 학습만\n- 사후합격이 비거나, 5위 안에 못 들어오는 자리가 생김 → 아래 순위가 올라와 **다른 trial**이 보임\n\n**안정 Top5**는 여기서 한 번 더 갈립니다. 사후합격 ∩ 손실일/최악일 게이트이고, 정렬이 PnL이 아니라 **안정점수**라서 지금처럼 `#18`이 1위가 됩니다.\n\n적용은 **사후합격·안정**을 보는 편이 맞습니다. 학습은 “Optuna가 뭘 1등으로 쳤는지” 참고용입니다. 플러스 PnL 상위가 전부 WR/PF 게이트를 넘기면 두 표는 계속 똑같이 나옵니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Saturday, Aug 15, 2026, 11:56 PM (UTC+9)</timestamp>\n<user_query>\n전략별롤 atr rsi ema 값 사용한느 전략이 있나?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"전략별로 ATR·RSI·EMA가 실제로 쓰이는지 코드에서 확인하겠습니다."},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/project-0-kis_bot-kis-code-assistant","pattern":".","glob":"**/tools/*.json"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader","pattern":"atr_|rsi_|ema_","glob":"**/*env_keys.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/engine","pattern":"atr_|rsi_|ema_","glob":"**/*engine*.py","head_limit":80}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"**/{breakout,scalp,scalping,range,box,holding}*env_keys.py","path":"/home/hoon/kis_bot/kis_trader","pattern":"ATR|RSI|EMA"}},{"type":"tool_use","name":"Glob","input":{"glob_pattern":"**/*env_keys.py","target_directory":"/home/hoon/kis_bot/kis_trader"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py}","head_limit":60,"path":"/home/hoon/kis_bot/kis_trader/engine","pattern":"use_ema|ema_fast|compute_ema|ATR_|RSI_","path_only":false}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py}","head_limit":50,"path":"/home/hoon/kis_bot/kis_trader/engine","pattern":"BREAKOUT_.*ATR|BREAKOUT_.*RSI|BREAKOUT_.*EMA|SCALP_.*ATR|SCALP_.*RSI|RANGE_.*ATR|RANGE_.*RSI"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py}","head_limit":40,"path":"/home/hoon/kis_bot/kis_trader","pattern":"use_ema_filter|ema_trend|compute_atr","glob_file_search":""}},{"type":"tool_use","name":"Grep","input":{"glob":"**/breakout*.py","head_limit":40,"path":"/home/hoon/kis_bot/kis_trader","pattern":"atr_|rsi_|ema_"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/range*.py","head_limit":30,"path":"/home/hoon/kis_bot/kis_trader","pattern":"atr_|rsi_|ema_"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"**/{scalping*,scalp*}","head_limit":40,"path":"/home/hoon/kis_bot/kis_trader","pattern":"atr_|rsi_|ema_|MACD"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/momentum*.py","head_limit":30,"path":"/home/hoon/kis_bot/kis_trader","pattern":"atr_|use_ema_filter|MOMENTUM_EMA"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py}","head_limit":25,"path":"/home/hoon/kis_bot/kis_trader/strategies","pattern":"BREAKOUT_RSI|rsi_threshold|use_rsi"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/dbband*","head_limit":20,"path":"/home/hoon/kis_bot/kis_trader","pattern":"atr_|rsi_|ema_"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"**/{scalping_engine.py,scalping.py,scalp*}","head_limit":25,"path":"/home/hoon/kis_bot/kis_trader","pattern":"atr_down_mult|ATR_DOWN"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/breakout.py","head_limit":20,"path":"/home/hoon/kis_bot/kis_trader/strategies","pattern":"rsi"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/momentum_hts_logic.py","head_limit":25,"path":"/home/hoon/kis_bot/kis_trader","pattern":"eval_ema|rsi_min|use_rsi"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/tail_engine.py","head_limit":20,"path":"/home/hoon/kis_bot/kis_trader","pattern":"ma20|ema|use_rsi_filter"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**있습니다.** 전략마다 쓰임이 다릅니다. 키만 있고 엔진이 안 쓰는 것도 있습니다.\n\n| 전략 | ATR | RSI | EMA |\n|------|-----|-----|-----|\n| **꼬리** | **씀** — 손절/익절 배수(`TAIL_STOP_ATR_MULT` 등) + % 캡. 지정가 진입(`limit_atr`)도 ATR | **씀** — `TAIL_USE_RSI_FILTER` 기본 ON, 과열 컷(`TAIL_RSI_THRESHOLD`) | **안 씀** — EMA가 아니라 **MA20(단순평균)** 옵션 (`TAIL_USE_MA20_FILTER` 기본 OFF) |\n| **모멘텀 / 해외모멘텀** | **안 씀** (로그 `atr_entry=0` 자리만) | **씀** — 하한/상한 필터. `USE_RSI_FILTER` 기본 **OFF** | **씀** — 빠른/느린 EMA 추세 필터 (`USE_EMA_FILTER`) |\n| **돌파** | **씀** — ATR 손절 모드 (`atr_sl_mult` + min/max %) | **안 씀** | **씀** — 옵션 (`BREAKOUT_USE_EMA_FILTER` 기본 OFF) |\n| **스캘핑** | ** practically 안 씀** — `ATR_DOWN_MULT`는 로드만 하고 트리거에 안 탐 | **씀** — 과매도/과매수 (`SCALP_RSI_*`) | **직접 필터는 아님** — MACD 켤 때만 내부에서 EMA(12/26)로 MACD 계산 |\n| **레인지/박스** | 자리만 (`atr_entry=0`) | 없음 | 없음 |\n\n정리하면:\n\n- **ATR을 진짜 쓰는 것:** 꼬리(청산·지정가), 돌파(손절)\n- **RSI를 진짜 쓰는 것:** 꼬리, 스캘핑, 모멘텀(필터 ON일 때)\n- **EMA 추세필터:** 모멘텀·해외모멘텀, 돌파(옵션)\n\nOptuna 그리드에 `atr_*` / `rsi_*` / `ema_*`가 있어도, 그 전략 엔진이 안 읽으면 학습만 되고 실매에는 안 먹습니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 12:02 AM (UTC+9)</timestamp>\n<user_query>\n합의(gated+mode, 실매 제외)\n진입: 없음 · 익절: 없음 · 손절: 없음 · 휩쏘: 없음 · 트레일: ARM 20,000\nstable#1 · trial #20 · 과적합 가능도 26% · 상대적으로 낮음\n과적합%=이 숫자만 믿으면 내일 틀릴 수 있는 정도(추정). AI 아님. 안정 후보\n기본(타점)\t진입호가\t익절호가\t손절호가\t휩쏘\n추천값\ttrial #20\n9건 · 36,942원\n구JSON · 재실행 필요\t구JSON · 재실행 필요\t구JSON · 재실행 필요\t구JSON · 재실행 필요\n후처리 성적\tOptuna 본결과\t구JSON · 재실행 필요\t구JSON · 재실행 필요\t구JSON · 재실행 필요\t구JSON · 재실행 필요\n적용\t\t\t\t\t\nlive · 실매 참고 (적용 없음)\n방금 돌파 돌렸는데 왜 구 json이래 방금 돌렸는데 어이가 없구만 다른전략도 다 이런거 아냐?\n분명 로그엔 잇느거 같은데 그리고 진입은 통과가 없는데 호가익절은 통과라면 진입은 꺼지고 호가익절만 켜지나?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"방금 돌린 돌파가 ‘구JSON’으로 뜨는 이유와, 진입 없음·익절 있음일 때 적용이 어떻게 켜지는지 코드와 로그를 대조하겠습니다."},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py,js}","head_limit":60,"path":"/home/hoon/kis_bot","pattern":"light_skip|구JSON|run_ob_whipsaw|reason.*light"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py,js}","head_limit":40,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"upto.*entry|entry.*ENABLED|apply.*upto"}},{"type":"tool_use","name":"Glob","input":{"glob_pattern":"*breakout*","target_directory":"/home/hoon/kis_bot/kis_trader/backtest/results"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":180,"offset":40,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Read","input":{"limit":220,"offset":520,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":450,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","pattern":"upto_s|orderbook_enabled|EXIT_OB|apply_upto|whipsaw_enabled"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":80,"offset":440,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Read","input":{"limit":120,"offset":730,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"attach_topn_postprocess|run_ob_whipsaw","glob":"**/*.py"}},{"type":"tool_use","name":"Shell","input":{"command":"python3 - <<'PY'\nimport json\nfrom pathlib import Path\np = Path('/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260815_235924.json')\ndata = json.loads(p.read_text())\npt = data.get('postprocess_topn') or {}\nprint('keys post', sorted(pt.keys())[:20])\nprint('run_ob', pt.get('run_ob_whipsaw'))\nprint('n_anchors', len(pt.get('postprocess_by_anchor') or []))\ncons = pt.get('postprocess_consensus') or {}\nprint('consensus', {k: {kk: cons.get(k,{}).get(kk) for kk in ('ok','reason')} for k in ('entry','exit','stop','whipsaw','trail','orderbook')})\nfor a in (pt.get('postprocess_by_anchor') or [])[:8]:\n ob = a.get('orderbook') or {}\n en = ob.get('entry') or {}\n ex = ob.get('exit') or {}\n st = ob.get('stop') or {}\n ws = a.get('whipsaw') or {}\n print(a.get('id'), 'trial', a.get('optuna_trial_number'),\n 'ob', ob.get('ok'), ob.get('reason'),\n 'entry', en.get('ok'), en.get('reason'),\n 'exit', ex.get('ok'), ex.get('reason'),\n 'ws', ws.get('ok'), ws.get('reason'))\nprint('orderbook_recommend', (data.get('orderbook_recommend') or {}).get('ok'), (data.get('orderbook_recommend') or {}).get('reason'))\nprint('strategy', data.get('strategy'), 'n_gated', data.get('n_results_gated'), len(data.get('results_gated') or []))\nPY","description":"Inspect breakout Optuna JSON postprocess anchors"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_optuna.py","pattern":"attach_topn_postprocess|후처리|postprocess"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_mode_combo.py","pattern":"attach_topn_postprocess|후처리"}},{"type":"tool_use","name":"Glob","input":{"glob_pattern":"*breakout*20260815*","target_directory":"/home/hoon/kis_bot/logs"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":845,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":80,"offset":230,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_mode_combo.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":620,"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_optuna.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/logs/optuna_web_breakout_20260815_235740.log","pattern":"후처리|mode_combo|SIGBUS|TopN|orderbook"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":770,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/logs/optuna_web_breakout_20260815_235740.log","offset":50}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"announce_optuna_json|OPTUNA_RESULT_JSON|finished_at"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py","pattern":"OPTUNA_RESULT_JSON|result_json|alive=False|ALL DONE"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":80,"offset":1040,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":1068,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py"}},{"type":"tool_use","name":"Read","input":{"limit":50,"offset":600,"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_optuna.py"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":848,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Shell","input":{"command":"wc -l /home/hoon/kis_bot/logs/optuna_web_breakout_20260815_235740.log; python3 - <<'PY'\nimport json, os\nfrom pathlib import Path\np=Path('/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260815_235924.json')\nprint('mtime', p.stat().st_mtime)\nprint('size', p.stat().st_size)\ndata=json.loads(p.read_text())\nprint('postprocess', bool(data.get('postprocess_topn')), 'mode_combo keys', list((data.get('mode_combo') or {}).keys())[:12])\nprint('has backtest', bool((data.get('mode_combo') or {}).get('backtest')))\nPY\nps aux | grep -E 'param_search_optuna|breakout' | grep -v grep | head","description":"Check if breakout Optuna still running and JSON state"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":90,"offset":990,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Read","input":{"limit":50,"offset":848,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"원인은 후처리가 아직 돌아가는 중에 중간 JSON을 ‘완료’로 본 것입니다. PID가 살아 있으면 완료로 치지 않고, 진입 추천이 없으면 진입 호가는 끄도록 적용 로직을 맞추겠습니다."},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":430,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_breakout.py"}},{"type":"tool_use","name":"Read","input":{"limit":30,"offset":540,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_momentum.py"}},{"type":"tool_use","name":"Read","input":{"limit":30,"offset":510,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_scalping.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" alive = _pid_alive(pid)\n # 중간저장 JSON(OPTUNA_RESULT_JSON)만 보고 완료 처리하면 후처리(호가) 중에\n # 「구JSON」이 뜬다. PID 살아 있으면 무조건 진행 중.\n log_path = str(m.get(\"log_path\") or \"\")","old_string":" alive = _pid_alive(pid)\n log_path = str(m.get(\"log_path\") or \"\")","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if m.get(\"status\") not in (\"done\", \"error\") or alive:\n # 로그에 결과 JSON 이 이미 찍혔어도, 프로세스가 살아 있으면 후처리 중일 수 있음.\n # 「최종 JSON」이 찍히고 PID 가 죽은 뒤에만 완료.\n rj = m.get(\"result_json\")\n log_tail = _tail_text(log_path, 80) or \"\"\n final_json = (\"최종 JSON\" in log_tail) or (\"[후처리 TopN]\" in log_tail)\n if m.get(\"kind\") not in (\"seq\", \"seq4\") and alive:\n m[\"status\"] = \"running\"\n m[\"finished_at\"] = None\n elif m.get(\"kind\") not in (\"seq\", \"seq4\") and rj and Path(str(rj)).is_file() and (\n \"OPTUNA_RESULT_JSON=\" in log_tail\n ) and final_json:\n alive = False\n elif m.get(\"kind\") not in (\"seq\", \"seq4\") and rj and Path(str(rj)).is_file() and (\n \"OPTUNA_RESULT_JSON=\" in log_tail\n ) and not alive:\n pass # 프로세스 종료 + JSON 있음 → 아래 done\n if alive:\n m[\"status\"] = \"running\"\n m[\"finished_at\"] = None\n else:","old_string":" if m.get(\"status\") not in (\"done\", \"error\"):\n # 로그에 결과 JSON 이 이미 찍혔으면 좀비/고아 PID 여도 완료로 확정\n rj = m.get(\"result_json\")\n # 순차(꼬리 align+limit_atr 등): 첫 스터디 JSON이 찍혀도 다음 스터디가 남음\n if m.get(\"kind\") not in (\"seq\", \"seq4\") and rj and Path(str(rj)).is_file() and (\n \"OPTUNA_RESULT_JSON=\" in (_tail_text(log_path, 40) or \"\")\n ):\n alive = False\n if alive:\n m[\"status\"] = \"running\"\n else:","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" post_topn = data.get(\"postprocess_topn\")\n # 웹 새로고침에서 가짜 light_skip 앵커를 만들지 않음.\n # (중간 JSON + run_ob=False attach → 「구JSON」오인)\n if not isinstance(post_topn, dict) or not post_topn.get(\"postprocess_by_anchor\"):\n post_topn = None\n if isinstance(post_topn, dict) and post_topn.get(\"postprocess_by_anchor\"):","old_string":" post_topn = data.get(\"postprocess_topn\")\n if not isinstance(post_topn, dict) or not post_topn.get(\"postprocess_by_anchor\"):\n try:\n from kis_trader.backtest.optuna_postprocess_topn import attach_topn_postprocess\n # 웹 새로고침: 호가 1000회 재탐색 금지(DB/CPU). 트레일·과적합%만.\n attach_topn_postprocess(\n data, evaluate_fn=None, log=None, run_ob_whipsaw=False,\n )\n post_topn = data.get(\"postprocess_topn\")\n except Exception:\n post_topn = None\n if isinstance(post_topn, dict) and post_topn.get(\"postprocess_by_anchor\"):","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if idx >= _UPTO_ORDER.index(\"entry\"):\n ep = build_entry_ob_env_patch(ob, strat_u)\n if ep:\n patch.update(ep)\n else:\n notes.append(\"진입호가 추천 없음 → 진입 필터 OFF\")\n pfx = _later_axes_off_patch.__doc__ # noqa: keep pfx via helper\n from kis_trader.backtest.optuna_orderbook_recommend import _env_pfx\n epfx = _env_pfx(strat_u)\n if epfx:\n patch[f\"{epfx}_ORDERBOOK_FILTER_ENABLED\"] = \"false\"\n if idx >= _UPTO_ORDER.index(\"exit\"):\n xp = build_exit_ob_env_patch(ob, strat_u)\n if xp:\n patch.update(xp)\n elif strat_u not in (\"MOMENTUM\", \"BREAKOUT\"):\n notes.append(\"익절호가 해당없음\")\n else:\n notes.append(\"익절호가 추천 없음 → 익절호가 OFF\")\n from kis_trader.backtest.optuna_orderbook_recommend import _env_pfx\n epfx = _env_pfx(strat_u)\n if epfx:\n patch[f\"{epfx}_EXIT_OB_ENABLED\"] = \"false\"\n if idx >= _UPTO_ORDER.index(\"stop\"):\n sp = build_stop_ob_env_patch(ob, strat_u)\n if sp:\n patch.update(sp)\n elif strat_u not in (\"MOMENTUM\", \"BREAKOUT\"):\n notes.append(\"손절호가 해당없음\")\n else:\n notes.append(\"손절호가 추천 없음 → 손절호가 OFF\")\n from kis_trader.backtest.optuna_orderbook_recommend import _env_pfx\n epfx = _env_pfx(strat_u)\n if epfx:\n patch[f\"{epfx}_STOP_OB_ENABLED\"] = \"false\"","old_string":" if idx >= _UPTO_ORDER.index(\"entry\"):\n ep = build_entry_ob_env_patch(ob, strat_u)\n if ep:\n patch.update(ep)\n else:\n notes.append(\"진입호가 추천 없음\")\n if idx >= _UPTO_ORDER.index(\"exit\"):\n xp = build_exit_ob_env_patch(ob, strat_u)\n if xp:\n patch.update(xp)\n elif strat_u not in (\"MOMENTUM\", \"BREAKOUT\"):\n notes.append(\"익절호가 해당없음\")\n else:\n notes.append(\"익절호가 추천 없음\")\n if idx >= _UPTO_ORDER.index(\"stop\"):\n sp = build_stop_ob_env_patch(ob, strat_u)\n if sp:\n patch.update(sp)\n elif strat_u not in (\"MOMENTUM\", \"BREAKOUT\"):\n notes.append(\"손절호가 해당없음\")\n else:\n notes.append(\"손절호가 추천 없음\")","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":100,"offset":760,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":1055,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" if alive and m.get(\"status\") != \"done\":\n m[\"status\"] = \"running\"\n m[\"finished_at\"] = None\n elif not alive:","old_string":" if m.get(\"status\") not in (\"done\", \"error\") or alive:\n # 로그에 결과 JSON 이 이미 찍혔어도, 프로세스가 살아 있으면 후처리 중일 수 있음.\n # 「최종 JSON」이 찍히고 PID 가 죽은 뒤에만 완료.\n rj = m.get(\"result_json\")\n log_tail = _tail_text(log_path, 80) or \"\"\n final_json = (\"최종 JSON\" in log_tail) or (\"[후처리 TopN]\" in log_tail)\n if m.get(\"kind\") not in (\"seq\", \"seq4\") and alive:\n m[\"status\"] = \"running\"\n m[\"finished_at\"] = None\n elif m.get(\"kind\") not in (\"seq\", \"seq4\") and rj and Path(str(rj)).is_file() and (\n \"OPTUNA_RESULT_JSON=\" in log_tail\n ) and final_json:\n alive = False\n elif m.get(\"kind\") not in (\"seq\", \"seq4\") and rj and Path(str(rj)).is_file() and (\n \"OPTUNA_RESULT_JSON=\" in log_tail\n ) and not alive:\n pass # 프로세스 종료 + JSON 있음 → 아래 done\n if alive:\n m[\"status\"] = \"running\"\n m[\"finished_at\"] = None\n else:","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" from kis_trader.backtest.optuna_orderbook_recommend import (\n _env_pfx,\n build_entry_ob_env_patch,\n build_exit_ob_env_patch,\n build_stop_ob_env_patch,\n )\n from kis_trader.backtest.optuna_whipsaw_recommend import build_whipsaw_env_patch\n\n u = str(upto or \"base\").strip().lower()\n if u not in _UPTO_ORDER:\n raise ValueError(f\"upto 는 {_UPTO_ORDER} 만 (got {upto})\")\n notes: List[str] = []\n strat_u = str(strategy or data.get(\"strategy\") or \"\").strip().upper()\n if strat_u in (\"TAIL\", \"SHORT\"):\n strat_u = \"TAIL\"\n elif strat_u in (\"SCALPING\", \"SCALP\"):\n strat_u = \"SCALP\"\n elif strat_u in (\"US_MOMENTUM\",):\n strat_u = \"US_MOMENTUM\"\n elif strat_u in (\"MOMENTUM\",):\n strat_u = \"MOMENTUM\"\n epfx = _env_pfx(strat_u)\n\n anchor = pick_postprocess_anchor(data, source, rank)\n if not anchor:\n notes.append(\"후처리 앵커 없음(구 JSON이면 재실행 필요)\")\n return {}, notes\n ob = dict(anchor.get(\"orderbook\") or {})\n ob[\"strategy\"] = strat_u\n ws = dict(anchor.get(\"whipsaw\") or {})\n ws[\"strategy\"] = strat_u\n patch: Dict[str, str] = {}\n idx = _UPTO_ORDER.index(u)\n if u == \"base\":\n patch.update(_later_axes_off_patch(strat_u, u))\n notes.append(\"뒤쪽 후처리축 ENABLED=false (숫자는 유지)\")\n return patch, notes\n if idx >= _UPTO_ORDER.index(\"entry\"):\n ep = build_entry_ob_env_patch(ob, strat_u)\n if ep:\n patch.update(ep)\n else:\n notes.append(\"진입호가 추천 없음 → 진입 필터 OFF\")\n if epfx:\n patch[f\"{epfx}_ORDERBOOK_FILTER_ENABLED\"] = \"false\"\n if idx >= _UPTO_ORDER.index(\"exit\"):\n xp = build_exit_ob_env_patch(ob, strat_u)\n if xp:\n patch.update(xp)\n elif strat_u not in (\"MOMENTUM\", \"BREAKOUT\"):\n notes.append(\"익절호가 해당없음\")\n else:\n notes.append(\"익절호가 추천 없음 → 익절호가 OFF\")\n if epfx:\n patch[f\"{epfx}_EXIT_OB_ENABLED\"] = \"false\"\n if idx >= _UPTO_ORDER.index(\"stop\"):\n sp = build_stop_ob_env_patch(ob, strat_u)\n if sp:\n patch.update(sp)\n elif strat_u not in (\"MOMENTUM\", \"BREAKOUT\"):\n notes.append(\"손절호가 해당없음\")\n else:\n notes.append(\"손절호가 추천 없음 → 손절호가 OFF\")\n if epfx:\n patch[f\"{epfx}_STOP_OB_ENABLED\"] = \"false\"","old_string":" from kis_trader.backtest.optuna_orderbook_recommend import (\n build_entry_ob_env_patch,\n build_exit_ob_env_patch,\n build_stop_ob_env_patch,\n )\n from kis_trader.backtest.optuna_whipsaw_recommend import build_whipsaw_env_patch\n\n u = str(upto or \"base\").strip().lower()\n if u not in _UPTO_ORDER:\n raise ValueError(f\"upto 는 {_UPTO_ORDER} 만 (got {upto})\")\n notes: List[str] = []\n strat_u = str(strategy or data.get(\"strategy\") or \"\").strip().upper()\n if strat_u in (\"TAIL\", \"SHORT\"):\n strat_u = \"TAIL\"\n elif strat_u in (\"SCALPING\", \"SCALP\"):\n strat_u = \"SCALP\"\n elif strat_u in (\"US_MOMENTUM\",):\n strat_u = \"US_MOMENTUM\"\n elif strat_u in (\"MOMENTUM\",):\n strat_u = \"MOMENTUM\"\n\n anchor = pick_postprocess_anchor(data, source, rank)\n if not anchor:\n notes.append(\"후처리 앵커 없음(구 JSON이면 재실행 필요)\")\n return {}, notes\n ob = dict(anchor.get(\"orderbook\") or {})\n ob[\"strategy\"] = strat_u\n ws = dict(anchor.get(\"whipsaw\") or {})\n ws[\"strategy\"] = strat_u\n patch: Dict[str, str] = {}\n idx = _UPTO_ORDER.index(u)\n if u == \"base\":\n patch.update(_later_axes_off_patch(strat_u, u))\n notes.append(\"뒤쪽 후처리축 ENABLED=false (숫자는 유지)\")\n return patch, notes\n if idx >= _UPTO_ORDER.index(\"entry\"):\n ep = build_entry_ob_env_patch(ob, strat_u)\n if ep:\n patch.update(ep)\n else:\n notes.append(\"진입호가 추천 없음 → 진입 필터 OFF\")\n pfx = _later_axes_off_patch.__doc__ # noqa: keep pfx via helper\n from kis_trader.backtest.optuna_orderbook_recommend import _env_pfx\n epfx = _env_pfx(strat_u)\n if epfx:\n patch[f\"{epfx}_ORDERBOOK_FILTER_ENABLED\"] = \"false\"\n if idx >= _UPTO_ORDER.index(\"exit\"):\n xp = build_exit_ob_env_patch(ob, strat_u)\n if xp:\n patch.update(xp)\n elif strat_u not in (\"MOMENTUM\", \"BREAKOUT\"):\n notes.append(\"익절호가 해당없음\")\n else:\n notes.append(\"익절호가 추천 없음 → 익절호가 OFF\")\n from kis_trader.backtest.optuna_orderbook_recommend import _env_pfx\n epfx = _env_pfx(strat_u)\n if epfx:\n patch[f\"{epfx}_EXIT_OB_ENABLED\"] = \"false\"\n if idx >= _UPTO_ORDER.index(\"stop\"):\n sp = build_stop_ob_env_patch(ob, strat_u)\n if sp:\n patch.update(sp)\n elif strat_u not in (\"MOMENTUM\", \"BREAKOUT\"):\n notes.append(\"손절호가 해당없음\")\n else:\n notes.append(\"손절호가 추천 없음 → 손절호가 OFF\")\n from kis_trader.backtest.optuna_orderbook_recommend import _env_pfx\n epfx = _env_pfx(strat_u)\n if epfx:\n patch[f\"{epfx}_STOP_OB_ENABLED\"] = \"false\"","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" light_skip: '후처리 미저장 · 진행 중이면 완료 후 새로고침',","old_string":" light_skip: '구JSON · 재실행 필요',","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Read","input":{"limit":25,"offset":3948,"path":"/home/hoon/kis_bot/templates/backtest.html"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":50,"offset":1060,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" <span id=\"opt_pp_rerun_status\" class=\"text-muted ms-1\">후처리가 로그에만 있고 표가 비면, 잡이 끝난 뒤 새로고침하세요. 진짜 구 JSON만 재실행.</span>","old_string":" <span id=\"opt_pp_rerun_status\" class=\"text-muted ms-1\">구 JSON은 재실행해야 호가/휩쏘 숫자가 채워집니다.</span>","path":"/home/hoon/kis_bot/templates/backtest.html"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" if alive:\n m[\"status\"] = \"running\"\n m[\"finished_at\"] = None\n elif not alive:\n # 프로세스 종료\n if m.get(\"result_json\") and Path(str(m[\"result_json\"])).is_file():\n m[\"status\"] = \"done\"","old_string":" if alive and m.get(\"status\") != \"done\":\n m[\"status\"] = \"running\"\n m[\"finished_at\"] = None\n elif not alive:\n # 프로세스 종료\n if m.get(\"result_json\") and Path(str(m[\"result_json\"])).is_file():\n m[\"status\"] = \"done\"","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":80,"offset":1064,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" if alive:\n m[\"status\"] = \"running\"\n m[\"finished_at\"] = None\n elif not alive:\n # 프로세스 종료\n if m.get(\"result_json\") and Path(str(m[\"result_json\"])).is_file():\n m[\"status\"] = \"done\"\n elif m.get(\"kind\") in (\"seq4\", \"seq\") and m.get(\"status\") != \"done\":\n tail = _tail_text(log_path, 20)\n if \"ALL DONE\" in (tail or \"\"):\n m[\"status\"] = \"done\"\n else:\n m[\"status\"] = \"error\"\n m[\"error\"] = m.get(\"error\") or \"process ended without ALL DONE\"\n else:\n strat = str(m.get(\"strategy\") or \"\")\n if strat and strat not in (\"all\", \"seq\"):\n globs = [\n f\"optuna_{strat}_{m.get('mode') or 'tpe'}_*.json\",\n f\"optuna_{strat}_*.json\",\n ]\n if strat == \"us_momentum\":\n globs.append(\"optuna_momentum_tpe_*.json\")\n globs.append(\"optuna_momentum_*.json\")\n cands = []\n for g in globs:\n cands.extend(RESULTS_DIR.glob(g))\n cands = sorted(\n {p.resolve(): p for p in cands}.values(),\n key=lambda p: p.stat().st_mtime,\n reverse=True,\n )\n if cands and cands[0].stat().st_mtime >= float(m.get(\"started_ts\") or 0) - 5:\n m[\"result_json\"] = str(cands[0])\n brief = Path(str(cands[0]).replace(\".json\", \".briefing.md\"))\n if brief.is_file():\n m[\"briefing_md\"] = str(brief)\n m[\"status\"] = \"done\"\n else:\n m[\"status\"] = \"error\"\n m[\"error\"] = m.get(\"error\") or \"process ended (no result json)\"\n else:\n m[\"status\"] = \"error\"\n m[\"error\"] = m.get(\"error\") or \"process ended\"\n if m[\"status\"] in (\"done\", \"error\") and not m.get(\"finished_at\"):\n m[\"finished_at\"] = _now_iso()\n m[\"finished_ts\"] = time.time()\n elif m[\"status\"] in (\"done\", \"error\") and not m.get(\"finished_ts\"):\n fa = str(m.get(\"finished_at\") or \"\")[:19]\n try:\n m[\"finished_ts\"] = datetime.strptime(fa, \"%Y-%m-%dT%H:%M:%S\").timestamp()\n except Exception:\n m[\"finished_ts\"] = float(m.get(\"started_ts\") or time.time())","old_string":" if alive:\n m[\"status\"] = \"running\"\n m[\"finished_at\"] = None\n elif not alive:\n # 프로세스 종료\n if m.get(\"result_json\") and Path(str(m[\"result_json\"])).is_file():\n m[\"status\"] = \"done\"\n elif m.get(\"kind\") in (\"seq4\", \"seq\") and m.get(\"status\") != \"done\":\n # seq 마스터가 죽었는데 ALL DONE 없으면 error 가능\n tail = _tail_text(log_path, 20)\n if \"ALL DONE\" in (tail or \"\"):\n m[\"status\"] = \"done\"\n else:\n m[\"status\"] = \"error\"\n m[\"error\"] = m.get(\"error\") or \"process ended without ALL DONE\"\n else:\n # 싱글: 결과 JSON 최신 glob 보조\n strat = str(m.get(\"strategy\") or \"\")\n if strat and strat not in (\"all\", \"seq\"):\n # us_momentum 결과 파일명: optuna_us_momentum_* (구버전 momentum_* 폴백)\n globs = [\n f\"optuna_{strat}_{m.get('mode') or 'tpe'}_*.json\",\n f\"optuna_{strat}_*.json\",\n ]\n if strat == \"us_momentum\":\n globs.append(\"optuna_momentum_tpe_*.json\")\n globs.append(\"optuna_momentum_*.json\")\n cands = []\n for g in globs:\n cands.extend(RESULTS_DIR.glob(g))\n cands = sorted(\n {p.resolve(): p for p in cands}.values(),\n key=lambda p: p.stat().st_mtime,\n reverse=True,\n )\n if cands and cands[0].stat().st_mtime >= float(m.get(\"started_ts\") or 0) - 5:\n m[\"result_json\"] = str(cands[0])\n brief = Path(str(cands[0]).replace(\".json\", \".briefing.md\"))\n if brief.is_file():\n m[\"briefing_md\"] = str(brief)\n m[\"status\"] = \"done\"\n else:\n m[\"status\"] = \"error\"\n m[\"error\"] = m.get(\"error\") or \"process ended (no result json)\"\n else:\n m[\"status\"] = \"error\"\n m[\"error\"] = m.get(\"error\") or \"process ended\"\n if m[\"status\"] in (\"done\", \"error\") and not m.get(\"finished_at\"):\n m[\"finished_at\"] = _now_iso()\n m[\"finished_ts\"] = time.time()\n elif m[\"status\"] in (\"done\", \"error\") and not m.get(\"finished_ts\"):\n fa = str(m.get(\"finished_at\") or \"\")[:19]\n try:\n m[\"finished_ts\"] = datetime.strptime(fa, \"%Y-%m-%dT%H:%M:%S\").timestamp()\n except Exception:\n m[\"finished_ts\"] = float(m.get(\"started_ts\") or time.time())","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Shell","input":{"command":"python3 -m py_compile /home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py /home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py && sudo systemctl restart kis_backtest_web.service && sleep 2 && systemctl is-active kis_backtest_web.service && curl -s -o /dev/null -w '%{http_code}\\n' http://127.0.0.1:5050/","description":"Compile, restart web, health-check"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**구JSON이 아닙니다.** 돌파 Optuna가 **아직 후처리 중인데**, 웹이 중간 저장 파일을 보고 **완료 처리**한 겁니다.\n\n로그에 진입/익절 합의가 찍히는 건 맞습니다. 그때는 메모리에서 계산 중이고, **디스크 JSON에 `postprocess_topn`이 아직 없습니다.** trial이 끝난 직후 `OPTUNA_RESULT_JSON=`이 먼저 나와서, 웹이 PID가 살아 있는데도 끝낸 줄 알고 빈 칸에 「구JSON」을 붙였습니다. **꼬리·모멘텀·스캘프도 같은 함정**입니다.\n\n방금 그 돌파 프로세스(호가 후처리)는 제가 볼 때도 살아 있었습니다. **끝날 때까지 기다린 뒤 새로고침**하면 표가 채워집니다. 돌아가는 중에 「이 잡 후처리 재실행」은 누르지 마세요.\n\n웹은 이제 **PID가 살아 있으면 진행 중**으로 두고, 빈 후처리를 구JSON으로 위장하지 않습니다.\n\n---\n\n**진입 없음 + 익절 있음**에서 「익절까지」를 누르면:\n\n- **진입 호가 필터 OFF** (`BREAKOUT_ORDERBOOK_FILTER_ENABLED=false`)\n- **익절 호가 ON** (로그에 나온 합의값)\n- 그보다 뒤(손절 호가)는 OFF\n\n예전에는 진입 추천이 없으면 **DB에 있던 진입 설정을 그대로 두는** 구멍이 있었습니다. 지금은 위처럼 끕니다.\n\n돌파 휩쏘는 로그에 숫자가 나와도 **DB 적용은 스킵**입니다(돌파 특성). 실매 엔진은 그대로입니다. 웹 `active` · HTTP 200."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 12:19 AM (UTC+9)</timestamp>\n<user_query>\n📈 KIS Quant Dashboard\n돌파 완료 30/30\n100% · best#20 WR 77.8% · PnL 36,942원 · PF 23.09 · MDD — · 9건\n돌파 백테 완료 2026-08-12~2026-08-14\n100%\n업데이트: 2026. 8. 16. 오전 12:16:41\n매매\n모의 · active\n시세:키움(실) | 호가:키움(실) | DB:후보\n📊 실거래 분석\n📈 오늘 운영\n⚙️ 운영 설정\n💼 보유·매도\n📉 스캘핑 백테스트\n🎣 꼬리잡기 백테스트\n🚀 돌파매매 백테스트\n🌊 모멘텀 백테스트\n🇺🇸 해외 모멘텀\n🔬 Optuna\n📈 홀딩 전략\n📦 박스엔진\n📡 영구구독 관리\n📢 DART 수주\n시작일\n2026-08-12\n종료일\n2026-08-14\nLookback(분봉)\n1\nVolWin(분봉)\n2\n1분회전율min(%)\n유통주식 대비 · BREAKOUT_MIN_TURNOVER_1M_PCT\n0.25\n거래량배수(보조)\n0=OFF · BREAKOUT_VOL_MULT\n1.7\n직전봉↑min(%)\n0.30000000000000004\n직전봉↑max(%)\n17\n진입모드\nB intrabar\nB슬리피지(%)\n0\n1회투자(원)\n300000\n동시보유(종)\n8\n총운용한도(원)\n1200000\nTRIGGER 필터 — HTS breakout SCAN 통과 후 엔진 검사\nHTS중복스킵\n손절모드\nBREAKOUT_SL_MODE\n\nfixed(%)\n손절(%)\n4\nATR기간\nBREAKOUT_ATR_PERIOD\n14\nATR손절배\nBREAKOUT_ATR_SL_MULT\n3.2\nATR손절하한%\nMIN_PCT\n0.8\nATR손절상한%\nMAX_PCT\n6\n익절(%)\n11\n트레일(%)\n1.9\n트레일무장(%)\n1.6\n어깨발동(%)\n4.3\n어깨폭(%)\n0.6\n매수시작\n900\n매수종료\n1530\nEOD청산\nEOD시각\n15:15\n최대보유(분)\n150\n일일최대\n100\n쿨다운(분)\n30\n급등주(%)\n32\n최소가격\n2500\n돌파확인여유(%)\n0\n양봉몸통최소(%)\n0.1\n래칫티어\n5.5:2.5\n1회최대손실\n150000\nEMA추세필터 (TRIGGER)\n호가필터(백테)\n프로그램필터(백테)\n스프레드(%)\nMAX_SPREAD\n2.78\nEMA빠름\nfast · BREAKOUT_EMA_FAST_PERIOD\n9\nEMA느림\nslow · BREAKOUT_EMA_SLOW_PERIOD\n34\n📅 다단트레일 ON이면 당일 실현손익 고점 대비 되돌릴 때 신규매수만 중단. 리스크버짓(B) ON이면 hit 후 보유최악손절합>cushion 이면 전량정리. DB=BREAKOUT_DAILY_PROFIT_*.\n다단트레일\n리스크버짓(B)\n다단규칙(수익원:컷%,…)\n프리셋 선택…(직접입력)\n15000:40,30000:30,60000:20\n단일되돌림(%)\n0\n발동최소수익(원)\n0\n방식\ntrailing\n저장 후보 이력 — 체크: DB 슬롯·후보 / 해제: ws_candles 전 종목\n이력소스\n\n키움 (target_candidates)\n캔들\n\n기본\n시세(틱)\n\n기본\n호가\n\n기본\nenv 타임라인 — 체크: 그 시각 DB설정 재현 / 해제(기본): 폼 파람으로 구간 전체\n탐색: CLI · 전역 1잡\ndone 100% 2026-08-12~2026-08-14 · 완료 trades=9 PnL=6203 · /home/hoon/kis_bot/logs/breakout_bt_20260812_20260814_20260816_001657.log · 전역 1잡 · 탭 이동 OK\n📖 키움 'breakout' 조건식 ↔ 봇 룰 매핑\n진입모드 B\tintrabar=봉 안 저항 돌파·현재가 (실매·HTS E) · align=확정봉 후 다음봉 시가 (구 A안)\nLookback / VolWin\t둘 다 1이면 키움 'breakout' 조건과 100% 동일 (직전 1봉 기준)\n1분회전율 / 거래량배수\t회전율=유통주식 대비 1분 체결%(ka10001) 1차 · 거래량배수=직전 N봉 평균×배수(0=OFF, HTS 300%=3)\n직전봉 등락률\t키움 조건은 1~10%. 0.5~15% 범위에서 튜닝 가능.\n매수시작/종료\t파라서치 fast는 10:30·11:30 종료 탐색. 웹에서 15:30이면 1위 조합과 불일치·수익 악화.\n운용한도\t총수익률·일평균 % 분모. 파라서치 --total-budget 와 동일해야 비교 가능.\n손절/익절/트레일\t봇 BREAKOUT_STOP_LOSS_PCT=-2% / TAKE_PROFIT=+5% / TRAIL=1.5% 기본\n트레일무장(%)\t고점이 진입가×(1+무장%) 도달 후에만 보조 트레일 작동. 0=즉시 · 백테 1.5% 권장(본전청산↓)\n급등주(%)\t당일 시가 대비 누적 상승률. 이 값 초과 종목은 이격 과열로 진입 금지.\n일일최대 / 쿨다운\t돌파는 종목당 1번/일 권장. 손절 후 30분 재진입 금지로 휩쏘 회피.\n유니버스: 저장 이력 1383슬롯 진입 INTRABAR | Lookback 7분 | 회전율≥0.2% · VolWin9분×2.4배 | 직전봉 0.9~24.0% | 가짜돌파필터(여유0.3%·몸통0.0%) | EMA필터 OFF | 손절-5.6% 익절+5.5% 트레일5.1%(무장3.7%) | 0900-1530 | 2026-08-12~2026-08-14 | 일100회 쿨다운30분 | 1회 300,000원 · 동시8종 · 한도 1,200,000원 | 종목수 540개\n💰 총한도 1,200,000원 < 동시8×1회투자 2,400,000원 — 잔여금 소액매수·과다 회전 위험. 실매 정렬: 총한도↑ 또는 동시보유↓\n📊 매수재생 틱DB(ws_ticks) | 틱 790,950건 · 분봉커버 구독구간 13.52% · 거래종목 35.45%(9종) · 전체 9.43% · 틱종목 9.47% (534/540종)\n총 거래\n9건\n승률\n44.44%\n순손익(수수료·세금 포함)\n6,203원\nProfit Factor\n1.22\n최대 낙폭(MDD)\n-26,537원\n평균 보유(분)\n83분\n총 수익률(운용한도 대비)\n+0.52%\n일평균 수익률\n+0.173%\n🟢 승 4건 (44.44%)\n🔴 패 5건 (55.6%)\n누적 손익 곡선 (가상)\n매도 이유 분포\n일별 손익 (가상)\n가상 거래 내역 (최근 200건)\n📋 백테 BREAKOUT · 한도 1,200,000원 | 장중 누적 최고 +12,469원 (2026-08-13 09:20:00) | 최종 누적 6,203원\n정렬\n종목\t매수시각\t매도시각\t매수가\t매도가\t수량\t손익(원)\t수익률%\t누적손익\t누적%\t보유(분)\t체결디버그\t매수호가\n녹OK · 노랑참고 · 빨강나쁨\t매도호가\n녹OK · 노랑참고 · 빨강나쁨\t매도사유\nDN오토모티브\n007340\n2026-08-14 13:36:00\t2026-08-14 13:39:16\t51,500\t55,000\t5\t16,925\t+6.80%\t6,203\t+0.52%\t3.3\t-→-\t팔대기많음\n가격간격 OK 0.20% (2.78%까지)\n살 힘 OK 1.09 (1.00 이상)\n사겠음 580주 · 팔겠음 534주\n시차 +1s · filter_eval\t수급약함\nOR 약함 0.11 (총사겠음÷총팔겠음, 기준 0.65)\n가격간격 OK 0.18%\n총사겠음 273 · 총팔겠음 2,388\n시차 +0s · kiwoom_0d\ttake_profit\n현대해상\n001450\n2026-08-14 10:19:00\t2026-08-14 12:09:01\t45,200\t45,275\t6\t-120\t+0.17%\t-10,722\t-0.89%\t110\t-→-\t살힘약함\n가격간격 OK 0.11% (2.78%까지)\n살 힘 약함 0.09 (1.00 이상)\n사겠음 865주 · 팔겠음 10,026주\n시차 +0s · kiwoom_0d\t수급약함\nOR 약함 0.31 (총사겠음÷총팔겠음, 기준 0.65)\n가격간격 OK 0.11%\n총사겠음 4,079 · 총팔겠음 13,116\n시차 +0s · kiwoom_0d\tmax_hold\n클로봇\n466100\n2026-08-14 09:07:00\t2026-08-14 10:20:00\t30,500\t30,950\t9\t3,466\t+1.48%\t-10,602\t-0.88%\t73\t-→bt_flatten\t살사람적음\n가격간격 OK 0.16% (2.78%까지)\n살 힘 약함 0.59 (1.00 이상)\n사겠음 1,305주 · 팔겠음 2,207주\n시차 +107s · filter_eval\t수급OK\nOR OK 2.49 (총사겠음÷총팔겠음, 기준 0.65)\n가격간격 OK 0.16%\n총사겠음 20,300 · 총팔겠음 8,138\n시차 +3s · kiwoom_0d\tbt_flatten\n다날\n064260\n2026-08-14 09:01:00\t2026-08-14 09:14:00\t5,300\t5,180\t56\t-7,330\t-2.26%\t-14,068\t-1.17%\t13\t-→bt_flatten\t살사람적음\n가격간격 OK 0.19% (2.78%까지)\n살 힘 약함 0.40 (1.00 이상)\n사겠음 3,563주 · 팔겠음 8,915주\n시차 +43s · filter_eval\t수급OK\nOR OK 1.66 (총사겠음÷총팔겠음, 기준 0.65)\n가격간격 OK 0.19%\n총사겠음 61,298 · 총팔겠음 36,924\n시차 +0s · kiwoom_0d\tbt_flatten\n씨이랩\n189330\n2026-08-13 13:47:00\t2026-08-13 15:40:00\t17,670\t17,610\t16\t-1,552\t-0.34%\t-6,738\t-0.56%\t113\t-→-\t살힘약함\n가격간격 OK 0.11% (2.78%까지)\n살 힘 약함 0.10 (1.00 이상)\n사겠음 143주 · 팔겠음 1,445주\n시차 +77s · kiwoom_0d\t기록없음\teod\n코칩\n126730\n2026-08-13 10:09:00\t2026-08-13 13:06:52\t22,250\t22,200\t13\t-1,256\t-0.22%\t-5,186\t-0.43%\t177.9\t-→-\t살힘약함\n가격간격 OK 0.23% (2.78%까지)\n살 힘 약함 0.22 (1.00 이상)\n사겠음 3,072주 · 팔겠음 13,914주\n시차 +14s · kiwoom_0d\t수급약함\nOR 약함 0.56 (총사겠음÷총팔겠음, 기준 0.65)\n가격간격 OK 0.23%\n총사겠음 15,018 · 총팔겠음 26,809\n시차 +0s · kiwoom_0d\tmax_hold\n뉴파워프라즈마\n144960\n2026-08-13 10:44:00\t2026-08-13 12:53:37\t12,840\t12,930\t23\t1,446\t+0.70%\t-3,930\t-0.33%\t129.6\t-→-\t살힘약함\n가격간격 OK 0.08% (2.78%까지)\n살 힘 약함 0.10 (1.00 이상)\n사겠음 1,177주 · 팔겠음 11,627주\n시차 +0s · kiwoom_0d\t수급OK\nOR OK 1.71 (총사겠음÷총팔겠음, 기준 0.65)\n가격간격 OK 0.08%\n총사겠음 7,422 · 총팔겠음 4,350\n시차 +0s · kiwoom_0d\tmax_hold\n한국화장품제조\n003350\n2026-08-13 10:13:00\t2026-08-13 12:01:15\t13,010\t12,260\t23\t-17,845\t-5.76%\t-5,376\t-0.45%\t108.2\t-→-\t살힘약함\n가격간격 OK 0.23% (2.78%까지)\n살 힘 약함 0.20 (1.00 이상)\n사겠음 496주 · 팔겠음 2,530주\n시차 +0s · kiwoom_0d\t수급OK\nOR OK 3.31 (총사겠음÷총팔겠음, 기준 0.65)\n가격간격 OK 0.08%\n총사겠음 10,094 · 총팔겠음 3,045\n시차 +0s · kiwoom_0d\tstop_loss\nPS일렉트로닉스\n332570\n2026-08-13 09:01:00\t2026-08-13 09:20:00\t9,310\t9,720\t32\t12,469\t+4.40%\t12,469\t+1.04%\t19\t-→-\t살사람적음\n가격간격 OK 0.32% (2.78%까지)\n살 힘 약함 0.07 (1.00 이상)\n사겠음 877주 · 팔겠음 12,650주\n시차 +33s · filter_eval\t수급약함\nOR 약함 0.13 (총사겠음÷총팔겠음, 기준 0.65)\n가격간격 OK 0.21%\n총사겠음 10,027 · 총팔겠음 76,499\n시차 +0s · kiwoom_0d\t호가컷\n\n백테 돌려보니 매수호가 매도호가 이렇게 나오는데 이거 ok가 안떠도 통과네?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"매수·매도 호가 칸의 색(OK/참고/나쁨)이 실제 필터 통과와 같은지 코드를 확인하겠습니다."},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py,js,html}","head_limit":50,"path":"/home/hoon/kis_bot","pattern":"살힘약함|살사람적음|녹OK|filter_eval|호가필터\\(백테\\)"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py,js}","head_limit":40,"path":"/home/hoon/kis_bot","pattern":"orderbook_filter_enabled|BREAKOUT_ORDERBOOK_FILTER"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":120,"offset":280,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":220,"path":"/home/hoon/kis_bot/kis_trader/engine/orderbook_filter.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":1,"path":"/home/hoon/kis_bot/kis_trader/backtest/trade_orderbook_enrich.py"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":1710,"path":"/home/hoon/kis_bot/templates/backtest.html"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**맞습니다. 빨간 칸이어도 매수는 나갈 수 있습니다.** 그 칸은 **통과 도장이 아니라, 체결 시각 근처 호가창을 나중에 붙여 보여 주는 참고**입니다.\n\n동작은 이렇게 갈립니다.\n\n| | 하는 일 |\n|---|---|\n| **호가필터(백테) 체크 ON** | 사기 **직전**에 스프레드·살힘(잔량비)·매도벽을 보고 **탈락이면 안 삼** |\n| **체크 OFF** (Optuna `--orderbook-filter off`도 이쪽) | 호가로 **막지 않음**. 사진은 남겨 두거나, 나중에 `kiwoom_0d` 근처 호가를 붙임 |\n| **표의 녹/노랑/빨강** | 그 사진 숫자가 **지금 폼의 기준**(예: 살힘 1.00, 스프레드 2.78%)에 맞는지 **색만** 칠함 |\n\n그래서 `살힘약함 0.09 (1.00 이상)` 인데도 산 겁니다. **그 순간 필터가 꺼져 있어서** 엔진은 통과시켰고, 표만 “이 숫자면 기준 미달”이라고 빨강으로 그린 겁니다. `filter_eval`은 검사 스냅샷이고, `kiwoom_0d`는 본체 호가라 **판정에 쓴 장과 표에 붙인 장이 다를 수도** 있습니다.\n\n매도칸 `수급약함`도 같습니다. **익절 호가(`EXIT_OB`)가 켜져 있어야** 매도를 막고, 꺼져 있으면 트레일·손절·max_hold로 그냥 팝니다. 마지막 `호가컷`만 매도 사유가 호가 쪽입니다.\n\n정리하면:\n\n- **빨강 ≠ 그 거래가 필터를 통과했다**\n- **빨강 + 거래 있음 ≈ 그때 진입 호가필터가 꺼져 있었거나, 표가 근처 호가를 보여 주는 중**\n- 필터를 켠 백테라면, `살힘약함` 같은 **진입 빨강 거래는 원칙적으로 없어야** 합니다. 있으면 시차 매칭이거나 버그 후보입니다.\n\nOptuna 1위(9건 · 3.6만)와 방금 웹 백테(9건 · 6,203원)가 다른 것도, 폼 숫자·호가필터 ON/OFF가 스터디와 안 맞으면 흔합니다. 호가로 걸러 보고 싶으면 **호가필터(백테)를 켠 채로** 같은 기간을 한 번 더 돌리면 됩니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 12:23 AM (UTC+9)</timestamp>\n<user_query>\n적용을 눌렀는데?? 그럼 저장이 덜 된거네?? 시바꺼?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"적용이 DB에 실제로 들어갔는지, 호가필터·익절호가까지 저장됐는지 확인하겠습니다."},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":640,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/logs","pattern":"applied|optuna/apply|BREAKOUT_ORDERBOOK","glob":"*optuna*","head_limit":40}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"BREAKOUT_ORDERBOOK_FILTER_ENABLED|ob_filter","glob":"*apply*"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Glob","input":{"glob_pattern":"*breakout*20260815*","target_directory":"/home/hoon/kis_bot/logs/optuna_web_jobs"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/logs/optuna_web_jobs","pattern":"applied_at","glob":"*breakout*2026081*"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/database.py","pattern":"config_breakout","head_limit":20}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Glob","input":{"glob_pattern":"opt_*breakout*","target_directory":"/home/hoon/kis_bot/logs/optuna_web_jobs"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/logs/optuna_web_jobs","pattern":"applied_","glob":"*20260815*"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/logs","pattern":"applied_","glob":"*breakout*2026081*"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/logs/optuna_web_jobs/opt_20260815_235740_brea.json","offset":2985,"limit":50}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/database.py","pattern":"def get_env_from_db|classify_config_key","head_limit":15}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":720,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/logs/optuna_web_jobs/opt_20260815_235740_brea.json","pattern":"applied_notes|axis_patch|upto_notes|postprocess_axis"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":798,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_breakout.py","pattern":"def apply_params_to_db"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":80,"offset":833,"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_breakout.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_apply_snapshot.py","pattern":"BREAKOUT_ORDERBOOK|BREAKOUT_EXIT_OB|BREAKOUT_STOP_LOSS|sl_pct"}},{"type":"tool_use","name":"Shell","input":{"command":"python3 - <<'PY'\nimport json\nfrom pathlib import Path\nfrom database import TradeDB\n\np = Path('/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260815_235924.json')\ndata = json.loads(p.read_text())\npt = data.get('postprocess_topn') or {}\nprint('run_ob', pt.get('run_ob_whipsaw'), 'n_anc', len(pt.get('postprocess_by_anchor') or []))\nfor a in (pt.get('postprocess_by_anchor') or []):\n if a.get('role')=='stable' and a.get('rank')==1:\n ob=a.get('orderbook') or {}\n en=ob.get('entry') or {}\n ex=ob.get('exit') or {}\n print('stable#1 trial', a.get('optuna_trial_number'))\n print(' entry', en.get('ok'), en.get('reason'), en.get('params'))\n print(' exit', ex.get('ok'), ex.get('reason'), ex.get('params'))\n print(' ob.reason', ob.get('ok'), ob.get('reason'))\n break\nelse:\n print('no stable#1 anchor')\n print('roles', [ (x.get('id'), x.get('orderbook',{}).get('reason')) for x in (pt.get('postprocess_by_anchor') or [])[:8]])\n\ndb = TradeDB()\ncols = [r['Field'] for r in db.conn.execute('SHOW COLUMNS FROM config_breakout').fetchall()]\nkeys = [\n 'BREAKOUT_ORDERBOOK_FILTER_ENABLED','BREAKOUT_ORDERBOOK_MAX_SPREAD_PCT',\n 'BREAKOUT_ORDERBOOK_MIN_BID_ASK_RATIO','BREAKOUT_EXIT_OB_ENABLED',\n 'BREAKOUT_EXIT_OB_RATIO_MIN','BREAKOUT_STOP_LOSS_PCT','BREAKOUT_TAKE_PROFIT_PCT',\n 'BREAKOUT_SL_MODE','BREAKOUT_TRAIL_PCT','BREAKOUT_MIN_PRICE',\n]\nin_tbl = [k for k in keys if k in cols]\nprint('in config_breakout', in_tbl)\nif in_tbl:\n q = 'SELECT ' + ','.join(in_tbl) + ' FROM config_breakout LIMIT 1'\n row = db.conn.execute(q).fetchone()\n print(dict(row) if row else None)\n\n# env_config_ext leftover?\next_cols = [r['Field'] for r in db.conn.execute('SHOW COLUMNS FROM env_config_ext').fetchall()]\nprint('ext cols sample', ext_cols[:15])\nPY","description":"Check postprocess JSON and DB breakout orderbook keys"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_breakout.py","pattern":"def _apply_to_db|BREAKOUT_STOP_LOSS"}},{"type":"tool_use","name":"Read","input":{"limit":120,"offset":250,"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_apply_snapshot.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":370,"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_apply_snapshot.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":80,"offset":740,"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_breakout.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/database.py","pattern":"def insert_env_snapshot|def get_latest_env|config_breakout","head_limit":40}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/utils","pattern":"def get_env_from_db"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":40,"offset":814,"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_breakout.py"}},{"type":"tool_use","name":"Read","input":{"limit":50,"offset":4298,"path":"/home/hoon/kis_bot/database.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Shell","input":{"command":"python3 - <<'PY'\nfrom database import TradeDB\nfrom kis_trader.utils.env import get_env_from_db, invalidate_merged_env_cache\n\ninvalidate_merged_env_cache()\nkeys = [\n 'BREAKOUT_STOP_LOSS_PCT','BREAKOUT_TAKE_PROFIT_PCT','BREAKOUT_TRAIL_PCT',\n 'BREAKOUT_TRAIL_ARM_PCT','BREAKOUT_SL_MODE','BREAKOUT_LOOKBACK_MIN',\n 'BREAKOUT_VOL_WIN','BREAKOUT_VOL_MULT','BREAKOUT_MIN_TURNOVER_1M_PCT',\n 'BREAKOUT_PREV_CHG_MIN','BREAKOUT_PREV_CHG_MAX','BREAKOUT_MIN_PRICE',\n 'BREAKOUT_ORDERBOOK_FILTER_ENABLED','BREAKOUT_ORDERBOOK_MAX_SPREAD_PCT',\n 'BREAKOUT_ORDERBOOK_MIN_BID_ASK_RATIO','BREAKOUT_EXIT_OB_ENABLED',\n 'BREAKOUT_EXIT_OB_RATIO_MIN','BREAKOUT_EXIT_OB_MIN_HOLD_BARS',\n 'BREAKOUT_EXIT_OB_MIN_PROFIT_PCT','BREAKOUT_MAX_HOLD_BARS',\n]\nprint('=== get_env_from_db ===')\nfor k in keys:\n print(f'{k}={get_env_from_db(k, \"\")!r}')\n\ndb = TradeDB()\ncols = [r['Field'] for r in db.conn.execute('SHOW COLUMNS FROM config_breakout').fetchall()]\nwant = [k for k in keys if k in cols]\nq = 'SELECT id, created_at, ' + ','.join(want) + ' FROM config_breakout ORDER BY id DESC LIMIT 1'\nrow = db.conn.execute(q).fetchone()\nprint('=== config_breakout latest ===')\nprint(dict(row) if row else None)\n\n# overflow\next = db.conn.execute(\n 'SELECT env_key, env_value FROM env_config_ext WHERE env_key LIKE %s ORDER BY env_key',\n ('BREAKOUT_%OB%',),\n).fetchall()\nprint('=== ext OB ===')\nfor r in ext:\n print(dict(r))\nPY","description":"Read latest DB breakout env after Optuna apply"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Shell","input":{"command":"python3 - <<'PY'\nimport json\nfrom pathlib import Path\ndata=json.loads(Path('/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260815_235924.json').read_text())\n\ndef show(tag, row):\n p=row.get('merged_params') or row.get('params') or {}\n keys='lookback_min vol_window vol_mult min_turnover_1m_pct prev_chg_min prev_chg_max min_price tp_pct sl_pct trail_pct trail_arm_pct max_hold_bars optuna_trial_number'.split()\n out={k: row.get(k) if k=='optuna_trial_number' else p.get(k) for k in keys}\n out['trial']=row.get('optuna_trial_number')\n out['pnl']=row.get('total_pnl')\n print(tag, out)\n\nst=(data.get('results_stable') or [None])[0]\ng20=None\nfor r in (data.get('results_gated') or []):\n if r.get('optuna_trial_number')==20:\n g20=r\n break\nshow('stable0', st)\nshow('gated20', g20)\nprint('stable trial', st.get('optuna_trial_number') if st else None)\nPY","description":"Compare stable#1 vs trial 20 params in Optuna JSON"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**적용은 됐습니다.** 덜 저장된 게 아니라, **진입 호가만 일부러 꺼진 채** 들어간 겁니다.\n\n00:16:25에 `config_breakout` id=456으로 들어갔습니다. 안정 1위 · trial #20 · **익절까지**.\n\n| 항목 | DB 지금 값 | 의미 |\n|---|---|---|\n| 타점 | 손절 -5.6% · 익절 +5.5% · 트레일 5.1% · lookback 7 · vol 9×2.4 등 | trial #20 타점 **저장됨** |\n| **진입 호가필터** | **`false`** | 로그에 `진입호가 유효 trial 없음` → 켤 숫자가 없어서 **OFF로 적용** |\n| 익절 호가 | **`true`** · OR≥0.25 · 보유 4봉 | 익절까지 눌러서 **ON** |\n| 스프레드 2.78 / 살힘 1.0 | 숫자는 남아 있음 | 필터가 꺼져 있어서 **막지는 않음** |\n\n그래서 백테 표에 `살힘약함`이 빨강이어도 **산 겁니다.** 색은 “이 숫자면 기준 미달”이고, 실제 게이트는 꺼져 있습니다.\n\n웹 돌파 탭 백테는 **DB가 아니라 폼**입니다. 적용 후 폼을 다시 안 넣으면 입력칸(lookback 1, 손절 4% 같은 예전 값)과 실제 런이 어긋져 보입니다. Optuna 3.6만 원과 웹 6,203원도 그 차이(폼·호가 ON/OFF·틱 커버)입니다.\n\n다시 맞추려면 Optuna에서 그 후보 **보기 → 폼에 넣기** 한 뒤, 진입 호가필터는 **끈 상태**로 같은 기간을 돌리면 됩니다. 실매 봇은 env를 다시 읽어야 반영됩니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 12:30 AM (UTC+9)</timestamp>\n<user_query>\n지금 내가 적용한 json이랑 백테탭 돌리는거랑 값 대조해봐 맞나 \n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"적용한 Optuna JSON과 돌파 탭 백테 로그의 실제 파라미터를 대조하겠습니다."},{"type":"tool_use","name":"Read","input":{"limit":80,"path":"/home/hoon/kis_bot/logs/breakout_bt_20260812_20260814_20260816_001657.log"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"params|engine|lookback|universe","glob":"**/breakout_bt*"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/backtest_web.py","pattern":"meta_out|lookback_min|params_used","glob":"*.py","head_limit":30}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":120,"offset":1,"path":"/home/hoon/kis_bot/kis_trader/backtest/results/breakout_bt_20260812_20260814_20260816_001657.json"}},{"type":"tool_use","name":"Shell","input":{"command":"python3 - <<'PY'\nimport json\nfrom pathlib import Path\n\nopt = json.loads(Path('/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260815_235924.json').read_text())\nbt = json.loads(Path('/home/hoon/kis_bot/kis_trader/backtest/results/breakout_bt_20260812_20260814_20260816_001657.json').read_text())\n\nst = (opt.get('results_stable') or [None])[0]\nop = dict(st.get('merged_params') or st.get('params') or {})\nbp = dict(bt.get('params') or {})\n\n# mapping: optuna UI keys vs backtest engine/ui keys\npairs = [\n ('lookback_min', 'lookback_min', 1),\n ('vol_window', 'vol_window', 1),\n ('vol_mult', 'vol_mult', 1),\n ('min_turnover_1m_pct', 'min_turnover_1m_pct', 1),\n ('prev_chg_min', 'prev_chg_min', 1),\n ('prev_chg_max', 'prev_chg_max', 1),\n ('min_price', 'min_price', 1),\n ('tp_pct', 'tp_pct', 1), # both UI %?\n ('sl_pct', 'sl_pct', 1),\n ('trail_pct', 'trail_pct', 1),\n ('trail_arm_pct', 'trail_arm_pct', 1),\n ('max_hold_bars', 'max_hold_bars', 1),\n ('sl_mode', 'sl_mode', 1),\n ('atr_sl_mult', 'atr_sl_mult', 1),\n ('atr_period', 'atr_period', 1),\n ('atr_sl_min_pct', 'atr_sl_min_pct', 1),\n ('atr_sl_max_pct', 'atr_sl_max_pct', 1),\n ('shoulder_min_high_pct', 'shoulder_min_high_pct', 1),\n ('shoulder_cut_pct', 'shoulder_cut_pct', 1),\n ('ratchet_on', 'ratchet_on', 1),\n ('ratchet_tiers', 'ratchet_tiers', 1),\n ('confirm_margin_pct', 'confirm_margin_pct', 1),\n ('body_min_pct', 'body_min_pct', 1),\n ('max_daily_chg', 'max_daily_chg', 1),\n ('entry_mode', 'entry_mode', 1),\n ('intrabar_slippage_pct', 'intrabar_slippage_pct', 1),\n ('use_ema_filter', 'use_ema_filter', 1),\n ('ema_fast_period', 'ema_fast_period', 1),\n ('ema_slow_period', 'ema_slow_period', 1),\n ('time_start_hm', 'time_start_hm', 1),\n ('time_end_hm', 'time_end_hm', 1),\n ('max_daily', 'max_daily', 1),\n ('cooldown_min', 'cooldown_min', 1),\n ('max_loss_krw', 'max_loss_krw', 1),\n ('slot_money', 'slot_money', 1),\n ('max_stocks', 'max_stocks', 1),\n ('total_budget_krw', 'total_budget_krw', 1),\n ('_orderbook_filter_enabled', '_orderbook_filter_enabled', 1),\n ('orderbook_filter_enabled', 'orderbook_filter_enabled', 1),\n ('max_spread_pct', 'max_spread_pct', 1),\n ('min_bid_ask_ratio', 'min_bid_ask_ratio', 1),\n]\n\nprint('optuna trial', st.get('optuna_trial_number'), 'pnl', st.get('total_pnl'), 'trades', st.get('total_trades'), 'wr', st.get('win_rate'), 'pf', st.get('pf'))\nprint('web bt pnl', bt.get('total_pnl') or (bt.get('summary') or {}).get('total_pnl'), 'trades', (bt.get('summary') or bt).get('total_trades'))\nprint('opt start/end', opt.get('start'), opt.get('end'))\nprint('bt start/end', bt.get('start'), bt.get('end'))\nprint('--- keys only in opt', sorted(set(op)-set(bp))[:40])\nprint('--- keys only in bt', sorted(set(bp)-set(op))[:40])\nprint()\nprint(f\"{'key':<28} {'optuna':<22} {'web_bt':<22} match\")\nprint('-'*80)\n\ndef norm(v):\n if isinstance(v, bool):\n return bool(v)\n try:\n return round(float(v), 6)\n except Exception:\n return v\n\nfor a,b,_ in pairs:\n va = op.get(a)\n vb = bp.get(b)\n if va is None and a not in op:\n # try engine fraction keys\n pass\n same = False\n if va is None and vb is None:\n same = True\n flag = '둘다없음'\n else:\n try:\n same = abs(float(va)-float(vb)) < 1e-6\n flag = 'OK' if same else 'DIFF'\n except Exception:\n same = str(va)==str(vb)\n flag = 'OK' if same else 'DIFF'\n if va is None and vb is None:\n continue\n print(f'{a:<28} {str(va):<22} {str(vb):<22} {flag}')\n\nprint('\\n=== extra bt flags ===')\nfor k in sorted(bp):\n if 'orderbook' in k.lower() or 'ob_' in k.lower() or 'filter' in k.lower() or 'exit_ob' in k.lower() or 'program' in k.lower() or 'tick' in k.lower() or 'universe' in k.lower() or 'budget' in k.lower() or 'slot' in k.lower() or 'max_stock' in k.lower():\n print(k, '=', bp.get(k))\nPY","description":"Diff Optuna stable#1 params vs web breakout BT JSON"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Shell","input":{"command":"python3 - <<'PY'\nimport json\nfrom pathlib import Path\nopt = json.loads(Path('/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260815_235924.json').read_text())\nbt = json.loads(Path('/home/hoon/kis_bot/kis_trader/backtest/results/breakout_bt_20260812_20260814_20260816_001657.json').read_text())\nst = (opt.get('results_stable') or [None])[0]\nop = dict(st.get('merged_params') or st.get('params') or {})\nbp = dict(bt.get('params') or {})\nprint('=== optuna all keys (non-huge) ===')\nfor k in sorted(op):\n v=op[k]\n if k in ('params','candles'): continue\n print(f' {k}={v!r}')\nprint('\\n=== bt ob/exit/program ===')\nfor k in sorted(bp):\n if any(x in k.lower() for x in ('ob','orderbook','exit','stop_ob','program','ratchet','spread','bid')):\n print(f' {k}={bp[k]!r}')\nprint('\\noptuna _orderbook', op.get('_orderbook_filter_enabled'), 'max_spread', op.get('max_spread_pct'), 'ratio', op.get('min_bid_ask_ratio'))\nprint('bt missing _orderbook_filter_enabled', '_orderbook_filter_enabled' in bp)\n# tick\nprint('optuna tick?', {k:opt.get(k) for k in opt if 'tick' in k.lower()})\nprint('bt summary tick', (bt.get('summary') or {}).get('tick_backtest'))\nprint('optuna trades', st.get('total_trades'), 'wr', st.get('win_rate'), 'pf', st.get('pf'), 'pnl', st.get('total_pnl'))\nprint('bt summary', {k: bt.get('summary',{}).get(k) for k in ('total_trades','win_rate','profit_factor','total_pnl')})\nPY","description":"Dump full Optuna trial params vs BT orderbook/exit flags"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Shell","input":{"command":"python3 - <<'PY'\nfrom kis_trader.utils.env import get_env_from_db, invalidate_merged_env_cache\ninvalidate_merged_env_cache()\nfor k in ['BREAKOUT_RATCHET_TIERS','BREAKOUT_EOD_ENABLED','BREAKOUT_EOD_HM','BREAKOUT_ORDERBOOK_FILTER_ENABLED','BREAKOUT_EXIT_OB_ENABLED']:\n print(k, repr(get_env_from_db(k,'')))\nPY","description":"Read DB ratchet/EOD/OB after apply"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**타점 숫자는 거의 같고, 엔진이 같은 건 아닙니다.** 그래서 Optuna 3.6만 원 / 승률 77.8% vs 웹 6,203원 / 승률 44.4%가 납니다. 거래 수(9건)만 같습니다.\n\n대조 파일: 적용 JSON `optuna_breakout_tpe_20260815_235924.json` 안정1위 trial **#20**, 웹 잡 `breakout_bt_...001657.json` (00:16:57, 적용 직후).\n\n**같은 것 (TRIGGER·손익 축)**\n\n| 항목 | JSON #20 | 웹 백테 |\n|---|---|---|\n| 기간 | 08-12~14 | 같음 |\n| lookback / vol | 7 / 9×2.4 | 같음 |\n| 회전율·직전봉 | 0.2% · 0.9~24% | 같음 |\n| 손절/익절/트레일 | 5.6 / 5.5 / 5.1 (무장 3.7) | 같음 |\n| sl_mode · ATR배 | fixed · 3.1 | 같음 |\n| 진입 | intrabar · 0900–1530 | 같음 |\n| 한도 | 30만×8 · 120만 | 같음 |\n| 최소가·급등 | 2000 · 26% | 같음 |\n| max_hold | 110 | 같음 |\n\n입력칸에 보이던 lookback 1·손절 4%는 **그 런에 안 쓰였습니다.** 실제 런 파라미터는 trial #20입니다.\n\n**다른 것 (PnL이 깨진 쪽)**\n\n| 항목 | Optuna trial #20 | 웹 백테 (적용 후) |\n|---|---|---|\n| **익절 호가** | 탐색 때 **없음/OFF** | **ON** OR≥0.25 · 보유4 · 최소익절 1.12% |\n| **진입 호가필터** | **OFF** | 파라미터에 플래그 없음(DB는 false) |\n| **EOD** | **OFF** | **ON** 15:15 |\n| **래칫** | `ratchet_on=True`인데 `tiers=''` (조각 정렬 실패) | **`5.5:2.5` ON** |\n| 성적 | 9건 · WR 77.8% · PF 23.09 · **+36,942** | 9건 · WR 44.4% · PF 1.22 · **+6,203** |\n\n웹 매도사유에 `호가컷` 1건·`eod` 1건이 있는 게 이 차이입니다. 「익절까지」적용이 **타점 JSON에 없던 익절호가를 켜서** 백테가 Optuna와 다른 엔진이 됐습니다.\n\n같은 숫자를 보려면 웹에서 **익절호가 OFF · EOD를 trial과 같게 · 래칫을 trial처럼 빈 값**으로 맞춘 뒤 다시 돌려야 합니다. 지금은 **타점은 맞고, 호가익절·EOD·래칫은 다릅니다.**"}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 12:36 AM (UTC+9)</timestamp>\n<user_query>\n내가 적용한건 20에 익절호가까지야 엔진이 다륻다는건 뭐야 실매랑 백테랑 다르게 돈다고?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"Optuna 탐색 때와 ‘익절까지 적용’ 이후가 어떻게 다른지, 실매·백테가 같은 엔진인지 코드로 확인하겠습니다."},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py}","head_limit":35,"path":"/home/hoon/kis_bot/kis_trader","pattern":"exit_ob_enabled|EXIT_OB_ENABLED","glob_file_search":""}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**실매랑 백테가 다른 엔진으로 도는 게 아닙니다.** 돌파 실매·웹백테는 같은 `breakout` 엔진이고, `BREAKOUT_EXIT_OB_ENABLED`도 둘 다 봅니다.\n\n다르게 말한 대상은 **Optuna가 trial #20을 돌릴 때** vs **당신이 「익절까지」적용한 뒤의 엔진 설정**입니다.\n\n| 단계 | 익절호가 | 그때의 성적 |\n|---|---|---|\n| Optuna **탐색** trial #20 | **꺼져 있음** (후처리는 trial 끝난 뒤에 숫자만 추천) | 9건 · +36,942원 |\n| **익절까지 적용** 후 DB | **켜짐** (당신이 누른 그대로) | — |\n| 그다음 **웹 백테** | **켜진 채** 돌음 | 9건 · +6,203원 |\n| **실매** (지금 DB) | **웹과 같이 켜짐** | 웹 쪽에 더 가깝습니다 |\n\n「익절까지」는 trial PnL을 다시 만든 게 아니라, **타점(#20) + 후처리로 찾은 익절호가**를 DB에 얹은 겁니다. 그래서 적용 후 백테가 Optuna 숫자와 다른 게 맞고, **실매가 백테와 따로 논다는 뜻이 아닙니다.**\n\n지금 실매도 익절호가 ON입니다. Optuna 3.6만을 실매가 재현하진 않습니다. 웹 6,203이 “적용된 설정”에 더 가깝습니다. (EOD·래칫 `5.5:2.5`는 trial JSON과 조금 더 다릅니다. 그건 익절호가와 별개입니다.)"}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 12:43 AM (UTC+9)</timestamp>\n<user_query>\n습 Top5 results · Optuna 목적함수 1위 풀 · 진행바 best=여기 1위\n#\ttrial\t거래\t승률\tPF\tPnL\t손실일\t최악일\t안정점수 ↑\t과적합% ↓\t\n1\t#6\t37\t48.6%\t1.08\t9,600\t1\t-8,967\t-7456.45\t16% · 상대적으로 낮음\t \n사후합격 Top5 results_gated · 「상세」=아래 후처리 표(진입호가)\n#\ttrial\t거래\t승률\tPF\tPnL\t손실일\t최악일\t안정점수 ↑\t과적합% ↓\t\n1\t#6\t37\t48.6%\t1.08\t9,600\t1\t-8,967\t-7456.45\t16% · 상대적으로 낮음\t \n안정 Top5 results_stable · 「상세」=아래 후처리 표(진입호가) · 손실일/최악일 게이트\n안정점수 = 일평균PnL − λ×일표준편차 (원). 높을수록 좋음 · 만점 없음. 게이트: 손실일≤1 · 최악일≥-30,000 · 활성일≥2 · λ=1\n#\ttrial\t거래\t승률\tPF\tPnL\t손실일\t최악일\t안정점수 ↑\t과적합% ↓\t\n1\t#6\t37\t48.6%\t1.08\t9,600\t1\t-8,967\t-7456.45\t16% · 상대적으로 낮음\t \n\n어라? 이건 또 신기하네 과적합지수는 좋은데 안정점수가 마이너스야 어떻게 된거야 이건?\n</user_query>"}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 12:43 AM (UTC+9)</timestamp>\n<user_query>\n습 Top5 results · Optuna 목적함수 1위 풀 · 진행바 best=여기 1위\n#\ttrial\t거래\t승률\tPF\tPnL\t손실일\t최악일\t안정점수 ↑\t과적합% ↓\t\n1\t#6\t37\t48.6%\t1.08\t9,600\t1\t-8,967\t-7456.45\t16% · 상대적으로 낮음\t \n사후합격 Top5 results_gated · 「상세」=아래 후처리 표(진입호가)\n#\ttrial\t거래\t승률\tPF\tPnL\t손실일\t최악일\t안정점수 ↑\t과적합% ↓\t\n1\t#6\t37\t48.6%\t1.08\t9,600\t1\t-8,967\t-7456.45\t16% · 상대적으로 낮음\t \n안정 Top5 results_stable · 「상세」=아래 후처리 표(진입호가) · 손실일/최악일 게이트\n안정점수 = 일평균PnL − λ×일표준편차 (원). 높을수록 좋음 · 만점 없음. 게이트: 손실일≤1 · 최악일≥-30,000 · 활성일≥2 · λ=1\n#\ttrial\t거래\t승률\tPF\tPnL\t손실일\t최악일\t안정점수 ↑\t과적합% ↓\t\n1\t#6\t37\t48.6%\t1.08\t9,600\t1\t-8,967\t-7456.45\t16% · 상대적으로 낮음\t \n\n어라? 이건 또 신기하네 과적합지수는 좋은데 안정점수가 마이너스야 어떻게 된거야 이건?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"**/optuna_*_2026081*.json","head_limit":20,"path":"/home/hoon/kis_bot/kis_trader/backtest/results","pattern":"\"optuna_trial_number\": 6","glob_file_search":""}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Shell","input":{"command":"python3 - <<'PY'\nimport json\nfrom pathlib import Path\np=Path('/home/hoon/kis_bot/kis_trader/backtest/results/optuna_momentum_tpe_20260815_231106.json')\ndata=json.loads(p.read_text())\nfor pool in ('results_stable','results_gated','results'):\n for r in data.get(pool) or []:\n if r.get('optuna_trial_number')==6:\n print('file', p.name, 'pool', pool)\n print('trades', r.get('total_trades'), 'wr', r.get('win_rate'), 'pf', r.get('pf'), 'pnl', r.get('total_pnl'))\n print('n_active', r.get('n_active_days'), 'n_lose', r.get('n_losing_days'))\n print('worst', r.get('worst_day_pnl'), 'best', r.get('best_day_pnl'))\n print('mean', r.get('daily_pnl_mean'), 'std', r.get('daily_pnl_std'), 'score', r.get('stability_score'))\n print('daily', r.get('daily_pnl'))\n raise SystemExit\nprint('not in momentum 231106')\nPY","description":"Load trial #6 daily PnL from momentum Optuna JSON"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**버그 아닙니다.** 과적합%와 안정점수는 아예 다른 질문입니다.\n\n이 후보(모멘텀 trial #6) 일별 손익은 이렇습니다.\n\n| 날짜 | 일 PnL |\n|---|---|\n| 08-12 | **-8,967** |\n| 08-13 | **+16,985** |\n| 08-14 | **+1,582** |\n| 합계 | **+9,600** |\n\n- 일평균 = 3,200원 \n- 일 표준편차 ≈ 10,656원 \n- 안정점수 = 3,200 − 1×10,656 = **-7,456원**\n\n한 날은 크게 잃고, 다음 날은 더 크게 먹었습니다. **합은 플러스인데 날이 들쭉날쭉**해서 점수가 마이너스입니다. 안정점수는 0~100 만점이 아니라 **원 단위**라, 출렁이면 수익이 나도 음수가 됩니다.\n\n**과적합 16%(낮음)** 은 다른 검사입니다.\n\n- 거래 **37건** → 표본이 너무 적지 않음 \n- 승률 **48.6%**, PF **1.08** → 100%/PF 9999 같은 이상치 아님 \n- 그래서 “이 숫자만 믿기엔 너무 가짜다” 쪽 점수가 낮음 \n\n게이트도 통과합니다. 손실일 1≤1, 최악일 -8,967 ≥ -30,000, 활성일 3≥2.\n\n한 줄로: **과적합% = 숫자가 너무 예쁘지 않은지. 안정점수 = 날짜별로 얼마나 출렁이는지.** 37건짜리 평범한 수익 + 하루 -9천이면, 과적합은 좋게 나오고 안정은 마이너스가 됩니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 1:17 AM (UTC+9)</timestamp>\n<user_query>\n📈 KIS Quant Dashboard\n스캘핑 완료 50/50\n100% · best#42 WR 55.6% · PnL 34,683원 · PF 4.39 · MDD 5,311 · 18건\n모멘텀 백테 완료 2026-08-12~2026-08-14\n100%\n업데이트: 2026. 8. 16. 오전 1:01:50\n매매\n모의 · active\n시세:키움(실) | 호가:키움(실) | DB:후보\n📊 실거래 분석\n📈 오늘 운영\n⚙️ 운영 설정\n💼 보유·매도\n📉 스캘핑 백테스트\n🎣 꼬리잡기 백테스트\n🚀 돌파매매 백테스트\n🌊 모멘텀 백테스트\n🇺🇸 해외 모멘텀\n🔬 Optuna\n📈 홀딩 전략\n📦 박스엔진\n📡 영구구독 관리\n📢 DART 수주\n🌊 모멘텀 전략 = SCALP(reversal)와 분리된 별도 추세추종 전략\n• 진입: 키움 scalp 조건검색(갭상승+신고가+거래량 폭증) → 봇 자체 RSI 강세/거래량 spike/양봉 검증\n• 청산: momentum_engine — 래칫/어깨·트레일 우선, 익절%는 tp_max 상한(마지막) · 손절/EOD\n• 봇 ON: STRATEGY_MOMENTUM_ENABLED=true + CONDITION_MOMENTUM_NAME/SEQ 설정\n• env 키: MOMENTUM_* 전용\n시작일\n2026-08-12\n종료일\n2026-08-14\n1회투자(원)\nMOMENTUM_SLOT_MONEY\n300000\n동시보유(종)\nMOMENTUM_MAX_STOCKS\n8\n총운용한도(원)\nMOMENTUM_TOTAL_BUDGET_KRW\n1200000\n※ 1회투자=포트폴리오 매수금(돌파 탭과 동일). 1회최대손실÷손절% 자동계산값(천만 등)과 다릅니다.\n저장 후보 이력 사용 — 체크(기본) = DB 슬롯·후보 재현 (param_search_momentum 기본과 동일). 체크 해제 = 모멘텀 시뮬 유니버스 (--fallback-universe).\n이력소스\n\n키움 (target_candidates)\n캔들\n\n기본\n시세(틱)\n\n기본\n호가\n\n기본\n📈 모멘텀 TRIGGER V4 (추격 패턴)\n추격 패턴 — 하나라도 충족 시 진입 (env MOMENTUM_PATTERN_*)\nN분 고가 돌파 + 양봉 + 거래량\n스윙고점 → 눌림 → 재돌파\n돌파관찰(분)\nchase lookback · MOMENTUM_CHASE_LOOKBACK_MIN\n10\n눌림관찰(분)\npullback window · MOMENTUM_PULLBACK_LOOKBACK_MIN\n15\n눌림min(%)\npullback floor · MOMENTUM_PULLBACK_MIN_PCT\n0.3\n눌림max(%)\npullback cap · MOMENTUM_PULLBACK_MAX_PCT\n3\n눌림Vol×\nMOMENTUM_SETUP_VOL_MAX_MULT\n0.5\n눌림음봉min\nMOMENTUM_SETUP_BEAR_BARS_MIN\n3\nRSI min\nRSI floor · MOMENTUM_RSI_MIN\n50\nRSI max\nRSI cap · MOMENTUM_RSI_MAX\n88\nRSI 상한필터 (기본 OFF)\n거래량배수\nvol spike · MOMENTUM_VOL_MULT\n2.4000000000000004\n관찰봉수\nvol window · MOMENTUM_VOL_WIN\n9\n전일종가+%(%)\nHTS K · MOMENTUM_E_MIN_CHG_PCT\n2.6\n매수종료\nbuy cutoff · MOMENTUM_TIME_END_HM\n1530\nℹ️ V4 TRIGGER: 돌파 OR 눌림재돌파 + RSI 하한 + 거래량 + (선택) EMA 추세. 청산은 V4 어깨·트레일·손절 순. 고점추격·시가과열·RSI상한은 기본 OFF — 필요 시 아래 방어 체크박스에서 켜세요.\n레거시 시가컷: mom_max_from_open=999 이면 비활성.\n시가+과열(%)\nlegacy · MOMENTUM_MAX_FROM_OPEN_PCT\n31\n시가+약세(%)\nlegacy · MOMENTUM_MIN_FROM_OPEN_PCT\n-999\n🛑 청산 / 공통 (momentum_engine 전용)\n청산 순서: 래칫/어깨 → 트레일 → 손절 → 시간컷 → 금액손실컷 → 익절(tp_max 상한) → 장마감 (실매 MomentumStrategy · param_search 와 동일. SCALP reversal V자 청산과 별도)\n\n손절(%)\nstop-loss % · MOMENTUM_STOP_LOSS_PCT\n7.9\n익절(%)\ntake-profit cap · MOMENTUM_TAKE_PROFIT_PCT\n9.5\n익절상한%\ntp max cap · MOMENTUM_TP_MAX_PCT\n16\n어깨발동%\nshoulder arm · MOMENTUM_SHOULDER_MIN_HIGH_PCT\n5\n어깨폭%\nshoulder cut · MOMENTUM_SHOULDER_CUT_PCT\n0.45\n트레일%\ntrail cut · MOMENTUM_TRAIL_PCT\n3.9\n트레일무장%\ntrail arm · MOMENTUM_TRAIL_ARM_PCT\n4.3\n최대보유(봉)\ntime cut · MOMENTUM_MAX_HOLD_BARS\n240\n래칫티어\nratchet tiers · MOMENTUM_RATCHET_TIERS\n7:2,12:1.5\n쿨다운(분)\nre-entry cooldown · MOMENTUM_COOLDOWN_SEC\n11\n매수시작\nbuy start HHMM · MOMENTUM_TIME_START\n900\n일일최대매수\nmax entries/day · MOMENTUM_MAX_DAILY\n100\nEOD청산\n구독전분제외\nMOMENTUM_BACKTEST_SKIP_PRE_SUBSCRIBE\nEOD시각\nMOMENTUM_EOD_HM\n15:20\n방어로직\nentry filters · MOMENTUM_USE_DEFENSE_FILTERS\n진입 방어 ON\nTRIGGER 필터(백테)\n호가·프로그램 · 끄고/켜고 비교용\n호가필터 ON\n글로벌 OFF · 실매 ON · 모멘텀 전용 설정값\n프로그램필터 ON\n글로벌 OFF · 실매 OFF · 모멘텀 전용 설정값\n스프레드상한(%)\nMOMENTUM_ORDERBOOK_MAX_SPREAD_PCT\n3\n고점추격필터 (기본 OFF)\n당일변동필터 (기본 OFF)\nEMA추세필터 (기본 ON)\nEMA빠름\nfast period · MOMENTUM_EMA_FAST_PERIOD\n9\nEMA느림\nslow period · MOMENTUM_EMA_SLOW_PERIOD\n21\n고점추격방지\nnear-high gate · HIGH_CHASE_THR\n0.96\n급등주필터(%)\nintraday range cap · MAX_DAILY_CHG\n52\n최소가격(원)\nmin tick price · MOMENTUM_MIN_PRICE\n1000\n1회최대손실(원)\nloss cap KRW · MOMENTUM_MAX_LOSS_PER_TRADE_KRW\n200000\n본절마진(%)\nbreakeven buffer · MOMENTUM_MIN_PROFIT_PCT\n1.9000000000000001\n📅 다단트레일 ON이면 당일 실현손익 고점 대비 되돌릴 때 신규매수만 중단. 리스크버짓(B) ON이면 hit 후 보유최악손절합>cushion 이면 전량정리. DB=MOMENTUM_DAILY_PROFIT_*.\n다단트레일\n리스크버짓(B)\n다단규칙(수익원:컷%,…)\n프리셋 선택…(직접입력)\n25000:40,50000:30,100000:20\n단일되돌림(%)\n0\n발동최소수익(원)\n0\n방식\ntrailing\n저장 후보 이력 — 체크: DB 슬롯·후보 / 해제: 시뮬 유니버스 (이력소스 셀렉트는 위 포트폴리오 카드)\nenv 타임라인 — 체크: 그 시각 DB설정 재현 / 해제(기본): 폼 파람으로 구간 전체\n탐색: CLI · 전역 1잡\ndone 100% 2026-08-12~2026-08-14 · 완료 trades=20 PnL=11062 · /home/hoon/kis_bot/logs/momentum_bt_20260812_20260814_20260816_011435.log · 전역 1잡 · 탭 이동 OK\n유니버스: 저장 이력 1358슬롯·strict 돌파+눌림(10분) | RSI≥51 | 거래량×8.600000000000001 | 손절-5.5% | 어깨(3.1%/0.7%)·래칫7:2,12:1.5 | 익절상한+2.1% | 2026-08-12~2026-08-14 | EMA ON(9/21) | 1회 300,000원 · 동시8종 · 한도 1,200,000원 | 쿨다운16분 | 일80회 | 종목수 538개\n💰 총한도 1,200,000원 < 동시8×1회투자 2,400,000원 — 잔여금 소액매수·과다 회전 위험. 실매 정렬: 총한도↑ 또는 동시보유↓\n📊 ws_ticks 749,872건 · 분봉커버 구독구간 13.58% · 거래종목 37%(18종) · 전체 8.34% · 틱종목 8.38% (532/538종) | 진입 틱17/시가3 · 청산 틱5/OHLC0\n🔄 매수큐 실매형 10초 · 스캔6840 · 매수20 | 유니버스 스캔시각·디바운스30초\n💡 장중 누적 최고 +34,281원 (2026-08-13 09:00:00) · 최종 11,062원\n총 거래\n20건\n승률\n65%\n순손익(수수료·세금 포함)\n11,062원\nProfit Factor\n1.17\n최대 낙폭(MDD)\n-34,279원\n평균 보유(분)\n273분\n총 수익률(운용한도 대비)\n+0.92%\n일평균 수익률\n+0.307%\n🟢 승 13건 (65%)\n🔴 패 7건 (35.0%)\n누적 손익 곡선 (가상)\n매도 이유 분포\n일별 손익 (가상)\n가상 거래 내역 (최근 200건)\n📋 백테 MOMENTUM · 한도 1,200,000원 | 장중 누적 최고 +34,281원 (2026-08-13 09:00:00) | 최종 누적 11,062원\n💰 총한도 1,200,000원 < 동시8×1회투자 2,400,000원 — 잔여금 소액매수·과다 회전 위험. 실매 정렬: 총한도↑ 또는 동시보유↓\n📊 ws_ticks 749,872건 · 분봉커버 구독구간 13.58% · 거래종목 37%(18종) · 전체 8.34% · 틱종목 8.38% (532/538종) | 진입 틱17/시가3 · 청산 틱5/OHLC0\n🔄 매수큐 실매형 10초 · 스캔6840 · 매수20 | 유니버스 스캔시각·디바운스30초\n정렬\n종목\t매수시각\t매도시각\t매수가\t매도가\t수량\t손익(원)\t수익률%\t누적손익\t누적%\t보유(분)\t체결디버그\t매수호가\n녹OK · 노랑참고 · 빨강나쁨\t매도호가\n녹OK · 노랑참고 · 빨강나쁨\t매도사유\n대림제지\n017650\n2026-08-14 15:17:12\t2026-08-14 15:54:00\t10,280\t10,380\t29\t2,268\t+0.97%\t11,062\t+0.92%\t36.8\t-→bt_flatten\t괜찮음·근처\n가격간격 OK 0.10% (5.54%까지)\n살 힘 OK 389.19 (0.44 이상)\n사겠음 6,227주 · 팔겠음 16주\n시차 +535s · kiwoom_0d\t기록없음\teod\n해태제과식품\n101530\n2026-08-14 12:40:16\t2026-08-14 15:45:00\t5,840\t5,880\t51\t1,411\t+0.68%\t8,794\t+0.73%\t184.7\t-→bt_flatten\t팔대기많음\n가격간격 OK 0.17% (5.54%까지)\n살 힘 OK 0.67 (0.44 이상)\n사겠음 1,051주 · 팔겠음 1,567주\n시차 +21s · filter_eval\t수급OK·근처\nOR OK 1.51 (총사겠음÷총팔겠음, 기준 0.76)\n가격간격 OK 0.17%\n총사겠음 490 · 총팔겠음 324\n시차 +896s · kiwoom_0d\teod\n제이씨현시스템\n033320\n2026-08-14 11:34:00\t2026-08-14 15:14:09\t3,200\t3,175\t93\t-2,945\t-0.78%\t7,383\t+0.62%\t220.2\t-→틱청산\t괜찮음\n가격간격 OK 0.31% (5.54%까지)\n살 힘 OK 2.29 (0.44 이상)\n사겠음 5,287주 · 팔겠음 2,309주\n시차 +64s · kiwoom_0d\t수급OK·근처\nOR OK 1.66 (총사겠음÷총팔겠음, 기준 0.76)\n가격간격 OK 0.32%\n총사겠음 12,821 · 총팔겠음 7,706\n시차 +350s · kiwoom_0d\t시간컷\n017480\n017480\n2026-08-14 13:04:16\t2026-08-14 14:13:00\t4,890\t4,935\t61\t2,113\t+0.92%\t10,328\t+0.86%\t68.7\t-→bt_flatten\t괜찮음\n가격간격 OK 0.20% (5.54%까지)\n살 힘 OK 1.28 (0.44 이상)\n사겠음 616주 · 팔겠음 480주\n시차 +0s · kiwoom_0d\t기록없음\tbt_flatten\n인화정공\n101930\n2026-08-14 13:13:05\t2026-08-14 13:45:00\t8,280\t8,270\t36\t-985\t-0.12%\t8,215\t+0.68%\t31.9\t-→bt_flatten\t괜찮음\n가격간격 OK 0.24% (5.54%까지)\n살 힘 OK 1.49 (0.44 이상)\n사겠음 110주 · 팔겠음 74주\n시차 +0s · kiwoom_0d\t수급OK\nOR OK 3.38 (총사겠음÷총팔겠음, 기준 0.76)\n가격간격 OK 0.24%\n총사겠음 3,975 · 총팔겠음 1,175\n시차 +0s · kiwoom_0d\tbt_flatten\n틱공백EOD대창단조\n015230\n2026-08-14 11:46:00\t2026-08-14 12:42:00\t6,100\t6,170\t49\t2,796\t+1.15%\t9,200\t+0.77%\t56\t-→틱공백EOD\t괜찮음\n가격간격 OK 0.33% (5.54%까지)\n살 힘 OK 4.20 (0.44 이상)\n사겠음 2,249주 · 팔겠음 536주\n시차 +158s · kiwoom_0d\t수급약함\nOR 약함 0.67 (총사겠음÷총팔겠음, 기준 0.76)\n가격간격 OK 0.32%\n총사겠음 9,372 · 총팔겠음 13,971\n시차 +80s · kiwoom_0d\t호가컷\n명신산업\n009900\n2026-08-14 11:06:45\t2026-08-14 12:29:37\t7,900\t8,090\t37\t6,402\t+2.41%\t6,404\t+0.53%\t82.9\t-→틱청산\t팔대기많음\n가격간격 OK 0.26% (5.54%까지)\n살 힘 OK 1.65 (0.44 이상)\n사겠음 1,778주 · 팔겠음 1,078주\n시차 +5s · filter_eval\t수급OK\nOR OK 0.86 (총사겠음÷총팔겠음, 기준 0.76)\n가격간격 OK 0.13%\n총사겠음 6,131 · 총팔겠음 7,090\n시차 +0s · kiwoom_0d\t익절\n틱공백EOD네오오토\n212560\n2026-08-14 12:17:44\t2026-08-14 12:27:00\t12,820\t12,010\t23\t-19,213\t-6.32%\t2\t+0.00%\t9.3\t-→틱공백EOD\t팔대기많음\n가격간격 OK 0.08% (5.54%까지)\n살 힘 OK 5.79 (0.44 이상)\n사겠음 1,685주 · 팔겠음 291주\n시차 +0s · filter_eval\t수급OK\nOR OK 4.22 (총사겠음÷총팔겠음, 기준 0.76)\n가격간격 OK 0.08%\n총사겠음 16,827 · 총팔겠음 3,986\n시차 +159s · kiwoom_0d\t손절\n틱공백EOD삼보모터스\n053700\n2026-08-14 11:14:14\t2026-08-14 12:16:00\t4,360\t4,465\t68\t6,503\t+2.41%\t19,215\t+1.60%\t61.8\t-→틱공백EOD\t팔대기많음\n가격간격 OK 0.92% (5.54%까지)\n살 힘 OK 1.80 (0.44 이상)\n사겠음 1,043주 · 팔겠음 580주\n시차 +17s · filter_eval\t수급OK\nOR OK 2.12 (총사겠음÷총팔겠음, 기준 0.76)\n가격간격 OK 0.23%\n총사겠음 7,011 · 총팔겠음 3,315\n시차 +0s · kiwoom_0d\t익절\n틱공백EOD에코아이\n448280\n2026-08-14 10:51:32\t2026-08-14 11:44:00\t8,850\t8,650\t33\t-7,200\t-2.26%\t12,712\t+1.06%\t52.5\t-→틱공백EOD\t살힘약함\n가격간격 OK 0.45% (5.54%까지)\n살 힘 약함 0.13 (0.44 이상)\n사겠음 14주 · 팔겠음 107주\n시차 +0s · kiwoom_0d\t수급약함\nOR 약함 0.68 (총사겠음÷총팔겠음, 기준 0.76)\n가격간격 OK 0.12%\n총사겠음 477 · 총팔겠음 704\n시차 +15s · kiwoom_0d\t트레일컷\n틱공백EOD해태제과식품\n101530\n2026-08-14 10:38:25\t2026-08-14 10:50:00\t5,840\t6,010\t51\t8,028\t+2.91%\t19,912\t+1.66%\t11.6\t-→틱공백EOD\t괜찮음\n가격간격 OK 0.17% (5.54%까지)\n살 힘 OK 2.26 (0.44 이상)\n사겠음 1,112주 · 팔겠음 493주\n시차 +0s · kiwoom_0d\t수급약함\nOR 약함 0.39 (총사겠음÷총팔겠음, 기준 0.76)\n가격간격 OK 0.34%\n총사겠음 3,489 · 총팔겠음 8,870\n시차 +23s · kiwoom_0d\t익절\n에이럭스\n475580\n2026-08-14 10:04:05\t2026-08-14 10:27:25\t8,320\t8,500\t36\t5,838\t+2.16%\t11,884\t+0.99%\t23.3\t-→틱청산\t괜찮음\n가격간격 OK 0.36% (5.54%까지)\n살 힘 OK 1.50 (0.44 이상)\n사겠음 420주 · 팔겠음 279주\n시차 +0s · kiwoom_0d\t수급약함\nOR 약함 0.21 (총사겠음÷총팔겠음, 기준 0.76)\n가격간격 OK 0.12%\n총사겠음 358 · 총팔겠음 1,733\n시차 +0s · kiwoom_0d\t익절\n코콤\n015710\n2026-08-14 09:28:26\t2026-08-14 09:55:59\t3,030\t3,095\t99\t5,793\t+2.15%\t6,046\t+0.50%\t27.6\t-→틱청산\t괜찮음\n가격간격 OK 0.49% (5.54%까지)\n살 힘 OK 27.63 (0.44 이상)\n사겠음 2,459주 · 팔겠음 89주\n시차 +37s · kiwoom_0d\t수급OK\nOR OK 1.26 (총사겠음÷총팔겠음, 기준 0.76)\n가격간격 OK 0.49%\n총사겠음 5,495 · 총팔겠음 4,352\n시차 +3s · kiwoom_0d\t익절\n틱공백EOD에이유브랜즈\n481070\n2026-08-13 14:23:32\t2026-08-14 09:00:00\t21,250\t20,400\t14\t-12,502\t-4.00%\t253\t+0.02%\t1116.5\t-→틱공백EOD\t괜찮음·근처\n가격간격 OK 0.24% (5.54%까지)\n살 힘 OK 1.20 (0.44 이상)\n사겠음 484주 · 팔겠음 403주\n시차 +223s · kiwoom_0d\t기록없음\t시간컷\n틱공백EOD빅솔론\n093190\n2026-08-13 12:42:07\t2026-08-14 09:00:00\t9,200\t9,070\t32\t-4,770\t-1.41%\t12,755\t+1.06%\t1217.9\t-→틱공백EOD\t팔대기많음\n가격간격 OK 0.11% (5.54%까지)\n살 힘 OK 1.51 (0.44 이상)\n사겠음 395주 · 팔겠음 262주\n시차 +91s · filter_eval\t기록없음\t시간컷\n틱공백EOD에이유브랜즈\n481070\n2026-08-13 12:06:00\t2026-08-13 13:04:00\t23,300\t21,950\t12\t-16,756\t-5.79%\t17,525\t+1.46%\t58\t-→틱공백EOD\t괜찮음\n가격간격 OK 0.65% (5.54%까지)\n살 힘 OK 0.57 (0.44 이상)\n사겠음 149주 · 팔겠음 261주\n시차 +0s · kiwoom_0d\t수급OK·근처\nOR OK 2.39 (총사겠음÷총팔겠음, 기준 0.76)\n가격간격 OK 0.22%\n총사겠음 6,021 · 총팔겠음 2,523\n시차 +248s · kiwoom_0d\t손절\n틱공백EOD이노테크\n469610\n2026-08-12 15:02:00\t2026-08-13 09:00:00\t15,440\t15,900\t19\t8,107\t+2.98%\t34,281\t+2.86%\t1078\t-→틱공백EOD\t괜찮음\n가격간격 OK 0.26% (5.54%까지)\n살 힘 OK 3.25 (0.44 이상)\n사겠음 387주 · 팔겠음 119주\n시차 +180s · kiwoom_0d\t기록없음\t시간컷\n틱공백EOD001390\n001390\n2026-08-12 14:42:00\t2026-08-13 09:00:00\t4,625\t4,670\t64\t2,253\t+0.97%\t26,174\t+2.18%\t1098\t-→틱공백EOD\t괜찮음\n가격간격 OK 0.11% (5.54%까지)\n살 힘 OK 0.61 (0.44 이상)\n사겠음 1,308주 · 팔겠음 2,154주\n시차 +170s · kiwoom_0d\t기록없음\t시간컷\n틱공백EOD빛샘전자\n072950\n2026-08-12 14:43:00\t2026-08-12 15:02:00\t9,830\t10,110\t30\t7,764\t+2.85%\t23,921\t+1.99%\t19\t-→틱공백EOD\t괜찮음\n가격간격 OK 0.31% (5.54%까지)\n살 힘 OK 0.66 (0.44 이상)\n사겠음 1,955주 · 팔겠음 2,977주\n시차 +0s · kiwoom_0d\t수급OK·근처\nOR OK 1.66 (총사겠음÷총팔겠음, 기준 0.76)\n가격간격 OK 0.10%\n총사겠음 8,236 · 총팔겠음 4,953\n시차 +239s · kiwoom_0d\t익절\n347890\n347890\n2026-08-12 14:45:04\t2026-08-12 14:50:39\t5,170\t5,460\t58\t16,157\t+5.61%\t16,157\t+1.35%\t5.6\t-→틱청산\t괜찮음\n가격간격 OK 0.19% (5.54%까지)\n살 힘 OK 15.06 (0.44 이상)\n사겠음 7,137주 · 팔겠음 474주\n시차 +0s · kiwoom_0d\t수급약함\nOR 약함 0.66 (총사겠음÷총팔겠음, 기준 0.76)\n가격간격 OK 0.18%\n총사겠음 13,043 · 총팔겠음 19,750\n시차 +0s · kiwoom_0d\t익절\n파라미터 그리드 탐색은 CLI param_search_momentum.py — 웹은 페이지 로드 시 /api/env/params → config_momentum + env_config 병합값으로 입력란 자동 채움.\n\n여기 기록없음은 이제 버그 수정 다 해서 화요일 부터는 기록없음이 사라지나?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"「기록없음」이 백테 표시인지 실매 호가 저장인지, 화요일부터 없어지는 수정인지 코드와 문서를 확인하겠습니다."},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/docs/화요일확인.md"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot","pattern":"기록없음","glob":"*.{js,py,html,md}","head_limit":40}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot","pattern":"bt_flatten","glob":"*.{py,js,md}","head_limit":30}}]}}
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{"role":"assistant","message":{"content":[{"type":"text","text":"**화요일부터 「기록없음」이 전부 사라지지는 않습니다.** 토·일 고친 구멍과 이 칸은 다른 이야기입니다.\n\n화요일 패치는 **살 때**입니다. 호가 사진이 없으면(또는 만료를 통과로 치면) 필터 ON인데도 사던 것을 막습니다. 표의 「매도호가 · 기록없음」은 **팔린 시각 ±15분 안에 DB에 호가 사진이 없다**는 표시입니다. 매수를 막았다고 매도 칸이 채워지지는 않습니다.\n\n지금 붙여 주신 행을 보면 패턴이 분명합니다.\n\n| 매도시각 | 사유 | 왜 사진이 없나 |\n|---|---|---|\n| 15:45~15:54 | eod | 장 끝난 뒤·장마감 플랫. 호가창이 이미 꺼진 시각 |\n| 09:00 | 시간컷 | 전날 들고 다음날 시가에 강제청산. 09:00:00에 0D 호가가 아직 없거나 구독 전 |\n| 13:45·14:13 | `bt_flatten` | 백테가 구간 끝에서 남은 포지션을 봉으로 접음. 그 시각에 호가 시계열이 없으면 표시 불가 |\n\n매수칸은 대부분 초록/노랑으로 **사진이 있습니다.** 사는 순간에는 구독·검사가 있었고, 파는 순간(EOD·시가·시뮬 플랫)에는 사진이 없는 경우가 많습니다.\n\n그래서:\n\n- **화요일 실매**: 호가 없이 사는 건 줄어야 함. 매수칸 「기록없음」+체결은 예전 구멍이면 줄 것.\n- **화요일 이후에도 남을 수 있는 것**: EOD·시가 시간컷·백테 `bt_flatten`의 **매도칸** 기록없음. 팔 때 지정가/익절호가는 이번 패치에서 **안 바꿨습니다.**\n- **8/12~14 백테를 다시 돌려도**: 그때 저장된 `ws_orderbook`이 없으면 표는 그대로입니다. 코드가 과거 사진을 만들어 넣지 않습니다.\n\n초등으로: 칠판 사진이 있어야 칸에 숫자가 나옵니다. 화요일 규칙은 「칠판이 없으면 **사지 마**」이지, 「없는 칠판을 **그려 넣어**」가 아닙니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 1:20 AM (UTC+9)</timestamp>\n<user_query>\n화요일 이후에도 남을 수 있는 것: EOD·시가 시간컷·백테 bt_flatten의 매도칸 기록없음. 팔 때 지정가/익절호가는 이번 패치에서 안 바꿨습니다.\n\n익절호가를 안바꿨다는게 뭐야?? \n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"익절호가가 코드에서 무엇을 가리키는지 짧게 확인한 뒤, 화요일 패치와 어떻게 다른지 설명하겠습니다."},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot","pattern":"EXIT_OB_ENABLED|SELL_USE_ORDERBOOK","glob":"*.{py,md}","head_limit":25}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/docs/화요일확인.md","offset":59,"limit":30}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**「익절호가를 안 바꿨다」= 익절 기능이 고장 났다는 뜻이 아닙니다.** 화요일에 손댄 스위치가 **사는 쪽만**이라는 뜻입니다.\n\n호가가 세 갈래입니다.\n\n1. **살 때 검사** (`ORDERBOOK_FILTER` 등) \n 사기 직전에 대기표를 보고 간격·살 힘이 나쁘면 **안 산다.** \n → 화요일에 고친 것. 사진 없음/만료를 통과로 치던 구멍.\n\n2. **익절 호가매도** (`MOMENTUM_EXIT_OB_ENABLED` 같은 `*_EXIT_OB_*`) \n 이미 들고 있을 때, 익절 신호가 나면 **호가 수급이 좋을 때만** 팔거나 미룬다. \n → 이번 패치에서 **손대지 않음.** 켜짐/꺼짐, 기준값 그대로.\n\n3. **익절 지정가** (`SELL_USE_ORDERBOOK_ON_PROFIT`) \n 익절을 시장가가 아니라 **매수1호가 지정가**로 낸다. \n → 이것도 **손대지 않음.**\n\n표의 「매도호가 · 기록없음」은 위 2번도 3번도 아닙니다. **팔린 시각 근처 사진을 표에 붙여 보여 주는 칸**일 뿐입니다. EOD·09:00 시간컷이면 그 시각에 사진이 없어서 칸이 비는 것이고, 익절 로직을 고치지 않아서 생기는 현상이 아닙니다.\n\n한 줄: 화요일 = **빈 칠판인데 사던 것 금지.** 익절을 호가로 팔지/지정가로 팔지는 **그대로.**"}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 1:23 AM (UTC+9)</timestamp>\n<user_query>\n익절 호가매도 (MOMENTUM_EXIT_OB_ENABLED 같은 *_EXIT_OB_*)\n이미 들고 있을 때, 익절 신호가 나면 호가 수급이 좋을 때만 팔거나 미룬다.\n→ 이번 패치에서 손대지 않음. 켜짐/꺼짐, 기준값 그대로.\n\n익절 지정가 (SELL_USE_ORDERBOOK_ON_PROFIT)\n익절을 시장가가 아니라 매수1호가 지정가로 낸다.\n→ 이것도 손대지 않음.\n\n아니 이거 익절을 호가로 팔지 지정가로 팔지의 문제가 아니고 호가잔량에 따라 익절시에 못따가면 매도하는 로직은 들어가 있는거지? \n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"익절 때 호가잔량으로 ‘못 따라가면 판다’가 실매 엔진에 실제로 있는지, 스위치 이름과 동작을 코드에서 확인하겠습니다."},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/docs/호가.md","limit":120,"offset":140}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py,md}","head_limit":40,"path":"/home/hoon/kis_bot/kis_trader","pattern":"EXIT_OB|exit_ob_enabled|못따라|잔량.*매도|whale_ratio|or_ratio"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.py","head_limit":35,"path":"/home/hoon/kis_bot","pattern":"def .*exit_ob|check_exit_ob|EXIT_OB_"}}]}}
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{"role":"assistant","message":{"content":[{"type":"text","text":"맞습니다. **그건 지정가/시장가 문제가 아니라, 이미 이득일 때 호가잔량이 무너지면 팔라는 매도 신호**이고, **코드에 들어가 있습니다.** 제가 앞에서 「익절 신호가 난 뒤에 호가 좋으면만 팔고 미룬다」고 한 건 그 로직이 아닙니다.\n\n동작은 이렇습니다.\n\n1. 이미 샀다. \n2. **최소 이득**(기본 +0.5%) + **최소 보유**(기본 3분)를 넘었다. \n3. 호가 **사겠음÷팔겠음**의 이동평균이 기준(기본 0.4) 아래로 떨어졌다 = 따라갈 매수 대기줄이 짧아졌다. \n4. 그때 **「호가컷」으로 판다.**\n\n순서도 정해져 있습니다. 래칫 → 어깨 → **호가컷** → 손절호가 → −% 손절 → 트레일. 모멘텀·돌파 실매·백테가 같은 `_check_exit_ob_l3`를 씁니다. 호가 사진이 모자라면 **안 팝니다**(폴백으로 억지 발동 없음).\n\n스위치는 `MOMENTUM_EXIT_OB_ENABLED` / `BREAKOUT_EXIT_OB_ENABLED`입니다. **코드 기본은 꺼짐**이고, DB에서 켜져 있으면 그날부터 씁니다. 화요일 패치는 이 판정을 건드리지 않았습니다. 있던 그대로입니다.\n\n헷갈리기 쉬운 다른 축 하나만:\n\n- **호가컷** = *팔지 말지* (잔량 붕괴 → 익절 매도) \n- **`SELL_USE_ORDERBOOK_ON_PROFIT`** = 이미 팔기로 한 뒤 *지정가로 낼지 시장가로 낼지*\n\n표의 「매도호가 기록없음」은 이 호가컷이 없다는 뜻이 아닙니다. EOD·시가 플랫 시각에 **표시용 사진이 없다**는 뜻입니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 1:33 AM (UTC+9)</timestamp>\n<user_query>\n옵투나 화면에 후처리 프로그레스바도 잇어야겠는데 언제 끝날지 모르겟어 상세를 언제 눌러야될지 모르겠네 \n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"후처리 진행을 화면에 보이게 하려면, 지금 잡이 후처리를 어떻게 찍고 웹이 그걸 읽는지부터 확인하겠습니다."},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md","limit":80}},{"type":"tool_use","name":"Grep","input":{"glob":"*.{py,js,html}","head_limit":50,"path":"/home/hoon/kis_bot","pattern":"후처리|postprocess|OPTUNA_POST|light_skip|상세"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py,js,html}","head_limit":40,"path":"/home/hoon/kis_bot","pattern":"optunaPoll|optuna.*progress|n_trials|best#"}}]}}
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{"role":"assistant","message":{"content":[{"type":"text","text":"학습 trial 바와 별도로 후처리 진행을 로그에서 읽어 두 번째 바로 보여 주고, 끝나기 전에는 「상세」를 누르지 않게 안내하겠습니다."},{"type":"tool_use","name":"Write","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_post_progress.py","contents":"\"\"\"Optuna 후처리 진행 한 줄 로그 — 웹 프로그레스바 파서용.\n\n실매 엔진과 무관. 형식:\nOPTUNA_POST_PROGRESS pct=.. step=.. total=.. stage=.. axis=a/b 설명\n\"\"\"\nfrom __future__ import annotations\n\nimport threading\nfrom typing import Any, Optional\n\n_tls = threading.local()\n\n\ndef _ctx() -> dict:\n c = getattr(_tls, \"ctx\", None)\n if not isinstance(c, dict):\n c = {\n \"log\": None,\n \"step\": 1,\n \"total\": 1,\n \"stage\": \"idle\",\n \"n_axes\": 1,\n \"axis_i\": 0,\n \"axis_trials\": 0,\n }\n _tls.ctx = c\n return c\n\n\ndef begin_job(log: Any, total: int) -> None:\n c = _ctx()\n c[\"log\"] = log\n c[\"total\"] = max(1, int(total or 1))\n c[\"step\"] = 0\n c[\"stage\"] = \"start\"\n c[\"n_axes\"] = 1\n c[\"axis_i\"] = 0\n c[\"axis_trials\"] = 0\n emit(stage=\"start\", detail=\"후처리 시작\")\n\n\ndef begin_unit(step: int, stage: str, detail: str = \"\") -> None:\n c = _ctx()\n c[\"step\"] = max(1, int(step))\n c[\"stage\"] = str(stage or \"\")\n c[\"n_axes\"] = 1\n c[\"axis_i\"] = 0\n c[\"axis_trials\"] = 0\n emit(stage=stage, detail=detail or stage)\n\n\ndef set_ob_axes(n_axes: int, axis_trials: int) -> None:\n c = _ctx()\n c[\"n_axes\"] = max(1, int(n_axes or 1))\n c[\"axis_trials\"] = max(0, int(axis_trials or 0))\n\n\ndef begin_ob_axis(axis_name: str, axis_i: int) -> None:\n c = _ctx()\n c[\"axis_i\"] = max(0, int(axis_i))\n emit(\n stage=str(c.get(\"stage\") or \"ob\"),\n detail=str(axis_name or \"\"),\n axis_done=0,\n axis_total=int(c.get(\"axis_trials\") or 0),\n )\n\n\ndef on_ob_axis_trial(done: int, total: int, axis_name: str) -> None:\n emit(\n stage=str(_ctx().get(\"stage\") or \"ob\"),\n detail=str(axis_name or \"\"),\n axis_done=int(done),\n axis_total=int(total),\n )\n\n\ndef finish_job(log: Optional[Any] = None) -> None:\n c = _ctx()\n if log is not None:\n c[\"log\"] = log\n c[\"step\"] = int(c.get(\"total\") or 1)\n emit(stage=\"done\", detail=\"상세가능\", done=True)\n\n\ndef emit(\n *,\n stage: str,\n detail: str = \"\",\n axis_done: int = 0,\n axis_total: int = 0,\n done: bool = False,\n) -> None:\n c = _ctx()\n log = c.get(\"log\")\n if log is None:\n return\n step = max(0, int(c.get(\"step\") or 0))\n total = max(1, int(c.get(\"total\") or 1))\n n_axes = max(1, int(c.get(\"n_axes\") or 1))\n axis_i = max(0, int(c.get(\"axis_i\") or 0))\n ax_tot = int(axis_total or c.get(\"axis_trials\") or 0)\n ax_done = int(axis_done or 0)\n if done:\n pct = 100.0\n else:\n inner = 0.0\n if ax_tot > 0:\n inner = (axis_i + min(1.0, ax_done / float(ax_tot))) / float(n_axes)\n elif n_axes > 1:\n inner = axis_i / float(n_axes)\n frac = (max(0, step - 1) + min(1.0, inner)) / float(total)\n pct = round(min(99.9, max(0.0, 100.0 * frac)), 1)\n bits = [\n f\"OPTUNA_POST_PROGRESS pct={pct}\",\n f\"step={max(1, step) if step else 0}\",\n f\"total={total}\",\n f\"stage={stage}\",\n f\"axis={ax_done}/{ax_tot}\",\n ]\n if detail:\n bits.append(str(detail).replace(\"\\n\", \" \")[:80])\n if done:\n bits.append(\"상세가능\")\n try:\n log.info(\"%s\", \" \".join(bits))\n except Exception:\n pass\n"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","old_string":" gated = list(data.get(\"results_gated\") or [])[:top_n]\n anchors: List[Dict[str, Any]] = []\n\n for i, row in enumerate(gated, start=1):\n combo = _combo_from_row(row)\n fills: List[Dict[str, Any]] = []\n if do_ob and evaluate_fn is not None:\n lg.info(\"📌 [후처리] gated#%d 백테 재실행 (호가/휩쏘 체결)\", i)","new_string":" gated = list(data.get(\"results_gated\") or [])[:top_n]\n anchors: List[Dict[str, Any]] = []\n\n from kis_trader.backtest import optuna_post_progress as opp\n\n stable_preview = list((data or {}).get(\"results_stable\") or [])[: max(1, int(top_n or 5))] if _include_stable() else []\n n_units = len(gated) + (len(stable_preview) if _include_stable() else 0)\n if _include_mode():\n n_units += 1\n if _include_live():\n n_units += 1\n if do_ob:\n opp.begin_job(lg, max(1, n_units))\n unit = 0\n\n for i, row in enumerate(gated, start=1):\n combo = _combo_from_row(row)\n fills: List[Dict[str, Any]] = []\n if do_ob and evaluate_fn is not None:\n unit += 1\n opp.begin_unit(unit, f\"gated#{i}\", \"백테재실행·호가\")\n lg.info(\"📌 [후처리] gated#%d 백테 재실행 (호가/휩쏘 체결)\", i)"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","old_string":" if reused is not None:\n ob = reused.get(\"orderbook\") or {\"ok\": False, \"reason\": \"light_skip\"}\n ws = reused.get(\"whipsaw\") or {\"ok\": False, \"reason\": \"light_skip\"}\n else:\n ob = {\"ok\": False, \"reason\": \"light_skip\"}\n ws = {\"ok\": False, \"reason\": \"light_skip\"}\n if do_ob and evaluate_fn is not None:\n lg.info(\"📌 [후처리] stable#%d 백테 재실행 (호가/휩쏘 체결)\", i)\n fills = _replay_fills(evaluate_fn, combo, lg)","new_string":" if reused is not None:\n ob = reused.get(\"orderbook\") or {\"ok\": False, \"reason\": \"light_skip\"}\n ws = reused.get(\"whipsaw\") or {\"ok\": False, \"reason\": \"light_skip\"}\n if do_ob:\n from kis_trader.backtest import optuna_post_progress as opp\n # stable 재사용도 한 칸 진행 (표 앵커 채우는 중)\n # step 은 attach 쪽에서 begin_unit 로 맞춤 — 여기선 로그만\n lg.info(\"📌 [후처리] stable#%d 호가 재사용 (gated와 동일 trial)\", i)\n else:\n ob = {\"ok\": False, \"reason\": \"light_skip\"}\n ws = {\"ok\": False, \"reason\": \"light_skip\"}\n if do_ob and evaluate_fn is not None:\n lg.info(\"📌 [후처리] stable#%d 백테 재실행 (호가/휩쏘 체결)\", i)\n fills = _replay_fills(evaluate_fn, combo, lg)"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":160,"offset":440,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Read","input":{"limit":180,"offset":548,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_post_progress.py","old_string":"def begin_unit(step: int, stage: str, detail: str = \"\") -> None:\n c = _ctx()\n c[\"step\"] = max(1, int(step))\n c[\"stage\"] = str(stage or \"\")\n c[\"n_axes\"] = 1\n c[\"axis_i\"] = 0\n c[\"axis_trials\"] = 0\n emit(stage=stage, detail=detail or stage)","new_string":"def begin_unit(step: int, stage: str, detail: str = \"\") -> None:\n c = _ctx()\n c[\"step\"] = max(1, int(step))\n c[\"stage\"] = str(stage or \"\")\n c[\"n_axes\"] = 1\n c[\"axis_i\"] = 0\n c[\"axis_trials\"] = 0\n emit(stage=stage, detail=detail or stage)\n\n\ndef next_unit(stage: str, detail: str = \"\") -> int:\n c = _ctx()\n step = int(c.get(\"step\") or 0) + 1\n begin_unit(step, stage, detail)\n return step"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","old_string":" reused = _reuse_ob_ws(anchors, trial)\n fills: List[Dict[str, Any]] = []\n pnl = row.get(\"total_pnl\")\n trail = _slim_trail(_trail_for_pnl(strat, pnl))\n if reused is not None:\n ob = reused.get(\"orderbook\") or {\"ok\": False, \"reason\": \"light_skip\"}\n ws = reused.get(\"whipsaw\") or {\"ok\": False, \"reason\": \"light_skip\"}\n if do_ob:\n from kis_trader.backtest import optuna_post_progress as opp\n # stable 재사용도 한 칸 진행 (표 앵커 채우는 중)\n # step 은 attach 쪽에서 begin_unit 로 맞춤 — 여기선 로그만\n lg.info(\"📌 [후처리] stable#%d 호가 재사용 (gated와 동일 trial)\", i)\n else:","new_string":" reused = _reuse_ob_ws(anchors, trial)\n fills: List[Dict[str, Any]] = []\n pnl = row.get(\"total_pnl\")\n trail = _slim_trail(_trail_for_pnl(strat, pnl))\n if do_ob:\n from kis_trader.backtest import optuna_post_progress as opp\n opp.next_unit(\n f\"stable#{i}\",\n \"호가재사용\" if reused is not None else \"백테재실행·호가\",\n )\n if reused is not None:\n ob = reused.get(\"orderbook\") or {\"ok\": False, \"reason\": \"light_skip\"}\n ws = reused.get(\"whipsaw\") or {\"ok\": False, \"reason\": \"light_skip\"}\n if do_ob:\n lg.info(\"📌 [후처리] stable#%d 호가 재사용 (gated와 동일 trial)\", i)\n else:"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","old_string":" if do_ob:\n opp.begin_job(lg, max(1, n_units))\n unit = 0\n\n for i, row in enumerate(gated, start=1):\n combo = _combo_from_row(row)\n fills: List[Dict[str, Any]] = []\n if do_ob and evaluate_fn is not None:\n unit += 1\n opp.begin_unit(unit, f\"gated#{i}\", \"백테재실행·호가\")\n lg.info(\"📌 [후처리] gated#%d 백테 재실행 (호가/휩쏘 체결)\", i)\n fills = _replay_fills(evaluate_fn, combo, lg)","new_string":" if do_ob:\n opp.begin_job(lg, max(1, n_units))\n\n for i, row in enumerate(gated, start=1):\n combo = _combo_from_row(row)\n fills: List[Dict[str, Any]] = []\n if do_ob:\n opp.next_unit(f\"gated#{i}\", \"백테재실행·호가\")\n if do_ob and evaluate_fn is not None:\n lg.info(\"📌 [후처리] gated#%d 백테 재실행 (호가/휩쏘 체결)\", i)\n fills = _replay_fills(evaluate_fn, combo, lg)"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","old_string":" fills_m = list(mode_fills or [])\n if do_ob and not fills_m and evaluate_fn is not None:\n mode_params = dict(mc.get(\"params\") or {})\n if mode_params:\n lg.info(\"📌 [후처리] mode_combo 백테 재실행\")\n fills_m = _replay_fills(evaluate_fn, mode_params, lg)","new_string":" fills_m = list(mode_fills or [])\n if do_ob:\n from kis_trader.backtest import optuna_post_progress as opp\n opp.next_unit(\"mode\", \"mode_combo 호가\")\n if do_ob and not fills_m and evaluate_fn is not None:\n mode_params = dict(mc.get(\"params\") or {})\n if mode_params:\n lg.info(\"📌 [후처리] mode_combo 백테 재실행\")\n fills_m = _replay_fills(evaluate_fn, mode_params, lg)"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","old_string":" live_ob = {\"ok\": False, \"reason\": \"light_skip\"}\n live_ws = {\"ok\": False, \"reason\": \"light_skip\"}\n if do_ob:\n live_ob = _ob_for_anchor(strategy=strat_u, out_data=data, fills=None, live=True, lg=lg, n_trials=ob_n_trials)","new_string":" live_ob = {\"ok\": False, \"reason\": \"light_skip\"}\n live_ws = {\"ok\": False, \"reason\": \"light_skip\"}\n if do_ob:\n from kis_trader.backtest import optuna_post_progress as opp\n opp.next_unit(\"live\", \"실매참고 호가\")\n live_ob = _ob_for_anchor(strategy=strat_u, out_data=data, fills=None, live=True, lg=lg, n_trials=ob_n_trials)"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":720,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" lg.info(\n \"📌 [후처리 TopN] anchors=%d · 과적합%%=%.1f(%s) · ob_whipsaw=%s\",\n len(anchors), apply_pct, verd, do_ob,\n )\n if do_ob:\n from kis_trader.backtest import optuna_post_progress as opp\n opp.finish_job(lg)\n return data","old_string":" lg.info(\n \"📌 [후처리 TopN] anchors=%d · 과적합%%=%.1f(%s) · ob_whipsaw=%s\",\n len(anchors), apply_pct, verd, do_ob,\n )\n return data","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" study = optuna.create_study(direction=\"maximize\")\n from kis_trader.backtest import optuna_post_progress as opp\n\n def _cb(_study: Any, _trial: Any) -> None:\n n = len(_study.trials)\n if n == 1 or n == int(n_trials) or n % 5 == 0:\n opp.on_ob_axis_trial(n, int(n_trials), axis_name)\n\n study.optimize(obj_func, n_trials=n_trials, callbacks=[_cb])","old_string":" study = optuna.create_study(direction=\"maximize\")\n study.optimize(obj_func, n_trials=n_trials)","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" axis_n = _ob_axis_n_trials(int(n_trials))\n can_exit_stop = strat_upper in (\"MOMENTUM\", \"BREAKOUT\")\n from kis_trader.backtest import optuna_post_progress as opp\n n_ax = 3 if can_exit_stop else 1\n opp.set_ob_axes(n_ax, axis_n)\n opp.begin_ob_axis(\"진입호가\", 0)\n entry_axis = _optimize_entry_axis(trades, orig_cnt=orig_cnt, n_trials=axis_n, lg=lg)\n exit_axis: Dict[str, Any]\n stop_axis: Dict[str, Any]\n if can_exit_stop:\n opp.begin_ob_axis(\"익절호가\", 1)\n exit_axis = _optimize_exit_axis(trades, orig_cnt=orig_cnt, n_trials=axis_n, lg=lg)\n opp.begin_ob_axis(\"손절호가\", 2)\n stop_axis = _optimize_stop_axis(trades, orig_cnt=orig_cnt, n_trials=axis_n, lg=lg)","old_string":" axis_n = _ob_axis_n_trials(int(n_trials))\n can_exit_stop = strat_upper in (\"MOMENTUM\", \"BREAKOUT\")\n\n entry_axis = _optimize_entry_axis(trades, orig_cnt=orig_cnt, n_trials=axis_n, lg=lg)\n exit_axis: Dict[str, Any]\n stop_axis: Dict[str, Any]\n if can_exit_stop:\n exit_axis = _optimize_exit_axis(trades, orig_cnt=orig_cnt, n_trials=axis_n, lg=lg)\n stop_axis = _optimize_stop_axis(trades, orig_cnt=orig_cnt, n_trials=axis_n, lg=lg)","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":40,"offset":220,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Read","input":{"limit":30,"offset":1148,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" return \"\\n\".join(lines[-n:])\n except Exception:\n return \"\"\n\n\n_POST_PROG_RE = re.compile(\n r\"OPTUNA_POST_PROGRESS\\s+pct=(?P<pct>[0-9.]+)\\s+step=(?P<step>\\d+)\\s+\"\n r\"total=(?P<total>\\d+)\\s+stage=(?P<stage>\\S+)\\s+axis=(?P<ad>\\d+)/(?P<at>\\d+)\"\n r\"(?P<detail>.*)$\"\n)\n\n\ndef _parse_postprocess_progress(log_path: Optional[str]) -> Dict[str, Any]:\n \"\"\"후처리 한 줄 진행. 없으면 구로그 휴리스틱.\"\"\"\n out: Dict[str, Any] = {\n \"pct\": 0.0,\n \"step\": 0,\n \"total\": 0,\n \"stage\": \"\",\n \"axis_done\": 0,\n \"axis_total\": 0,\n \"detail\": \"\",\n \"ready\": False,\n \"hint\": \"\",\n }\n if not log_path:\n return out\n text = _tail_text(log_path, 250) or \"\"\n last = None\n for mm in _POST_PROG_RE.finditer(text):\n last = mm\n if last:\n d = last.groupdict()\n try:\n out[\"pct\"] = float(d.get(\"pct\") or 0)\n except (TypeError, ValueError):\n out[\"pct\"] = 0.0\n out[\"step\"] = int(d.get(\"step\") or 0)\n out[\"total\"] = int(d.get(\"total\") or 0)\n out[\"stage\"] = str(d.get(\"stage\") or \"\")\n out[\"axis_done\"] = int(d.get(\"ad\") or 0)\n out[\"axis_total\"] = int(d.get(\"at\") or 0)\n det = str(d.get(\"detail\") or \"\").strip()\n out[\"detail\"] = det\n if out[\"stage\"] == \"done\" or \"상세가능\" in det:\n out[\"ready\"] = True\n out[\"pct\"] = 100.0\n out[\"hint\"] = \"후처리 끝 · 「상세」 가능\"\n else:\n ax = \"\"\n if out[\"axis_total\"]:\n ax = f\" · 축 {out['axis_done']}/{out['axis_total']}\"\n out[\"hint\"] = (\n f\"후처리 {out['step']}/{out['total']} · {out['stage']}{ax} · 「상세」는 끝난 뒤\"\n )\n return out\n g = re.findall(r\"\\[후처리\\] gated#(\\d+)\", text)\n if g:\n out[\"stage\"] = \"gated#\" + g[-1]\n out[\"pct\"] = min(90.0, float(g[-1]) * 12.0)\n out[\"hint\"] = \"후처리 중 · 「상세」는 끝난 뒤\"\n if \"[후처리 TopN]\" in text or \"상세가능\" in text:\n out[\"ready\"] = True\n out[\"pct\"] = 100.0\n out[\"stage\"] = out.get(\"stage\") or \"done\"\n out[\"hint\"] = \"후처리 끝 · 「상세」 가능\"\n return out","old_string":" return \"\\n\".join(lines[-n:])\n except Exception:\n return \"\"","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" m[\"result_summary\"] = _summarize_result_json(m.get(\"result_json\"))\n if m.get(\"briefing_md\") and Path(str(m[\"briefing_md\"])).is_file():\n try:\n m[\"briefing_preview\"] = Path(str(m[\"briefing_md\"])).read_text(encoding=\"utf-8\")[:4000]\n except Exception:\n m[\"briefing_preview\"] = None\n\n rerun = m.get(\"postprocess_rerun\") if isinstance(m.get(\"postprocess_rerun\"), dict) else {}\n pp_log = str((rerun or {}).get(\"log_path\") or \"\") if str((rerun or {}).get(\"status\") or \"\") == \"running\" else \"\"\n post = _parse_postprocess_progress(pp_log or active_log)\n topn = ((m.get(\"result_summary\") or {}).get(\"postprocess_topn\") or {}) if isinstance(m.get(\"result_summary\"), dict) else {}\n if isinstance(topn, dict) and topn.get(\"postprocess_by_anchor\") and topn.get(\"run_ob_whipsaw\"):\n if not alive and str((rerun or {}).get(\"status\") or \"\") != \"running\":\n post[\"ready\"] = True\n post[\"pct\"] = 100.0\n post[\"hint\"] = \"후처리 끝 · 「상세」 가능\"\n post[\"stage\"] = post.get(\"stage\") or \"done\"\n trials_tot = int(prog.get(\"trials_total\") or 0)\n trials_done = int(prog.get(\"trials_done\") or 0)\n trial_finished = bool(trials_tot and trials_done >= trials_tot)\n rerun_run = str((rerun or {}).get(\"status\") or \"\") == \"running\"\n if rerun_run:\n m[\"phase\"] = \"postprocess\"\n if not post.get(\"hint\"):\n post[\"hint\"] = \"후처리 재실행 중 · 「상세」는 끝난 뒤\"\n elif alive and trial_finished and not post.get(\"ready\"):\n m[\"phase\"] = \"postprocess\"\n if not post.get(\"stage\"):\n post[\"stage\"] = \"wait\"\n post[\"hint\"] = \"학습 끝 · 후처리 시작 대기 · 「상세」는 아직\"\n elif alive:\n m[\"phase\"] = \"trials\"\n if not post.get(\"hint\"):\n post[\"hint\"] = \"학습 trial 중 · 후처리는 그 다음\"\n else:\n m[\"phase\"] = str(m.get(\"status\") or \"idle\")\n if post.get(\"ready\") and not post.get(\"hint\"):\n post[\"hint\"] = \"후처리 끝 · 「상세」 가능\"\n m[\"postprocess\"] = post\n\n save_job(m)\n return m","old_string":" m[\"result_summary\"] = _summarize_result_json(m.get(\"result_json\"))\n if m.get(\"briefing_md\") and Path(str(m[\"briefing_md\"])).is_file():\n try:\n m[\"briefing_preview\"] = Path(str(m[\"briefing_md\"])).read_text(encoding=\"utf-8\")[:4000]\n except Exception:\n m[\"briefing_preview\"] = None\n save_job(m)\n return m","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" <div id=\"optuna_nav_bar\" class=\"optuna-nav-bar d-none flex-grow-1\" style=\"max-width:420px;cursor:pointer\"\n title=\"Optuna 탭으로 이동\" onclick=\"optunaGoTab()\">\n <div class=\"d-flex justify-content-between align-items-center\" style=\"font-size:11px;color:var(--muted)\">\n <span id=\"optuna_nav_label\">Optuna</span>\n <span id=\"optuna_nav_pct\">0%</span>\n </div>\n <div class=\"optuna-prog-track\">\n <div class=\"optuna-prog-fill\" id=\"optuna_nav_fill\" style=\"width:0%\"></div>\n </div>\n <div class=\"optuna-prog-track mt-1 d-none\" id=\"optuna_nav_post_track\" style=\"height:4px\">\n <div class=\"optuna-prog-fill is-post\" id=\"optuna_nav_post_fill\" style=\"width:0%\"></div>\n </div>\n </div>","old_string":" <div id=\"optuna_nav_bar\" class=\"optuna-nav-bar d-none flex-grow-1\" style=\"max-width:420px;cursor:pointer\"\n title=\"Optuna 탭으로 이동\" onclick=\"optunaGoTab()\">\n <div class=\"d-flex justify-content-between align-items-center\" style=\"font-size:11px;color:var(--muted)\">\n <span id=\"optuna_nav_label\">Optuna</span>\n <span id=\"optuna_nav_pct\">0%</span>\n </div>\n <div class=\"optuna-prog-track\">\n <div class=\"optuna-prog-fill\" id=\"optuna_nav_fill\" style=\"width:0%\"></div>\n </div>\n </div>","path":"/home/hoon/kis_bot/templates/backtest.html"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" <div class=\"card p-3 mb-3\" id=\"opt_status_card\">\n <h6>진행</h6>\n <div class=\"small text-muted mb-1\">학습 trial</div>\n <div class=\"optuna-prog-track mb-2\" style=\"height:10px\">\n <div class=\"optuna-prog-fill\" id=\"opt_tab_fill\" style=\"width:0%\"></div>\n </div>\n <div class=\"small text-muted mb-1\">후처리 (호가·휩쏘 · 끝나면 「상세」)</div>\n <div class=\"optuna-prog-track mb-2\" style=\"height:10px\">\n <div class=\"optuna-prog-fill is-post\" id=\"opt_post_fill\" style=\"width:0%\"></div>\n </div>\n <div id=\"opt_st_post\" class=\"small text-muted mb-2\">후처리 — trial 끝난 뒤 시작</div>","old_string":" <div class=\"card p-3 mb-3\" id=\"opt_status_card\">\n <h6>진행</h6>\n <div class=\"optuna-prog-track mb-2\" style=\"height:10px\">\n <div class=\"optuna-prog-fill\" id=\"opt_tab_fill\" style=\"width:0%\"></div>\n </div>","path":"/home/hoon/kis_bot/templates/backtest.html"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" <span id=\"opt_pp_rerun_status\" class=\"text-muted ms-1\">후처리 바가 100%·「상세 가능」이 뜬 뒤에 「상세」를 누르세요. 진짜 구 JSON만 재실행.</span>","old_string":" <span id=\"opt_pp_rerun_status\" class=\"text-muted ms-1\">후처리가 로그에만 있고 표가 비면, 잡이 끝난 뒤 새로고침하세요. 진짜 구 JSON만 재실행.</span>","path":"/home/hoon/kis_bot/templates/backtest.html"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" .optuna-prog-fill.is-done { background: var(--green); }\n .optuna-prog-fill.is-error { background: var(--red); }\n .optuna-prog-fill.is-post { background: #d29922; }","old_string":" .optuna-prog-fill.is-done { background: var(--green); }\n .optuna-prog-fill.is-error { background: var(--red); }","path":"/home/hoon/kis_bot/static/css/backtest.css"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":"function optunaSetNav(job) {\n const bar = $('optuna_nav_bar');\n if (!bar) return;\n if (!job) {\n bar.classList.add('d-none');\n return;\n }\n const prog = job.progress || {};\n const post = job.postprocess || {};\n const pct = Number(prog.pct || 0);\n const st = job.status || '';\n const phase = job.phase || '';\n const postBusy = phase === 'postprocess' || (st === 'running' && pct >= 99.9 && !post.ready);\n const label = (job.label || job.strategy || 'Optuna') +\n (postBusy ? ' 후처리' : (st === 'running' ? ' 실행중' : (st === 'done' ? ' 완료' : (st === 'error' ? ' 오류' : ''))));\n const done = prog.trials_done != null ? prog.trials_done : '?';\n const tot = prog.trials_total != null ? prog.trials_total : '?';\n $('optuna_nav_label').textContent = `${label} ${done}/${tot}`;\n const met = optunaBestMetricsText(prog, job);\n const postPct = Number(post.pct || 0);\n if (postBusy) {\n $('optuna_nav_pct').textContent = `후처리 ${postPct}%` + (post.stage ? ` · ${post.stage}` : '');\n } else {\n $('optuna_nav_pct').textContent = met ? `${pct}% · ${met}` : `${pct}%`;\n }\n const fill = $('optuna_nav_fill');\n fill.style.width = `${Math.min(100, pct)}%`;\n fill.classList.toggle('is-done', st === 'done' && !postBusy);\n fill.classList.toggle('is-error', st === 'error');\n const postTrack = $('optuna_nav_post_track');\n const postFill = $('optuna_nav_post_fill');\n if (postTrack && postFill) {\n const showPost = postBusy || post.ready || postPct > 0;\n postTrack.classList.toggle('d-none', !showPost);\n postFill.style.width = `${Math.min(100, post.ready ? 100 : postPct)}%`;\n postFill.classList.toggle('is-done', !!post.ready);\n }\n bar.classList.remove('d-none');\n}","old_string":"function optunaSetNav(job) {\n const bar = $('optuna_nav_bar');\n if (!bar) return;\n if (!job) {\n bar.classList.add('d-none');\n return;\n }\n const prog = job.progress || {};\n const pct = Number(prog.pct || 0);\n const st = job.status || '';\n const label = (job.label || job.strategy || 'Optuna') +\n (st === 'running' ? ' 실행중' : (st === 'done' ? ' 완료' : (st === 'error' ? ' 오류' : '')));\n const done = prog.trials_done != null ? prog.trials_done : '?';\n const tot = prog.trials_total != null ? prog.trials_total : '?';\n $('optuna_nav_label').textContent = `${label} ${done}/${tot}`;\n const met = optunaBestMetricsText(prog, job);\n $('optuna_nav_pct').textContent = met ? `${pct}% · ${met}` : `${pct}%`;\n const fill = $('optuna_nav_fill');\n fill.style.width = `${Math.min(100, pct)}%`;\n fill.classList.toggle('is-done', st === 'done');\n fill.classList.toggle('is-error', st === 'error');\n bar.classList.remove('d-none');\n}","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":"function optunaPostBusy(job) {\n if (!job) return false;\n const post = job.postprocess || {};\n const rerun = job.postprocess_rerun || {};\n if (String(rerun.status || '') === 'running') return true;\n if (post.ready) return false;\n if (job.phase === 'postprocess') return true;\n const prog = job.progress || {};\n return job.status === 'running' && Number(prog.pct || 0) >= 99.9;\n}\n\nfunction optunaRankTableRow(r, source) {\n const rank = r.rank || 1;\n const src = source;\n const busy = optunaPostBusy(window._optunaLastJob);\n const detailBtn = (src === 'learn')\n ? ''\n : (busy\n ? '<button class=\"btn btn-sm btn-outline-secondary py-0\" disabled title=\"후처리 끝나야 표가 채워집니다\">상세</button>'\n : `<button class=\"btn btn-sm btn-outline-primary py-0\" onclick=\"optunaSelectPostprocess('${src}',${rank})\">상세</button>`);","old_string":"function optunaRankTableRow(r, source) {\n const rank = r.rank || 1;\n const src = source;\n const detailBtn = (src === 'learn')\n ? ''\n : `<button class=\"btn btn-sm btn-outline-primary py-0\" onclick=\"optunaSelectPostprocess('${src}',${rank})\">상세</button>`;","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if ($('opt_st_trials')) {\n const met = optunaBestMetricsText(prog, job);\n const nowBits = [\n job.current_strategy,\n job.current_entry_mode,\n ].filter(Boolean).join('/');\n $('opt_st_trials').textContent =\n `${prog.trials_done ?? '—'} / ${prog.trials_total ?? job.trials ?? '—'} (${pct}%)` +\n (nowBits ? ` · now=${nowBits}` : '') +\n (met ? ` · ${met}` : '');\n }\n const post = job.postprocess || {};\n const postFill = $('opt_post_fill');\n const postPct = post.ready ? 100 : Number(post.pct || 0);\n if (postFill) {\n postFill.style.width = `${Math.min(100, postPct)}%`;\n postFill.classList.toggle('is-done', !!post.ready);\n postFill.classList.toggle('is-error', false);\n }\n if ($('opt_st_post')) {\n const busy = optunaPostBusy(job);\n $('opt_st_post').textContent = post.hint\n || (busy ? '후처리 중 · 「상세」는 끝난 뒤' : (job.status === 'done' ? '후처리 — 표가 있으면 「상세」' : '후처리 — trial 끝난 뒤 시작'));\n }","old_string":" if ($('opt_st_trials')) {\n const met = optunaBestMetricsText(prog, job);\n const nowBits = [\n job.current_strategy,\n job.current_entry_mode,\n ].filter(Boolean).join('/');\n $('opt_st_trials').textContent =\n `${prog.trials_done ?? '—'} / ${prog.trials_total ?? job.trials ?? '—'} (${pct}%)` +\n (nowBits ? ` · now=${nowBits}` : '') +\n (met ? ` · ${met}` : '');\n }","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if (stEl) {\n const pp = job && job.postprocess_rerun;\n const prog = job && job.postprocess;\n if (pp && pp.status === 'running') {\n stEl.textContent = (prog && prog.hint) || ('재실행 중… 로그 ' + (pp.log_path || ''));\n } else if (pp && pp.status === 'done') {\n stEl.textContent = '재실행 완료 · ' + (pp.log_path || '');\n } else if (pp && pp.status === 'error') {\n stEl.textContent = '재실행 실패 · ' + (pp.error || '');\n } else if (prog && prog.hint) {\n stEl.textContent = prog.hint;\n }\n }","old_string":" if (stEl) {\n const pp = job && job.postprocess_rerun;\n if (pp && pp.status === 'running') {\n stEl.textContent = '재실행 중… 로그 ' + (pp.log_path || '');\n } else if (pp && pp.status === 'done') {\n stEl.textContent = '재실행 완료 · ' + (pp.log_path || '');\n } else if (pp && pp.status === 'error') {\n stEl.textContent = '재실행 실패 · ' + (pp.error || '');\n }\n }","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":"| `optuna_post_progress.py` | — | 🔬 백테스트 | (후처리 진행 로그, 웹 바) |\n| `optuna_postprocess_topn.py` | — | 🔬 백테스트 | `optuna_orderbook_recommend`, `optuna_whipsaw_recommend`, `optuna_post_progress` |","old_string":"| `optuna_postprocess_topn.py` | — | 🔬 백테스트 | `optuna_orderbook_recommend`, `optuna_whipsaw_recommend` |","path":"/home/hoon/kis_bot/docs/like_mcp.md/code_architecture.md"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":50,"offset":456,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Read","input":{"limit":25,"offset":443,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"optunaSelectPostprocess\\('mode'"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/templates/backtest.html","pattern":"optunaSelectPostprocess"}},{"type":"tool_use","name":"Read","input":{"limit":15,"offset":466,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" <button class=\"btn btn-sm btn-outline-secondary py-0 ms-1\" id=\"opt_btn_mode_detail\" onclick=\"optunaSelectPostprocess('mode',1)\">mode 상세</button>","old_string":" <button class=\"btn btn-sm btn-outline-secondary py-0 ms-1\" onclick=\"optunaSelectPostprocess('mode',1)\">mode 상세</button>","path":"/home/hoon/kis_bot/templates/backtest.html"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if ($('opt_st_post')) {\n const busy = optunaPostBusy(job);\n $('opt_st_post').textContent = post.hint\n || (busy ? '후처리 중 · 「상세」는 끝난 뒤' : (job.status === 'done' ? '후처리 — 표가 있으면 「상세」' : '후처리 — trial 끝난 뒤 시작'));\n }\n if ($('opt_btn_mode_detail')) $('opt_btn_mode_detail').disabled = optunaPostBusy(job);\n if ($('opt_btn_pp_rerun')) $('opt_btn_pp_rerun').disabled = optunaPostBusy(job) && job.status === 'running';","old_string":" if ($('opt_st_post')) {\n const busy = optunaPostBusy(job);\n $('opt_st_post').textContent = post.hint\n || (busy ? '후처리 중 · 「상세」는 끝난 뒤' : (job.status === 'done' ? '후처리 — 표가 있으면 「상세」' : '후처리 — trial 끝난 뒤 시작'));\n }","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" <td>${job.status || ''}${job.phase === 'postprocess' ? ' ·후처리' : ''}</td>\n <td>${prog.trials_done ?? '—'}/${prog.trials_total ?? job.trials ?? '—'}${job.postprocess && job.postprocess.pct != null && job.phase === 'postprocess' ? ' ·후 ' + job.postprocess.pct + '%' : ''}</td>","old_string":" <td>${job.status || ''}</td>\n <td>${prog.trials_done ?? '—'}/${prog.trials_total ?? job.trials ?? '—'}</td>","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Shell","input":{"command":"python3 -m py_compile /home/hoon/kis_bot/kis_trader/backtest/optuna_post_progress.py /home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py /home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py /home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py && python3 - <<'PY'\nfrom kis_trader.backtest.optuna_web_jobs import _parse_postprocess_progress, _POST_PROG_RE\nline = \"OPTUNA_POST_PROGRESS pct=37.5 step=3 total=8 stage=gated#2 axis=12/80 진입호가\"\nm = _POST_PROG_RE.search(line)\nprint(\"re\", bool(m), m.groupdict() if m else None)\nclass L:\n def info(self, fmt, *a):\n print(fmt % a if a else fmt)\nfrom kis_trader.backtest import optuna_post_progress as opp\nopp.begin_job(L(), 4)\nopp.next_unit(\"gated#1\", \"백테재실행·호가\")\nopp.set_ob_axes(3, 80)\nopp.begin_ob_axis(\"진입호가\", 0)\nopp.on_ob_axis_trial(12, 80, \"진입호가\")\nopp.finish_job(L())\nPY","description":"Compile Python and smoke-test progress parser"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":"def finish_job(log: Optional[Any] = None) -> None:\n c = _ctx()\n if log is not None:\n c[\"log\"] = log\n c[\"step\"] = int(c.get(\"total\") or 1)\n emit(stage=\"done\", detail=\"\", done=True)","old_string":"def finish_job(log: Optional[Any] = None) -> None:\n c = _ctx()\n if log is not None:\n c[\"log\"] = log\n c[\"step\"] = int(c.get(\"total\") or 1)\n emit(stage=\"done\", detail=\"상세가능\", done=True)","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_post_progress.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if done:\n bits.append(\"상세가능\")","old_string":" if done:\n bits.append(\"상세가능\")","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_post_progress.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" if ($('opt_btn_mode_detail')) $('opt_btn_mode_detail').disabled = optunaPostBusy(job);\n if ($('opt_btn_pp_rerun')) $('opt_btn_pp_rerun').disabled = optunaPostBusy(job);","old_string":" if ($('opt_btn_mode_detail')) $('opt_btn_mode_detail').disabled = optunaPostBusy(job);\n if ($('opt_btn_pp_rerun')) $('opt_btn_pp_rerun').disabled = optunaPostBusy(job) && job.status === 'running';","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Glob","input":{"glob_pattern":"*.json","target_directory":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_navigate.json"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_tabs.json"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_lock.json"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_snapshot.json"}},{"type":"tool_use","name":"Shell","input":{"command":"sudo systemctl restart kis_backtest_web.service; sleep 2; systemctl is-active kis_backtest_web.service; curl -s -o /dev/null -w '%{http_code}\\n' http://127.0.0.1:5050/","description":"Restart backtest web and health-check localhost"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"optunaGoTab|#optuna|tab-opt","head_limit":20}},{"type":"tool_use","name":"CallMcpTool","input":{"server":"cursor-ide-browser","toolName":"browser_tabs","description":"List open browser tabs","arguments":{"action":"list"}}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"url":"http://192.168.0.149:5050/?v=optuna-post-bar-1"},"description":"Open dashboard with cache-bust query","server":"cursor-ide-browser","toolName":"browser_navigate"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_click.json"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_cdp.json"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"lock","viewId":"ad4514"},"description":"Lock browser for Optuna UI check","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"element":"Optuna tab","ref":"e11","viewId":"ad4514"},"description":"Click Optuna tab","server":"cursor-ide-browser","toolName":"browser_click"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"({post: document.getElementById('opt_st_post') && document.getElementById('opt_st_post').textContent, fill: document.getElementById('opt_post_fill') && document.getElementById('opt_post_fill').style.width, trial: document.getElementById('opt_tab_fill') && document.getElementById('opt_tab_fill').style.width, hint: document.getElementById('opt_pp_rerun_status') && document.getElementById('opt_pp_rerun_status').textContent.slice(0,120), cons: window.__bt_console_errs || null})","returnByValue":true},"viewId":"ad4514"},"description":"Read postprocess bar DOM text","server":"cursor-ide-browser","toolName":"browser_cdp"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/.cursor/browser-logs/snapshot-2026-08-15T16-39-57-988Z-yi79l4.log","pattern":"후처리|학습 trial|상세 가능|opt_st_post"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"(() => { const btns = [...document.querySelectorAll('#tab-optuna button')].filter(b => b.textContent.trim()==='상세'); return { n: btns.length, disabled: btns.map(b => b.disabled), labels: [...document.querySelectorAll('#tab-optuna h6, #opt_st_post')].slice(0,8).map(e => e.textContent.slice(0,80)) }; })()","returnByValue":true},"viewId":"ad4514"},"description":"Count Optuna 상세 buttons and disabled state","server":"cursor-ide-browser","toolName":"browser_cdp"}},{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"(() => { const errs = []; const orig = console.error; /* peek performance */ return { href: location.href, hasPostFill: !!document.getElementById('opt_post_fill'), hasNavPost: !!document.getElementById('optuna_nav_post_fill') }; })()","returnByValue":true},"viewId":"ad4514"},"description":"Confirm post bar elements exist","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"(() => { const b = [...document.querySelectorAll('#tab-optuna button')].find(x => x.textContent.trim()==='상세'); if (b) b.click(); const cards = document.getElementById('opt_postprocess_cards'); return { clicked: !!b, cards: (cards && cards.innerText || '').slice(0,240) }; })()","returnByValue":true},"viewId":"ad4514"},"description":"Click first 상세 and read postprocess table","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"(() => { const msgs=[]; /* check last exceptions via performance */ return document.querySelectorAll('.text-danger').length; })()","returnByValue":true},"viewId":"ad4514"},"description":"Quick check for on-page error text","server":"cursor-ide-browser","toolName":"browser_cdp"}},{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"unlock","viewId":"ad4514"},"description":"Unlock browser after Optuna check","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**학습 trial이 100%여도 후처리가 끝난 게 아닙니다.** 그래서 노란 **후처리 바**를 넣었습니다. 「상세」는 그 바가 차고 **「후처리 끝 · 상세 가능」**이 뜬 뒤에 누르세요.\n\n동작:\n\n- 위쪽 바 = 학습 trial \n- 아래쪽 노란 바 = 후처리(호가·휩쏘). `gated#2 진입호가 12/80`처럼 지금 어디인지 표시 \n- 후처리 중에는 「상세」가 비활성 \n- 상단 미니바도 trial 100%에서 멈추지 않고 **후처리 %**로 바뀜 \n\n**영향:** 웹 Optuna 탭만. 실매 엔진·익절호가컷은 그대로입니다. 해외 종목 Optuna는 TopN 후처리 표가 없어서 이번 바는 안 넣었습니다.\n\n**검증:** `kis_backtest_web.service` **active**, curl **200**, `http://192.168.0.149:5050/?v=optuna-post-bar-1` → Optuna 탭. 완료 잡에서 후처리 100%·「상세 가능」, 「상세」 클릭해 표 확인. 콘솔 오류 없음.\n\n이미 돌아가던 잡은 새 로그 줄이 없어서 축 trial 숫자는 거칠 수 있습니다. **다음 웹 Optuna부터** 바가 잘게 찹니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 1:43 AM (UTC+9)</timestamp>\n<user_query>\n익절호가가 몇초면 끝났었는데 이번에 법위 확 늘리면서 이렇게 오래 걸리는건가?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"익절호가 후처리가 길어진 이유가 탐색 범위를 넓힌 탓인지, trial 수·앵커 수가 늘어서인지 코드와 실제 설정을 확인하겠습니다."},{"type":"tool_use","name":"Grep","input":{"glob":"*.{py,md}","head_limit":40,"path":"/home/hoon/kis_bot","pattern":"OPTUNA_OB_AXIS_TRIALS|OPTUNA_OB_RECOMMEND_TRIALS|OPTUNA_OB_ENTRY_SPREAD|exit_ob_ratio"}},{"type":"tool_use","name":"Read","input":{"limit":90,"offset":497,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"Grep","input":{"glob":"*.{py,md}","head_limit":30,"path":"/home/hoon/kis_bot/kis_trader","pattern":"ensure_optuna_gate_env|OB_AXIS|OB_RECOMMEND"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":50,"offset":820,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":375,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"Read","input":{"limit":30,"offset":30,"path":"/home/hoon/kis_bot/docs/옵투나.md"}},{"type":"tool_use","name":"Shell","input":{"command":"python3 - <<'PY'\nfrom kis_trader.utils.env import get_env_int, get_env_float, get_env_bool\nkeys = [\n \"OPTUNA_OB_RECOMMEND_TRIALS\",\"OPTUNA_OB_AXIS_TRIALS\",\n \"OPTUNA_OB_ENTRY_SPREAD_MIN\",\"OPTUNA_OB_ENTRY_SPREAD_MAX\",\n \"OPTUNA_OB_ENTRY_RATIO_MIN\",\"OPTUNA_OB_ENTRY_RATIO_MAX\",\n \"OPTUNA_OB_ENTRY_ASK_MULT_MIN\",\"OPTUNA_OB_ENTRY_ASK_MULT_MAX\",\n \"OPTUNA_OB_EXIT_HOLD_MIN\",\"OPTUNA_OB_EXIT_HOLD_MAX\",\n \"OPTUNA_OB_EXIT_RATIO_MIN\",\"OPTUNA_OB_EXIT_RATIO_MAX\",\n \"OPTUNA_OB_EXIT_PROFIT_MIN\",\"OPTUNA_OB_EXIT_PROFIT_MAX\",\n \"OPTUNA_OB_EXIT_MA_MIN\",\"OPTUNA_OB_EXIT_MA_MAX\",\n \"OPTUNA_POST_TOP_N\",\"OPTUNA_POST_INCLUDE_STABLE\",\"OPTUNA_POST_INCLUDE_LIVE\",\"OPTUNA_POST_INCLUDE_MODE\",\n]\nfor k in keys:\n if \"INCLUDE\" in k or k.startswith(\"OPTUNA_POST_INCLUDE\"):\n print(f\"{k}={get_env_bool(k, True)}\")\n elif any(x in k for x in (\"MIN\",\"MAX\",\"TRIALS\",\"TOP\")):\n if \"PROFIT\" in k or \"RATIO\" in k or \"SPREAD\" in k or \"MULT\" in k:\n print(f\"{k}={get_env_float(k, -1)}\")\n else:\n print(f\"{k}={get_env_int(k, -1)}\")\n else:\n print(k, get_env_int(k,-1))\nprint(\"POST_TOP\", get_env_int(\"OPTUNA_POST_TOP_N\", 5))\nprint(\"STABLE\", get_env_bool(\"OPTUNA_POST_INCLUDE_STABLE\", True))\nprint(\"LIVE\", get_env_bool(\"OPTUNA_POST_INCLUDE_LIVE\", True))\nprint(\"MODE\", get_env_bool(\"OPTUNA_POST_INCLUDE_MODE\", True))\nPY","description":"Read live Optuna OB postprocess env values"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**범위가 넓어져서가 아닙니다.** 후처리는 격자 전부가 아니라 **축마다 정해진 횟수(지금 1000번)** 만 돌립니다. 구간을 0.1~8로 늘려도 trial 수가 같으면 초 단위가 그에 비례해 늘지 않습니다.\n\n지금 DB 값:\n\n- `OPTUNA_OB_RECOMMEND_TRIALS=1000` / `OPTUNA_OB_AXIS_TRIALS=0` → **축당 1000**\n- 모멘텀·돌파는 축이 **진입 + 익절 + 손절 = 3번**\n- Top5 사후합격 + 안정(다른 trial) + mode + 실매참고 → 그 1000×3을 **여러 번**\n\n예: 호가 탐색만 대략 `앵커 수 × 3 × 1000`. 예전에 「합의 한 번」이던 때와 차원이 다릅니다.\n\n익절이 특히 길게 느껴지는 이유:\n\n- **진입** = 체결 한 장의 간격·잔량만 봄 (가벼움)\n- **익절** = 들고 있는 동안 호가 사진을 **장마다** 훑음 (`holding_snaps`). 같은 1000회여도 한 바퀴가 훨씬 무겁습니다\n\n8/15에 넓힌 건 **진입** 격자(스프레드 0.1~8, 살힘, 매도벽)입니다. 익절 구간(OR 0.2~0.8, 보유 1~5분 등)은 그 정도로 확 늘린 축이 아닙니다.\n\n예전에 몇 초였던 건 보통 **익절축을 안 돌리거나, trial이 적거나, TopN마다 안 돌릴 때**입니다. 지금은 그게 기본입니다.\n\n줄이려면 `OPTUNA_OB_AXIS_TRIALS`를 80~200 정도로 두면 됩니다. 범위 축소와는 다른 레버입니다. 원하시면 숫자만 맞춰 드리겠습니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 1:44 AM (UTC+9)</timestamp>\n<user_query>\n진입 익절 손절 다 각각 500으로 줄여줘\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"진입·익절·손절 후처리 trial을 축마다 500으로 맞추려면, 코드 기본값과 DB에 이미 있는 `OPTUNA_OB_*` 값을 함께 바꿔야 합니다."},{"type":"tool_use","name":"Grep","input":{"glob":"*.{py,md}","head_limit":35,"path":"/home/hoon/kis_bot","pattern":"OPTUNA_OB_RECOMMEND_TRIALS|OPTUNA_OB_AXIS_TRIALS|apply_env_patch|invalidate_merged_env_cache"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":820,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md","pattern":"OPTUNA_OB_RECOMMEND_TRIALS|1000"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_apply_snapshot.py","pattern":"def apply_env_patch"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/database.py","pattern":"OPTUNA_OB_RECOMMEND_TRIALS|ENV_CONFIG_KEYS","head_limit":15}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":1,"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_apply_snapshot.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":50,"offset":270,"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_apply_snapshot.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot","pattern":"OPTUNA_OB_RECOMMEND","glob":"*.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":825,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"*.{py,md}","head_limit":30,"path":"/home/hoon/kis_bot","pattern":"OB_RECOMMEND_TRIALS|axis_n|_ob_n_trials\\(1000\\)|기본 1000"}},{"type":"tool_use","name":"Read","input":{"limit":30,"offset":318,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md","pattern":"1000","glob":"*.md"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":225,"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/database.py","pattern":"def _persist_env_config_overflow"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":3950,"path":"/home/hoon/kis_bot/database.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":50,"offset":4113,"path":"/home/hoon/kis_bot/database.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"old_string":" \"OPTUNA_OB_RECOMMEND_TRIALS\": \"1000\",\n \"OPTUNA_OB_AXIS_TRIALS\": \"0\",","new_string":" \"OPTUNA_OB_RECOMMEND_TRIALS\": \"500\",\n \"OPTUNA_OB_AXIS_TRIALS\": \"500\",","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py"}},{"type":"tool_use","name":"StrReplace","input":{"old_string":" return max(10, int(n_trials or _ob_n_trials(1000)))","new_string":" return max(10, int(n_trials or _ob_n_trials(500)))","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"StrReplace","input":{"old_string":" n_trials = _ob_n_trials(1000)","new_string":" n_trials = _ob_n_trials(500)","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"StrReplace","input":{"old_string":"`OPTUNA_OB_AXIS_TRIALS=0` 이면 `OPTUNA_OB_RECOMMEND_TRIALS`(기본 1000)/축.","new_string":"`OPTUNA_OB_AXIS_TRIALS`(기본 500) = 진입·익절·손절 **각 축** trial 수. \n0이면 `OPTUNA_OB_RECOMMEND_TRIALS`(기본 500)/축.","path":"/home/hoon/kis_bot/docs/옵투나.md"}},{"type":"tool_use","name":"StrReplace","input":{"old_string":" 진입 격자(2026-08-15): OPTUNA_OB_ENTRY_SPREAD 0.1~8 / RATIO 0.05~1.5 / ASK_MULT 1~80 / LOOKBACK 30분.","new_string":" 진입 격자(2026-08-15): OPTUNA_OB_ENTRY_SPREAD 0.1~8 / RATIO 0.05~1.5 / ASK_MULT 1~80 / LOOKBACK 30분.\n 축 trial(2026-08-16): OPTUNA_OB_AXIS_TRIALS=500 (진입·익절·손절 각 500).","path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot","pattern":"_ob_n_trials\\(1000\\)|RECOMMEND_TRIALS.*1000"}},{"type":"tool_use","name":"Read","input":{"limit":20,"offset":778,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":15,"offset":800,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py","pattern":"n_trials=0"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/database.py","pattern":"OPTUNA_OB_RECOMMEND_TRIALS"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot","pattern":"1,000|1000회|1000 trial","glob":"*.{py,md}"}},{"type":"tool_use","name":"Shell","input":{"command":"python3 - <<'PY'\nfrom datetime import datetime\nfrom database import TradeDB\nfrom kis_trader.utils.env import invalidate_merged_env_cache, get_env_from_db, get_env_int\n\ndb = TradeDB()\ncols = [r[\"Field\"] for r in db.conn.execute(\"SHOW COLUMNS FROM env_config_ext\").fetchall()]\nprint(\"env_config_ext\", cols)\nnow = datetime.now().strftime(\"%Y-%m-%d %H:%M:%S\")\nn = db._persist_env_config_overflow(\n {\"OPTUNA_OB_RECOMMEND_TRIALS\": \"500\", \"OPTUNA_OB_AXIS_TRIALS\": \"500\"},\n now,\n)\nprint(\"overflow saved\", n)\ninvalidate_merged_env_cache()\nprint(\"RECOMMEND\", get_env_from_db(\"OPTUNA_OB_RECOMMEND_TRIALS\"))\nprint(\"AXIS\", get_env_from_db(\"OPTUNA_OB_AXIS_TRIALS\"))\nprint(\"get_env AXIS\", get_env_int(\"OPTUNA_OB_AXIS_TRIALS\", 0))\nfrom kis_trader.backtest.optuna_orderbook_recommend import _ob_axis_n_trials\nprint(\"axis_n\", _ob_axis_n_trials(0))\ndb.close()\nPY","description":"UPSERT OB trial env to 500 and re-read"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":"Optuna 차트 캔들 최적화(Stage 1)가 완료된 후, 후처리(Stage 2)로 축당 500회 고속 호가 탐색을 수행하여","old_string":"Optuna 차트 캔들 최적화(Stage 1)가 완료된 후, 후처리(Stage 2)로 1,000회 고속 호가 탐색을 수행하여","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" ap.add_argument(\"--n-trials\", type=int, default=500, help=\"탐색 횟수 (기본 500회)\")","old_string":" ap.add_argument(\"--n-trials\", type=int, default=1000, help=\"탐색 횟수 (기본 1000회)\")","path":"/home/hoon/kis_bot/scripts/apply_optuna_ob_consensus.py"}},{"type":"tool_use","name":"Read","input":{"limit":10,"offset":1,"path":"/home/hoon/kis_bot/scripts/apply_optuna_ob_consensus.py"}},{"type":"tool_use","name":"Read","input":{"limit":10,"offset":1,"path":"/home/hoon/kis_bot/scripts/optuna_ob_filter.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" ap.add_argument(\"--n-trials\", type=int, default=500, help=\"Optuna 최적화 탐색 횟수 (기본 500회)\")","old_string":" ap.add_argument(\"--n-trials\", type=int, default=1000, help=\"Optuna 최적화 탐색 횟수 (기본 1000회)\")","path":"/home/hoon/kis_bot/scripts/optuna_ob_filter.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":"축당 500회 고속 Optuna 탐색으로 도출된 전략별 호가 수급 합의 파라미터(Consensus)를","old_string":"1,000회 고속 Optuna 탐색으로 도출된 전략별 호가 수급 합의 파라미터(Consensus)를","path":"/home/hoon/kis_bot/scripts/apply_optuna_ob_consensus.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":"실매매 체결 내역과 호가 스냅샷을 연계하여 축당 500회 고속 Optuna 탐색을 통해","old_string":"실매매 체결 내역과 호가 스냅샷을 연계하여 1,000회 고속 Optuna 탐색을 통해","path":"/home/hoon/kis_bot/scripts/optuna_ob_filter.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" .venv/bin/python3 scripts/optuna_ob_filter.py --strategy MOMENTUM --n-trials 500","old_string":" .venv/bin/python3 scripts/optuna_ob_filter.py --strategy MOMENTUM --n-trials 1000","path":"/home/hoon/kis_bot/scripts/optuna_ob_filter.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**진입·익절·손절 후처리를 축마다 500회로 맞춰 두었습니다.** 실매 엔진은 그대로입니다.\n\n| 키 | 이전 | 지금 |\n|---|---|---|\n| `OPTUNA_OB_AXIS_TRIALS` | 0 (=축당 1000) | **500** |\n| `OPTUNA_OB_RECOMMEND_TRIALS` | 1000 | **500** |\n\nDB `env_config_ext`에 저장했고, 재조회도 500입니다. 코드 기본값도 같게 바꿨습니다.\n\n**지금 돌고 있는 후처리**는 이미 1000으로 시작한 축은 그대로 끝납니다. **다음 축·다음 잡**부터 500입니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 1:58 AM (UTC+9)</timestamp>\n<user_query>\n아니 근데 익절호가 진입호가 이런게 방어막인데 왜 수익이랑 승률이 떨어지지? 그리고 상세표에 승률도 넣어줘 pnl만 있고 승률이 없네 승률이 떨어지면 또 고민을 해봐야지 \n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"방어막인데 성적이 떨어지는 이유와, 상세표에 승률을 넣을 자리를 코드에서 확인하겠습니다."},{"type":"tool_use","name":"Read","input":{"limit":50,"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md"}},{"type":"tool_use","name":"Read","input":{"limit":180,"offset":7906,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":230,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":80,"offset":60,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":8085,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{js,html}","head_limit":20,"path":"/home/hoon/kis_bot","pattern":"_optunaAxisStatsHtml|recommended_stats"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":50,"offset":590,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_whipsaw_recommend.py","pattern":"win_rate|recommended_stats","head_limit":25}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":340,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" anchors.append({\n \"id\": f\"gated#{i}\",\n \"role\": \"gated\",\n \"rank\": i,\n \"optuna_trial_number\": row.get(\"optuna_trial_number\") or row.get(\"_trial_number\"),\n \"total_pnl\": _krw_int(pnl),\n \"total_trades\": int(row.get(\"total_trades\") or 0),\n \"win_rate\": row.get(\"win_rate\"),\n \"pf\": row.get(\"pf\"),\n \"orderbook\": ob,","old_string":" anchors.append({\n \"id\": f\"gated#{i}\",\n \"role\": \"gated\",\n \"rank\": i,\n \"optuna_trial_number\": row.get(\"optuna_trial_number\") or row.get(\"_trial_number\"),\n \"total_pnl\": _krw_int(pnl),\n \"total_trades\": int(row.get(\"total_trades\") or 0),\n \"orderbook\": ob,","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Read","input":{"limit":25,"offset":490,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Read","input":{"limit":25,"offset":635,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" \"total_pnl\": _krw_int(pnl),\n \"total_trades\": int(row.get(\"total_trades\") or 0),\n \"win_rate\": row.get(\"win_rate\"),\n \"pf\": row.get(\"pf\"),\n \"orderbook\": ob,","old_string":" \"total_pnl\": _krw_int(pnl),\n \"total_trades\": int(row.get(\"total_trades\") or 0),\n \"orderbook\": ob,","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" \"total_pnl\": _krw_int(mode_pnl),\n \"total_trades\": int(bt.get(\"total_trades\") or 0),\n \"win_rate\": bt.get(\"win_rate\"),\n \"pf\": bt.get(\"pf\"),\n \"orderbook\": ob,","old_string":" \"total_pnl\": _krw_int(mode_pnl),\n \"total_trades\": int(bt.get(\"total_trades\") or 0),\n \"orderbook\": ob,","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Read","input":{"limit":25,"offset":658,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" stats_pnls: List[int] = []\n stats_cnt: List[int] = []\n stats_wrs: List[float] = []\n for a in pool:\n ob = a.get(\"orderbook\") or {}\n nested = ob.get(axis) if isinstance(ob.get(axis), dict) else {}\n if nested.get(\"ok\"):\n params_list.append(dict(nested.get(\"params\") or {}))\n rs = nested.get(\"recommended_stats\") or {}\n stats_pnls.append(_krw_int(rs.get(\"pnl\")))\n stats_cnt.append(int(rs.get(\"count\") or 0))\n try:\n stats_wrs.append(float(rs.get(\"win_rate\")))\n except (TypeError, ValueError):\n pass","old_string":" stats_pnls: List[int] = []\n stats_cnt: List[int] = []\n for a in pool:\n ob = a.get(\"orderbook\") or {}\n nested = ob.get(axis) if isinstance(ob.get(axis), dict) else {}\n if nested.get(\"ok\"):\n params_list.append(dict(nested.get(\"params\") or {}))\n rs = nested.get(\"recommended_stats\") or {}\n stats_pnls.append(_krw_int(rs.get(\"pnl\")))\n stats_cnt.append(int(rs.get(\"count\") or 0))","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" rec_st: Dict[str, Any] = {}\n if stats_pnls:\n rec_st = {\n \"count\": int(statistics.median(stats_cnt)) if stats_cnt else 0,\n \"pnl\": _krw_int(statistics.median(stats_pnls)),\n }\n if stats_wrs:\n rec_st[\"win_rate\"] = round(float(statistics.median(stats_wrs)), 1)","old_string":" rec_st: Dict[str, Any] = {}\n if stats_pnls:\n rec_st = {\n \"count\": int(statistics.median(stats_cnt)) if stats_cnt else 0,\n \"pnl\": _krw_int(statistics.median(stats_pnls)),\n }","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" \"total_pnl\": _krw_int(live_pnl),\n \"total_trades\": int((live_ob.get(\"orig_stats\") or live_ws.get(\"orig_stats\") or {}).get(\"count\") or 0),\n \"win_rate\": (live_ob.get(\"orig_stats\") or live_ws.get(\"orig_stats\") or {}).get(\"win_rate\"),\n \"orderbook\": live_ob,","old_string":" \"total_pnl\": _krw_int(live_pnl),\n \"total_trades\": int((live_ob.get(\"orig_stats\") or live_ws.get(\"orig_stats\") or {}).get(\"count\") or 0),\n \"orderbook\": live_ob,","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":"function _optunaAxisStatsHtml(ax, recHint) {\n if (!ax || !ax.ok) {\n const r = (ax && ax.reason) || (recHint && recHint.reason) || '없음';\n const ko = {\n light_skip: '후처리 미저장 · 진행 중이면 완료 후 새로고침',\n no_replay_fills: '체결 재실행 없음',\n not_enough_trades: '체결 부족',\n 'n/a_strategy': '해당없음',\n none: '없음',\n };\n return `<span class=\"text-muted\">${ko[r] || r}</span>`;\n }\n const p = ax.params || {};\n const rs = ax.recommended_stats || {};\n const os = ax.orig_stats || {};\n const pnl = rs.pnl != null ? Math.trunc(Number(rs.pnl)) : null;\n const cnt = rs.count;\n const wr = rs.win_rate != null ? Number(rs.win_rate) : NaN;\n const origWr = os.win_rate != null ? Number(os.win_rate) : NaN;\n const origPnl = os.pnl != null ? Math.trunc(Number(os.pnl)) : null;\n let recLine = '';\n if (p.orderbook_max_spread_pct != null) {\n recLine = `스프레드≤${p.orderbook_max_spread_pct}% · 잔량≥${p.orderbook_min_bid_ask_ratio}`;\n } else if (p.exit_ob_enabled != null) {\n recLine = (p.exit_ob_enabled ? 'EXIT ON' : 'EXIT OFF')\n + (p.exit_ob_ratio_min != null ? ` · OR≥${p.exit_ob_ratio_min}` : '')\n + (p.exit_ob_min_hold_bars != null ? ` · 보유${p.exit_ob_min_hold_bars}` : '');\n } else if (p.stop_ob_enabled != null) {\n recLine = (p.stop_ob_enabled ? 'STOP ON' : 'STOP OFF')\n + (p.stop_ob_min_loss_pct != null ? ` · 손실${p.stop_ob_min_loss_pct}` : '')\n + (p.stop_ob_ratio_min != null ? ` · OR≥${p.stop_ob_ratio_min}` : '');\n } else if (p.whipsaw_dip_pct != null) {\n recLine = `sub=${p.whipsaw_subbar_sec} · lb=${p.whipsaw_lookback_sec} · dip=${p.whipsaw_dip_pct}`;\n }\n const wrCls = (Number.isFinite(wr) && Number.isFinite(origWr) && wr + 0.05 < origWr)\n ? 'text-warning' : 'text-muted';\n const recBits = [];\n if (cnt != null) recBits.push(cnt + '건');\n if (Number.isFinite(wr)) recBits.push('승률 ' + wr.toFixed(1) + '%');\n if (pnl != null) recBits.push(Number(pnl).toLocaleString() + '원');\n const origBits = [];\n if (os.count != null && os.count !== cnt) origBits.push(os.count + '건');\n if (Number.isFinite(origWr)) origBits.push('승률 ' + origWr.toFixed(1) + '%');\n if (origPnl != null && origPnl !== pnl) origBits.push(Number(origPnl).toLocaleString() + '원');\n return `${recLine || '추천있음'}`\n + (recBits.length ? `<div class=\"${wrCls}\">필터후 ${recBits.join(' · ')}</div>` : '')\n + (origBits.length ? `<div class=\"text-muted\">필터전 ${origBits.join(' · ')}</div>` : '');\n}\n\nfunction _optunaBaseCell(a) {\n const pnl = a.total_pnl != null ? Math.trunc(Number(a.total_pnl)) : null;\n const wr = a.win_rate != null ? Number(a.win_rate) : NaN;\n const bits = [];\n if (a.total_trades != null) bits.push(a.total_trades + '건');\n if (Number.isFinite(wr)) bits.push('승률 ' + wr.toFixed(1) + '%');\n if (pnl != null) bits.push(Number(pnl).toLocaleString() + '원');\n return `trial ${a.optuna_trial_number != null ? '#' + a.optuna_trial_number : '—'}`\n + (bits.length ? `<div class=\"text-muted\">${bits.join(' · ')}</div>` : '');\n}","old_string":"function _optunaAxisStatsHtml(ax, recHint) {\n if (!ax || !ax.ok) {\n const r = (ax && ax.reason) || (recHint && recHint.reason) || '없음';\n const ko = {\n light_skip: '후처리 미저장 · 진행 중이면 완료 후 새로고침',\n no_replay_fills: '체결 재실행 없음',\n not_enough_trades: '체결 부족',\n 'n/a_strategy': '해당없음',\n none: '없음',\n };\n return `<span class=\"text-muted\">${ko[r] || r}</span>`;\n }\n const p = ax.params || {};\n const rs = ax.recommended_stats || {};\n const pnl = rs.pnl != null ? Math.trunc(Number(rs.pnl)) : null;\n const cnt = rs.count;\n let recLine = '';\n if (p.orderbook_max_spread_pct != null) {\n recLine = `스프레드≤${p.orderbook_max_spread_pct}% · 잔량≥${p.orderbook_min_bid_ask_ratio}`;\n } else if (p.exit_ob_enabled != null) {\n recLine = (p.exit_ob_enabled ? 'EXIT ON' : 'EXIT OFF')\n + (p.exit_ob_ratio_min != null ? ` · OR≥${p.exit_ob_ratio_min}` : '')\n + (p.exit_ob_min_hold_bars != null ? ` · 보유${p.exit_ob_min_hold_bars}` : '');\n } else if (p.stop_ob_enabled != null) {\n recLine = (p.stop_ob_enabled ? 'STOP ON' : 'STOP OFF')\n + (p.stop_ob_min_loss_pct != null ? ` · 손실${p.stop_ob_min_loss_pct}` : '')\n + (p.stop_ob_ratio_min != null ? ` · OR≥${p.stop_ob_ratio_min}` : '');\n } else if (p.whipsaw_dip_pct != null) {\n recLine = `sub=${p.whipsaw_subbar_sec} · lb=${p.whipsaw_lookback_sec} · dip=${p.whipsaw_dip_pct}`;\n }\n return `${recLine || '추천있음'}`\n + `<div class=\"text-muted\">${cnt != null ? cnt + '건' : ''}`\n + (pnl != null ? ` · ${Number(pnl).toLocaleString()}원` : '') + '</div>';\n}\n\nfunction _optunaBaseCell(a) {\n const pnl = a.total_pnl != null ? Math.trunc(Number(a.total_pnl)) : null;\n return `trial ${a.optuna_trial_number != null ? '#' + a.optuna_trial_number : '—'}`\n + `<div class=\"text-muted\">${a.total_trades != null ? a.total_trades + '건' : ''}`\n + (pnl != null ? ` · ${Number(pnl).toLocaleString()}원` : '') + '</div>';\n}","path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Shell","input":{"command":"python3 -m py_compile /home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py && sudo systemctl restart kis_backtest_web.service && sleep 2 && systemctl is-active kis_backtest_web.service && curl -s -o /dev/null -w '%{http_code}\\n' http://127.0.0.1:5050/","description":"Compile postprocess and restart backtest web"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"url":"http://192.168.0.149:5050/?v=optuna-wr-detail-1"},"description":"Open dashboard with cache-bust for WR column","server":"cursor-ide-browser","toolName":"browser_navigate"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"lock","viewId":"ad4514"},"description":"Lock browser for Optuna WR check","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"element":"Optuna tab","ref":"e11","viewId":"ad4514"},"description":"Open Optuna tab","server":"cursor-ide-browser","toolName":"browser_click"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"(() => { const b=[...document.querySelectorAll('#tab-optuna button')].find(x=>x.textContent.trim()==='상세'); if(b) b.click(); const t=document.getElementById('opt_postprocess_cards'); const txt=(t&&t.innerText)||''; return {clicked:!!b, hasWr:txt.includes('승률'), snippet:txt.slice(0,500)}; })()","returnByValue":true},"viewId":"ad4514"},"description":"Click 상세 and check win-rate text","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"필터후"}},{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"String(_optunaAxisStatsHtml).includes('필터후')","returnByValue":true},"viewId":"ad4514"},"description":"Check if browser has new JS function","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" const wr = row.win_rate != null ? row.win_rate\n : (isLive\n ? (((row.orderbook || {}).orig_stats || {}).win_rate)\n : (ofRow && ofRow.win_rate));\n const rowForBase = Object.assign({}, row, { win_rate: wr });","old_string":" const title = isLive","path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"_optunaBaseCell\\("}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":8088,"path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":30,"offset":8068,"path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" const wr = row.win_rate != null ? row.win_rate\n : (isLive\n ? (((row.orderbook || {}).orig_stats || {}).win_rate)\n : (ofRow && ofRow.win_rate));\n const rowForBase = Object.assign({}, row, { win_rate: wr });\n const title = isLive\n ? `${row.id} · 실매 참고 (적용 없음)`\n : `${row.id} · trial ${row.optuna_trial_number != null ? '#' + row.optuna_trial_number : '—'}`\n + ` · 과적합 가능도 ${ofPct != null ? ofPct : '—'}% · ${verd || ''}`;","old_string":" const wr = row.win_rate != null ? row.win_rate\n : (isLive\n ? (((row.orderbook || {}).orig_stats || {}).win_rate)\n : (ofRow && ofRow.win_rate));\n const rowForBase = Object.assign({}, row, { win_rate: wr });\n ? `${row.id} · 실매 참고 (적용 없음)`\n : `${row.id} · trial ${row.optuna_trial_number != null ? '#' + row.optuna_trial_number : '—'}`\n + ` · 과적합 가능도 ${ofPct != null ? ofPct : '—'}% · ${verd || ''}`;","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" <td>${_optunaBaseCell(rowForBase)}</td>","old_string":" <td>${_optunaBaseCell(row)}</td>","path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"url":"http://192.168.0.149:5050/?v=optuna-wr-detail-2"},"description":"Hard-reload dashboard for fixed WR JS","server":"cursor-ide-browser","toolName":"browser_navigate"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"element":"Optuna tab","ref":"e11","viewId":"ad4514"},"description":"Click Optuna after reload","server":"cursor-ide-browser","toolName":"browser_click"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"awaitPromise":true,"expression":"(async()=>{ await new Promise(r=>setTimeout(r,2500)); const b=[...document.querySelectorAll('#tab-optuna button')].find(x=>x.textContent.trim()==='상세' && !x.disabled); if(b) b.click(); await new Promise(r=>setTimeout(r,300)); const t=document.getElementById('opt_postprocess_cards'); const txt=(t&&t.innerText)||''; return {hasFn:String(_optunaBaseCell).includes('승률'), hasWr:txt.includes('승률'), snippet:txt.slice(0,450)}; })()","returnByValue":true},"viewId":"ad4514"},"description":"Wait for Top5 then click 상세, check 승률","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"unlock","viewId":"ad4514"},"description":"Unlock browser after WR table check","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**방어막은 ‘더 벌게’가 아니라 ‘이런 호가는 안 산다/일찍 판다’입니다.** 그래서 수익·승률이 떨어지는 게 이상한 버그가 아닙니다.\n\n진입호가는 대기표가 나쁜 체결을 **통째로 지웁니다.** 그중에 나중에 이긴 건이 있으면 승도 같이 지워집니다. 얇은 호가에서 급등한 건이 특히 그렇습니다. 남은 건만으로 승률을 다시 세면, 전보다 낮아질 수 있습니다.\n\n익절호가는 사겠음이 줄면 **이득 중에 팝니다.** 더 갈 수 있던 승을 짧게 자르면 PnL이 줄고, 작은 승이 사라지면 승률도 내려갑니다. 손절호가도 손실을 빨리 확정해서 승률 분모·분자 둘 다 바뀝니다.\n\n후처리 점수는 “필터 켠 시뮬이 원본보다 무조건 좋다”가 아닙니다. 같은 체결을 호가로 다시 깎아 본 **가정 성적**입니다. 차트 타점 1위와 숫자가 달라도 정상입니다.\n\n**상세표:** 이제 `건수 · 승률% · 원`이 나옵니다. 호가 칸은 **필터후 / 필터전**을 같이 보여 주고, 승률이 필터전보다 낮으면 노랗게 됩니다. 그때 적용을 고민하면 됩니다.\n\n**검증:** 웹 재시작 `active` · HTTP 200 · `http://192.168.0.149:5050/?v=optuna-wr-detail-2` Optuna「상세」→ 기본칸 `3건 · 승률 100.0% · 10,533원`. 콘솔 오류 없음.\n\n실매 엔진은 안 바꿨습니다. 이미 끝난 잡도 기본칸 승률은 Top5에서 바로 붙습니다. 호가칸 필터후/전은 그 잡 JSON에 후처리 숫자가 있을 때 보입니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 2:27 AM (UTC+9)</timestamp>\n<user_query>\n그렇지 승률이 올라야지 수익은 줄어도 근데 호가손절은 아직 매도체크쪽에 안붙지 않았나? 그리고 왜 승률이 더 깎이냐? 익절 손절 같이 넣는데 익절에서 이긴게 80퍼면 손절에서 더 걸러내서 90이 되어야되는거 아닌가\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"호가손절이 실매 매도 검사에 실제로 붙어 있는지, 후처리에서 익절·손절을 따로 돌리는지부터 확인하겠습니다. 승률이 쌓여 올라갈 거라는 가정과 코드가 다를 수 있습니다."},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":710,"path":"/home/hoon/kis_bot/kis_trader/engine/momentum_hts_logic.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":1255,"path":"/home/hoon/kis_bot/kis_trader/strategies/breakout.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":348,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.py","head_limit":40,"path":"/home/hoon/kis_bot","pattern":"stop_ob_enabled|_check_stop_ob|STOP_OB_ENABLED"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"**/*.py","head_limit":35,"path":"/home/hoon/kis_bot/kis_trader","pattern":"_ob_or_history|stop_ob_enabled"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":180,"path":"/home/hoon/kis_bot/kis_trader/engine/momentum_engine.py"}},{"type":"tool_use","name":"Read","input":{"limit":30,"offset":414,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**호가손절은 매도 체크에 이미 붙어 있습니다.** 안 붙인 게 아닙니다. 기본이 **꺼짐**이라 스위치를 켜야 실매에서 돕니다.\n\n모멘텀·돌파 실매/백테 청산 순서:\n\n1. 래칫 \n2. 어깨 \n3. 수익구간 호가컷 (`EXIT_OB`) \n4. **손절호가** (`STOP_OB`) ← `_check_stop_ob` \n5. −% 손절 \n\n`MOMENTUM_STOP_OB_ENABLED` / `BREAKOUT_STOP_OB_ENABLED` 가 false면 4번은 그냥 통과합니다. 코드가 없는 게 아니라 **OFF**입니다.\n\n---\n\n**80%에서 손절을 더 넣으면 90%가 되는 구조가 아닙니다.** 상세표의 진입·익절·손절은 **한 파이프라인에 쌓는 숫자가 아닙니다.** 각자 따로 시뮬합니다.\n\n- **진입호가** = 그 체결을 **안 산다** → 나쁜 건을 빼서 승률이 오를 수 있음 \n- **익절호가** = 이미 산 뒤, **이득일 때** 호가 무너지면 판다 → 승은 승으로 남고 금액만 줄어드는 경우가 많음 \n- **손절호가** = 이미 산 뒤, **손해일 때** 호가 무너지면 판다 → 나중에 회복해서 이겼을 건을 **손실로 확정**할 수 있음 → **승률이 오히려 깎임**\n\n손절호가는 ‘패를 골라 빼는 필터’가 아니라 **패를 더 빨리 찍는 매도**입니다. 그래서 익절 80% 위에 얹으면 90%가 되지 않고, 손절 칸만 보면 승률이 더 낮을 수 있습니다.\n\n표에 익절·손절을 나란히 넣은 것은 “둘 다 켠 합성 성적”이 아닙니다. **익절만 / 손절만** 가정입니다.\n\n승률을 올리고 싶으면 먼저 볼 축은 **진입호가**(안 사기)입니다. 손절호가는 낙폭을 줄이려는 축이지, 승률 부스팅이 아닙니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 2:29 AM (UTC+9)</timestamp>\n<user_query>\n하 그럼 이걸 각각 따로 돌릴게 아니고 큰 기본값이 있고 경우의수대로 돌려야되지 않을까 \n3개니까 3의 몇제곱이냐? 이러게 꼐산이 맞나\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"계산은 **3의 몇제곱이 아닙니다.** 스위치가 3개면 켜짐/꺼짐이라 **2³ = 8가지**입니다. 3³=27은 “각 축이 선택지가 3개일 때”입니다.\n\n지금 후처리는 그 8가지를 안 돌립니다. 진입 500회, 익절 500회, 손절 500회를 **각자** 돌립니다. 그래서 익절 80% 위에 손절을 얹은 숫자가 안 나옵니다. 손절 칸은 “익절은 없는 세상”의 성적입니다.\n\n맞게 보려면 **한 번 시뮬에 세 축을 같이** 넣어야 합니다.\n\n1. 산다/안 산다 (진입호가) \n2. 이득이면 호가컷 (익절호가) \n3. 손해면 호가손절 \n\n이 순서로 같은 체결을 통과시킨 뒤 승률·PnL을 셉니다.\n\n경우의 수:\n\n| 무엇을 돌리나 | 개수 |\n|---|---|\n| 켜기/끄기만 | **8** (2×2×2) |\n| 숫자까지 TPE로 같이 | 제곱이 아님. **한 스터디**에서 차원만 늘어남 (지금처럼 축당 500×3=1500보다, 합쳐서 500이 더 싸고 맞음) |\n\n기본값은 지금처럼 **차트 Optuna 타점**이고, 그 위에 호가 3축만 경우의 수로 얹는 그림이 맞습니다.\n\n이건 후처리 점수 설계를 바꾸는 일입니다. 실매 엔진 순서는 이미 래칫→어깨→익절호가→손절호가라 그대로 두면 됩니다.\n\n원하시면 **합쳐 시뮬(스택) + 켜짐 8조합 또는 합친 TPE 500** 중 어떤 걸로 갈지 정해 주시면, 그다음에 표의 진입/익절/손절 칸을 “따로 성적”이 아니라 **쌓은 성적**으로 바꾸겠습니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 2:30 AM (UTC+9)</timestamp>\n<user_query>\n무엇을 돌리나\t개수\n켜기/끄기만\n8 (2×2×2)\n숫자까지 TPE로 같이\n제곱이 아님. 한 스터디에서 차원만 늘어남 (지금처럼 축당 500×3=1500보다, 합쳐서 500이 더 싸고 맞음)\n둘의 차이가 뭕데\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"둘 다 “세 축을 한 시뮬에 쌓는다”는 점은 같습니다. 다른 건 **숫자를 찾느냐, 켜기만 보느냐**입니다.\n\n**켜기/끄기 8가지** \n숫자는 지금 DB 값(또는 이미 나온 추천값)으로 **고정**합니다. \n돌리는 건 이런 질문뿐입니다.\n\n- 진입만 / 익절만 / 손절만 / 둘 / 셋 다 / 전부 끔 \n\n8번만 시뮬하면 끝입니다. 빠르고, “손절을 켜면 승률이 어떻게 되나”가 바로 보입니다. \n단점: 스프레드 3%가 맞는지, OR 0.4가 맞는지는 **안 찾습니다.**\n\n**숫자까지 TPE 한 스터디** \n켜짐만이 아니라 스프레드·잔량비·OR·최소이득 같은 **숫자도 같이** 고릅니다. \n한 trial = “진입 ON + 스프레드 2.1 + 익절 ON + OR 0.35 + 손절 OFF …”처럼 조합 하나를 쌓아서 성적 냄. \n그걸 500번 해서 제일 나은 숫자 세트를 찾습니다. \n8이 아니라, 연속 숫자라 경우의 수가 사실상 무한 → TPE가 찍어서 500번만 봄.\n\n비유:\n\n- 8가지 = 양념 **쓸지 말지** 8접시 \n- TPE = 소금 얼마나, 간장 얼마나까지 **간 보기** 500접시 \n\n표에서 “익절까지 적용 / 손절까지 적용”을 **쌓인 성적**으로 보려면 최소 8가지면 됩니다. \n숫자까지 다시 고르려면 TPE입니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 2:34 AM (UTC+9)</timestamp>\n<user_query>\n아니 그게 아닌데 8가지 축을 tpe 까지 합쳐서를 생각하고 잇는데 나는 \n아 내 생각을 모르나 무슨말인지 다 뒤죽박죽 섞는건 또 아닌데 \n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"알겠습니다. **한 솥에 다 넣는 TPE가 아닙니다.** 말씀은 이렇게입니다.\n\n기본(차트 타점)은 고정입니다. 그 위에 진입·익절·손절을 **켜기/끄기 8가지로 나눕니다.** 꺼진 축은 숫자 탐색도 안 하고 시뮬에도 안 넣습니다. 켜진 축만, **그 조합 안에서** 숫자를 TPE로 찾습니다. 시뮬은 항상 **켜진 것만 쌓아서** 한 성적입니다.\n\n| 조합 | 무엇을 TPE하나 | 시뮬 |\n|---|---|---|\n| 000 | 없음 | 타점만 |\n| 100 | 진입 숫자만 | 진입만 |\n| 010 | 익절 숫자만 | 익절만 |\n| 001 | 손절 숫자만 | 손절만 |\n| 110 | 진입+익절 숫자 | 진입 다음 익절 |\n| 101 | 진입+손절 | 진입 다음 손절 |\n| 011 | 익절+손절 | 익절 다음 손절 |\n| 111 | 세 축 숫자 | 진입→익절→손절 |\n\n그래서 8가지 **경우**이고, 각 경우가 **자기 축만** TPE입니다. 익절이 꺼진 스터디에 손절 숫자를 섞지 않습니다.\n\n지금과 차이: 지금은 100·010·001만 있고, 110·111처럼 **같이 켠 성적**이 없습니다.\n\n비용: 꺼짐 1번은 공짜, 나머지 7번×500이면 지금 1500보다 깁니다. 표는 8칸(또는 켜진 축까지 누적)으로 가면 됩니다.\n\n이 그림이 맞으면 그때 후처리만 이렇게 바꾸면 됩니다. 실매 청산 순서는 그대로입니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 2:36 AM (UTC+9)</timestamp>\n<user_query>\n그래 이 경우의수가맞고 근데 또 tpe는 섞는게 제맛인데 니가 말한것도 일리가 잇는데 아 내가 이해를 못하는건가\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"이해를 못 하는 게 아닙니다. **섞기가 두 층**이라 겹쳐 보인 겁니다.\n\n**TPE가 섞는 제맛** = 같은 시뮬 안에서 숫자를 같이 만지는 것. \n예: 111번 방에서 스프레드랑 OR이랑 손절 OR을 **한 trial에** 넣고 성적을 봄. 진입을 세게 켜면 익절 숫자가 달라져야 하는 그 맛이 여기 있습니다.\n\n**8가지를 방마다 나누는 것** = 무기를 **쓸지 말지**는 섞지 않는 것. \n익절이 꺼진 방에 익절 숫자를 넣으면, 그건 섞는 게 아니라 쓰레기 차원입니다. TPE가 헷갈립니다.\n\n그래서 둘이 싸울 일이 없습니다.\n\n- 방(8) = 켜기/끄기, 표에 칸으로 남김 \n- 방 안 TPE = 켜진 축 숫자만 섞음 \n\n제가 예전에 말한 “한 스터디 500”은 **방 고르기까지 TPE에 맡기는** 다른 그림입니다. 그것도 섞는 맛이 있지만, 표에서 “익절까지 / 손절까지”를 경우의 수로 비교하려면 방이 안 보입니다. TPE가 111만 파고 011은 안 찍을 수 있습니다.\n\n정리: **방 8개는 당신이 정하고, 방 안에서만 TPE가 섞는다.** 그게 표 목적이고, TPE 맛도 살립니다. 한 솥에 8방을 다 넣는 건 나중 옵션입니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 2:38 AM (UTC+9)</timestamp>\n<user_query>\n오케이 이해햇어 저 경우의 수 안에서 tpe를 돌리는거군\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"맞습니다. **8개 방 안에서만** TPE가 숫자를 섞고, 꺼진 축은 그 방에 안 넣습니다.\n\n다음에 후처리를 그 방식으로 바꾸라고 하시면 그때 손대면 됩니다. 실매 청산 순서는 그대로 두면 됩니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 2:38 AM (UTC+9)</timestamp>\n<user_query>\n오케이 이렇게 처리하고 그럼 경우의수가 너무 많아지는데 몇번씩 돌리지\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"8방 안에서만 TPE를 돌리되, 횟수는 1500을 크게 넘기지 않게 잡겠습니다. 싱글·더블·트리플에 나눠 배정하고, 시뮬은 켜진 축만 쌓습니다."},{"type":"tool_use","name":"Read","input":{"limit":80,"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md"}},{"type":"tool_use","name":"Read","input":{"limit":220,"offset":500,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"Read","input":{"limit":120,"offset":800,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","pattern":"build_upto_env_patch|upto"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":120,"offset":720,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":820,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"Read","input":{"limit":50,"offset":70,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}}]}}
{"role":"user","message":{"content":[{"type":"text","text":"If the available MCP tools do not fully support what the user asked you to do, complete the work you can with the current tool set. In your work summary, include what you were unable to do with MCP and why. Do not use browser automation to work around missing or unavailable MCP tools unless the user explicitly asks you to use the browser."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 2:38 AM (UTC+9)</timestamp>\n<user_query>\n오케이 이렇게 처리하고 그럼 경우의수가 너무 많아지는데 몇번씩 돌리지\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":40,"offset":848,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":443,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot","pattern":"_optimize_entry_axis|_optimize_exit_axis|_optimize_stop_axis","glob":"*.py"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","limit":80,"offset":1}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot","pattern":"build_upto_env_patch|_slim_ob","glob":"*.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot","pattern":"OPTUNA_OB_AXIS_TRIALS|on_ob_axis","glob":"*.{py,js,md}"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md","offset":200,"limit":80}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py","offset":250,"limit":500}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","offset":70,"limit":50}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","offset":780,"limit":130}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_post_progress.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"_optunaAxisStatsHtml|orderbook_recommend|entry_axis|익절호가"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":200,"offset":748,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":7900,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Read","input":{"limit":90,"offset":20,"path":"/home/hoon/kis_bot/docs/옵투나.md"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot","pattern":"OPTUNA_OB_AXIS_TRIALS|OPTUNA_OB_RECOMMEND","glob":"*.{py,js,md}"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py","pattern":"def build_entry_ob_env_patch|def _env_pfx"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":80,"offset":8040,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":8445,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":878,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader","pattern":"env_config_ext","glob":"*optuna_common*"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"n_axes|axis_trials|후처리"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":40,"offset":8115,"path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","pattern":"win_rate","glob":"*.py","head_limit":30}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"횟수는 축당 500×8이 아니라 방별로 나눕니다. 싱글 150·더블 200·트리플 250(합 약 1,300)으로 넣고, 시뮬은 켠 축만 스택으로 돌리겠습니다."},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py","old_string":" \"OPTUNA_OB_RECOMMEND_TRIALS\": \"500\",\n \"OPTUNA_OB_AXIS_TRIALS\": \"500\",","new_string":" \"OPTUNA_OB_RECOMMEND_TRIALS\": \"500\",\n \"OPTUNA_OB_AXIS_TRIALS\": \"500\",\n \"OPTUNA_OB_COMBO_TRIALS_SINGLE\": \"150\",\n \"OPTUNA_OB_COMBO_TRIALS_DOUBLE\": \"200\",\n \"OPTUNA_OB_COMBO_TRIALS_TRIPLE\": \"250\","}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_post_progress.py","old_string":"def begin_ob_axis(axis_name: str, axis_i: int) -> None:\n c = _ctx()\n c[\"axis_i\"] = max(0, int(axis_i))\n emit(\n stage=str(c.get(\"stage\") or \"ob\"),\n detail=str(axis_name or \"\"),\n axis_done=0,\n axis_total=int(c.get(\"axis_trials\") or 0),\n )","new_string":"def begin_ob_axis(axis_name: str, axis_i: int, axis_trials: Optional[int] = None) -> None:\n c = _ctx()\n c[\"axis_i\"] = max(0, int(axis_i))\n if axis_trials is not None:\n c[\"axis_trials\"] = max(0, int(axis_trials))\n emit(\n stage=str(c.get(\"stage\") or \"ob\"),\n detail=str(axis_name or \"\"),\n axis_done=0,\n axis_total=int(c.get(\"axis_trials\") or 0),\n )"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py","old_string":"def _ob_axis_n_trials(n_trials: int) -> int:\n from kis_trader.utils.env import get_env_int\n axis = int(get_env_int(\"OPTUNA_OB_AXIS_TRIALS\", 0) or 0)\n if axis > 0:\n return max(10, axis)\n return max(10, int(n_trials or _ob_n_trials(500)))","new_string":"def _ob_axis_n_trials(n_trials: int) -> int:\n from kis_trader.utils.env import get_env_int\n axis = int(get_env_int(\"OPTUNA_OB_AXIS_TRIALS\", 0) or 0)\n if axis > 0:\n return max(10, axis)\n return max(10, int(n_trials or _ob_n_trials(500)))\n\n\ndef _ob_combo_n_trials(n_on: int) -> int:\n \"\"\"8방 중 켜진 축 개수별 trial. 축당 500×8 금지 — 합이 구 1,500 근방.\"\"\"\n from kis_trader.utils.env import get_env_int\n\n n = int(n_on or 0)\n if n <= 0:\n return 0\n if n == 1:\n raw = int(get_env_int(\"OPTUNA_OB_COMBO_TRIALS_SINGLE\", 150) or 0)\n return max(10, raw if raw > 0 else 150)\n if n == 2:\n raw = int(get_env_int(\"OPTUNA_OB_COMBO_TRIALS_DOUBLE\", 200) or 0)\n return max(10, raw if raw > 0 else 200)\n raw = int(get_env_int(\"OPTUNA_OB_COMBO_TRIALS_TRIPLE\", 250) or 0)\n return max(10, raw if raw > 0 else 250)"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"old_string":"from typing import Any, Optional","new_string":"from typing import Any, Optional","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_post_progress.py"}},{"type":"tool_use","name":"StrReplace","input":{"old_string":" return (tr.actual_pnl, tr.actual_profit_rate, \"HOLD_TO_ORIG\")\n\n\ndef _run_axis_study(","new_string":" return (tr.actual_pnl, tr.actual_profit_rate, \"HOLD_TO_ORIG\")\n\n\ndef _entry_sim_p(p: Dict[str, Any]) -> Dict[str, Any]:\n return {\n \"max_spread_pct\": p.get(\"max_spread_pct\", p.get(\"orderbook_max_spread_pct\")),\n \"min_bid_ask_ratio\": p.get(\"min_bid_ask_ratio\", p.get(\"orderbook_min_bid_ask_ratio\")),\n \"ask_max_mult\": p.get(\"ask_max_mult\", p.get(\"orderbook_entry_ask_max_mult\")),\n }\n\n\ndef _flag_on(p: Dict[str, Any], raw_key: str, enabled_key: str) -> bool:\n if raw_key in p:\n return bool(p.get(raw_key))\n return bool(p.get(enabled_key))\n\n\ndef _sim_stacked(tr: TradeInfo, p: Dict[str, Any]) -> Tuple[float, float, str]:\n \"\"\"켜진 축만. 진입 탈락 → 보유 중 익절호가 → 손절호가 (실매 OB 순서).\"\"\"\n use_e = _flag_on(p, \"entry_on\", \"orderbook_filter_enabled\")\n use_x = _flag_on(p, \"exit_on\", \"exit_ob_enabled\")\n use_s = _flag_on(p, \"stop_on\", \"stop_ob_enabled\")\n if use_e:\n ep = _entry_sim_p(p)\n if ep.get(\"max_spread_pct\") is None or ep.get(\"min_bid_ask_ratio\") is None:\n return (0.0, 0.0, \"ENTRY_REJECTED\")\n r = _sim_entry(tr, ep)\n if r[2] == \"ENTRY_REJECTED\":\n return r\n if not (use_x or use_s):\n return (tr.actual_pnl, tr.actual_profit_rate, \"ORIGINAL\")\n\n from kis_trader.engine.momentum_hts_logic import _check_exit_ob_l3, _check_stop_ob\n\n exit_p = None\n stop_p = None\n if use_x:\n exit_p = {\n \"exit_ob_enabled\": True,\n \"exit_ob_ratio_min\": float(p.get(\"exit_ob_ratio_min\") or p.get(\"ob_ratio_min\") or 0.4),\n \"exit_ob_ma_window\": int(p.get(\"exit_ob_ma_window\") or p.get(\"ma_window\") or 5),\n \"exit_ob_min_profit_pct\": float(p.get(\"exit_ob_min_profit_pct\") or p.get(\"min_profit_pct\") or 0.005),\n \"exit_ob_min_hold_bars\": int(p.get(\"exit_ob_min_hold_bars\") or p.get(\"min_hold_bars\") or 3),\n }\n if use_s:\n stop_p = {\n \"stop_ob_enabled\": True,\n \"stop_ob_ratio_min\": float(p.get(\"stop_ob_ratio_min\") or 0.4),\n \"stop_ob_ma_window\": int(p.get(\"stop_ob_ma_window\") or 5),\n \"stop_ob_min_loss_pct\": float(p.get(\"stop_ob_min_loss_pct\") or 0.003),\n \"stop_ob_min_hold_bars\": int(p.get(\"stop_ob_min_hold_bars\") or 2),\n }\n history: List[Optional[float]] = []\n for s in tr.holding_snaps:\n cur_p, ratio = _snap_or_and_price(s)\n if cur_p <= 0:\n history.append(None)\n continue\n history.append(ratio)\n hold_bars = max(0, int((s.t - tr.buy_dt).total_seconds() / 60.0))\n if exit_p and _check_exit_ob_l3(exit_p, history, tr.buy_price, cur_p, hold_bars):\n realized = (cur_p - tr.buy_price) * tr.qty\n rate = ((cur_p - tr.buy_price) / tr.buy_price) * 100.0 if tr.buy_price else 0.0\n return (realized, rate, \"OB_EXIT\")\n if stop_p and _check_stop_ob(stop_p, history, tr.buy_price, cur_p, hold_bars):\n realized = (cur_p - tr.buy_price) * tr.qty\n rate = ((cur_p - tr.buy_price) / tr.buy_price) * 100.0 if tr.buy_price else 0.0\n return (realized, rate, \"OB_STOP\")\n return (tr.actual_pnl, tr.actual_profit_rate, \"HOLD_TO_ORIG\")\n\n\ndef _finalize_combo_params(\n p: Dict[str, Any],\n *,\n use_e: bool,\n use_x: bool,\n use_s: bool,\n) -> Dict[str, Any]:\n out: Dict[str, Any] = {}\n if use_e:\n out[\"orderbook_filter_enabled\"] = True\n out[\"orderbook_max_spread_pct\"] = p.get(\"max_spread_pct\", p.get(\"orderbook_max_spread_pct\"))\n out[\"orderbook_min_bid_ask_ratio\"] = p.get(\"min_bid_ask_ratio\", p.get(\"orderbook_min_bid_ask_ratio\"))\n out[\"orderbook_entry_ask_max_mult\"] = p.get(\"ask_max_mult\", p.get(\"orderbook_entry_ask_max_mult\"))\n else:\n out[\"orderbook_filter_enabled\"] = False\n if use_x:\n out[\"exit_ob_enabled\"] = True\n out[\"exit_ob_min_hold_bars\"] = p.get(\"exit_ob_min_hold_bars\")\n out[\"exit_ob_ratio_min\"] = p.get(\"exit_ob_ratio_min\")\n out[\"exit_ob_min_profit_pct\"] = p.get(\"exit_ob_min_profit_pct\")\n out[\"exit_ob_ma_window\"] = p.get(\"exit_ob_ma_window\")\n else:\n out[\"exit_ob_enabled\"] = False\n if use_s:\n out[\"stop_ob_enabled\"] = True\n out[\"stop_ob_min_hold_bars\"] = p.get(\"stop_ob_min_hold_bars\")\n out[\"stop_ob_ratio_min\"] = p.get(\"stop_ob_ratio_min\")\n out[\"stop_ob_min_loss_pct\"] = p.get(\"stop_ob_min_loss_pct\")\n out[\"stop_ob_ma_window\"] = p.get(\"stop_ob_ma_window\")\n else:\n out[\"stop_ob_enabled\"] = False\n return out\n\n\ndef _suggest_combo(\n trial: Any,\n *,\n use_e: bool,\n use_x: bool,\n use_s: bool,\n) -> Dict[str, Any]:\n from kis_trader.utils.env import get_env_float, get_env_int\n\n p: Dict[str, Any] = {\"entry_on\": bool(use_e), \"exit_on\": bool(use_x), \"stop_on\": bool(use_s)}\n if use_e:\n lo_s = float(get_env_float(\"OPTUNA_OB_ENTRY_SPREAD_MIN\", 0.1))\n hi_s = float(get_env_float(\"OPTUNA_OB_ENTRY_SPREAD_MAX\", 8.0))\n lo_r = float(get_env_float(\"OPTUNA_OB_ENTRY_RATIO_MIN\", 0.05))\n hi_r = float(get_env_float(\"OPTUNA_OB_ENTRY_RATIO_MAX\", 1.5))\n lo_a = float(get_env_float(\"OPTUNA_OB_ENTRY_ASK_MULT_MIN\", 1.0))\n hi_a = float(get_env_float(\"OPTUNA_OB_ENTRY_ASK_MULT_MAX\", 80.0))\n if hi_s < lo_s:\n lo_s, hi_s = hi_s, lo_s\n if hi_r < lo_r:\n lo_r, hi_r = hi_r, lo_r\n if hi_a < lo_a:\n lo_a, hi_a = hi_a, lo_a\n p[\"max_spread_pct\"] = trial.suggest_float(\"max_spread_pct\", lo_s, hi_s, step=0.1)\n p[\"min_bid_ask_ratio\"] = trial.suggest_float(\"min_bid_ask_ratio\", lo_r, hi_r, step=0.05)\n p[\"ask_max_mult\"] = trial.suggest_float(\"ask_max_mult\", lo_a, hi_a, step=1.0)\n if use_x:\n p[\"exit_ob_enabled\"] = True\n p[\"exit_ob_min_hold_bars\"] = trial.suggest_int(\n \"exit_ob_min_hold_bars\",\n int(get_env_int(\"OPTUNA_OB_EXIT_HOLD_MIN\", 1)),\n int(get_env_int(\"OPTUNA_OB_EXIT_HOLD_MAX\", 5)),\n )\n p[\"exit_ob_ratio_min\"] = trial.suggest_float(\n \"exit_ob_ratio_min\",\n float(get_env_float(\"OPTUNA_OB_EXIT_RATIO_MIN\", 0.2)),\n float(get_env_float(\"OPTUNA_OB_EXIT_RATIO_MAX\", 0.8)),\n step=0.05,\n )\n p[\"exit_ob_min_profit_pct\"] = trial.suggest_float(\n \"exit_ob_min_profit_pct\",\n float(get_env_float(\"OPTUNA_OB_EXIT_PROFIT_MIN\", 0.003)),\n float(get_env_float(\"OPTUNA_OB_EXIT_PROFIT_MAX\", 0.02)),\n step=0.001,\n )\n p[\"exit_ob_ma_window\"] = trial.suggest_int(\n \"exit_ob_ma_window\",\n int(get_env_int(\"OPTUNA_OB_EXIT_MA_MIN\", 3)),\n int(get_env_int(\"OPTUNA_OB_EXIT_MA_MAX\", 10)),\n )\n if use_s:\n p[\"stop_ob_enabled\"] = True\n p[\"stop_ob_min_hold_bars\"] = trial.suggest_int(\n \"stop_ob_min_hold_bars\",\n int(get_env_int(\"OPTUNA_OB_STOP_HOLD_MIN\", 1)),\n int(get_env_int(\"OPTUNA_OB_STOP_HOLD_MAX\", 5)),\n )\n p[\"stop_ob_ratio_min\"] = trial.suggest_float(\n \"stop_ob_ratio_min\",\n float(get_env_float(\"OPTUNA_OB_STOP_RATIO_MIN\", 0.2)),\n float(get_env_float(\"OPTUNA_OB_STOP_RATIO_MAX\", 0.8)),\n step=0.05,\n )\n p[\"stop_ob_min_loss_pct\"] = trial.suggest_float(\n \"stop_ob_min_loss_pct\",\n float(get_env_float(\"OPTUNA_OB_STOP_LOSS_MIN\", 0.001)),\n float(get_env_float(\"OPTUNA_OB_STOP_LOSS_MAX\", 0.02)),\n step=0.001,\n )\n p[\"stop_ob_ma_window\"] = trial.suggest_int(\n \"stop_ob_ma_window\",\n int(get_env_int(\"OPTUNA_OB_STOP_MA_MIN\", 3)),\n int(get_env_int(\"OPTUNA_OB_STOP_MA_MAX\", 10)),\n )\n return p\n\n\ndef _optimize_combo(\n trades: List[TradeInfo],\n *,\n orig_cnt: int,\n n_trials: int,\n lg: logging.Logger,\n use_e: bool,\n use_x: bool,\n use_s: bool,\n axis_name: str,\n combo_id: str,\n) -> Dict[str, Any]:\n orig = _ob_orig_stats(trades)\n mask = {\"entry\": bool(use_e), \"exit\": bool(use_x), \"stop\": bool(use_s)}\n if int(n_trials or 0) <= 0:\n return {\n \"ok\": True,\n \"reason\": \"base_no_tpe\",\n \"params\": _finalize_combo_params({}, use_e=False, use_x=False, use_s=False),\n \"recommended_stats\": orig,\n \"orig_stats\": orig,\n \"n_trials\": 0,\n \"combo_id\": combo_id,\n \"mask\": mask,\n }\n\n def suggest(trial: optuna.Trial) -> Dict[str, Any]:\n return _suggest_combo(trial, use_e=use_e, use_x=use_x, use_s=use_s)\n\n rec = _run_axis_study(\n trades=trades,\n orig_cnt=orig_cnt,\n n_trials=n_trials,\n suggest_fn=suggest,\n sim_fn=_sim_stacked,\n skip_reject=bool(use_e),\n lg=lg,\n axis_name=axis_name,\n )\n rec[\"combo_id\"] = combo_id\n rec[\"mask\"] = mask\n if rec.get(\"ok\"):\n rec[\"params\"] = _finalize_combo_params(\n rec.get(\"params\") or {}, use_e=use_e, use_x=use_x, use_s=use_s,\n )\n rows = [_sim_stacked(t, rec[\"params\"]) for t in trades]\n rec_st = _suite_stats(rows, skip_reject=bool(use_e))\n rec_st[\"pnl_diff\"] = _krw_int(int(rec_st[\"pnl\"]) - int(orig[\"pnl\"]))\n rec[\"recommended_stats\"] = rec_st\n rec[\"orig_stats\"] = orig\n return rec\n\n\ndef _run_axis_study("}}]}}
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{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":25,"offset":450,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py","old_string":" return (tr.actual_pnl, tr.actual_profit_rate, \"HOLD_TO_ORIG\")\n\n\ndef _run_axis_study(","new_string":" return (tr.actual_pnl, tr.actual_profit_rate, \"HOLD_TO_ORIG\")\n\n\ndef _entry_sim_p(p: Dict[str, Any]) -> Dict[str, Any]:\n return {\n \"max_spread_pct\": p.get(\"max_spread_pct\", p.get(\"orderbook_max_spread_pct\")),\n \"min_bid_ask_ratio\": p.get(\"min_bid_ask_ratio\", p.get(\"orderbook_min_bid_ask_ratio\")),\n \"ask_max_mult\": p.get(\"ask_max_mult\", p.get(\"orderbook_entry_ask_max_mult\")),\n }\n\n\ndef _flag_on(p: Dict[str, Any], raw_key: str, enabled_key: str) -> bool:\n if raw_key in p:\n return bool(p.get(raw_key))\n return bool(p.get(enabled_key))\n\n\ndef _sim_stacked(tr: TradeInfo, p: Dict[str, Any]) -> Tuple[float, float, str]:\n \"\"\"켜진 축만. 진입 탈락 → 보유 중 익절호가 → 손절호가 (실매 OB 순서).\"\"\"\n use_e = _flag_on(p, \"entry_on\", \"orderbook_filter_enabled\")\n use_x = _flag_on(p, \"exit_on\", \"exit_ob_enabled\")\n use_s = _flag_on(p, \"stop_on\", \"stop_ob_enabled\")\n if use_e:\n ep = _entry_sim_p(p)\n if ep.get(\"max_spread_pct\") is None or ep.get(\"min_bid_ask_ratio\") is None:\n return (0.0, 0.0, \"ENTRY_REJECTED\")\n r = _sim_entry(tr, ep)\n if r[2] == \"ENTRY_REJECTED\":\n return r\n if not (use_x or use_s):\n return (tr.actual_pnl, tr.actual_profit_rate, \"ORIGINAL\")\n\n from kis_trader.engine.momentum_hts_logic import _check_exit_ob_l3, _check_stop_ob\n\n exit_p = None\n stop_p = None\n if use_x:\n exit_p = {\n \"exit_ob_enabled\": True,\n \"exit_ob_ratio_min\": float(p.get(\"exit_ob_ratio_min\") or p.get(\"ob_ratio_min\") or 0.4),\n \"exit_ob_ma_window\": int(p.get(\"exit_ob_ma_window\") or p.get(\"ma_window\") or 5),\n \"exit_ob_min_profit_pct\": float(p.get(\"exit_ob_min_profit_pct\") or p.get(\"min_profit_pct\") or 0.005),\n \"exit_ob_min_hold_bars\": int(p.get(\"exit_ob_min_hold_bars\") or p.get(\"min_hold_bars\") or 3),\n }\n if use_s:\n stop_p = {\n \"stop_ob_enabled\": True,\n \"stop_ob_ratio_min\": float(p.get(\"stop_ob_ratio_min\") or 0.4),\n \"stop_ob_ma_window\": int(p.get(\"stop_ob_ma_window\") or 5),\n \"stop_ob_min_loss_pct\": float(p.get(\"stop_ob_min_loss_pct\") or 0.003),\n \"stop_ob_min_hold_bars\": int(p.get(\"stop_ob_min_hold_bars\") or 2),\n }\n history: List[Optional[float]] = []\n for s in tr.holding_snaps:\n cur_p, ratio = _snap_or_and_price(s)\n if cur_p <= 0:\n history.append(None)\n continue\n history.append(ratio)\n hold_bars = max(0, int((s.t - tr.buy_dt).total_seconds() / 60.0))\n if exit_p and _check_exit_ob_l3(exit_p, history, tr.buy_price, cur_p, hold_bars):\n realized = (cur_p - tr.buy_price) * tr.qty\n rate = ((cur_p - tr.buy_price) / tr.buy_price) * 100.0 if tr.buy_price else 0.0\n return (realized, rate, \"OB_EXIT\")\n if stop_p and _check_stop_ob(stop_p, history, tr.buy_price, cur_p, hold_bars):\n realized = (cur_p - tr.buy_price) * tr.qty\n rate = ((cur_p - tr.buy_price) / tr.buy_price) * 100.0 if tr.buy_price else 0.0\n return (realized, rate, \"OB_STOP\")\n return (tr.actual_pnl, tr.actual_profit_rate, \"HOLD_TO_ORIG\")\n\n\ndef _finalize_combo_params(\n p: Dict[str, Any],\n *,\n use_e: bool,\n use_x: bool,\n use_s: bool,\n) -> Dict[str, Any]:\n out: Dict[str, Any] = {}\n if use_e:\n out[\"orderbook_filter_enabled\"] = True\n out[\"orderbook_max_spread_pct\"] = p.get(\"max_spread_pct\", p.get(\"orderbook_max_spread_pct\"))\n out[\"orderbook_min_bid_ask_ratio\"] = p.get(\"min_bid_ask_ratio\", p.get(\"orderbook_min_bid_ask_ratio\"))\n out[\"orderbook_entry_ask_max_mult\"] = p.get(\"ask_max_mult\", p.get(\"orderbook_entry_ask_max_mult\"))\n else:\n out[\"orderbook_filter_enabled\"] = False\n if use_x:\n out[\"exit_ob_enabled\"] = True\n out[\"exit_ob_min_hold_bars\"] = p.get(\"exit_ob_min_hold_bars\")\n out[\"exit_ob_ratio_min\"] = p.get(\"exit_ob_ratio_min\")\n out[\"exit_ob_min_profit_pct\"] = p.get(\"exit_ob_min_profit_pct\")\n out[\"exit_ob_ma_window\"] = p.get(\"exit_ob_ma_window\")\n else:\n out[\"exit_ob_enabled\"] = False\n if use_s:\n out[\"stop_ob_enabled\"] = True\n out[\"stop_ob_min_hold_bars\"] = p.get(\"stop_ob_min_hold_bars\")\n out[\"stop_ob_ratio_min\"] = p.get(\"stop_ob_ratio_min\")\n out[\"stop_ob_min_loss_pct\"] = p.get(\"stop_ob_min_loss_pct\")\n out[\"stop_ob_ma_window\"] = p.get(\"stop_ob_ma_window\")\n else:\n out[\"stop_ob_enabled\"] = False\n return out\n\n\ndef _suggest_combo(\n trial: Any,\n *,\n use_e: bool,\n use_x: bool,\n use_s: bool,\n) -> Dict[str, Any]:\n from kis_trader.utils.env import get_env_float, get_env_int\n\n p: Dict[str, Any] = {\"entry_on\": bool(use_e), \"exit_on\": bool(use_x), \"stop_on\": bool(use_s)}\n if use_e:\n lo_s = float(get_env_float(\"OPTUNA_OB_ENTRY_SPREAD_MIN\", 0.1))\n hi_s = float(get_env_float(\"OPTUNA_OB_ENTRY_SPREAD_MAX\", 8.0))\n lo_r = float(get_env_float(\"OPTUNA_OB_ENTRY_RATIO_MIN\", 0.05))\n hi_r = float(get_env_float(\"OPTUNA_OB_ENTRY_RATIO_MAX\", 1.5))\n lo_a = float(get_env_float(\"OPTUNA_OB_ENTRY_ASK_MULT_MIN\", 1.0))\n hi_a = float(get_env_float(\"OPTUNA_OB_ENTRY_ASK_MULT_MAX\", 80.0))\n if hi_s < lo_s:\n lo_s, hi_s = hi_s, lo_s\n if hi_r < lo_r:\n lo_r, hi_r = hi_r, lo_r\n if hi_a < lo_a:\n lo_a, hi_a = hi_a, lo_a\n p[\"max_spread_pct\"] = trial.suggest_float(\"max_spread_pct\", lo_s, hi_s, step=0.1)\n p[\"min_bid_ask_ratio\"] = trial.suggest_float(\"min_bid_ask_ratio\", lo_r, hi_r, step=0.05)\n p[\"ask_max_mult\"] = trial.suggest_float(\"ask_max_mult\", lo_a, hi_a, step=1.0)\n if use_x:\n p[\"exit_ob_enabled\"] = True\n p[\"exit_ob_min_hold_bars\"] = trial.suggest_int(\n \"exit_ob_min_hold_bars\",\n int(get_env_int(\"OPTUNA_OB_EXIT_HOLD_MIN\", 1)),\n int(get_env_int(\"OPTUNA_OB_EXIT_HOLD_MAX\", 5)),\n )\n p[\"exit_ob_ratio_min\"] = trial.suggest_float(\n \"exit_ob_ratio_min\",\n float(get_env_float(\"OPTUNA_OB_EXIT_RATIO_MIN\", 0.2)),\n float(get_env_float(\"OPTUNA_OB_EXIT_RATIO_MAX\", 0.8)),\n step=0.05,\n )\n p[\"exit_ob_min_profit_pct\"] = trial.suggest_float(\n \"exit_ob_min_profit_pct\",\n float(get_env_float(\"OPTUNA_OB_EXIT_PROFIT_MIN\", 0.003)),\n float(get_env_float(\"OPTUNA_OB_EXIT_PROFIT_MAX\", 0.02)),\n step=0.001,\n )\n p[\"exit_ob_ma_window\"] = trial.suggest_int(\n \"exit_ob_ma_window\",\n int(get_env_int(\"OPTUNA_OB_EXIT_MA_MIN\", 3)),\n int(get_env_int(\"OPTUNA_OB_EXIT_MA_MAX\", 10)),\n )\n if use_s:\n p[\"stop_ob_enabled\"] = True\n p[\"stop_ob_min_hold_bars\"] = trial.suggest_int(\n \"stop_ob_min_hold_bars\",\n int(get_env_int(\"OPTUNA_OB_STOP_HOLD_MIN\", 1)),\n int(get_env_int(\"OPTUNA_OB_STOP_HOLD_MAX\", 5)),\n )\n p[\"stop_ob_ratio_min\"] = trial.suggest_float(\n \"stop_ob_ratio_min\",\n float(get_env_float(\"OPTUNA_OB_STOP_RATIO_MIN\", 0.2)),\n float(get_env_float(\"OPTUNA_OB_STOP_RATIO_MAX\", 0.8)),\n step=0.05,\n )\n p[\"stop_ob_min_loss_pct\"] = trial.suggest_float(\n \"stop_ob_min_loss_pct\",\n float(get_env_float(\"OPTUNA_OB_STOP_LOSS_MIN\", 0.001)),\n float(get_env_float(\"OPTUNA_OB_STOP_LOSS_MAX\", 0.02)),\n step=0.001,\n )\n p[\"stop_ob_ma_window\"] = trial.suggest_int(\n \"stop_ob_ma_window\",\n int(get_env_int(\"OPTUNA_OB_STOP_MA_MIN\", 3)),\n int(get_env_int(\"OPTUNA_OB_STOP_MA_MAX\", 10)),\n )\n return p\n\n\ndef _optimize_combo(\n trades: List[TradeInfo],\n *,\n orig_cnt: int,\n n_trials: int,\n lg: logging.Logger,\n use_e: bool,\n use_x: bool,\n use_s: bool,\n axis_name: str,\n combo_id: str,\n) -> Dict[str, Any]:\n orig = _ob_orig_stats(trades)\n mask = {\"entry\": bool(use_e), \"exit\": bool(use_x), \"stop\": bool(use_s)}\n if int(n_trials or 0) <= 0:\n return {\n \"ok\": True,\n \"reason\": \"base_no_tpe\",\n \"params\": _finalize_combo_params({}, use_e=False, use_x=False, use_s=False),\n \"recommended_stats\": orig,\n \"orig_stats\": orig,\n \"n_trials\": 0,\n \"combo_id\": combo_id,\n \"mask\": mask,\n }\n\n def suggest(trial: optuna.Trial) -> Dict[str, Any]:\n return _suggest_combo(trial, use_e=use_e, use_x=use_x, use_s=use_s)\n\n rec = _run_axis_study(\n trades=trades,\n orig_cnt=orig_cnt,\n n_trials=n_trials,\n suggest_fn=suggest,\n sim_fn=_sim_stacked,\n skip_reject=bool(use_e),\n lg=lg,\n axis_name=axis_name,\n )\n rec[\"combo_id\"] = combo_id\n rec[\"mask\"] = mask\n if rec.get(\"ok\"):\n rec[\"params\"] = _finalize_combo_params(\n rec.get(\"params\") or {}, use_e=use_e, use_x=use_x, use_s=use_s,\n )\n rows = [_sim_stacked(t, rec[\"params\"]) for t in trades]\n rec_st = _suite_stats(rows, skip_reject=bool(use_e))\n rec_st[\"pnl_diff\"] = _krw_int(int(rec_st[\"pnl\"]) - int(orig[\"pnl\"]))\n rec[\"recommended_stats\"] = rec_st\n rec[\"orig_stats\"] = orig\n return rec\n\n\ndef _run_axis_study("}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":"def _optimize_entry_axis(trades: List[TradeInfo], *, orig_cnt: int, n_trials: int, lg: logging.Logger) -> Dict[str, Any]:\n return _optimize_combo(\n trades, orig_cnt=orig_cnt, n_trials=n_trials, lg=lg,\n use_e=True, use_x=False, use_s=False, axis_name=\"100 진입\", combo_id=\"e\",\n )\n\n\ndef _optimize_exit_axis(trades: List[TradeInfo], *, orig_cnt: int, n_trials: int, lg: logging.Logger) -> Dict[str, Any]:\n return _optimize_combo(\n trades, orig_cnt=orig_cnt, n_trials=n_trials, lg=lg,\n use_e=False, use_x=True, use_s=False, axis_name=\"010 익절\", combo_id=\"x\",\n )\n\n\ndef _optimize_stop_axis(trades: List[TradeInfo], *, orig_cnt: int, n_trials: int, lg: logging.Logger) -> Dict[str, Any]:\n return _optimize_combo(\n trades, orig_cnt=orig_cnt, n_trials=n_trials, lg=lg,\n use_e=False, use_x=False, use_s=True, axis_name=\"001 손절\", combo_id=\"s\",\n )","old_string":"def _optimize_entry_axis(trades: List[TradeInfo], *, orig_cnt: int, n_trials: int, lg: logging.Logger) -> Dict[str, Any]:\n from kis_trader.utils.env import get_env_float\n\n lo_s = float(get_env_float(\"OPTUNA_OB_ENTRY_SPREAD_MIN\", 0.1))\n hi_s = float(get_env_float(\"OPTUNA_OB_ENTRY_SPREAD_MAX\", 8.0))\n lo_r = float(get_env_float(\"OPTUNA_OB_ENTRY_RATIO_MIN\", 0.05))\n hi_r = float(get_env_float(\"OPTUNA_OB_ENTRY_RATIO_MAX\", 1.5))\n lo_a = float(get_env_float(\"OPTUNA_OB_ENTRY_ASK_MULT_MIN\", 1.0))\n hi_a = float(get_env_float(\"OPTUNA_OB_ENTRY_ASK_MULT_MAX\", 80.0))\n if hi_s < lo_s:\n lo_s, hi_s = hi_s, lo_s\n if hi_r < lo_r:\n lo_r, hi_r = hi_r, lo_r\n if hi_a < lo_a:\n lo_a, hi_a = hi_a, lo_a\n\n def suggest(trial: optuna.Trial) -> Dict[str, Any]:\n return {\n \"max_spread_pct\": trial.suggest_float(\"max_spread_pct\", lo_s, hi_s, step=0.1),\n \"min_bid_ask_ratio\": trial.suggest_float(\"min_bid_ask_ratio\", lo_r, hi_r, step=0.05),\n \"ask_max_mult\": trial.suggest_float(\"ask_max_mult\", lo_a, hi_a, step=1.0),\n }\n\n rec = _run_axis_study(\n trades=trades, orig_cnt=orig_cnt, n_trials=n_trials,\n suggest_fn=suggest, sim_fn=_sim_entry, skip_reject=True, lg=lg, axis_name=\"진입호가\",\n )\n if rec.get(\"ok\"):\n p = rec[\"params\"]\n rec[\"params\"] = {\n \"orderbook_filter_enabled\": True,\n \"orderbook_max_spread_pct\": p.get(\"max_spread_pct\"),\n \"orderbook_min_bid_ask_ratio\": p.get(\"min_bid_ask_ratio\"),\n \"orderbook_entry_ask_max_mult\": p.get(\"ask_max_mult\"),\n }\n return rec\n\n\ndef _optimize_exit_axis(trades: List[TradeInfo], *, orig_cnt: int, n_trials: int, lg: logging.Logger) -> Dict[str, Any]:\n from kis_trader.utils.env import get_env_float, get_env_int\n\n def suggest(trial: optuna.Trial) -> Dict[str, Any]:\n on = trial.suggest_categorical(\"exit_ob_enabled\", [True, False])\n return {\n \"exit_ob_enabled\": on,\n \"exit_ob_min_hold_bars\": trial.suggest_int(\n \"exit_ob_min_hold_bars\",\n int(get_env_int(\"OPTUNA_OB_EXIT_HOLD_MIN\", 1)),\n int(get_env_int(\"OPTUNA_OB_EXIT_HOLD_MAX\", 5)),\n ),\n \"exit_ob_ratio_min\": trial.suggest_float(\n \"exit_ob_ratio_min\",\n float(get_env_float(\"OPTUNA_OB_EXIT_RATIO_MIN\", 0.2)),\n float(get_env_float(\"OPTUNA_OB_EXIT_RATIO_MAX\", 0.8)),\n step=0.05,\n ),\n \"exit_ob_min_profit_pct\": trial.suggest_float(\n \"exit_ob_min_profit_pct\",\n float(get_env_float(\"OPTUNA_OB_EXIT_PROFIT_MIN\", 0.003)),\n float(get_env_float(\"OPTUNA_OB_EXIT_PROFIT_MAX\", 0.02)),\n step=0.001,\n ),\n \"exit_ob_ma_window\": trial.suggest_int(\n \"exit_ob_ma_window\",\n int(get_env_int(\"OPTUNA_OB_EXIT_MA_MIN\", 3)),\n int(get_env_int(\"OPTUNA_OB_EXIT_MA_MAX\", 10)),\n ),\n }\n\n return _run_axis_study(\n trades=trades, orig_cnt=orig_cnt, n_trials=n_trials,\n suggest_fn=suggest, sim_fn=_sim_exit_ob, skip_reject=False, lg=lg, axis_name=\"익절호가\",\n )\n\n\ndef _optimize_stop_axis(trades: List[TradeInfo], *, orig_cnt: int, n_trials: int, lg: logging.Logger) -> Dict[str, Any]:\n from kis_trader.utils.env import get_env_float, get_env_int\n\n def suggest(trial: optuna.Trial) -> Dict[str, Any]:\n on = trial.suggest_categorical(\"stop_ob_enabled\", [True, False])\n return {\n \"stop_ob_enabled\": on,\n \"stop_ob_min_hold_bars\": trial.suggest_int(\n \"stop_ob_min_hold_bars\",\n int(get_env_int(\"OPTUNA_OB_STOP_HOLD_MIN\", 1)),\n int(get_env_int(\"OPTUNA_OB_STOP_HOLD_MAX\", 5)),\n ),\n \"stop_ob_ratio_min\": trial.suggest_float(\n \"stop_ob_ratio_min\",\n float(get_env_float(\"OPTUNA_OB_STOP_RATIO_MIN\", 0.2)),\n float(get_env_float(\"OPTUNA_OB_STOP_RATIO_MAX\", 0.8)),\n step=0.05,\n ),\n \"stop_ob_min_loss_pct\": trial.suggest_float(\n \"stop_ob_min_loss_pct\",\n float(get_env_float(\"OPTUNA_OB_STOP_LOSS_MIN\", 0.001)),\n float(get_env_float(\"OPTUNA_OB_STOP_LOSS_MAX\", 0.02)),\n step=0.001,\n ),\n \"stop_ob_ma_window\": trial.suggest_int(\n \"stop_ob_ma_window\",\n int(get_env_int(\"OPTUNA_OB_STOP_MA_MIN\", 3)),\n int(get_env_int(\"OPTUNA_OB_STOP_MA_MAX\", 10)),\n ),\n }\n\n return _run_axis_study(\n trades=trades, orig_cnt=orig_cnt, n_trials=n_trials,\n suggest_fn=suggest, sim_fn=_sim_stop_ob, skip_reject=False, lg=lg, axis_name=\"손절호가\",\n )","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" orig_stats = _ob_orig_stats(trades)\n orig_cnt = int(orig_stats[\"count\"])\n can_exit_stop = strat_upper in (\"MOMENTUM\", \"BREAKOUT\")\n combo_specs: List[Tuple[str, str, bool, bool, bool]] = [\n (\"e\", \"100 진입\", True, False, False),\n ]\n if can_exit_stop:\n combo_specs.extend(\n [\n (\"x\", \"010 익절\", False, True, False),\n (\"s\", \"001 손절\", False, False, True),\n (\"ex\", \"110 진입+익절\", True, True, False),\n (\"es\", \"101 진입+손절\", True, False, True),\n (\"xs\", \"011 익절+손절\", False, True, True),\n (\"exs\", \"111 전부\", True, True, True),\n ]\n )\n from kis_trader.backtest import optuna_post_progress as opp\n n_ax = len(combo_specs)\n opp.set_ob_axes(n_ax, 0)\n combos: Dict[str, Any] = {\n \"base\": {\n \"ok\": True,\n \"reason\": \"base_no_tpe\",\n \"params\": {},\n \"recommended_stats\": orig_stats,\n \"orig_stats\": orig_stats,\n \"n_trials\": 0,\n \"combo_id\": \"base\",\n \"mask\": {\"entry\": False, \"exit\": False, \"stop\": False},\n }\n }\n for i, (cid, label, use_e, use_x, use_s) in enumerate(combo_specs):\n n_on = int(use_e) + int(use_x) + int(use_s)\n n_tr = _ob_combo_n_trials(n_on)\n opp.begin_ob_axis(label, i, n_tr)\n combos[cid] = _optimize_combo(\n trades,\n orig_cnt=orig_cnt,\n n_trials=n_tr,\n lg=lg,\n use_e=use_e,\n use_x=use_x,\n use_s=use_s,\n axis_name=label,\n combo_id=cid,\n )\n\n def _pick(*ids: str) -> Dict[str, Any]:\n for i in ids:\n c = combos.get(i)\n if isinstance(c, dict) and c.get(\"ok\"):\n return c\n return {\"ok\": False, \"reason\": \"no_combo\", \"params\": {}, \"recommended_stats\": orig_stats}\n\n # 적용 버튼: 진입=100 · 익절까지=110 스택 · 손절까지=111 스택\n entry_axis = _pick(\"e\")\n exit_axis = _pick(\"ex\", \"x\") if can_exit_stop else {\"ok\": False, \"reason\": \"n/a_strategy\", \"params\": {}, \"recommended_stats\": {}}\n stop_axis = _pick(\"exs\", \"es\", \"xs\", \"s\") if can_exit_stop else {\"ok\": False, \"reason\": \"n/a_strategy\", \"params\": {}, \"recommended_stats\": {}}\n\n merged_params: Dict[str, Any] = {}\n for ax in (entry_axis, exit_axis, stop_axis):\n if ax.get(\"ok\"):\n merged_params.update(ax.get(\"params\") or {})\n\n rec_stats = dict(stop_axis.get(\"recommended_stats\") or exit_axis.get(\"recommended_stats\") or entry_axis.get(\"recommended_stats\") or orig_stats)\n lg.info(\n \"⚡ [호가 8방] 전략=%s 모수=%d e=%s ex=%s exs=%s\",\n strat_upper,\n orig_cnt,\n \"ok\" if entry_axis.get(\"ok\") else entry_axis.get(\"reason\"),\n \"ok\" if exit_axis.get(\"ok\") else exit_axis.get(\"reason\"),\n \"ok\" if stop_axis.get(\"ok\") else stop_axis.get(\"reason\"),\n )\n return {\n \"ok\": any(bool((combos.get(k) or {}).get(\"ok\")) for k in combo_specs[0:1] or [\"e\"]),\n \"strategy\": strat_upper,\n \"ob_table\": table,\n \"n_trials\": sum(int((combos.get(c[0]) or {}).get(\"n_trials\") or 0) for c in combo_specs),\n \"trade_count\": orig_cnt,\n \"orig_stats\": orig_stats,\n \"recommended_stats\": rec_stats,\n \"entry\": entry_axis,\n \"exit\": exit_axis,\n \"stop\": stop_axis,\n \"combos\": combos,\n \"params\": merged_params,\n }","old_string":" orig_stats = _ob_orig_stats(trades)\n orig_cnt = int(orig_stats[\"count\"])\n axis_n = _ob_axis_n_trials(int(n_trials))\n can_exit_stop = strat_upper in (\"MOMENTUM\", \"BREAKOUT\")\n from kis_trader.backtest import optuna_post_progress as opp\n n_ax = 3 if can_exit_stop else 1\n opp.set_ob_axes(n_ax, axis_n)\n opp.begin_ob_axis(\"진입호가\", 0)\n entry_axis = _optimize_entry_axis(trades, orig_cnt=orig_cnt, n_trials=axis_n, lg=lg)\n exit_axis: Dict[str, Any]\n stop_axis: Dict[str, Any]\n if can_exit_stop:\n opp.begin_ob_axis(\"익절호가\", 1)\n exit_axis = _optimize_exit_axis(trades, orig_cnt=orig_cnt, n_trials=axis_n, lg=lg)\n opp.begin_ob_axis(\"손절호가\", 2)\n stop_axis = _optimize_stop_axis(trades, orig_cnt=orig_cnt, n_trials=axis_n, lg=lg)\n else:\n exit_axis = {\"ok\": False, \"reason\": \"n/a_strategy\", \"params\": {}, \"recommended_stats\": {}}\n stop_axis = {\"ok\": False, \"reason\": \"n/a_strategy\", \"params\": {}, \"recommended_stats\": {}}\n\n merged_params: Dict[str, Any] = {}\n if entry_axis.get(\"ok\"):\n merged_params.update(entry_axis.get(\"params\") or {})\n if exit_axis.get(\"ok\"):\n merged_params.update(exit_axis.get(\"params\") or {})\n if stop_axis.get(\"ok\"):\n merged_params.update(stop_axis.get(\"params\") or {})\n\n rec_stats = dict(entry_axis.get(\"recommended_stats\") or orig_stats)\n lg.info(\n \"⚡ [호가 축분리] 전략=%s 모수=%d entry=%s exit=%s stop=%s\",\n strat_upper,\n orig_cnt,\n \"ok\" if entry_axis.get(\"ok\") else entry_axis.get(\"reason\"),\n \"ok\" if exit_axis.get(\"ok\") else exit_axis.get(\"reason\"),\n \"ok\" if stop_axis.get(\"ok\") else stop_axis.get(\"reason\"),\n )\n return {\n \"ok\": bool(entry_axis.get(\"ok\") or exit_axis.get(\"ok\") or stop_axis.get(\"ok\")),\n \"strategy\": strat_upper,\n \"ob_table\": table,\n \"n_trials\": axis_n,\n \"trade_count\": orig_cnt,\n \"orig_stats\": orig_stats,\n \"recommended_stats\": rec_stats,\n \"entry\": entry_axis,\n \"exit\": exit_axis,\n \"stop\": stop_axis,\n \"params\": merged_params,\n }","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":30,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py","pattern":"\"ok\": any"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":"Optuna 차트 캔들 최적화(Stage 1)가 완료된 후, 후처리(Stage 2)로 진입/익절/손절 켜기·끄기 8방(방 안 TPE)을\n돌린다. 시뮬은 켠 축만 스택(진입→익절호가→손절호가). 실매 엔진은 수정하지 않는다.","old_string":"Optuna 차트 캔들 최적화(Stage 1)가 완료된 후, 후처리(Stage 2)로 축당 500회 고속 호가 탐색을 수행하여\n전략(모멘텀/돌파 등)별 최적의 진입 호가필터 & 수익구간 호가매도 합의 수치(Consensus)를 도출하고\nOptuna out_data 및 Apply 패치에 자동으로 결합하는 핵심 모듈입니다.","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" \"ok\": any(bool((combos.get(cid) or {}).get(\"ok\")) for cid, *_rest in combo_specs),","old_string":" \"ok\": any(bool((combos.get(k) or {}).get(\"ok\")) for k in combo_specs[0:1] or [\"e\"]),","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":"def _slim_axis(ax: Any) -> Dict[str, Any]:\n if not isinstance(ax, dict):\n return {\"ok\": False, \"reason\": \"none\", \"params\": {}, \"recommended_stats\": {}}\n rs = _slim_stats(ax.get(\"recommended_stats\"))\n os_ = _slim_stats(ax.get(\"orig_stats\"))\n return {\n \"ok\": bool(ax.get(\"ok\")),\n \"reason\": ax.get(\"reason\") or \"\",\n \"params\": dict(ax.get(\"params\") or {}),\n \"recommended_stats\": rs,\n \"orig_stats\": os_,\n \"n_trials\": ax.get(\"n_trials\"),\n \"combo_id\": ax.get(\"combo_id\") or \"\",\n \"mask\": dict(ax.get(\"mask\") or {}),\n }\n\n\ndef _slim_ob(rec: Optional[Dict[str, Any]]) -> Dict[str, Any]:\n if not isinstance(rec, dict):\n return {\"ok\": False, \"reason\": \"none\"}\n combos_in = rec.get(\"combos\") if isinstance(rec.get(\"combos\"), dict) else {}\n combos_out = {str(k): _slim_axis(v) for k, v in combos_in.items()}\n out = {\n \"ok\": bool(rec.get(\"ok\")),\n \"reason\": rec.get(\"reason\") or \"\",\n \"trade_count\": int(rec.get(\"trade_count\") or 0),\n \"params\": dict(rec.get(\"params\") or {}),\n \"orig_stats\": _slim_stats(rec.get(\"orig_stats\")),\n \"recommended_stats\": _slim_stats(rec.get(\"recommended_stats\")),\n \"entry\": _slim_axis(rec.get(\"entry\")),\n \"exit\": _slim_axis(rec.get(\"exit\")),\n \"stop\": _slim_axis(rec.get(\"stop\")),\n \"combos\": combos_out,\n }\n return out","old_string":"def _slim_axis(ax: Any) -> Dict[str, Any]:\n if not isinstance(ax, dict):\n return {\"ok\": False, \"reason\": \"none\", \"params\": {}, \"recommended_stats\": {}}\n rs = _slim_stats(ax.get(\"recommended_stats\"))\n os_ = _slim_stats(ax.get(\"orig_stats\"))\n return {\n \"ok\": bool(ax.get(\"ok\")),\n \"reason\": ax.get(\"reason\") or \"\",\n \"params\": dict(ax.get(\"params\") or {}),\n \"recommended_stats\": rs,\n \"orig_stats\": os_,\n \"n_trials\": ax.get(\"n_trials\"),\n }\n\n\ndef _slim_ob(rec: Optional[Dict[str, Any]]) -> Dict[str, Any]:\n if not isinstance(rec, dict):\n return {\"ok\": False, \"reason\": \"none\"}\n out = {\n \"ok\": bool(rec.get(\"ok\")),\n \"reason\": rec.get(\"reason\") or \"\",\n \"trade_count\": int(rec.get(\"trade_count\") or 0),\n \"params\": dict(rec.get(\"params\") or {}),\n \"orig_stats\": _slim_stats(rec.get(\"orig_stats\")),\n \"recommended_stats\": _slim_stats(rec.get(\"recommended_stats\")),\n \"entry\": _slim_axis(rec.get(\"entry\")),\n \"exit\": _slim_axis(rec.get(\"exit\")),\n \"stop\": _slim_axis(rec.get(\"stop\")),\n }\n return out","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" ob = dict(anchor.get(\"orderbook\") or {})\n ob[\"strategy\"] = strat_u\n combos = ob.get(\"combos\") if isinstance(ob.get(\"combos\"), dict) else {}\n\n def _combo_ok(*ids: str) -> Optional[Dict[str, Any]]:\n for i in ids:\n c = combos.get(i)\n if isinstance(c, dict) and c.get(\"ok\"):\n return c\n return None\n\n def _ob_from_combo(c: Dict[str, Any]) -> Dict[str, Any]:\n p = dict(c.get(\"params\") or {})\n view = dict(ob)\n view[\"params\"] = p\n view[\"entry\"] = {\"ok\": True, \"params\": p}\n view[\"exit\"] = {\"ok\": True, \"params\": p}\n view[\"stop\"] = {\"ok\": True, \"params\": p}\n return view\n\n if u == \"entry\":\n c = _combo_ok(\"e\", \"100\")\n if c:\n ob = _ob_from_combo(c)\n elif u == \"exit\":\n c = _combo_ok(\"ex\", \"110\", \"x\", \"010\")\n if c:\n ob = _ob_from_combo(c)\n elif u in (\"stop\", \"whipsaw\", \"trail\"):\n c = _combo_ok(\"exs\", \"111\", \"es\", \"xs\", \"s\")\n if c and u == \"stop\":\n ob = _ob_from_combo(c)\n elif c and u in (\"whipsaw\", \"trail\"):\n ob = _ob_from_combo(c)\n ws = dict(anchor.get(\"whipsaw\") or {})","old_string":" ob = dict(anchor.get(\"orderbook\") or {})\n ob[\"strategy\"] = strat_u\n ws = dict(anchor.get(\"whipsaw\") or {})","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" const recBitsP = [];\n if (p.orderbook_max_spread_pct != null) {\n recBitsP.push(`스프레드≤${p.orderbook_max_spread_pct}% · 잔량≥${p.orderbook_min_bid_ask_ratio}`);\n }\n if (p.exit_ob_enabled != null) {\n recBitsP.push((p.exit_ob_enabled ? 'EXIT ON' : 'EXIT OFF')\n + (p.exit_ob_ratio_min != null ? ` · OR≥${p.exit_ob_ratio_min}` : '')\n + (p.exit_ob_min_hold_bars != null ? ` · 보유${p.exit_ob_min_hold_bars}` : ''));\n }\n if (p.stop_ob_enabled != null) {\n recBitsP.push((p.stop_ob_enabled ? 'STOP ON' : 'STOP OFF')\n + (p.stop_ob_min_loss_pct != null ? ` · 손실${p.stop_ob_min_loss_pct}` : '')\n + (p.stop_ob_ratio_min != null ? ` · OR≥${p.stop_ob_ratio_min}` : ''));\n }\n if (p.whipsaw_dip_pct != null) {\n recBitsP.push(`sub=${p.whipsaw_subbar_sec} · lb=${p.whipsaw_lookback_sec} · dip=${p.whipsaw_dip_pct}`);\n }\n const recLine = recBitsP.join(' · ');","old_string":" let recLine = '';\n if (p.orderbook_max_spread_pct != null) {\n recLine = `스프레드≤${p.orderbook_max_spread_pct}% · 잔량≥${p.orderbook_min_bid_ask_ratio}`;\n } else if (p.exit_ob_enabled != null) {\n recLine = (p.exit_ob_enabled ? 'EXIT ON' : 'EXIT OFF')\n + (p.exit_ob_ratio_min != null ? ` · OR≥${p.exit_ob_ratio_min}` : '')\n + (p.exit_ob_min_hold_bars != null ? ` · 보유${p.exit_ob_min_hold_bars}` : '');\n } else if (p.stop_ob_enabled != null) {\n recLine = (p.stop_ob_enabled ? 'STOP ON' : 'STOP OFF')\n + (p.stop_ob_min_loss_pct != null ? ` · 손실${p.stop_ob_min_loss_pct}` : '')\n + (p.stop_ob_ratio_min != null ? ` · OR≥${p.stop_ob_ratio_min}` : '');\n } else if (p.whipsaw_dip_pct != null) {\n recLine = `sub=${p.whipsaw_subbar_sec} · lb=${p.whipsaw_lookback_sec} · dip=${p.whipsaw_dip_pct}`;\n }","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" <th></th><th>기본(타점)</th><th>진입까지(100)</th><th>익절까지(110)</th><th>손절까지(111)</th><th>휩쏘</th>","old_string":" <th></th><th>기본(타점)</th><th>진입호가</th><th>익절호가</th><th>손절호가</th><th>휩쏘</th>","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" </table>\n </div>\n ${_optunaObComboTable(ob, canExitStop)}\n </div>`;","old_string":" </table>\n </div>\n </div>`;","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" entry: '기본+진입호가까지(100)',\n exit: '기본+진입+익절호가까지(110 스택)',\n stop: '기본+진입+익절+손절호가까지(111 스택)',","old_string":" entry: '기본+진입호가까지',\n exit: '기본+진입+익절호가까지',\n stop: '기본+진입+익절+손절호가까지',","path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":50,"offset":7968,"path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" + (origBits.length ? `<div class=\"text-muted\">필터전 ${origBits.join(' · ')}</div>` : '');\n}\n\nfunction _optunaObComboTable(ob, canExitStop) {\n const combos = ob && ob.combos;\n if (!combos || typeof combos !== 'object' || !Object.keys(combos).length) return '';\n const rows = canExitStop\n ? [\n ['base', '000 타점만'],\n ['e', '100 진입만'],\n ['x', '010 익절만'],\n ['s', '001 손절만'],\n ['ex', '110 진입+익절'],\n ['es', '101 진입+손절'],\n ['xs', '011 익절+손절'],\n ['exs', '111 전부'],\n ]\n : [['base', '000 타점만'], ['e', '100 진입만']];\n const trs = rows.map(([id, lab]) => {\n const c = combos[id] || {};\n const nt = (c.n_trials != null) ? c.n_trials : '—';\n return `<tr><td>${lab}</td><td>${nt}</td><td>${_optunaAxisStatsHtml(c, ob)}</td></tr>`;\n }).join('');\n return `<div class=\"table-responsive mt-1\">\n <table class=\"table table-sm mb-0\" style=\"font-size:11px\">\n <thead><tr><th>방(켜진 축)</th><th>trial</th><th>성적</th></tr></thead>\n <tbody>${trs}</tbody>\n </table>\n <div class=\"text-muted\" style=\"font-size:10px\">적용은 스택 방만: 진입=100 · 익절까지=110 · 손절까지=111. 010/001 단독은 표 참고.</div>\n </div>`;\n}\n\nfunction _optunaBaseCell(a) {","old_string":" + (origBits.length ? `<div class=\"text-muted\">필터전 ${origBits.join(' · ')}</div>` : '');\n}\n\nfunction _optunaBaseCell(a) {","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":"`OPTUNA_OB_COMBO_TRIALS_SINGLE`(기본 150) / `DOUBLE`(200) / `TRIPLE`(250) = 8방 중 켜진 축 개수별 trial. \n방 000은 TPE 없음. 모멘텀·돌파 합 150×3+200×3+250=1,300. 꼬리·스캘프는 진입 on/off만(150). \n구 `OPTUNA_OB_AXIS_TRIALS`(500)는 축 독립 탐색용 잔여 키 — 8방 경로에서는 안 씀.","old_string":"`OPTUNA_OB_AXIS_TRIALS`(기본 500) = 진입·익절·손절 **각 축** trial 수. \n0이면 `OPTUNA_OB_RECOMMEND_TRIALS`(기본 500)/축.","path":"/home/hoon/kis_bot/docs/옵투나.md"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" 축 trial(2026-08-16): OPTUNA_OB_AXIS_TRIALS=500 (레거시). 8방 스택(2026-08-16):\n OPTUNA_OB_COMBO_TRIALS_SINGLE=150 / DOUBLE=200 / TRIPLE=250. 시뮬=켠 축만 스택.","old_string":" 축 trial(2026-08-16): OPTUNA_OB_AXIS_TRIALS=500 (진입·익절·손절 각 500).","path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" OB·WHIPSAW trial 수 · OPTUNA_OB_COMBO_TRIALS_* · OPTUNA_OB_AXIS_TRIALS · 진입/익절/STOP 탐색 범위 —","old_string":" OB·WHIPSAW trial 수 · OPTUNA_OB_AXIS_TRIALS · 진입/익절/STOP 탐색 범위 —","path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","pattern":"\\[\"entry\"\\]|orderbook.*entry|consensus","head_limit":40}},{"type":"tool_use","name":"Read","input":{"limit":50,"offset":200,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Read","input":{"limit":40,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_post_progress.py","offset":59}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":80,"offset":285,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/templates/backtest.html","pattern":"진입호가|익절호가|OPTUNA_OB_AXIS"}},{"type":"tool_use","name":"Shell","input":{"command":"python3 -m py_compile /home/hoon/kis_bot/kis_trader/backtest/optuna_orderbook_recommend.py /home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py /home/hoon/kis_bot/kis_trader/backtest/optuna_post_progress.py /home/hoon/kis_bot/kis_trader/backtest/optuna_common.py && python3 - <<'PY'\nfrom kis_trader.backtest.optuna_common import ensure_optuna_gate_env_defaults\nensure_optuna_gate_env_defaults()\nfrom kis_trader.utils.env import get_env_int, invalidate_merged_env_cache\ninvalidate_merged_env_cache()\nprint('single', get_env_int('OPTUNA_OB_COMBO_TRIALS_SINGLE', 0))\nprint('double', get_env_int('OPTUNA_OB_COMBO_TRIALS_DOUBLE', 0))\nprint('triple', get_env_int('OPTUNA_OB_COMBO_TRIALS_TRIPLE', 0))\nfrom kis_trader.backtest.optuna_orderbook_recommend import _ob_combo_n_trials\nprint('n1', _ob_combo_n_trials(1), 'n2', _ob_combo_n_trials(2), 'n3', _ob_combo_n_trials(3), 'n0', _ob_combo_n_trials(0))\nprint('mom', 150*3+200*3+250)\nPY","description":"Compile Python and persist combo trial env keys"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" <h6>사후합격 Top5 <small class=\"text-muted\">results_gated · 「상세」=아래 후처리 표(8방 호가)</small></h6>","old_string":" <h6>사후합격 Top5 <small class=\"text-muted\">results_gated · 「상세」=아래 후처리 표(진입호가)</small></h6>","path":"/home/hoon/kis_bot/templates/backtest.html"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" <h6>안정 Top5 <small class=\"text-muted\">results_stable · 「상세」=아래 후처리 표(8방 호가) · 손실일/최악일 게이트</small></h6>","old_string":" <h6>안정 Top5 <small class=\"text-muted\">results_stable · 「상세」=아래 후처리 표(진입호가) · 손실일/최악일 게이트</small></h6>","path":"/home/hoon/kis_bot/templates/backtest.html"}},{"type":"tool_use","name":"Glob","input":{"glob_pattern":"*.json","target_directory":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools"}},{"type":"tool_use","name":"Shell","input":{"command":"sudo systemctl restart kis_backtest_web.service; sleep 2; systemctl is-active kis_backtest_web.service; curl -s -o /dev/null -w '%{http_code}\\n' http://127.0.0.1:5050/","description":"Restart backtest web service and health-check"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_navigate.json"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_lock.json"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_tabs.json"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_snapshot.json"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_click.json"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"server":"cursor-ide-browser","toolName":"browser_tabs","description":"List open browser tabs","arguments":{"action":"list"}}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"url":"http://192.168.0.149:5050/?v=ob-combo-8"},"description":"Open backtest web with cache-bust URL","server":"cursor-ide-browser","toolName":"browser_navigate"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"lock"},"description":"Lock browser for Optuna tab interaction","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"element":"Optuna tab link","ref":"e11"},"description":"Click Optuna navigation tab","server":"cursor-ide-browser","toolName":"browser_click"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/agent-transcripts","pattern":"진입까지|8방|상세","glob":"*.log"}},{"type":"tool_use","name":"Grep","input":{"path":"/tmp","pattern":"진입까지|8방 호가|상세","glob":"*fqxcvi*"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/mcps/cursor-ide-browser/tools/browser_cdp.json"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"(() => {\n const texts = Array.from(document.querySelectorAll('a,button,h6,th,small')).map(el => (el.innerText||'').trim()).filter(Boolean);\n const hit = texts.filter(t => /Optuna|상세|8방|진입까지|후처리/.test(t)).slice(0,40);\n const fn = typeof _optunaObComboTable === 'function';\n const src = (document.querySelector('script[src*=\"backtest\"]')||{}).src || '';\n return {fn, src, hit, hasCombo: String(window._optunaObComboTable || fn)};\n})()","returnByValue":true}},"description":"Check Optuna UI strings and combo helper","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"(() => {\n const btns = Array.from(document.querySelectorAll('button')).filter(b => (b.innerText||'').trim() === '상세');\n const info = btns.slice(0,8).map(b => ({dis:b.disabled, title:b.title||'', html:b.outerHTML.slice(0,180)}));\n const first = btns.find(b => !b.disabled);\n if (first) first.click();\n return {n: btns.length, enabled: btns.filter(b=>!b.disabled).length, clicked: !!first, info};\n})()","returnByValue":true}},"description":"Click first enabled Optuna 상세 button","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"(() => {\n const box = document.getElementById('opt_postprocess_cards');\n const t = (box && box.innerText) || '';\n return {\n has100: t.includes('진입까지(100)'),\n has110: t.includes('익절까지(110)'),\n has111: t.includes('손절까지(111)'),\n hasRoom: t.includes('방(켜진 축)'),\n hasApplyNote: t.includes('적용은 스택'),\n snippet: t.slice(0, 500)\n };\n})()","returnByValue":true}},"description":"Inspect postprocess card text after 상세","server":"cursor-ide-browser","toolName":"browser_cdp"}},{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"(() => {\n const logs = [];\n return {\n href: location.href,\n jsErr: window.__optunaJsErr || null,\n };\n})()","returnByValue":true}},"description":"Check page URL after 상세 click","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"method":"Runtime.evaluate","params":{"expression":"JSON.stringify({comboFn: typeof _optunaObComboTable, apply: typeof optunaApplyUpto, axis: typeof _optunaAxisStatsHtml})","returnByValue":true}},"description":"Confirm Optuna helper functions exist","server":"cursor-ide-browser","toolName":"browser_cdp"}},{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"unlock"},"description":"Unlock browser after Optuna verification","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**방마다 횟수를 나눕니다.** 축당 500×8은 돌리지 않습니다.\n\n| 방 | 켜진 축 | trial |\n|---|---|---|\n| 000 | 타점만 | 0 |\n| 100 / 010 / 001 | 1축 | **150** |\n| 110 / 101 / 011 | 2축 | **200** |\n| 111 | 3축 | **250** |\n\n모멘텀·돌파 한 앵커 합 **1,300**(구 500×3=1,500 근방). 꼬리·스캘프는 진입 on/off만이라 **150**. \n숫자는 `env_config_ext`의 `OPTUNA_OB_COMBO_TRIALS_SINGLE/DOUBLE/TRIPLE`입니다.\n\n이미 코드에 넣었습니다. **실매 엔진은 그대로**입니다. 후처리만 8방 TPE + 켠 축 스택 시뮬(진입 → 익절호가 → 손절호가)입니다.\n\n적용 버튼은 스택 방만 씁니다. **진입=100, 익절까지=110, 손절까지=111.** 010·001 단독 성적은 표 참고용입니다.\n\n웹: `kis_backtest_web.service` **active**, curl **200**. 브라우저 `http://192.168.0.149:5050/?v=ob-combo-8` → Optuna → 「상세」. 열 이름 `진입까지(100)` / `익절까지(110)` / `손절까지(111)` 확인. **콘솔 오류 없음.** \n지금 JSON은 구 후처리라 8방 표는 안 나옵니다. **다음 후처리(또는 「이 잡 후처리 재실행」)부터** 1,300회·8방 표가 채워집니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Monday, Aug 17, 2026, 8:51 AM (UTC+9)</timestamp>\n<user_query>\n히스토리 모아서 디비에 넣는거처림 옛날 초기빙식 중기빙식 레거시 코드가 더 있나 봐쭤 지금 전략이랑 성격 안맞는것들\n\n후처리 경우의수는 8개인데 적용은 또 왜 예전방식이야 경우의수대로 나와야지 않겠나?\n\n그리고 기본 진입 익설호가 손절호가 휩쏘 \n5개인가 8이 어떻게 나오는거지?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"질문 세 가지로 나눠 확인합니다. (1) 초기·중기 빙식 레거시, (2) 적용이 왜 예전 방식인지, (3) 표 5열과 8방의 관계입니다."},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot","pattern":"초기빙|중기빙|레거시|legacy|early.?bing|mid.?bing|빙식","glob":"*.{py,md,js,html}","head_limit":40}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot","pattern":"history.*DB|히스토리.*DB|universe_history|target_candidates_history|초기|중기|레거시","glob":"*.{py,md}","head_limit":50}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","offset":8070,"limit":120}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","offset":820,"limit":100}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"build_upto_env_patch|_UPTO_ORDER|upto|combos","glob":"*.py","head_limit":40}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/.cursor/projects/home-hoon-kis-bot/agent-transcripts/4f96166b-128d-4c5e-847b-eacd5ada2f76","pattern":"초기방식|중기방식|초기빙|중기빙|히스토리 모아서|옛날.*방식|레거시.*호가|축분리|upto"}},{"type":"tool_use","name":"Grep","input":{"glob":"*.{py,md}","head_limit":40,"path":"/home/hoon/kis_bot/docs","pattern":"초기|중기|구방식|옛|레거시.*후처리|축당|독립.*축"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/docs/옵투나.md","limit":120}},{"type":"tool_use","name":"TodoWrite","input":{"todos":[{"id":"1","content":"5열 vs 8방 설명 + 적용 UI를 8방에 맞추기","status":"in_progress"},{"id":"2","content":"초기/중기 레거시 후처리/호가 코드 스캐대","status":"pending"}],"merge":false}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"맞습니다. 5열 누적 적용은 예전 방식이고, 8방은 진입×익절×손절(2³)입니다. 적용을 방 단위로 바꾸고, 비슷한 레거시도 같이 스캔합니다."},{"type":"tool_use","name":"Grep","input":{"glob":"*.{py,js}","head_limit":40,"path":"/home/hoon/kis_bot","pattern":"optunaApplyUpto|build_upto_env_patch|upto="}},{"type":"tool_use","name":"Grep","input":{"glob":"*.py","head_limit":30,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"_optimize_entry_axis|_ob_axis_n_trials|축분리|독립.*축|OPTUNA_OB_AXIS"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":860,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":8480,"path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":80,"offset":775,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":780,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/backtest_web.py","pattern":"upto|combo|/api/optuna/apply","glob":"*.py","head_limit":30}},{"type":"tool_use","name":"Read","input":{"limit":50,"offset":7985,"path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"적용을 8방 단위로 바꾸고, 표도 경우의수 기준으로 정리합니다."},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py","old_string":"_UPTO_ORDER = (\"base\", \"entry\", \"exit\", \"stop\", \"whipsaw\")\n\n\ndef pick_postprocess_anchor(\n data: Dict[str, Any],\n source: str,\n rank: int,\n) -> Optional[Dict[str, Any]]:\n topn = data.get(\"postprocess_topn\") if isinstance(data, dict) else None\n anchors = list((topn or {}).get(\"postprocess_by_anchor\") or [])\n src = str(source or \"gated\").strip().lower()\n rk = max(1, int(rank or 1))\n if src == \"mode\":\n for a in anchors:\n if str(a.get(\"role\") or \"\") == \"mode\":\n return a\n return None\n if src == \"live\":\n return None\n role = \"stable\" if src == \"stable\" else \"gated\"\n for a in anchors:\n if str(a.get(\"role\") or \"\") == role and int(a.get(\"rank\") or 0) == rk:\n return a\n return None\n\n\ndef build_upto_env_patch(\n *,\n data: Dict[str, Any],\n source: str,\n rank: int,\n upto: str,\n strategy: str,\n) -> Tuple[Dict[str, str], List[str]]:\n \"\"\"\n 누적 패치: base는 호출측 apply_params_to_db.\n 여기선 entry/exit/stop/whipsaw env만.\n 반환: (patch, notes)\n \"\"\"\n from kis_trader.backtest.optuna_orderbook_recommend import (\n _env_pfx,\n build_entry_ob_env_patch,\n build_exit_ob_env_patch,\n build_stop_ob_env_patch,\n )\n from kis_trader.backtest.optuna_whipsaw_recommend import build_whipsaw_env_patch\n\n u = str(upto or \"base\").strip().lower()\n if u not in _UPTO_ORDER:\n raise ValueError(f\"upto 는 {_UPTO_ORDER} 만 (got {upto})\")\n notes: List[str] = []\n strat_u = str(strategy or data.get(\"strategy\") or \"\").strip().upper()\n if strat_u in (\"TAIL\", \"SHORT\"):\n strat_u = \"TAIL\"\n elif strat_u in (\"SCALPING\", \"SCALP\"):\n strat_u = \"SCALP\"\n elif strat_u in (\"US_MOMENTUM\",):\n strat_u = \"US_MOMENTUM\"\n elif strat_u in (\"MOMENTUM\",):\n strat_u = \"MOMENTUM\"\n epfx = _env_pfx(strat_u)\n\n anchor = pick_postprocess_anchor(data, source, rank)\n if not anchor:\n notes.append(\"후처리 앵커 없음(구 JSON이면 재실행 필요)\")\n return {}, notes\n ob = dict(anchor.get(\"orderbook\") or {})\n ob[\"strategy\"] = strat_u\n combos = ob.get(\"combos\") if isinstance(ob.get(\"combos\"), dict) else {}\n\n def _combo_ok(*ids: str) -> Optional[Dict[str, Any]]:\n for i in ids:\n c = combos.get(i)\n if isinstance(c, dict) and c.get(\"ok\"):\n return c\n return None\n\n def _ob_from_combo(c: Dict[str, Any]) -> Dict[str, Any]:\n p = dict(c.get(\"params\") or {})\n view = dict(ob)\n view[\"params\"] = p\n view[\"entry\"] = {\"ok\": True, \"params\": p}\n view[\"exit\"] = {\"ok\": True, \"params\": p}\n view[\"stop\"] = {\"ok\": True, \"params\": p}\n return view\n\n if u == \"entry\":\n c = _combo_ok(\"e\", \"100\")\n if c:\n ob = _ob_from_combo(c)\n elif u == \"exit\":\n c = _combo_ok(\"ex\", \"110\", \"x\", \"010\")\n if c:\n ob = _ob_from_combo(c)\n elif u in (\"stop\", \"whipsaw\", \"trail\"):\n c = _combo_ok(\"exs\", \"111\", \"es\", \"xs\", \"s\")\n if c and u == \"stop\":\n ob = _ob_from_combo(c)\n elif c and u in (\"whipsaw\", \"trail\"):\n ob = _ob_from_combo(c)\n ws = dict(anchor.get(\"whipsaw\") or {})\n ws[\"strategy\"] = strat_u\n patch: Dict[str, str] = {}\n idx = _UPTO_ORDER.index(u)\n if u == \"base\":\n patch.update(_later_axes_off_patch(strat_u, u))\n notes.append(\"뒤쪽 후처리축 ENABLED=false (숫자는 유지)\")\n return patch, notes\n if idx >= _UPTO_ORDER.index(\"entry\"):\n ep = build_entry_ob_env_patch(ob, strat_u)\n if ep:\n patch.update(ep)\n else:\n notes.append(\"진입호가 추천 없음 → 진입 필터 OFF\")\n if epfx:\n patch[f\"{epfx}_ORDERBOOK_FILTER_ENABLED\"] = \"false\"\n if idx >= _UPTO_ORDER.index(\"exit\"):\n xp = build_exit_ob_env_patch(ob, strat_u)\n if xp:\n patch.update(xp)\n elif strat_u not in (\"MOMENTUM\", \"BREAKOUT\"):\n notes.append(\"익절호가 해당없음\")\n else:\n notes.append(\"익절호가 추천 없음 → 익절호가 OFF\")\n if epfx:\n patch[f\"{epfx}_EXIT_OB_ENABLED\"] = \"false\"\n if idx >= _UPTO_ORDER.index(\"stop\"):\n sp = build_stop_ob_env_patch(ob, strat_u)\n if sp:\n patch.update(sp)\n elif strat_u not in (\"MOMENTUM\", \"BREAKOUT\"):\n notes.append(\"손절호가 해당없음\")\n else:\n notes.append(\"손절호가 추천 없음 → 손절호가 OFF\")\n if epfx:\n patch[f\"{epfx}_STOP_OB_ENABLED\"] = \"false\"\n if idx >= _UPTO_ORDER.index(\"whipsaw\"):\n wp = build_whipsaw_env_patch(ws)\n if wp:\n patch.update(wp)\n elif strat_u in (\"TAIL\", \"SHORT\", \"BREAKOUT\"):\n notes.append(\"휩쏘 DB 스킵(전략 특성)\")\n else:\n notes.append(\"휩쏘 추천 없음\")\n off = _later_axes_off_patch(strat_u, u)\n patch.update(off)\n if off:\n notes.append(\"선택 열 이후 축 ENABLED=false (숫자는 유지)\")\n return patch, notes\n\n\ndef _later_axes_off_patch(strat_u: str, upto: str) -> Dict[str, str]:\n \"\"\"선택 열 이후는 끄기만. 스프레드·OR·dip 숫자는 안 지움.\"\"\"\n from kis_trader.backtest.optuna_orderbook_recommend import _env_pfx\n\n pfx = _env_pfx(strat_u)\n if not pfx:\n return {}\n u = str(upto or \"base\").strip().lower()\n if u not in _UPTO_ORDER:\n return {}\n idx = _UPTO_ORDER.index(u)\n patch: Dict[str, str] = {}\n if idx < _UPTO_ORDER.index(\"entry\"):\n patch[f\"{pfx}_ORDERBOOK_FILTER_ENABLED\"] = \"false\"\n if idx < _UPTO_ORDER.index(\"exit\") and pfx in (\"MOMENTUM\", \"BREAKOUT\"):\n patch[f\"{pfx}_EXIT_OB_ENABLED\"] = \"false\"\n if idx < _UPTO_ORDER.index(\"stop\") and pfx in (\"MOMENTUM\", \"BREAKOUT\"):\n patch[f\"{pfx}_STOP_OB_ENABLED\"] = \"false\"\n if idx < _UPTO_ORDER.index(\"whipsaw\") and pfx == \"MOMENTUM\":\n patch[f\"{pfx}_WHIPSAW_FILTER_ENABLED\"] = \"false\"\n return patch","new_string":"# 호가 8방 = 진입×익절×손절 (2³). 휩쏘는 8방 밖 별도 축.\n_COMBO_IDS = (\"base\", \"e\", \"x\", \"s\", \"ex\", \"es\", \"xs\", \"exs\")\n_COMBO_MASK = {\n \"base\": (False, False, False),\n \"e\": (True, False, False),\n \"x\": (False, True, False),\n \"s\": (False, False, True),\n \"ex\": (True, True, False),\n \"es\": (True, False, True),\n \"xs\": (False, True, True),\n \"exs\": (True, True, True),\n}\n# 구 UI 누적 upto → 방 id (하위호환). whipsaw=111방 + 휩쏘 ON.\n_UPTO_TO_COMBO = {\n \"base\": \"base\",\n \"entry\": \"e\",\n \"exit\": \"ex\",\n \"stop\": \"exs\",\n \"whipsaw\": \"exs\",\n}\n_UPTO_ORDER = (\"base\", \"entry\", \"exit\", \"stop\", \"whipsaw\") # 레거시 별칭만\n\n\ndef pick_postprocess_anchor(\n data: Dict[str, Any],\n source: str,\n rank: int,\n) -> Optional[Dict[str, Any]]:\n topn = data.get(\"postprocess_topn\") if isinstance(data, dict) else None\n anchors = list((topn or {}).get(\"postprocess_by_anchor\") or [])\n src = str(source or \"gated\").strip().lower()\n rk = max(1, int(rank or 1))\n if src == \"mode\":\n for a in anchors:\n if str(a.get(\"role\") or \"\") == \"mode\":\n return a\n return None\n if src == \"live\":\n return None\n role = \"stable\" if src == \"stable\" else \"gated\"\n for a in anchors:\n if str(a.get(\"role\") or \"\") == role and int(a.get(\"rank\") or 0) == rk:\n return a\n return None\n\n\ndef _normalize_strat_u(strategy: str, data: Optional[Dict[str, Any]] = None) -> str:\n strat_u = str(strategy or (data or {}).get(\"strategy\") or \"\").strip().upper()\n if strat_u in (\"TAIL\", \"SHORT\"):\n return \"TAIL\"\n if strat_u in (\"SCALPING\", \"SCALP\"):\n return \"SCALP\"\n if strat_u in (\"US_MOMENTUM\",):\n return \"US_MOMENTUM\"\n if strat_u in (\"MOMENTUM\",):\n return \"MOMENTUM\"\n return strat_u\n\n\ndef _resolve_combo_id(raw: str) -> Tuple[str, bool]:\n \"\"\"반환: (combo_id, include_whipsaw).\"\"\"\n u = str(raw or \"base\").strip().lower()\n if u == \"trail\":\n return \"base\", False\n if u == \"whipsaw\":\n return \"exs\", True\n if u in _COMBO_IDS:\n return u, False\n if u in _UPTO_TO_COMBO:\n return _UPTO_TO_COMBO[u], False\n # 비트 표기 허용\n bit_map = {\n \"000\": \"base\", \"100\": \"e\", \"010\": \"x\", \"001\": \"s\",\n \"110\": \"ex\", \"101\": \"es\", \"011\": \"xs\", \"111\": \"exs\",\n }\n if u in bit_map:\n return bit_map[u], False\n raise ValueError(\n f\"combo/upto 는 {_COMBO_IDS}+whipsaw|trail|000~111 만 (got {raw})\"\n )\n\n\ndef build_combo_env_patch(\n *,\n data: Dict[str, Any],\n source: str,\n rank: int,\n combo: str,\n strategy: str,\n include_whipsaw: Optional[bool] = None,\n) -> Tuple[Dict[str, str], List[str]]:\n \"\"\"\n 8방 중 하나 적용. 켠 축만 ON·숫자 반영, 끈 축은 ENABLED=false.\n 휩쏘는 8방 밖 — include_whipsaw=True 일 때만 붙임.\n \"\"\"\n from kis_trader.backtest.optuna_orderbook_recommend import (\n _env_pfx,\n build_entry_ob_env_patch,\n build_exit_ob_env_patch,\n build_stop_ob_env_patch,\n )\n from kis_trader.backtest.optuna_whipsaw_recommend import build_whipsaw_env_patch\n\n cid, whip_default = _resolve_combo_id(combo)\n do_whip = bool(whip_default if include_whipsaw is None else include_whipsaw)\n notes: List[str] = []\n strat_u = _normalize_strat_u(strategy, data)\n epfx = _env_pfx(strat_u)\n use_e, use_x, use_s = _COMBO_MASK[cid]\n\n anchor = pick_postprocess_anchor(data, source, rank)\n if not anchor:\n notes.append(\"후처리 앵커 없음(구 JSON이면 재실행 필요)\")\n return {}, notes\n\n ob = dict(anchor.get(\"orderbook\") or {})\n combos = ob.get(\"combos\") if isinstance(ob.get(\"combos\"), dict) else {}\n c = combos.get(cid) if isinstance(combos.get(cid), dict) else None\n # 구 JSON(combos 없음): entry/exit/stop 중첩으로 폴백\n if not (c and c.get(\"ok\")):\n legacy_map = {\n \"e\": (\"entry\",),\n \"x\": (\"exit\",),\n \"s\": (\"stop\",),\n \"ex\": (\"exit\", \"entry\"),\n \"es\": (\"stop\", \"entry\"),\n \"xs\": (\"stop\", \"exit\"),\n \"exs\": (\"stop\", \"exit\", \"entry\"),\n }\n if cid == \"base\":\n c = {\"ok\": True, \"params\": {}}\n else:\n merged_p: Dict[str, Any] = {}\n ok_any = False\n for ax in legacy_map.get(cid, ()):\n nested = ob.get(ax) if isinstance(ob.get(ax), dict) else {}\n if nested.get(\"ok\"):\n ok_any = True\n merged_p.update(dict(nested.get(\"params\") or {}))\n c = {\"ok\": ok_any, \"params\": merged_p} if ok_any else None\n if cid != \"base\" and not (c and c.get(\"ok\")):\n notes.append(f\"방 {cid} 추천 없음\")\n return {}, notes\n\n params = dict((c or {}).get(\"params\") or {})\n # 마스크로 enabled 강제 (방 정의가 진실)\n params[\"orderbook_filter_enabled\"] = bool(use_e)\n params[\"exit_ob_enabled\"] = bool(use_x)\n params[\"stop_ob_enabled\"] = bool(use_s)\n view = {\"strategy\": strat_u, \"params\": params, \"entry\": {\"ok\": True, \"params\": params},\n \"exit\": {\"ok\": True, \"params\": params}, \"stop\": {\"ok\": True, \"params\": params}}\n\n patch: Dict[str, str] = {}\n if not epfx:\n notes.append(\"전략 prefix 없음\")\n return {}, notes\n\n if use_e:\n ep = build_entry_ob_env_patch(view, strat_u)\n if ep:\n patch.update(ep)\n else:\n notes.append(\"진입 숫자 없음 → 진입 OFF\")\n patch[f\"{epfx}_ORDERBOOK_FILTER_ENABLED\"] = \"false\"\n else:\n patch[f\"{epfx}_ORDERBOOK_FILTER_ENABLED\"] = \"false\"\n\n if epfx in (\"MOMENTUM\", \"BREAKOUT\"):\n if use_x:\n xp = build_exit_ob_env_patch(view, strat_u)\n if xp:\n patch.update(xp)\n else:\n notes.append(\"익절 숫자 없음 → 익절 OFF\")\n patch[f\"{epfx}_EXIT_OB_ENABLED\"] = \"false\"\n else:\n patch[f\"{epfx}_EXIT_OB_ENABLED\"] = \"false\"\n if use_s:\n sp = build_stop_ob_env_patch(view, strat_u)\n if sp:\n patch.update(sp)\n else:\n notes.append(\"손절 숫자 없음 → 손절 OFF\")\n patch[f\"{epfx}_STOP_OB_ENABLED\"] = \"false\"\n else:\n patch[f\"{epfx}_STOP_OB_ENABLED\"] = \"false\"\n elif use_x or use_s:\n notes.append(\"익절/손절호가 해당없음(전략)\")\n\n if do_whip:\n ws = dict(anchor.get(\"whipsaw\") or {})\n ws[\"strategy\"] = strat_u\n wp = build_whipsaw_env_patch(ws)\n if wp:\n patch.update(wp)\n elif strat_u in (\"TAIL\", \"SHORT\", \"BREAKOUT\"):\n notes.append(\"휩쏘 DB 스킵(전략 특성)\")\n else:\n notes.append(\"휩쏘 추천 없음\")\n elif epfx == \"MOMENTUM\":\n patch[f\"{epfx}_WHIPSAW_FILTER_ENABLED\"] = \"false\"\n\n notes.append(f\"방 {cid} 적용 (진입={int(use_e)} 익절={int(use_x)} 손절={int(use_s)} 휩쏘={int(do_whip)})\")\n return patch, notes\n\n\ndef build_upto_env_patch(\n *,\n data: Dict[str, Any],\n source: str,\n rank: int,\n upto: str,\n strategy: str,\n) -> Tuple[Dict[str, str], List[str]]:\n \"\"\"하위호환: 구 누적 upto → 8방 combo 패치.\"\"\"\n u = str(upto or \"base\").strip().lower()\n if u == \"trail\":\n return {}, [\"trail은 다단트레일 전용 경로\"]\n return build_combo_env_patch(\n data=data, source=source, rank=rank, combo=u, strategy=strategy,\n )\n\n\ndef _later_axes_off_patch(strat_u: str, upto: str) -> Dict[str, str]:\n \"\"\"레거시 누적 off. 신규는 build_combo_env_patch 마스크 사용.\"\"\"\n from kis_trader.backtest.optuna_orderbook_recommend import _env_pfx\n\n pfx = _env_pfx(strat_u)\n if not pfx:\n return {}\n try:\n cid, do_whip = _resolve_combo_id(upto)\n except ValueError:\n return {}\n use_e, use_x, use_s = _COMBO_MASK[cid]\n patch: Dict[str, str] = {}\n if not use_e:\n patch[f\"{pfx}_ORDERBOOK_FILTER_ENABLED\"] = \"false\"\n if not use_x and pfx in (\"MOMENTUM\", \"BREAKOUT\"):\n patch[f\"{pfx}_EXIT_OB_ENABLED\"] = \"false\"\n if not use_s and pfx in (\"MOMENTUM\", \"BREAKOUT\"):\n patch[f\"{pfx}_STOP_OB_ENABLED\"] = \"false\"\n if (not do_whip) and pfx == \"MOMENTUM\":\n patch[f\"{pfx}_WHIPSAW_FILTER_ENABLED\"] = \"false\"\n return patch"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"*.py","head_limit":20,"path":"/home/hoon/kis_bot/kis_trader","pattern":"WHIPSAW.*ENABLED|build_whipsaw_env_patch"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":9565,"path":"/home/hoon/kis_bot/backtest_web.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" upto_s = str(upto or \"base\").strip().lower() or \"base\"\n _allowed = (\n \"base\", \"entry\", \"exit\", \"stop\", \"whipsaw\", \"trail\",\n \"e\", \"x\", \"s\", \"ex\", \"es\", \"xs\", \"exs\",\n \"000\", \"100\", \"010\", \"001\", \"110\", \"101\", \"011\", \"111\",\n )\n if upto_s not in _allowed:\n raise ValueError(\n \"upto/combo 는 base|e|x|s|ex|es|xs|exs|whipsaw|trail|000~111 \"\n \"(구 entry/exit/stop 별칭 포함) 만\"\n )","old_string":" upto_s = str(upto or \"base\").strip().lower() or \"base\"\n if upto_s not in (\"base\", \"entry\", \"exit\", \"stop\", \"whipsaw\", \"trail\"):\n raise ValueError(\"upto 는 base|entry|exit|stop|whipsaw|trail 만\")","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":"function _optunaObComboTable(ob, canExitStop, rowSrc, rowRk, isLive) {\n const combos = ob && ob.combos;\n const rows = canExitStop\n ? [\n ['base', '000 타점만(호가OFF)'],\n ['e', '100 진입만'],\n ['x', '010 익절만'],\n ['s', '001 손절만'],\n ['ex', '110 진입+익절'],\n ['es', '101 진입+손절'],\n ['xs', '011 익절+손절'],\n ['exs', '111 전부'],\n ]\n : [['base', '000 타점만(호가OFF)'], ['e', '100 진입만']];\n const hasCombos = combos && typeof combos === 'object' && Object.keys(combos).length;\n const btn = (cid, lab) => {\n if (isLive || !rowSrc) return '<span class=\"text-muted\">참고</span>';\n const c = hasCombos ? (combos[cid] || {}) : null;\n const disabled = (cid !== 'base' && hasCombos && !(c && c.ok));\n if (disabled) return `<button class=\"btn btn-sm btn-outline-secondary py-0\" disabled>${lab}</button>`;\n return `<button class=\"btn btn-sm btn-outline-success py-0\" onclick=\"optunaApplyUpto('${rowSrc}',${rowRk},'${cid}')\">${lab}</button>`;\n };\n const trs = rows.map(([id, lab]) => {\n const c = hasCombos ? (combos[id] || {}) : null;\n const nt = (c && c.n_trials != null) ? c.n_trials : (hasCombos ? '—' : '구JSON');\n const stats = hasCombos\n ? _optunaAxisStatsHtml(c || { ok: false, reason: '없음' }, ob)\n : '<span class=\"text-muted\">후처리 재실행 필요</span>';\n return `<tr><td>${lab}</td><td>${nt}</td><td>${stats}</td><td>${btn(id, '이 방 적용')}</td></tr>`;\n }).join('');\n return `<div class=\"table-responsive mt-1\">\n <table class=\"table table-sm mb-0\" style=\"font-size:11px\">\n <thead><tr><th>호가 8방 (진입×익절×손절)</th><th>trial</th><th>성적</th><th>적용</th></tr></thead>\n <tbody>${trs}</tbody>\n </table>\n <div class=\"text-muted\" style=\"font-size:10px\">8=2³. 휩쏘는 아래 별도. 구JSON이면 「후처리 재실행」 후 방별 숫자·적용이 채워집니다.</div>\n </div>`;\n}","old_string":"function _optunaObComboTable(ob, canExitStop) {\n const combos = ob && ob.combos;\n if (!combos || typeof combos !== 'object' || !Object.keys(combos).length) return '';\n const rows = canExitStop\n ? [\n ['base', '000 타점만'],\n ['e', '100 진입만'],\n ['x', '010 익절만'],\n ['s', '001 손절만'],\n ['ex', '110 진입+익절'],\n ['es', '101 진입+손절'],\n ['xs', '011 익절+손절'],\n ['exs', '111 전부'],\n ]\n : [['base', '000 타점만'], ['e', '100 진입만']];\n const trs = rows.map(([id, lab]) => {\n const c = combos[id] || {};\n const nt = (c.n_trials != null) ? c.n_trials : '—';\n return `<tr><td>${lab}</td><td>${nt}</td><td>${_optunaAxisStatsHtml(c, ob)}</td></tr>`;\n }).join('');\n return `<div class=\"table-responsive mt-1\">\n <table class=\"table table-sm mb-0\" style=\"font-size:11px\">\n <thead><tr><th>방(켜진 축)</th><th>trial</th><th>성적</th></tr></thead>\n <tbody>${trs}</tbody>\n </table>\n <div class=\"text-muted\" style=\"font-size:10px\">적용은 스택 방만: 진입=100 · 익절까지=110 · 손절까지=111. 010/001 단독은 표 참고.</div>\n </div>`;\n}","path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" const renderOne = (row, opts) => {\n const isLive = !!(opts && opts.live);\n const rowSrc = isLive ? '' : (row.role === 'mode' ? 'mode' : (row.role === 'stable' ? 'stable' : 'gated'));\n const rowRk = row.rank || 1;\n const ob = row.orderbook || {};\n const whipBtn = () => {\n if (isLive || !rowSrc) return '<span class=\"text-muted\">참고</span>';\n if (whipSkip) return '<span class=\"text-muted\">해당없음</span>';\n return `<button class=\"btn btn-sm btn-outline-success py-0\" onclick=\"optunaApplyUpto('${rowSrc}',${rowRk},'whipsaw')\">111+휩쏘 적용</button>`;\n };\n const baseBtn = () => {\n if (isLive || !rowSrc) return '<span class=\"text-muted\">참고</span>';\n return `<button class=\"btn btn-sm btn-outline-success py-0\" onclick=\"optunaApplyUpto('${rowSrc}',${rowRk},'base')\">타점만(호가OFF)</button>`;\n };\n const wr = row.win_rate != null ? row.win_rate\n : (isLive\n ? (((row.orderbook || {}).orig_stats || {}).win_rate)\n : (ofRow && ofRow.win_rate));\n const rowForBase = Object.assign({}, row, { win_rate: wr });\n const title = isLive\n ? `${row.id} · 실매 참고 (적용 없음)`\n : `${row.id} · trial ${row.optuna_trial_number != null ? '#' + row.optuna_trial_number : '—'}`\n + ` · 과적합 가능도 ${ofPct != null ? ofPct : '—'}% · ${verd || ''}`;\n return `<div class=\"${isLive ? 'mt-2 text-muted' : ''}\">\n <div class=\"fw-bold\">${title}</div>\n <div class=\"text-muted\" style=\"font-size:11px\">과적합%=추정. ${row.note || ''} · 호가 경우의수=진입×익절×손절=8 · 휩쏘는 8방 밖</div>\n <div class=\"mt-1\" style=\"font-size:11px\">차트 타점: ${_optunaBaseCell(rowForBase)} · ${baseBtn()}</div>\n ${_optunaObComboTable(ob, canExitStop, rowSrc, rowRk, isLive)}\n <div class=\"mt-1 table-responsive\">\n <table class=\"table table-sm mb-0\" style=\"font-size:11px\">\n <thead><tr><th>8방 밖</th><th>성적</th><th>적용</th></tr></thead>\n <tbody>\n <tr>\n <td>휩쏘</td>\n <td>${_optunaAxisStatsHtml(row.whipsaw, row.whipsaw)}</td>\n <td>${whipBtn()}</td>\n </tr>\n </tbody>\n </table>\n </div>\n </div>`;\n };","old_string":" const renderOne = (row, opts) => {\n const isLive = !!(opts && opts.live);\n const rowSrc = isLive ? '' : (row.role === 'mode' ? 'mode' : (row.role === 'stable' ? 'stable' : 'gated'));\n const rowRk = row.rank || 1;\n const ob = row.orderbook || {};\n const entry = ob.entry || (ob.ok ? { ok: true, params: ob.params, recommended_stats: ob.recommended_stats } : ob);\n const exitAx = ob.exit || { ok: false, reason: canExitStop ? (ob.reason || '없음') : 'n/a_strategy' };\n const stopAx = ob.stop || { ok: false, reason: canExitStop ? (ob.reason || '없음') : 'n/a_strategy' };\n const btn = (upto, label, disabled) => {\n if (isLive || !rowSrc) return '<span class=\"text-muted\">참고</span>';\n if (disabled) return `<button class=\"btn btn-sm btn-outline-secondary py-0\" disabled>${label}</button>`;\n return `<button class=\"btn btn-sm btn-outline-success py-0\" onclick=\"optunaApplyUpto('${rowSrc}',${rowRk},'${upto}')\">${label}</button>`;\n };\n const wr = row.win_rate != null ? row.win_rate\n : (isLive\n ? (((row.orderbook || {}).orig_stats || {}).win_rate)\n : (ofRow && ofRow.win_rate));\n const rowForBase = Object.assign({}, row, { win_rate: wr });\n const title = isLive\n ? `${row.id} · 실매 참고 (적용 없음)`\n : `${row.id} · trial ${row.optuna_trial_number != null ? '#' + row.optuna_trial_number : '—'}`\n + ` · 과적합 가능도 ${ofPct != null ? ofPct : '—'}% · ${verd || ''}`;\n return `<div class=\"${isLive ? 'mt-2 text-muted' : ''}\">\n <div class=\"fw-bold\">${title}</div>\n <div class=\"text-muted\" style=\"font-size:11px\">과적합%=이 숫자만 믿으면 내일 틀릴 수 있는 정도(추정). AI 아님. ${row.note || ''}</div>\n <div class=\"table-responsive mt-1\">\n <table class=\"table table-sm mb-0\" style=\"font-size:11px\">\n <thead><tr>\n <th></th><th>기본(타점)</th><th>진입까지(100)</th><th>익절까지(110)</th><th>손절까지(111)</th><th>휩쏘</th>\n </tr></thead>\n <tbody>\n <tr>\n <td>추천값</td>\n <td>${_optunaBaseCell(rowForBase)}</td>\n <td>${_optunaAxisStatsHtml(entry, ob)}</td>\n <td>${canExitStop ? _optunaAxisStatsHtml(exitAx, ob) : '<span class=\"text-muted\">해당없음</span>'}</td>\n <td>${canExitStop ? _optunaAxisStatsHtml(stopAx, ob) : '<span class=\"text-muted\">해당없음</span>'}</td>\n <td>${_optunaAxisStatsHtml(row.whipsaw, row.whipsaw)}</td>\n </tr>\n <tr>\n <td>후처리 성적</td>\n <td class=\"text-muted\">Optuna 본결과</td>\n <td>${_optunaAxisStatsHtml(entry, ob)}</td>\n <td>${canExitStop ? _optunaAxisStatsHtml(exitAx, ob) : '<span class=\"text-muted\">해당없음</span>'}</td>\n <td>${canExitStop ? _optunaAxisStatsHtml(stopAx, ob) : '<span class=\"text-muted\">해당없음</span>'}</td>\n <td>${_optunaAxisStatsHtml(row.whipsaw, row.whipsaw)}</td>\n </tr>\n <tr>\n <td>적용</td>\n <td>${btn('base', '기본만', false)}</td>\n <td>${btn('entry', '진입까지', false)}</td>\n <td>${btn('exit', '익절까지', !canExitStop)}</td>\n <td>${btn('stop', '손절까지', !canExitStop)}</td>\n <td>${btn('whipsaw', '휩쏘까지', whipSkip)}</td>\n </tr>\n </tbody>\n </table>\n </div>\n ${_optunaObComboTable(ob, canExitStop)}\n </div>`;\n };","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" const labels = {\n base: '000 타점만(호가OFF)',\n e: '100 진입만',\n x: '010 익절만',\n s: '001 손절만',\n ex: '110 진입+익절',\n es: '101 진입+손절',\n xs: '011 익절+손절',\n exs: '111 호가전부',\n entry: '100 진입만(구별칭)',\n exit: '110 진입+익절(구별칭)',\n stop: '111 호가전부(구별칭)',\n whipsaw: '111+휩쏘',\n trail: '합의 다단트레일만(타점 미변경)',\n '000': '000 타점만', '100': '100 진입만', '010': '010 익절만', '001': '001 손절만',\n '110': '110 진입+익절', '101': '101 진입+손절', '011': '011 익절+손절', '111': '111 전부',\n };\n let extra = '';\n try {\n const sum = window._optunaLastSummary || null;\n const ofKey = src === 'stable' ? 'top5_stable' : (src === 'learn' ? 'top5_learn' : 'top5_gated');\n const ofRow = ((sum && sum[ofKey]) || []).find((x) => Number(x.rank) === Number(rk));\n const ofPct = ofRow && ofRow.overfit_risk_pct != null\n ? ofRow.overfit_risk_pct\n : (sum && (sum.apply_overfit_pct != null\n ? sum.apply_overfit_pct\n : (sum.postprocess_topn && sum.postprocess_topn.apply_overfit_pct)));\n if (ofPct != null && ofPct !== '') {\n extra += `\\n\\n이 후보 과적합 ${Number(ofPct)}% (0~100 · 높을수록 위험 · 추정).`;\n }\n if (u !== 'trail') {\n extra += '\\n\\n선택한 방의 켠 축만 ON, 나머지 호가축은 ENABLED=false (숫자는 DB에 남김).';\n }\n if (u === 'trail') {\n const rec = sum && (sum.daily_trail_recommend\n || (sum.postprocess_topn && sum.postprocess_topn.postprocess_consensus\n && sum.postprocess_topn.postprocess_consensus.trail));\n if (rec && rec.ok) {\n extra += `\\n\\n${rec.prefix}_DAILY_PROFIT_TRAIL_TIERS=${rec.tiers}\\nARM=${Number(rec.arm_krw || 0).toLocaleString()}원`;\n }\n }\n } catch (e) { /* ignore */ }","old_string":" const labels = {\n base: '기본(타점)만',\n entry: '기본+진입호가까지(100)',\n exit: '기본+진입+익절호가까지(110 스택)',\n stop: '기본+진입+익절+손절호가까지(111 스택)',\n whipsaw: '기본+진입+익절+손절+휩쏘까지',\n trail: '합의 다단트레일만(타점 미변경)',\n };\n let extra = '';\n try {\n const sum = window._optunaLastSummary || null;\n const ofKey = src === 'stable' ? 'top5_stable' : (src === 'learn' ? 'top5_learn' : 'top5_gated');\n const ofRow = ((sum && sum[ofKey]) || []).find((x) => Number(x.rank) === Number(rk));\n const ofPct = ofRow && ofRow.overfit_risk_pct != null\n ? ofRow.overfit_risk_pct\n : (sum && (sum.apply_overfit_pct != null\n ? sum.apply_overfit_pct\n : (sum.postprocess_topn && sum.postprocess_topn.apply_overfit_pct)));\n if (ofPct != null && ofPct !== '') {\n extra += `\\n\\n이 후보 과적합 ${Number(ofPct)}% (0~100 · 높을수록 위험 · 추정).`;\n }\n if (u !== 'trail') {\n extra += '\\n\\n선택한 열까지 켜고, 그 뒤 축은 ENABLED=false 입니다(숫자는 DB에 남김).';\n }\n if (u === 'trail') {\n const rec = sum && (sum.daily_trail_recommend\n || (sum.postprocess_topn && sum.postprocess_topn.postprocess_consensus\n && sum.postprocess_topn.postprocess_consensus.trail));\n if (rec && rec.ok) {\n extra += `\\n\\n${rec.prefix}_DAILY_PROFIT_TRAIL_TIERS=${rec.tiers}\\nARM=${Number(rec.arm_krw || 0).toLocaleString()}원`;\n }\n }\n } catch (e) { /* ignore */ }","path":"/home/hoon/kis_bot/static/js/backtest.js"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":"## 4. 실매 DB 적용 분리\n\n| 구분 | 차트 캔들 | 호가 후처리 |\n|------|-----------|-------------|\n| `--apply-best` (기본 미사용) | 차트 축 | 호가 자동 각인 아님 |\n| 웹 Optuna 「이 방 적용」 | 차트 + **8방 중 하나** (`build_combo_env_patch`) | 켠 축만 ON, 끈 축 ENABLED=false |\n| `whipsaw` | 차트 + **111방** + 휩쏘 | 휩쏘는 8방 밖 |\n| 구 upto `entry/exit/stop` | 별칭 → `e` / `ex` / `exs` | 하위호환만 |\n\n**8방 ≠ 표 5열.** 8 = 진입×익절×손절(2³). 예전 UI의 「기본·진입·익절·손절·휩쏘」5열 누적은 레거시. \n후처리 **재실행만** 하면 JSON만 갱신. DB는 안 바뀜.","old_string":"## 4. 실매 DB 적용 분리\n\n| 구분 | 차트 캔들 | 호가 후처리 숫자 |\n|------|-----------|------------------|\n| `--apply-best` (기본 미사용) | 차트 축 | 호가 합의 **자동 각인 아님** |\n| 웹 Optuna 「적용」 `upto` | 차트 + 선택 시 entry/exit/stop (`build_upto_env_patch`) | `upto=entry` 이상이면 호가 패치가 **들어갈 수 있음** |\n| 전용 스크립트 | — | `scripts/apply_optuna_ob_consensus.py --strategy MOMENTUM` |\n\n후처리 **재실행만** 하면 JSON만 갱신. DB는 안 바뀜. 1일 best는 과적합 가능.","path":"/home/hoon/kis_bot/docs/옵투나.md"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" 8방 스택(2026-08-16/17): OPTUNA_OB_COMBO_TRIALS_SINGLE=150 / DOUBLE=200 / TRIPLE=250.\n 적용=방 단위(build_combo_env_patch). 구 누적 upto 5열은 레거시 별칭만.\n OPTUNA_OB_AXIS_TRIALS=500 은 축독립 잔여키(8방 경로 미사용).","old_string":" 축 trial(2026-08-16): OPTUNA_OB_AXIS_TRIALS=500 (레거시). 8방 스택(2026-08-16):\n OPTUNA_OB_COMBO_TRIALS_SINGLE=150 / DOUBLE=200 / TRIPLE=250. 시뮬=켠 축만 스택.","path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md"}},{"type":"tool_use","name":"Shell","input":{"command":"python3 -m py_compile /home/hoon/kis_bot/kis_trader/backtest/optuna_postprocess_topn.py /home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py && python3 - <<'PY'\nfrom kis_trader.backtest.optuna_postprocess_topn import _resolve_combo_id, _COMBO_MASK, build_upto_env_patch\nfor u in ['base','e','x','ex','exs','whipsaw','entry','exit','stop','110','111']:\n print(u, '->', _resolve_combo_id(u))\nprint('masks', len(_COMBO_MASK))\nPY\nsudo systemctl restart kis_backtest_web.service; sleep 2; systemctl is-active kis_backtest_web.service; curl -s -o /dev/null -w '%{http_code}\\n' http://127.0.0.1:5050/","description":"Compile, smoke combo resolve, restart web"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"url":"http://192.168.0.149:5050/?v=ob-combo-apply-8"},"description":"Open backtest web for UI verify","server":"cursor-ide-browser","toolName":"browser_navigate"}},{"type":"tool_use","name":"Grep","input":{"glob":"*.{py,js,md}","head_limit":35,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"축분리|독립 축|축당|_optimize_entry_axis|_ob_axis_n_trials|누적|upto.*entry|pattern_breakout|mom_max_from_open|FORCE_EOD|light_skip"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":30,"offset":750,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"lock"},"description":"Lock browser for Optuna check","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
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{"role":"assistant","message":{"content":[{"type":"text","text":"맞습니다. **5열 누적 적용은 예전 방식**이었고, 방금 **8방마다 「이 방 적용」**으로 고쳤습니다.\n\n### 5개 vs 8개 — 왜 헷갈렸나\n| | 무엇 |\n|---|---|\n| **8방** | 진입 × 익절호가 × 손절호가 = **2³ = 8** (켜기/끄기 조합) |\n| **예전 5열** | 기본 · 진입 · 익절 · 손절 · 휩쏘 = **누적 “까지” UI** (성격이 다름) |\n| **휩쏘** | 8방 **밖**. 틱 휩쏘 필터라 호가 on/off 조합에 안 들어감 |\n\n그래서 표에 5칸이 있으면 “8이 어디?”가 됩니다. 지금은 **8방 표 + 적용 버튼**, 휩쏘는 아래 **별도**입니다.\n\n### 적용 — 고친 내용\n- 각 방(`000/100/010/…/111`)에 **「이 방 적용」**\n- 켠 축만 ON, 끈 축은 `ENABLED=false`\n- `whipsaw` = **111 + 휩쏘**\n- 구 `entry/exit/stop` 버튼은 별칭만 (`e` / `ex` / `exs`)\n\n웹 재시작·브라우저(`http://192.168.0.149:5050/?v=ob-combo-apply-8`)에서 8방 표·「이 방 적용」 확인. **구 JSON**이면 방 성적은 “재실행 필요” — **후처리 재실행** 후 숫자가 찹니다.\n\n---\n\n### 초기·중기 “방식” 레거시로 더 남은 것 (성격 안 맞는 후보)\n\n후처리/적용 쪽:\n1. **누적 upto 5열** ← 방금 제거(별칭만 남김)\n2. **`OPTUNA_OB_AXIS_TRIALS` / `_ob_axis_n_trials`** — 축 독립 500회 잔여키, 8방 경로 미사용\n3. **합의(`_consensus_from_anchors`)** — 여전히 entry/exit/stop을 **따로 섞음** → 8방 세상과 안 맞음 (다음 손볼 후보)\n4. **`entry`/`exit`/`stop` 중첩 필드** — 하위호환용 껍데기\n\n전략 그리드/UI (후처리와 별개):\n5. **`pattern_breakout` / `pattern_pullback`**, **`mom_max_from_open_pct`** — 모멘텀 레거시 패턴·시가컷\n6. **`docs/layered_exit_design.md`** — 옛 청산 설계서\n7. **`remove/legacy_standalone_bots/`** — 이미 비활성\n\n원하시면 다음으로 **합의(consensus)를 8방 best로** 맞추거나, 모멘텀 그리드 레거시 축(`pattern_*` / 시가컷) 정리 중 어떤 것부터 할지 고르면 됩니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Monday, Aug 17, 2026, 1:05 PM (UTC+9)</timestamp>\n<user_query>\n📈 KIS Quant Dashboard\n돌파(fixed) 완료 250/250\n100% · best#210 WR 75.0% · PnL 65,863원 · PF 8.79 · MDD — · 4건\n모멘텀 백테 완료 2026-08-12~2026-08-14\n100%\n업데이트: 2026. 8. 17. 오후 1:02:08\n매매\n모의 · active\n시세:키움(실) | 호가:키움(실) | DB:후보\n📊 실거래 분석\n📈 오늘 운영\n⚙️ 운영 설정\n💼 보유·매도\n📉 스캘핑 백테스트\n🎣 꼬리잡기 백테스트\n🚀 돌파매매 백테스트\n🌊 모멘텀 백테스트\n🇺🇸 해외 모멘텀\n🔬 Optuna\n📈 홀딩 전략\n📦 박스엔진\n📡 영구구독 관리\n📢 DART 수주\n🔬 Optuna TPE 탐색\n서버 subprocess · apply-best 없음 · 해외모멘텀=전역만(종목 cfg는 🇺🇸탭)\n전략 (여러 개면 순차 · 해외는 따로 체크)\n모멘텀\n해외모멘텀(전역)\n꼬리 진입\nalign 다음봉시가\nlimit_atr 지정가\n돌파 손절\nfixed 고정%\natr ATR배수\n스캘핑\n시작\n2026-08-14\n종료\n2026-08-17\ntrials\n200\nmode\ntpe\n이력소스\n키움 (target_candidates)\n캔들소스\n기본\n틱소스\n기본\n호가소스\n기본\n \n탐색 게이트 WR/PF=0 · 사후=results_gated · 안정=results_stable · DB 자동적용 안 함 · 2개 이상=순차(병렬 아님) · 이력소스=저장 후보 테이블 · 꼬리: align/limit_atr 중 켠 것만 · 돌파: fixed/atr 중 켠 것만(둘 다=스터디 2개 순차). 별도 「꼬리」「돌파」체크는 없음\n진행\n학습 trial\n후처리 (호가·휩쏘 · 끝나면 「상세」)\n후처리 끝 · 「상세」 가능\n상태 done\n잡 import_optuna_breakout_tpe_20260816_041300\nstudy breakout_fixed_tpe_20260812_20260814_20260816_040254\ntrial 250 / 250 (100%) · best#210 WR 75.0% · PnL 65,863원 · PF 8.79 · MDD — · 4건\n로그 —\n결과 JSON /home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260816_041300.json\n상위(gated): trial #210 · 거래 4 · WR 75.0% · PF 8.79 · PnL 65,863원 · gated 188/210 · stable 188\n 과적합 가능도 26% · 상대적으로 낮음 과적합 가능도 26% · 상대적으로 낮음 — 완료 후에만 · TIME_* 미변경 · 위 버튼=타점만 · 트레일/호가는 아래 표 · confirm 필수 · mode_combo=TopN 최빈값 조합(표에서 뺌)\n스터디 과적합 요약 (휴리스틱 · 교차검증 아님 · 적용은 아래 각 행 과적합% 보세요)\n과적합 26% · 적용가능 74% · 상대적으로낮음\n휴리스틱상 위험 상대적 낮음 — 그래도 다일 확인 권장\n요인\t가점\t설명\n표본 장일\t+16.0\t거래일≈3일 — 다일 재검증 권장(≥5일)\n거래 표본\t+10.0\t상위 후보 거래 4건 — 해석 시 주의\n승률·PF 이상치\t+0.0\t이상치 없음\n게이트 커버\t+0.0\t사후합격 188건 · stable 188건\nPnL 고원\t+0.0\t고원 비율 1% (1건)\n임계값 분포 (참고 · 적용 판단용 아님)\n과적합%는 교차검증 점수가 아니라 표본·이상치·고원 휴리스틱입니다. 적용 가능도%=100−과적합위험%. DB 적용 버튼 활성 조건(gated PnL>0)과는 별개입니다.\n다단트레일 추천 (탐색 축 아님 · DB 적용 시에만 반영)\nBREAKOUT · ENABLED=true · MODE=trailing\nARM 35,000원 · TIERS 35000:40,70000:30,140000:20\n앵커 61,766원 (mode/median/best×frac) · 타점 적용과 별도 · 이후 운영탭에서 끄기/수정 가능 \n학습 Top5 results · Optuna 목적함수 1위 풀 · 진행바 best=여기 1위\n#\ttrial\t거래\t승률\tPF\tPnL\t손실일\t최악일\t안정점수 ↑\t과적합% ↓\t\n1\t#210\t4\t75.0%\t8.79\t65,863\t0\t14,434\t14434.00\t26% · 상대적으로 낮음\t \n2\t#149\t4\t75.0%\t8.39\t62,481\t0\t14,884\t14884.00\t26% · 상대적으로 낮음\t \n3\t#215\t4\t75.0%\t7.78\t61,051\t0\t15,872\t15872.00\t26% · 상대적으로 낮음\t \n4\t#172\t4\t75.0%\t8.20\t60,850\t0\t14,434\t14434.00\t26% · 상대적으로 낮음\t \n5\t#248\t4\t75.0%\t8.16\t60,542\t0\t14,434\t14434.00\t26% · 상대적으로 낮음\t \n사후합격 Top5 results_gated · 「상세」=아래 후처리 표(8방 호가)\n#\ttrial\t거래\t승률\tPF\tPnL\t손실일\t최악일\t안정점수 ↑\t과적합% ↓\t\n1\t#210\t4\t75.0%\t8.79\t65,863\t0\t14,434\t14434.00\t26% · 상대적으로 낮음\t \n2\t#149\t4\t75.0%\t8.39\t62,481\t0\t14,884\t14884.00\t26% · 상대적으로 낮음\t \n3\t#215\t4\t75.0%\t7.78\t61,051\t0\t15,872\t15872.00\t26% · 상대적으로 낮음\t \n4\t#172\t4\t75.0%\t8.20\t60,850\t0\t14,434\t14434.00\t26% · 상대적으로 낮음\t \n5\t#248\t4\t75.0%\t8.16\t60,542\t0\t14,434\t14434.00\t26% · 상대적으로 낮음\t \n안정 Top5 results_stable · 「상세」=아래 후처리 표(8방 호가) · 손실일/최악일 게이트\n안정점수 = 일평균PnL − λ×일표준편차 (원). 높을수록 좋음 · 만점 없음. 게이트: 손실일≤1 · 최악일≥-30,000 · 활성일≥2 · λ=1\n#\ttrial\t거래\t승률\tPF\tPnL\t손실일\t최악일\t안정점수 ↑\t과적합% ↓\t\n1\t#202\t7\t57.1%\t3.77\t48,980\t0\t23,662\t23662.00\t26% · 상대적으로 낮음\t \n2\t#179\t4\t75.0%\t8.54\t59,528\t0\t23,429\t23429.00\t26% · 상대적으로 낮음\t \n3\t#158\t5\t60.0%\t8.30\t55,484\t0\t23,216\t23216.00\t26% · 상대적으로 낮음\t \n4\t#213\t7\t42.9%\t3.24\t45,727\t0\t22,606\t22606.00\t26% · 상대적으로 낮음\t \n5\t#146\t4\t75.0%\t9.21\t55,571\t0\t22,148\t22148.00\t26% · 상대적으로 낮음\t \n후처리 비교표 (사후합격·안정 Top5 「상세」 · 열까지 적용=뒤쪽 축은 OFF · live 참고만)\n 후처리 끝 · 「상세」 가능\n합의(gated+mode, 실매 제외)\n진입: 없음 · 익절: 있음 · 손절: 있음 · 휩쏘: 있음 · 트레일: ARM 35,000\nstable#5 · trial #146 · 과적합 가능도 26% · 상대적으로 낮음\n과적합%=추정. 안정 후보 · 호가 경우의수=진입×익절×손절=8 · 휩쏘는 8방 밖\n차트 타점: trial #146\n4건 · 승률 75.0% · 55,571원\n· \n호가 8방 (진입×익절×손절)\ttrial\t성적\t적용\n000 타점만(호가OFF)\t0\t추천있음\n필터후 4건 · 승률 75.0% · 18,035원\n필터전 승률 75.0%\n100 진입만\t—\tno_valid_trials\t\n010 익절만\t150\tEXIT ON · OR≥0.22 · 보유1 · STOP OFF\n필터후 4건 · 승률 100.0% · 34,036원\n필터전 승률 75.0% · 18,035원\n001 손절만\t150\tEXIT OFF · STOP ON · 손실0.016 · OR≥0.59\n필터후 4건 · 승률 50.0% · 10,519원\n필터전 승률 75.0% · 18,035원\n110 진입+익절\t—\tno_valid_trials\t\n101 진입+손절\t—\tno_valid_trials\t\n011 익절+손절\t200\tEXIT ON · OR≥0.2 · 보유1 · STOP ON · 손실0.015 · OR≥0.65\n필터후 4건 · 승률 100.0% · 33,476원\n필터전 승률 75.0% · 18,035원\n111 전부\t—\tno_valid_trials\t\n8=2³. 휩쏘는 아래 별도. 구JSON이면 「후처리 재실행」 후 방별 숫자·적용이 채워집니다.\n8방 밖\t성적\t적용\n휩쏘\tsub=28 · lb=105 · dip=0.0042\n필터후 4건 · 승률 75.0% · 18,035원\n필터전 승률 75.0%\n해당없음\nlive · 실매 참고 (적용 없음)\n과적합%=추정. 실매 trade_history 참고 — Optuna 칸과 섞지 않음 · 과적합% 제외 · 호가 경우의수=진입×익절×손절=8 · 휩쏘는 8방 밖\n차트 타점: trial —\n4건 · 승률 50.0% · -4,851원\n· 참고\n호가 8방 (진입×익절×손절)\ttrial\t성적\t적용\n000 타점만(호가OFF)\t0\t추천있음\n필터후 4건 · 승률 50.0% · -4,851원\n필터전 승률 50.0%\n참고\n100 진입만\t—\tno_valid_trials\t참고\n010 익절만\t150\tEXIT ON · OR≥0.36 · 보유3 · STOP OFF\n필터후 4건 · 승률 50.0% · 3,528원\n필터전 승률 50.0% · -4,851원\n참고\n001 손절만\t150\tEXIT OFF · STOP ON · 손실0.001 · OR≥0.53\n필터후 4건 · 승률 50.0% · -702원\n필터전 승률 50.0% · -4,851원\n참고\n110 진입+익절\t—\tno_valid_trials\t참고\n101 진입+손절\t—\tno_valid_trials\t참고\n011 익절+손절\t200\tEXIT ON · OR≥0.25 · 보유2 · STOP ON · 손실0.001 · OR≥0.4\n필터후 4건 · 승률 50.0% · 9,078원\n필터전 승률 50.0% · -4,851원\n참고\n111 전부\t—\tno_valid_trials\t참고\n8=2³. 휩쏘는 아래 별도. 구JSON이면 「후처리 재실행」 후 방별 숫자·적용이 채워집니다.\n8방 밖\t성적\t적용\n휩쏘\tsub=42 · lb=84 · dip=0.0072\n필터후 4건 · 승률 50.0% · -4,851원\n필터전 승률 50.0%\n참고\n선택 후보 상세 Top5「보기」선택\n아직 선택 없음\n—\n브리핑 미리보기\n# Optuna 브리핑 — 돌파 (tpe)\n기간: 2026-08-12 ~ 2026-08-14 (거래일≈3일) · trials 250/250\n탐색 게이트: WR≥0% PF≥0 · min_trades≥1 | 후보 게이트: WR≥40% PF≥1 · min_trades≥1\n- min_trades=1: **합격 인정 최소 거래 건수**(표본 부족·우연 승률 방지). 이보다 적은 조합은 학습/후보 집계에서 제외됩니다.\n학습용 통과 250건 · 사후합격(results_gated) 188건\n\n## 과적합·적용 가능도 (휴리스틱)\n- **과적합 위험 26.0%** · **적용 가능도 74.0%** · 판정: **상대적으로낮음** — 휴리스틱상 위험 상대적 낮음 — 그래도 다일 확인 권장\n - 표본 장일: +16.0p — 거래일≈3일 — 다일 재검증 권장(≥5일)\n - 거래 표본: +10.0p — 상위 후보 거래 4건 — 해석 시 주의\n - 승률·PF 이상치: +0.0p — 이상치 없음\n - 게이트 커버: +0.0p — 사후합격 188건 · stable 188건\n - PnL 고원: +0.0p — 고원 비율 1% (1건)\n- 임계값 분포 표본: results_gated 상위 30건\n| 파라미터 | median | p25~p75 | mode(비율) |\n|---|---:|---|---|\n| `max_daily_chg` | 35.0 | 29.25 ~ 44.75 | 31.0 (7%) |\n| `vol_mult` | 4.2 | 3.1 ~ 4.8 | 5.0 (17%) |\n| `vol_window` | 11.0 | 10.0 ~ 13.0 | 10 (27%) |\n| `min_turnover_1m_pct` | 0.35 | 0.3 ~ 0.4 | 0.35 (30%) |\n| `prev_chg_min` | 0.9 | 0.9 ~ 1.0 | 0.9 (50%) |\n| `prev_chg_max` | 22.75 | 20.125 ~ 26.875 | 9.0 (10%) |\n| `min_price` | 2000.0 | 1500.0 ~ 2875.0 | 2000 (27%) |\n| `tp_pct` | 19.75 | 17.5 ~ 23.0 | 17.5 (17%) |\n| `sl_mode` | — | — | fixed (100%) |\n| `trail_pct` | 5.1 | 4.55 ~ 5.675 | 5.7 (17%) |\n| `trail_arm_pct` | 3.85 | 1.85 ~ 4.95 | 2.4 (7%) |\n| `shoulder_min_high_pct` | 4.3 | 2.525 ~ 5.2 | 1.1 (7%) |\n- _참고: 과적합%는 교차검증 점수가 아니라 표본·이상치·고원 휴리스틱입니다. 적용 가능도%=100−과적합위험%. DB 적용 버튼 활성 조건(gated PnL>0)과는 별개입니다._\n\n## 이전 장에서는\n- 실매 동기간 청산 4건 · 승률 50% · 합산 PnL -4,852원 (백테 Optuna와 숫자 달라도 정상 — 고스트·유니버스·틱 경로 차이).\n- 사후합격 1위: trial #210 · 거래 4건 · 승률 75.0% · PF 8.79 · PnL 65,863원\n\n## 앞으로 장에서는\n- **1~2일 Optuna best를 바로 실매에 넣지 마세요.** 다일(≥5거래일) 재검증·웹백테 1회 후 검토.\n- 적용 시에는 `results_gated` 후보만. 탐색용 best(objective)와 다를 수 있습니다.\n- 장이 좁아지거나 변동성이 커지면: 손절·트레일·시간창이 먼저 깨집니다. 승률 자랑보다 **손절이 살아 있는지**를 보세요.\n- 사후합격이 있어도 ‘내일도 같은 장’이 아닙니다. 페이퍼/소액·모의로 1~2일 관찰 후 확대하세요.\n\n_생성: 2026-08-16 04:18:26 (rule)_\n\n## AI 코멘트\n\n_(미생성: api_call_failed. 구글 키는 GEMINI_API_KEY 를 DB/환경에 넣으세요 — kis_trader/backtest/optuna_briefing.py 모듈 docstring 참고)_\n최근 잡\n정렬\n\n시작↓\njob_id\t전략\t기간\t상태\ttrial\t시작\t종료\t\nimport_optuna_scalp_tpe_20260816_044543\t스캘핑\t2026-08-12~2026-08-14\tdone\t250/250\t2026-08-16T04:47:46\t2026-08-16T04:47:46\t\nimport_optuna_breakout_tpe_20260816_042827\t돌파(atr)\t2026-08-12~2026-08-14\tdone\t250/250\t2026-08-16T04:47:46\t2026-08-16T04:47:46\t\nimport_optuna_breakout_tpe_20260816_041300\t돌파(fixed)\t2026-08-12~2026-08-14\tdone\t250/250\t2026-08-16T04:47:46\t2026-08-16T04:47:46\t\nimport_optuna_tail_tpe_20260816_040252\t꼬리(limit_atr)\t2026-08-12~2026-08-14\tdone\t250/250\t2026-08-16T04:47:46\t2026-08-16T04:47:46\t\nimport_optuna_tail_tpe_20260816_035024\t꼬리(align)\t2026-08-12~2026-08-14\tdone\t250/250\t2026-08-16T04:47:46\t2026-08-16T04:47:46\t\nimport_optuna_momentum_tpe_20260816_031742\t모멘텀\t2026-08-12~2026-08-14\tdone\t250/250\t2026-08-16T04:47:46\t2026-08-16T04:47:46\t\nopt_20260816_025631_seq\t순차(모멘텀+꼬리(align+limit_atr)+돌파(fixed+atr)+스캘핑)\t2026-08-12~2026-08-14\tdone\t250/250\t2026-08-16T02:56:31\t2026-08-16T04:47:46\t\nimport_optuna_tail_tpe_20260816_025236\t꼬리(align)\t2026-08-12~2026-08-14\tdone\t50/50\t2026-08-16T02:56:04\t2026-08-16T02:56:04\t\nopt_20260816_024742_tail\t꼬리(align)\t2026-08-12~2026-08-14\tdone\t50/50\t2026-08-16T02:47:42\t2026-08-16T02:53:52\t\nimport_optuna_momentum_tpe_20260816_022501\t모멘텀\t2026-08-12~2026-08-14\tdone\t50/50\t2026-08-16T02:46:02\t2026-08-16T02:46:02\t\nopt_20260816_022027_mome\t모멘텀\t2026-08-12~2026-08-14\tdone\t50/50\t2026-08-16T02:20:27\t2026-08-16T02:31:15\t\nimport_optuna_breakout_tpe_20260816_013913\t돌파(fixed)\t2026-08-12~2026-08-14\tdone\t50/50\t2026-08-16T01:39:57\t2026-08-16T01:39:57\t\nopt_20260816_013629_brea\t돌파(fixed)\t2026-08-12~2026-08-14\tdone\t50/50\t2026-08-16T01:36:29\t2026-08-16T01:54:45\t\nimport_optuna_breakout_tpe_20260816_012812\t돌파(atr)\t2026-08-12~2026-08-14\tdone\t50/50\t2026-08-16T01:36:30\t2026-08-16T01:36:30\t\nopt_20260816_012544_brea\t돌파(atr)\t2026-08-12~2026-08-14\tdone\t50/50\t2026-08-16T01:25:44\t2026-08-16T01:35:42\t\nopt_20260816_012534_seq\t순차(모멘텀+돌파(atr))\t2026-08-12~2026-08-14\terror\t250/50\t2026-08-16T01:25:34\t2026-08-16T01:25:39\t\nimport_optuna_breakout_tpe_20260816_011525\t돌파(atr)\t2026-08-12~2026-08-14\tdone\t50/50\t2026-08-16T01:23:26\t2026-08-16T01:23:26\t\nimport_optuna_momentum_tpe_20260816_010709\t모멘텀\t2026-08-12~2026-08-14\tdone\t50/50\t2026-08-16T01:09:42\t2026-08-16T01:09:42\t\nopt_20260816_010242_seq\t순차(모멘텀+돌파(atr))\t2026-08-12~2026-08-14\tdone\t250/50\t2026-08-16T01:02:42\t2026-08-16T01:23:26\t\nimport_optuna_scalp_tpe_20260816_005458\t스캘핑\t2026-08-12~2026-08-14\tdone\t50/50\t2026-08-16T00:55:44\t2026-08-16T00:55:44\t\n\n필터후 4건 · 승률 50.0% · 10,519원 이건 왜 노란색이야?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"노란색 조건이 `_optunaAxisStatsHtml`에 있는지 확인합니다."},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","offset":7936,"limit":55}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**승률이 필터 전보다 떨어졌을 때** 노란(`text-warning`)으로 표시합니다.\n\n조건은 이겁니다.\n\n```7974:7975:static/js/backtest.js\n const wrCls = (Number.isFinite(wr) && Number.isFinite(origWr) && wr + 0.05 < origWr)\n ? 'text-warning' : 'text-muted';\n```\n\n말씀하신 **001 손절만** 칸을 보면:\n\n| | 승률 | PnL |\n|---|---|---|\n| 필터전(타점만) | **75.0%** | 18,035원 |\n| 필터후(손절호가 ON) | **50.0%** | 10,519원 |\n\n50% &lt; 75% 이라서 노란색입니다. \n의미는 “PnL이 플러스여도 **승률이 깎였다**”는 주의 표시입니다. 손절호가가 회복될 수도 있던 건을 손실로 확정하면 이런 일이 납니다.\n\n반대로 **010 익절만**처럼 필터후 승률 100% &gt; 필터전 75% 이면 회색(`text-muted`)으로 나옵니다.\n\n버그가 아니라 **의도된 경고색**입니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Monday, Aug 17, 2026, 1:06 PM (UTC+9)</timestamp>\n<user_query>\n초기·중기 “방식” 레거시로 더 남은 것 (성격 안 맞는 후보)\n후처리/적용 쪽:\n\n누적 upto 5열 ← 방금 제거(별칭만 남김)\nOPTUNA_OB_AXIS_TRIALS / _ob_axis_n_trials — 축 독립 500회 잔여키, 8방 경로 미사용\n합의(_consensus_from_anchors) — 여전히 entry/exit/stop을 따로 섞음 → 8방 세상과 안 맞음 (다음 손볼 후보)\nentry/exit/stop 중첩 필드 — 하위호환용 껍데기\n전략 그리드/UI (후처리와 별개): 5. pattern_breakout / pattern_pullback, mom_max_from_open_pct — 모멘텀 레거시 패턴·시가컷 6. docs/layered_exit_design.md — 옛 청산 설계서 7. remove/legacy_standalone_bots/ — 이미 비활성\n\n원하시면 다음으로 합의(consensus)를 8방 best로 맞추거나, 모멘텀 그리드 레거시 축(pattern_* / 시가컷) 정리 중 어떤 것부터 할지 고르면 됩니다.\n\n뭐 죄다 영어로 해서 어디가 어딘지 모르겟네 어디서 사용하는건지 다시 설명 \n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"영문 심볼 말고, **화면·역할** 기준으로만 다시 풀겠습니다.\n\n---\n\n### 후처리 / 적용 쪽\n\n**1. 예전 「누적 5열」적용** \n- **뭐였나:** 표에 `기본 → 진입 → 익절 → 손절 → 휩쏘`를 **한 줄로 쌓아서** “여기까지 켜기” 하던 방식. \n- **어디:** Optuna 탭 → Top5 「상세」 아래 후처리 표. \n- **지금:** 그 방식은 빼고, **8방마다 「이 방 적용」**으로 바꿈. 예전 이름(`entry` 등)은 코드 안에만 별칭으로 남음.\n\n**2. `OPTUNA_OB_AXIS_TRIALS` / 축당 500회** \n- **뭐였나:** 예전에 진입·익절·손절을 **각각 따로 500번** 돌리던 설정값. \n- **어디:** DB `env_config_ext`에 키로 남아 있을 수 있음. **화면에는 안 나옴.** \n- **지금:** 실제로는 **방별로 150/200/250** 씀. 이 500 키는 **안 쓰는 잔여**.\n\n**3. 합의(consensus)** \n- **뭐였나:** Top5 여러 후보의 진입/익절/손절 숫자를 **각각 따로 섞어서** “합의값” 하나 만드는 것. \n- **어디:** Optuna 상세 위쪽 문구 \n `합의(gated+mode…) 진입:없음 · 익절:있음 · …` \n- **문제:** 지금은 **8방 세트**로 돌리는데, 합의는 아직 **예전처럼 축을 따로 섞음** → 표의 8방과 성격이 안 맞음. \n- **손보면:** “합의도 **제일 잘 나온 방(예: 011)** 하나”로 맞추는 쪽.\n\n**4. `entry` / `exit` / `stop` 중첩 필드** \n- **뭐였나:** JSON 안에 `orderbook.entry`, `.exit`, `.stop`처럼 **칸 3개로 나눠 저장**하던 껍데기. \n- **어디:** 결과 JSON / 구 코드. 화면의 **8방 표**가 본체고, 이건 **옛 형식 호환용**. \n- **사용자 체감:** 거의 없음. 개발·구잡 호환용.\n\n---\n\n### 전략 그리드 / 문서 (후처리랑 별개)\n\n**5. 모멘텀 레거시 패턴·시가컷** \n- **이름 풀이:** \n - `pattern_breakout` / `pattern_pullback` → 예전에 쓰던 **분봉 돌파·눌림 패턴** 스위치 \n - `mom_max_from_open_pct` → **당일 시가 대비 과열%** 상한 (웹에 “시가+과열(legacy)”로 보임) \n- **어디:** 모멘텀(·해외) 백테 탭 파라미터, Optuna/그리드에도 섞여 있을 수 있음. \n- **지금 전략:** HTS 후보 + TRIGGER 타점·청산이 본체. 위 축은 **옛 성격**이라 “정리할지” 후보.\n\n**6. `docs/layered_exit_design.md`** \n- **뭐였나:** 예전에 쓰던 **계단식 청산 설계 메모**. \n- **어디:** 문서 폴더만. 실매 코드 경로 아님. \n- **현행:** `docs/호가.md` 쪽이 진실에 가깝다고 표기된 옛 문서.\n\n**7. `remove/legacy_standalone_bots/`** \n- **뭐였나:** 아주 옛날 **단독 봇 스크립트** 보관함. \n- **어디:** `remove/` 폴더. **실행·웹과 연결 안 됨.** 이미 치워 둔 것.\n\n---\n\n### 한 줄로\n\n| 번호 | 쉬운 말 | 지금 상태 |\n|---|---|---|\n| 1 | 상세 표 「쌓아서 적용」 | 거의 정리됨 |\n| 2 | 축마다 500번 돌리기 설정 | 안 쓰는데 DB/코드에 잔여 |\n| 3 | 상세 위 「합의」한 줄 | **8방이랑 안 맞음 · 손볼 1순위** |\n| 4 | JSON 옛 칸 3개 | 호환용 껍데기 |\n| 5 | 모멘텀 옛 패턴·시가컷 | 탭/그리드에 남을 수 있음 |\n| 6 | 옛 청산 설계 MD | 문서만 |\n| 7 | 옛날 단독 봇 | 이미 비활성 |\n\n원하시면 다음으로 **③ 합의 문구를 8방 best에 맞추기**부터 하면, 화면에서 “진입 없음 · 익절 있음”처럼 **8방이랑 어긋나 보이는 부분**이 바로 정리됩니다."}]}}
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