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kis_bot/ai_chat/ema_rsi_atr.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}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","offset":7625,"limit":250}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/backtest_web.py","offset":9370,"limit":80}},{"type":"tool_use","name":"Glob","input":{"glob_pattern":"**/optuna_web_jobs.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"progress|trial","glob":"*optuna*","head_limit":60}}]}}
{"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)"}}]}}
{"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 remaining debug log"}}]}}
{"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}"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260815_225502.json","pattern":"^ \"[a-z_]+\":"}},{"type":"tool_use","name":"Read","input":{"limit":100,"offset":80,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":8045,"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":"function optunaWatch|optunaRenderJob|_optunaJobId"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":800,"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/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, 12:42 AM (UTC+9)</timestamp>\n<user_query>\n그럼 이것들이 지금 써야되는데 안쓰거나 안써도 되는데 쓰이는 곳이 있어?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"키·그리드·UI에는 있는데 엔진이 안 읽는 것과, 켜져 있는데 역할이 겹치거나 불필요한 사용을 코드에서 대조하겠습니다."},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/docs/화요일확인.md"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py}","head_limit":80,"path":"/home/hoon/kis_bot","pattern":"ATR_DOWN_MULT|atr_down_mult"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/optuna_search_space.py","head_limit":60,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"rsi_|ema_|atr_"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/param_search_*.py","head_limit":50,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"\"rsi_|ema_fast|atr_sl|stop_atr|use_rsi|use_ema"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"**/{scalping_engine.py,scalping.py}","head_limit":40,"path":"/home/hoon/kis_bot/kis_trader","pattern":"trail_stop|atr_up|ATR_UP|sl_mode"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/{breakout.py,breakout_portfolio_backtest.py}","head_limit":40,"path":"/home/hoon/kis_bot/kis_trader","pattern":"sl_mode|atr_sl|_sl_mode_atr"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/param_search_tail.py","head_limit":30,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"use_rsi_filter|rsi_threshold|stop_atr|use_ma20"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/momentum*.py","head_limit":30,"path":"/home/hoon/kis_bot/kis_trader","pattern":"atr_entry|ATR_SL|use_atr"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/{scalping_engine.py,scalping_hts*}","head_limit":40,"path":"/home/hoon/kis_bot/kis_trader","pattern":"rsi_oversold|skip_hts|use_rsi"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"**/{backtest.html,backtest.js}","head_limit":40,"path":"/home/hoon/kis_bot","pattern":"mom_.*atr|usmom_.*atr|scalp_.*atr|ATR_SL|atr_period"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/optuna_tail_tpe_space.py","head_limit":40,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"rsi_|atr_|ema_"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/param_search_momentum.py","head_limit":35,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"use_ema_filter|use_rsi_filter|ema_fast|rsi_"}},{"type":"tool_use","name":"Read","input":{"limit":50,"offset":1068,"path":"/home/hoon/kis_bot/kis_trader/engine/scalping_engine.py"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/tail_engine.py","head_limit":25,"path":"/home/hoon/kis_bot/kis_trader/engine","pattern":"compute_tail_atr_prices|stop_atr|use_atr"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py,html}","head_limit":30,"path":"/home/hoon/kis_bot","pattern":"샹들리에|atr_mult|HOLDING.*ATR"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":460,"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_momentum.py"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/param_search_breakout.py","head_limit":25,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"sl_mode|atr_sl_mult"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/optuna_search_space.py","head_limit":30,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"sl_mode|use_ema|rsi_threshold|use_rsi"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"**/optuna_tail_tpe_space.py","head_limit":20,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"limit_atr_mult|entry_mode"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/{tail_engine.py,optuna_tail_tpe_space.py}","head_limit":25,"path":"/home/hoon/kis_bot/kis_trader","pattern":"is_limit_atr_entry|limit_atr_mult"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":90,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_tail_tpe_space.py"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/param_search_breakout.py","head_limit":20,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"use_ema_filter"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**있습니다.** “이름만 있고 엔진이 안 읽음”과 “모드가 꺼져 있는데 Optuna가 숫자를 굴림”이 섞여 있습니다.\n\n### 써야 할 것처럼 보이는데, 실제로는 안 씀\n\n| 곳 | 실제 |\n|---|---|\n| **스캘핑 ATR** | 실매 `ATR_DOWN_MULT`는 **로드만 하고 안 씀**(키 이름도 `SCALP_` 없음). 웹 `SCALP_ATR_DOWN_MULT`는 ATR이 아니라 **트레일%** 로 저장됨. 스캘핑에 ATR 손절/익절은 **없음** |\n| **모멘텀·해외·레인지 `atr_entry`** | 항상 `0.0`. 자리만 있음. ATR 청산 **없음** |\n| **돌파 ATR** | `sl_mode=fixed`(기본)이면 ATR 기간·배수는 **계산 자체를 안 함**. 화면/DB에 숫자만 있음 |\n\n### 안 써도 되는데(또는 그 모드에선 무관한데) 쓰이거나 탐색됨\n\n| 곳 | 실제 |\n|---|---|\n| **꼬리 Optuna `limit_atr_mult`** | **align 스터디에서도 매번 뽑음**. 엔진은 `limit_atr` 지정가일 때만 씀. align이면 PnL에 **영향 없음** → 죽은 축 |\n| **꼬리 RSI** | 기본 **ON**. HTS가 이미 거른 뒤 TRIGGER에서 또 RSI. `SKIP_HTS`는 false 유지라 **의도적 이중필터**. Optuna는 `rsi_threshold`를 항상 스윕 |\n| **스캘핑 RSI** | `SKIP_HTS=false`면 HTS와 겹칠 수 있음. skip이면 RSI 검사를 **건너뜀** |\n| **돌파 Optuna `atr_sl_*`** | 같은 trial이 `sl_mode=fixed`여도 배수·캡을 같이 탐색하면 **그 trial에선 무효** |\n\n### 지금은 맞게 쓰는 것\n\n- **꼬리 ATR 손절/익절** — 항상 (배수 + % 캡)\n- **꼬리 지정가** — `limit_atr`일 때만 ATR\n- **모멘텀/해외 EMA** — `USE_EMA_FILTER` ON이면 TRIGGER\n- **모멘텀 RSI** — 국장 기본 **OFF**. 해외는 HTS가 없어서 검색 스냅샷이 RSI **ON**\n- **돌파 ATR 손절** — `sl_mode=atr`일 때만\n- **스캘핑 RSI** — skip 아닐 때 과매도/과열\n\n한 줄로: **스캘핑·모멘텀의 ATR은 유령**, **꼬리 align의 `limit_atr_mult`와 돌파 fixed의 `atr_sl_*`는 Optuna가 괜히 굴리는 축**입니다. 실매 엔진 분기를 지금 바꾸진 않았습니다. 죽은 축을 그리드에서 빼는 쪽을 원하면 그때 맞추면 됩니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 12:47 AM (UTC+9)</timestamp>\n<user_query>\n그래서 이걸 엔진에 넣어야 좋은거야 아니면 tpe에서 빼도되는거야? 한번 더 거르면 더 안전한거 아냐?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**엔진에 억지로 넣을 일과, TPE에서 빼도 되는 일은 다릅니다.** “한 번 더 거르면 안전”도 조건이 같을 때만 그렇게 느껴집니다.\n\n### 1. TPE에서 빼도 되는 것 (엔진에 넣지 말 것)\n\n- 꼬리 **align** 스터디의 `limit_atr_mult`\n- 돌파 **`sl_mode=fixed`** 일 때의 `atr_sl_*`\n\n이건 “필터가 없어서 위험한” 게 아니라, **그 모드에선 숫자가 체결에 안 들어가는데 탐색만 하는 축**입니다. TPE가 그 값으로 잘했다고 착각하면 **가짜 1위**가 납니다. 빼는 게 맞습니다. 엔진에 억지로 읽히면 align/고정% 손절이 갑자기 다른 전략이 됩니다.\n\n### 2. 엔진에 넣지 말아야 하는 것 (유령 ATR)\n\n스캘핑·모멘텀의 ATR 키는 **예전에 쓰던 이름**이거나 **자리만 있는 필드**입니다. \n“키가 있으니까 ATR 손절을 넣자”는 **다른 매매 로직을 새로 만드는 일**입니다. 지금 잘 도는 %손절·어깨·트레일과 겹칩니다. 넣으려면 설계·승인 후입니다.\n\n### 3. “한 번 더 거르면 안전하냐” — RSI/EMA\n\n**같은 뜻을 두 번 거르면 안전이 아니라 후보만 줄어듭니다.**\n\n- HTS가 이미 RSI·낙폭으로 걸렀는데 TRIGGER에서 **같은 RSI**를 또 보면, 장 초반에 조건검색을 통과한 종목도 분봉 RSI 때문에 탈락합니다. 사고(호가·손절)를 막는 게 아니라 **타점을 더 까다롭게** 만드는 겁니다.\n- 이 봇 규칙은 그래서 **HTS = 유니버스, TRIGGER = 타점/청산/호가**로 나눕니다. `SKIP_HTS`를 true로 켜서 중복을 없애는 것도, 지금 운영(false)을 임의로 바꾸라는 뜻이 아닙니다.\n- **진짜 안전**은 다른 축입니다. 손절, 일손실 한도, 호가(스프레드·잔량), 안정점수/과적합. RSI를 한 번 더 깎는 것과는 종류가 다릅니다.\n\n해외 모멘텀은 HTS가 없어서 RSI/EMA가 TRIGGER에 있는 게 **맞습니다.** 국장 모멘텀 EMA는 추세 확인이라 HTS와 역할이 다릅니다. 그건 “중복”이 아니라 **타점 필터**입니다.\n\n### 결론\n\n| 종류 | 할 일 |\n|------|--------|\n| 모드와 안 맞는 TPE 축 | **빼기** (엔진에 넣지 않음) |\n| 유령 ATR 키 | **엔진에 넣지 않음.** 이름/UI만 정리할지는 별도 |\n| HTS와 같은 RSI 재필터 | “안전”이 아님. 지금처럼 켜 둘지, 중복만 줄일지는 **운영 선택** |\n| 손절·호가·한도 | 여기는 한 번 더가 아니라 **필수** |\n\n원하면 다음으로 **TPE만**: align에서 `limit_atr_mult` 제거, 돌파 `fixed`일 때 `atr_sl_*` 조건부 스킵. 실매 엔진은 그대로 두는 쪽이 맞습니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 12:51 AM (UTC+9)</timestamp>\n<user_query>\n돌파 sl_mode=fixed 일 때의 atr_sl_* 이건 또 뭐야 돌파도 모드가 두개야? 꼬리처럼? 그럼 이것도 모드별로 두번 돌려야되는거 아냐? 다른 모드에서는 tpe에서 빼고 꼬리 align에서의 저건 빼는게 맞겠고 \n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"돌파 `sl_mode`가 꼬리 진입모드와 같은지, TPE에서 어떻게 뽑는지 확인한 뒤, 합의한 대로 모드에 안 맞는 축은 빼겠습니다."},{"type":"tool_use","name":"Grep","input":{"glob":"**/{param_search_breakout.py,param_search_optuna.py,optuna_web_jobs.py,optuna_search_space.py}","head_limit":60,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"sl_mode|atr_sl"}},{"type":"tool_use","name":"Read","input":{"limit":120,"offset":1,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_tail_tpe_space.py"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py,js,html}","head_limit":40,"path":"/home/hoon/kis_bot","pattern":"sl_mode|entry_mode|tail_entry","glob_file_search":""}}]}}
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{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"**/*.py","head_limit":30,"path":"/home/hoon/kis_bot","pattern":"tail_tpe_axis_keys|breakout_tpe_axis_keys"}},{"type":"tool_use","name":"Read","input":{"limit":30,"offset":1020,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_common.py"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":9375,"path":"/home/hoon/kis_bot/backtest_web.py"}}]}}
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{"role":"assistant","message":{"content":[{"type":"text","text":"돌파 `sl_mode`는 꼬리 진입과 같이 **한 스터디에 섞으면 안 되는 배타 모드**입니다. TPE에서 모드를 고정하고, 안 쓰는 축은 빼겠습니다."},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":188,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_breakout.py"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":70,"path":"/home/hoon/kis_bot/scripts/verify_optuna_tpe_parity_checklist.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_tail_tpe_space.py","old_string":" \"tail_vol_mult\",\n \"tail_vol_win\",\n \"limit_atr_mult\",\n \"symbol_daily_loss_limit_pct\",","new_string":" \"tail_vol_mult\",\n \"tail_vol_win\",\n \"symbol_daily_loss_limit_pct\","}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_tail_tpe_space.py","old_string":"def tail_tpe_axis_keys() -> List[str]:\n return list(TAIL_TPE_AXIS_KEYS)","new_string":"def tail_tpe_axis_keys(entry_mode: Optional[str] = None) -> List[str]:\n \"\"\"align 스터디에는 limit_atr_mult 없음(지정가 모드 전용).\"\"\"\n keys = list(TAIL_TPE_AXIS_KEYS)\n if normalize_tpe_tail_entry_mode(entry_mode) == \"limit_atr\":\n if \"limit_atr_mult\" not in keys:\n keys.append(\"limit_atr_mult\")\n return keys"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_tail_tpe_space.py","old_string":" combo[\"tail_vol_mult\"] = r2(trial.suggest_float(\"tail_vol_mult\", 0.0, 4.0, step=0.1))\n combo[\"tail_vol_win\"] = trial.suggest_int(\"tail_vol_win\", 2, 8)\n combo[\"limit_atr_mult\"] = r2(trial.suggest_float(\"limit_atr_mult\", 0.8, 2.5, step=0.1))","new_string":" combo[\"tail_vol_mult\"] = r2(trial.suggest_float(\"tail_vol_mult\", 0.0, 4.0, step=0.1))\n combo[\"tail_vol_win\"] = trial.suggest_int(\"tail_vol_win\", 2, 8)\n # align 에서는 지정가 ATR 배수가 체결에 안 들어감 → 탐색 축에서 제외(스터디 공간 고정).\n if combo[\"entry_mode\"] == \"limit_atr\":\n combo[\"limit_atr_mult\"] = r2(trial.suggest_float(\"limit_atr_mult\", 0.8, 2.5, step=0.1))"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_breakout_tpe_space.py","old_string":"from typing import Any, Dict, List","new_string":"from typing import Any, Dict, List, Optional"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_breakout_tpe_space.py","old_string":" \"tp_pct\",\n \"sl_pct\",\n \"sl_mode\",\n \"atr_sl_mult\",\n \"trail_pct\",","new_string":" \"tp_pct\",\n \"sl_mode\",\n \"trail_pct\","}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_breakout_tpe_space.py","old_string":"_SL_MODE_CHOICES = [\"fixed\", \"atr\"]\n\n\ndef breakout_tpe_axis_keys() -> List[str]:\n return list(BREAKOUT_TPE_AXIS_KEYS)\n\n\ndef suggest_breakout_params_tpe(trial: optuna.Trial) -> Dict[str, Any]:\n combo: Dict[str, Any] = {}","new_string":"def normalize_tpe_breakout_sl_mode(raw: Optional[Any] = None) -> str:\n \"\"\"TPE는 손절모드를 탐색하지 않고 스터디마다 고정. fixed | atr.\"\"\"\n s = str(raw or \"\").strip().lower()\n if s in (\"atr\", \"atr_sl\", \"dynamic\"):\n return \"atr\"\n return \"fixed\"\n\n\ndef breakout_tpe_axis_keys(sl_mode: Optional[str] = None) -> List[str]:\n \"\"\"fixed=sl_pct 만, atr=atr_sl_mult 만. 한 스터디에 둘 다 넣지 않음.\"\"\"\n keys = list(BREAKOUT_TPE_AXIS_KEYS)\n if normalize_tpe_breakout_sl_mode(sl_mode) == \"atr\":\n keys.append(\"atr_sl_mult\")\n else:\n keys.append(\"sl_pct\")\n return keys\n\n\ndef suggest_breakout_params_tpe(\n trial: optuna.Trial,\n sl_mode: Optional[str] = None,\n) -> Dict[str, Any]:\n combo: Dict[str, Any] = {}"}},{"type":"tool_use","name":"StrReplace","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_breakout_tpe_space.py","old_string":" combo[\"tp_pct\"] = r2(trial.suggest_float(\"tp_pct\", 1.0, 25.0, step=0.5)) # 확장: 2.0→1.0, 18.0→25.0\n combo[\"sl_pct\"] = r2(trial.suggest_float(\"sl_pct\", 1.0, 8.0, step=0.1)) # 확장: 2.0→1.0, 6.0→8.0\n combo[\"sl_mode\"] = trial.suggest_categorical(\"sl_mode\", _SL_MODE_CHOICES)\n combo[\"atr_sl_mult\"] = r2(trial.suggest_float(\"atr_sl_mult\", 1.5, 3.5, step=0.1))","new_string":" combo[\"tp_pct\"] = r2(trial.suggest_float(\"tp_pct\", 1.0, 25.0, step=0.5)) # 확장: 2.0→1.0, 18.0→25.0\n # 한 스터디=한 손절모드. categorical 혼입 금지(웹 체크 2개면 잡 2개 순차).\n combo[\"sl_mode\"] = normalize_tpe_breakout_sl_mode(sl_mode)\n if combo[\"sl_mode\"] == \"atr\":\n combo[\"atr_sl_mult\"] = r2(trial.suggest_float(\"atr_sl_mult\", 1.5, 3.5, step=0.1))\n else:\n combo[\"sl_pct\"] = r2(trial.suggest_float(\"sl_pct\", 1.0, 8.0, step=0.1)) # 확장: 2.0→1.0, 6.0→8.0"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":"from kis_trader.backtest.optuna_breakout_tpe_space import (\n breakout_tpe_axis_keys,\n normalize_tpe_breakout_sl_mode,\n suggest_breakout_params_tpe,\n)","old_string":"from kis_trader.backtest.optuna_breakout_tpe_space import (\n breakout_tpe_axis_keys,\n suggest_breakout_params_tpe,\n)","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_breakout.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" cache_holder: Dict[str, Any] = field(default_factory=dict)\n shared_tick_store: Any = None # ws_ticks 공유메모리 핸들 (종료 시 unlink)\n tpe_sl_mode: str = \"fixed\" # TPE 고정 손절모드(탐색 축 아님)","old_string":" cache_holder: Dict[str, Any] = field(default_factory=dict)\n shared_tick_store: Any = None # ws_ticks 공유메모리 핸들 (종료 시 unlink)","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_breakout.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" orderbook_filter: str = \"off\",\n history_source: Optional[str] = None,\n sl_mode: Optional[str] = None,\n) -> Optional[BreakoutSearchContext]:","old_string":" orderbook_filter: str = \"off\",\n history_source: Optional[str] = None,\n) -> Optional[BreakoutSearchContext]:","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_breakout.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" logger.info(\"📌 진입 모드: %s\", breakout_entry_mode())\n tpe_sl_mode = \"fixed\"\n if mode == \"tpe\":\n tpe_sl_mode = normalize_tpe_breakout_sl_mode(sl_mode)\n base_fixed[\"sl_mode\"] = tpe_sl_mode\n logger.info(\n \"📌 TPE 손절모드 고정: %s (탐색 축 아님 · atr_sl_*/sl_pct 중 해당만)\",\n tpe_sl_mode,\n )","old_string":" logger.info(\"📌 진입 모드: %s\", breakout_entry_mode())","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_breakout.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" grid_keys=breakout_tpe_axis_keys(tpe_sl_mode) if mode == \"tpe\" else breakout_grid_axis_keys(mode),\n start_key=start_key,\n end_key=end_key,\n cache_holder=cache_holder,\n shared_tick_store=shared_tick_store,\n tpe_sl_mode=tpe_sl_mode,\n )","old_string":" grid_keys=breakout_tpe_axis_keys() if mode == \"tpe\" else breakout_grid_axis_keys(mode),\n start_key=start_key,\n end_key=end_key,\n cache_holder=cache_holder,\n shared_tick_store=shared_tick_store,\n )","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_breakout.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" combo = suggest_breakout_params_tpe(trial, sl_mode=ctx.tpe_sl_mode)","old_string":" combo = suggest_breakout_params_tpe(trial)","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_breakout.py"}},{"type":"tool_use","name":"Read","input":{"limit":30,"offset":90,"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_optuna.py"}},{"type":"tool_use","name":"Read","input":{"limit":20,"offset":420,"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_optuna.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" grid_keys=tail_tpe_axis_keys(tpe_entry_mode) if mode == \"tpe\" else tail_grid_axis_keys(mode),","old_string":" grid_keys=tail_tpe_axis_keys() if mode == \"tpe\" else tail_grid_axis_keys(mode),","path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_optuna.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" help=\"꼬리 TPE만. 한 스터디에 한 모드(미지정=TAIL_PARAM_SEARCH_ENTRY_MODE 또는 align). \"\n \"둘 다 보려면 스터디를 나눠 두 번 실행.\",\n )\n parser.add_argument(\n \"--sl-mode\",\n default=None,\n dest=\"sl_mode\",\n choices=[\"fixed\", \"atr\"],\n help=\"돌파 TPE만. 한 스터디에 한 손절모드(미지정=fixed). \"\n \"fixed=sl_pct 탐색, atr=atr_sl_mult 탐색. 둘 다 보려면 스터디를 나눠 두 번.\",\n )","old_string":" help=\"꼬리 TPE만. 한 스터디에 한 모드(미지정=TAIL_PARAM_SEARCH_ENTRY_MODE 또는 align). \"\n \"둘 다 보려면 스터디를 나눠 두 번 실행.\",\n )","path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_optuna.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if strategy == \"tail\" and mode == \"tpe\":\n _study_extra = normalize_tpe_tail_entry_mode(\n getattr(args, \"entry_mode\", None) or \"align\",\n )\n elif strategy == \"breakout\" and mode == \"tpe\":\n from kis_trader.backtest.optuna_breakout_tpe_space import (\n normalize_tpe_breakout_sl_mode,\n )\n _study_extra = normalize_tpe_breakout_sl_mode(\n getattr(args, \"sl_mode\", None) or \"fixed\",\n )","old_string":" if strategy == \"tail\" and mode == \"tpe\":\n _study_extra = normalize_tpe_tail_entry_mode(\n getattr(args, \"entry_mode\", None) or \"align\",\n )","path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_optuna.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" ctx_b = prepare_breakout_search_context(\n args.start, args.end, mode,\n use_fallback_universe=use_fallback,\n time_start_hm=args.time_start,\n time_end_hm=args.time_end,\n slot_money=args.slot_money,\n max_stocks=args.max_stocks,\n total_budget_krw=args.total_budget,\n orderbook_filter=args.orderbook_filter,\n history_source=args.universe_history_source,\n sl_mode=getattr(args, \"sl_mode\", None),\n )","old_string":" ctx_b = prepare_breakout_search_context(\n args.start, args.end, mode,\n use_fallback_universe=use_fallback,\n time_start_hm=args.time_start,\n time_end_hm=args.time_end,\n slot_money=args.slot_money,\n max_stocks=args.max_stocks,\n total_budget_krw=args.total_budget,\n orderbook_filter=args.orderbook_filter,\n history_source=args.universe_history_source,\n )","path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_optuna.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":40,"offset":800,"path":"/home/hoon/kis_bot/kis_trader/backtest/param_search_optuna.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":"def _normalize_breakout_sl_modes(raw: Any) -> List[str]:\n \"\"\"웹/CLI: fixed, atr. 빈값이면 fixed 1개.\"\"\"\n from kis_trader.backtest.optuna_breakout_tpe_space import (\n normalize_tpe_breakout_sl_mode,\n )\n\n items: List[str] = []\n if raw is None or raw is False:\n seq: List[Any] = []\n elif isinstance(raw, str):\n seq = [x for x in raw.replace(\",\", \" \").split() if x.strip()]\n elif isinstance(raw, (list, tuple)):\n seq = list(raw)\n else:\n seq = [raw]\n for x in seq:\n sm = normalize_tpe_breakout_sl_mode(x)\n if sm not in items:\n items.append(sm)\n return items or [\"fixed\"]","old_string":"def _normalize_tail_entry_modes(raw: Any) -> List[str]:","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":30,"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 items or [\"fixed\"]\n\n\ndef _normalize_tail_entry_modes(raw: Any) -> List[str]:\n \"\"\"웹/CLI: align, limit_atr. 빈값이면 align 1개(기존 TPE와 동일).\"\"\"\n from kis_trader.backtest.optuna_tail_tpe_space import normalize_tpe_tail_entry_mode\n\n items: List[str] = []\n if raw is None or raw is False:\n seq: List[Any] = []\n elif isinstance(raw, str):\n seq = [x for x in raw.replace(\",\", \" \").split() if x.strip()]\n elif isinstance(raw, (list, tuple)):\n seq = list(raw)\n else:\n seq = [raw]\n for x in seq:\n em = normalize_tpe_tail_entry_mode(x)\n if em not in items:\n items.append(em)\n return items or [\"align\"]","old_string":" return items or [\"fixed\"]\n \"\"\"웹/CLI: align, limit_atr. 빈값이면 align 1개(기존 TPE와 동일).\"\"\"\n from kis_trader.backtest.optuna_tail_tpe_space import normalize_tpe_tail_entry_mode\n\n items: List[str] = []\n if raw is None or raw is False:\n seq: List[Any] = []\n elif isinstance(raw, str):\n seq = [x for x in raw.replace(\",\", \" \").split() if x.strip()]\n elif isinstance(raw, (list, tuple)):\n seq = list(raw)\n else:\n seq = [raw]\n for x in seq:\n em = normalize_tpe_tail_entry_mode(x)\n if em not in items:\n items.append(em)\n return items or [\"align\"]","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" ob_source: Optional[str] = None,\n entry_modes: Optional[Any] = None,\n sl_modes: Optional[Any] = None,\n) -> Dict[str, Any]:","old_string":" ob_source: Optional[str] = None,\n entry_modes: Optional[Any] = None,\n) -> Dict[str, Any]:","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" entry_modes: 꼬리 TPE 고정 진입 align|limit_atr. 둘 다=순차 2스터디(한 스터디에 섞지 않음).\n sl_modes: 돌파 TPE 고정 손절 fixed|atr. 둘 다=순차 2스터디.","old_string":" entry_modes: 꼬리 TPE 고정 진입 align|limit_atr. 둘 다=순차 2스터디(한 스터디에 섞지 않음).","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" tail_ems = _normalize_tail_entry_modes(entry_modes)\n if \"tail\" not in picked:\n tail_ems = [\"align\"]\n tail_dual = \"tail\" in picked and len(tail_ems) >= 2\n bo_sms = _normalize_breakout_sl_modes(sl_modes)\n if \"breakout\" not in picked:\n bo_sms = [\"fixed\"]\n bo_dual = \"breakout\" in picked and len(bo_sms) >= 2\n use_seq = len(picked) >= 2 or tail_dual or bo_dual","old_string":" tail_ems = _normalize_tail_entry_modes(entry_modes)\n if \"tail\" not in picked:\n tail_ems = [\"align\"]\n tail_dual = \"tail\" in picked and len(tail_ems) >= 2\n use_seq = len(picked) >= 2 or tail_dual","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" env[\"TAIL_OPTUNA_ENTRY_MODES\"] = \" \".join(tail_ems if \"tail\" in picked else [\"align\"])\n env[\"BREAKOUT_OPTUNA_SL_MODES\"] = \" \".join(bo_sms if \"breakout\" in picked else [\"fixed\"])","old_string":" env[\"TAIL_OPTUNA_ENTRY_MODES\"] = \" \".join(tail_ems if \"tail\" in picked else [\"align\"])","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if \"tail\" in picked and tail_ems:\n _lab = _lab.replace(\"꼬리\", \"꼬리(\" + \"+\".join(tail_ems) + \")\")\n if \"breakout\" in picked and bo_sms:\n _lab = _lab.replace(\"돌파\", \"돌파(\" + \"+\".join(bo_sms) + \")\")","old_string":" if \"tail\" in picked and tail_ems:\n _lab = _lab.replace(\"꼬리\", \"꼬리(\" + \"+\".join(tail_ems) + \")\")","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" label = f\"꼬리({_em})\"\n elif strat == \"breakout\":\n _sm = bo_sms[0]\n study_name = (\n f\"{strat}_{_sm}_{mode}_{start.replace('-', '')}_{end.replace('-', '')}_{ts}\"\n )\n log_path = ROOT / \"logs\" / f\"optuna_web_{strat}_{_sm}_{ts}.log\"\n label = f\"돌파({_sm})\"\n else:","old_string":" label = f\"꼬리({_em})\"\n else:","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if strat == \"tail\":\n cmd.extend([\"--entry-mode\", tail_ems[0]])\n if strat == \"breakout\":\n cmd.extend([\"--sl-mode\", bo_sms[0]])","old_string":" if strat == \"tail\":\n cmd.extend([\"--entry-mode\", tail_ems[0]])","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" \"tail_entry_modes\": tail_ems if \"tail\" in picked else None,\n \"breakout_sl_modes\": bo_sms if \"breakout\" in picked else None,","old_string":" \"tail_entry_modes\": tail_ems if \"tail\" in picked else None,","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" label = f\"꼬리({em})\" if em else \"꼬리\"\n elif strat == \"breakout\":\n sm = \"\"\n if \"_atr_\" in study or study.endswith(\"_atr\"):\n sm = \"atr\"\n elif \"_fixed_\" in study:\n sm = \"fixed\"\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 sm = str(p0.get(\"sl_mode\") or \"\").strip()\n label = f\"돌파({sm})\" if sm else \"돌파\"","old_string":" label = f\"꼬리({em})\" if em else \"꼬리\"","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if strat not in (\"tail\", \"breakout\"):\n label = _labels_imp.get(strat, strat)","old_string":" if strat != \"tail\":\n label = _labels_imp.get(strat, strat)","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":888,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":20,"offset":937,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":"TAIL_OPTUNA_ENTRY_MODES=\"${TAIL_OPTUNA_ENTRY_MODES:-align}\"\n# 돌파 TPE 손절모드 — 한 스터디에 섞지 않음. 공백 구분 시 순차 2회.\n# BREAKOUT_OPTUNA_SL_MODES=\"fixed atr\"\nBREAKOUT_OPTUNA_SL_MODES=\"${BREAKOUT_OPTUNA_SL_MODES:-fixed}\"","old_string":"TAIL_OPTUNA_ENTRY_MODES=\"${TAIL_OPTUNA_ENTRY_MODES:-align}\"","path":"/home/hoon/kis_bot/scripts/run_optuna_4strat_tpe_seq.sh"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" echo \"TAIL_OPTUNA_ENTRY_MODES=$TAIL_OPTUNA_ENTRY_MODES\"\n echo \"BREAKOUT_OPTUNA_SL_MODES=$BREAKOUT_OPTUNA_SL_MODES\"","old_string":" echo \"TAIL_OPTUNA_ENTRY_MODES=$TAIL_OPTUNA_ENTRY_MODES\"","path":"/home/hoon/kis_bot/scripts/run_optuna_4strat_tpe_seq.sh"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":"run_one() {\n local strat=\"$1\"\n local entry_mode=\"${2:-}\"\n local sl_mode=\"${3:-}\"\n local ts study log sort_by\n ts=\"$(date +%Y%m%d_%H%M%S)\"\n study=\"${strat}_tpe_${START//-/}_${END//-/}_${ts}\"\n log=\"logs/optuna_${strat}_tpe_${ts}.log\"\n if [[ \"$strat\" == \"tail\" && -n \"$entry_mode\" ]]; then\n study=\"${strat}_${entry_mode}_tpe_${START//-/}_${END//-/}_${ts}\"\n log=\"logs/optuna_${strat}_${entry_mode}_tpe_${ts}.log\"\n fi\n if [[ \"$strat\" == \"breakout\" && -n \"$sl_mode\" ]]; then\n study=\"${strat}_${sl_mode}_tpe_${START//-/}_${END//-/}_${ts}\"\n log=\"logs/optuna_${strat}_${sl_mode}_tpe_${ts}.log\"\n fi","old_string":"run_one() {\n local strat=\"$1\"\n local entry_mode=\"${2:-}\"\n local ts study log sort_by\n ts=\"$(date +%Y%m%d_%H%M%S)\"\n study=\"${strat}_tpe_${START//-/}_${END//-/}_${ts}\"\n log=\"logs/optuna_${strat}_tpe_${ts}.log\"\n if [[ \"$strat\" == \"tail\" && -n \"$entry_mode\" ]]; then\n study=\"${strat}_${entry_mode}_tpe_${START//-/}_${END//-/}_${ts}\"\n log=\"logs/optuna_${strat}_${entry_mode}_tpe_${ts}.log\"\n fi","path":"/home/hoon/kis_bot/scripts/run_optuna_4strat_tpe_seq.sh"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" {\n echo \"\"\n echo \"-------- [$strat${entry_mode:+/$entry_mode}${sl_mode:+/$sl_mode}] START $(date -Is) study=$study univ=$UNIVERSE_HISTORY_SOURCE --------\"\n } | tee -a \"$MASTER\"","old_string":" {\n echo \"\"\n echo \"-------- [$strat${entry_mode:+/$entry_mode}] START $(date -Is) study=$study univ=$UNIVERSE_HISTORY_SOURCE --------\"\n } | tee -a \"$MASTER\"","path":"/home/hoon/kis_bot/scripts/run_optuna_4strat_tpe_seq.sh"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if [[ \"$strat\" == \"tail\" && -n \"$entry_mode\" ]]; then\n cmd_args+=(--entry-mode \"$entry_mode\")\n fi\n if [[ \"$strat\" == \"breakout\" && -n \"$sl_mode\" ]]; then\n cmd_args+=(--sl-mode \"$sl_mode\")\n fi","old_string":" if [[ \"$strat\" == \"tail\" && -n \"$entry_mode\" ]]; then\n cmd_args+=(--entry-mode \"$entry_mode\")\n fi","path":"/home/hoon/kis_bot/scripts/run_optuna_4strat_tpe_seq.sh"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" echo \"-------- [$strat${entry_mode:+/$entry_mode}${sl_mode:+/$sl_mode}] END rc=$rc $(date -Is) --------\"","old_string":" echo \"-------- [$strat${entry_mode:+/$entry_mode}] END rc=$rc $(date -Is) --------\"","path":"/home/hoon/kis_bot/scripts/run_optuna_4strat_tpe_seq.sh"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if [[ \"$s\" == \"tail\" ]]; then\n for em in $TAIL_OPTUNA_ENTRY_MODES; do\n run_one tail \"$em\"\n done\n elif [[ \"$s\" == \"breakout\" ]]; then\n for sm in $BREAKOUT_OPTUNA_SL_MODES; do\n run_one breakout \"\" \"$sm\"\n done\n else\n run_one \"$s\"\n fi","old_string":" if [[ \"$s\" == \"tail\" ]]; then\n for em in $TAIL_OPTUNA_ENTRY_MODES; do\n run_one tail \"$em\"\n done\n else\n run_one \"$s\"\n fi","path":"/home/hoon/kis_bot/scripts/run_optuna_4strat_tpe_seq.sh"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" <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=\"돌파=전략. fixed/atr는 손절모드(한 스터디에 섞지 않음). 둘 다 켜면 순차 2회. 둘 다 끄면 돌파 미실행.\">\n <span class=\"text-muted\" style=\"font-size:12px\">돌파 손절</span>\n <label class=\"form-check form-check-inline mb-0\">\n <input class=\"form-check-input opt-bo-sl\" type=\"checkbox\" id=\"opt_bo_sl_fixed\" value=\"fixed\"> fixed\n <small class=\"text-muted\">고정%</small>\n </label>\n <label class=\"form-check form-check-inline mb-0\">\n <input class=\"form-check-input opt-bo-sl\" type=\"checkbox\" id=\"opt_bo_sl_atr\" value=\"atr\"> atr\n <small class=\"text-muted\">ATR배수</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=\"scalp\"> 스캘핑</label>","old_string":" <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 · 돌파: fixed/atr 중 켠 것만(둘 다=스터디 2개 순차). 별도 「꼬리」「돌파」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: align/limit_atr 중 켠 것만 실행(둘 다=스터디 2개 순차). 별도 「꼬리」체크는 없음</small>","path":"/home/hoon/kis_bot/templates/backtest.html"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":" if (optunaTailEntryModes().length) checked.add('tail');\n if (optunaBreakoutSlModes().length) checked.add('breakout');\n return order.filter(s => checked.has(s));\n}","old_string":" if (optunaTailEntryModes().length) checked.add('tail');\n return order.filter(s => checked.has(s));\n}","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" if ($('opt_tail_em_align')) $('opt_tail_em_align').checked = true;\n if ($('opt_tail_em_limit')) $('opt_tail_em_limit').checked = false;\n if ($('opt_bo_sl_fixed')) $('opt_bo_sl_fixed').checked = true;\n if ($('opt_bo_sl_atr')) $('opt_bo_sl_atr').checked = false;\n}","old_string":" if ($('opt_tail_em_align')) $('opt_tail_em_align').checked = true;\n if ($('opt_tail_em_limit')) $('opt_tail_em_limit').checked = false;\n}","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" document.querySelectorAll('.opt-tail-em').forEach(cb => { cb.checked = false; });\n document.querySelectorAll('.opt-bo-sl').forEach(cb => { cb.checked = false; });\n}","old_string":" document.querySelectorAll('.opt-tail-em').forEach(cb => { cb.checked = false; });\n}","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":"function optunaBreakoutSlModes() {\n const out = [];\n if ($('opt_bo_sl_fixed')?.checked) out.push('fixed');\n if ($('opt_bo_sl_atr')?.checked) out.push('atr');\n return out;\n}\n\nasync function optunaStart() {","old_string":"async function optunaStart() {","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" const entryModes = optunaTailEntryModes();\n const slModes = optunaBreakoutSlModes();","old_string":" const entryModes = optunaTailEntryModes();","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" const emLabel = strategies.includes('tail')\n ? `\\n꼬리진입=${entryModes.join('+')}` + (entryModes.length >= 2 ? ' (순차 2스터디)' : '')\n : '';\n const slLabel = strategies.includes('breakout')\n ? `\\n돌파손절=${slModes.join('+')}` + (slModes.length >= 2 ? ' (순차 2스터디)' : '')\n : '';\n if (!confirm(`Optuna 시작?\\n${how}: ${strategies.join(', ')}\\n${start}~${end} trials=${trials}\\n이력소스=${srcLabel}${emLabel}${slLabel}\\n(DB 미적용)`)) return;","old_string":" const emLabel = strategies.includes('tail')\n ? `\\n꼬리진입=${entryModes.join('+')}` + (entryModes.length >= 2 ? ' (순차 2스터디)' : '')\n : '';\n if (!confirm(`Optuna 시작?\\n${how}: ${strategies.join(', ')}\\n${start}~${end} trials=${trials}\\n이력소스=${srcLabel}${emLabel}\\n(DB 미적용)`)) return;","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" entry_modes: strategies.includes('tail') ? entryModes : undefined,\n sl_modes: strategies.includes('breakout') ? slModes : undefined,","old_string":" entry_modes: strategies.includes('tail') ? entryModes : undefined,","path":"/home/hoon/kis_bot/static/js/backtest.js"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" entry_modes = body.get(\"entry_modes\")\n if entry_modes is None and request.form.get(\"entry_modes\"):\n entry_modes = request.form.get(\"entry_modes\")\n sl_modes = body.get(\"sl_modes\")\n if sl_modes is None and request.form.get(\"sl_modes\"):\n sl_modes = request.form.get(\"sl_modes\")","old_string":" entry_modes = body.get(\"entry_modes\")\n if entry_modes is None and request.form.get(\"entry_modes\"):\n entry_modes = request.form.get(\"entry_modes\")","path":"/home/hoon/kis_bot/backtest_web.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":" entry_modes=entry_modes,\n sl_modes=sl_modes,","old_string":" entry_modes=entry_modes,","path":"/home/hoon/kis_bot/backtest_web.py"}},{"type":"tool_use","name":"StrReplace","input":{"new_string":"꼬리 TPE 진입모드는 탐색 축이 아님(웹 체크 → 스터디 고정/순차 2회).\n돌파 TPE 손절모드(fixed/atr)도 탐색 축이 아님(웹 체크 → 스터디 고정/순차 2회).\nalign 스터디는 `limit_atr_mult` 제외. fixed 스터디는 `atr_sl_*` 제외.\n`*_SKIP_HTS_SCAN_DUPES` true 금지.","old_string":"꼬리 TPE 진입모드는 탐색 축이 아님(웹 체크 → 스터디 고정/순차 2회). `*_SKIP_HTS_SCAN_DUPES` true 금지.","path":"/home/hoon/kis_bot/docs/like_mcp.md/MODIFICATION_GUIDE.md"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_breakout_tpe_space.py"}},{"type":"tool_use","name":"Grep","input":{"path":"/home/hoon/kis_bot/static/js/backtest.js","pattern":"value=\\\"breakout\\\"|opt-strat-cb.*breakout"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"StrReplace","input":{"new_string":"BREAKOUT_TPE_AXIS_KEYS: List[str] = list(_BREAKOUT_BASE_KEYS) + list(RATCHET_TPE_AXIS_KEYS)\n\n\ndef normalize_tpe_breakout_sl_mode(raw: Optional[Any] = None) -> str:","old_string":"BREAKOUT_TPE_AXIS_KEYS: List[str] = list(_BREAKOUT_BASE_KEYS) + list(RATCHET_TPE_AXIS_KEYS)\n\ndef normalize_tpe_breakout_sl_mode(raw: Optional[Any] = None) -> str:","path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_breakout_tpe_space.py"}},{"type":"tool_use","name":"Shell","input":{"command":"python3 -m py_compile \\\n /home/hoon/kis_bot/kis_trader/backtest/optuna_tail_tpe_space.py \\\n /home/hoon/kis_bot/kis_trader/backtest/optuna_breakout_tpe_space.py \\\n /home/hoon/kis_bot/kis_trader/backtest/optuna_breakout.py \\\n /home/hoon/kis_bot/kis_trader/backtest/param_search_optuna.py \\\n /home/hoon/kis_bot/kis_trader/backtest/optuna_web_jobs.py \\\n /home/hoon/kis_bot/backtest_web.py && python3 - <<'PY'\nimport optuna\nfrom kis_trader.backtest.optuna_tail_tpe_space import suggest_tail_params_tpe, tail_tpe_axis_keys\nfrom kis_trader.backtest.optuna_breakout_tpe_space import suggest_breakout_params_tpe, breakout_tpe_axis_keys\n\ns = optuna.create_study()\n# dummy trials via sampler\ndef run(fn, **kw):\n t = s.ask()\n try:\n c = fn(t, **kw)\n except optuna.TrialPruned:\n return 'pruned'\n return sorted(c.keys())\n\nprint('tail align has limit', 'limit_atr_mult' in tail_tpe_axis_keys('align'), run(suggest_tail_params_tpe, entry_mode='align'))\nprint('tail limit has limit', 'limit_atr_mult' in tail_tpe_axis_keys('limit_atr'))\nprint('bo fixed atr_sl', 'atr_sl_mult' in breakout_tpe_axis_keys('fixed'), 'sl_pct' in breakout_tpe_axis_keys('fixed'))\nprint('bo atr atr_sl', 'atr_sl_mult' in breakout_tpe_axis_keys('atr'), 'sl_pct' in breakout_tpe_axis_keys('atr'))\nprint('bo suggest fixed', run(suggest_breakout_params_tpe, sl_mode='fixed'))\nprint('bo suggest atr', run(suggest_breakout_params_tpe, sl_mode='atr'))\nPY","description":"Compile and smoke TPE axis keys per mode"}}]}}
{"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 Optuna mode UI change"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"url":"http://192.168.0.149:5050/?v=optuna-sl-mode-1"},"description":"Open dashboard to verify breakout sl-mode checks","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-sl-mode-1"},"description":"Retry navigate to backtest dashboard","server":"cursor-ide-browser","toolName":"browser_navigate"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"lock","viewId":"05ec3e"},"description":"Lock browser for Optuna tab click","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"element":"Optuna tab","ref":"e11","viewId":"05ec3e"},"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":"JSON.stringify({tail:!!document.getElementById('opt_tail_em_align'), boF:!!document.getElementById('opt_bo_sl_fixed'), boA:!!document.getElementById('opt_bo_sl_atr'), note:(document.querySelector('#tab-optuna small.text-muted.d-block')||{}).innerText, box: (document.getElementById('opt_strat_checks')||{}).innerText})","returnByValue":true},"viewId":"05ec3e"},"description":"Read Optuna strategy checkbox labels","server":"cursor-ide-browser","toolName":"browser_cdp"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"CallMcpTool","input":{"arguments":{"action":"unlock","viewId":"05ec3e"},"description":"Unlock browser after Optuna UI check","server":"cursor-ide-browser","toolName":"browser_lock"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**맞습니다. 한 스터디에 섞으면 안 되고, 보고 싶은 모드만 따로 돌리는 게 맞습니다.** 다만 돌파의 “모드 두 개”는 꼬리와 **종류가 다릅니다.**\n\n### 돌파 모드가 두 겹임\n\n| 구분 | 무엇 | TPE |\n|------|------|-----|\n| **손절 `sl_mode`** | `fixed` = 진입가 대비 고정% 손절 · `atr` = ATR×배수 손절 | **이제 탐색 축 아님.** 스터디마다 하나 고정 |\n| **진입 `entry_mode`** | 웹 백테의 봉 안/시가 등 (언제 사느냐) | TPE가 **원래 안 굴림** (실매/폼 값) |\n\n꼬리 `align` vs `limit_atr`은 **어떻게 사느냐**입니다. \n돌파 `fixed` vs `atr`은 **어떻게 손절하느냐**입니다. 배타인 점은 같고, 그래서 **둘 다 보려면 스터디 2번**이 맞습니다. 한 trial에서 `sl_mode=fixed`인데 `atr_sl_mult`를 같이 뽑으면 죽은 축입니다.\n\n### 이번에 한 일 (실매 엔진 그대로)\n\n- **꼬리 align:** `limit_atr_mult` TPE에서 제거. `limit_atr` 스터디에서만 탐색\n- **돌파:** 웹에 꼬리처럼 **「돌파 손절」 fixed / atr** 체크. 켠 것만 실행, 둘 다면 순차 2스터디\n - `fixed` → `sl_pct`만\n - `atr` → `atr_sl_mult`만\n- Grid(`fast` 등)는 예전처럼 `sl_mode`를 격자에 넣을 수 있음. 웹 기본 경로인 **TPE만** 바꿈\n\n브라우저 `http://192.168.0.149:5050/` Optuna 탭: **돌파 손절 · fixed 고정% · atr ATR배수** 확인. 웹 `active` · HTTP 200.\n\n둘 다 켜면 시간이 두 배입니다. 실매가 고정%면 **fixed만** 켜도 됩니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 1:03 AM (UTC+9)</timestamp>\n<user_query>\n유령 atr 문제도 해결해야되는데 정리좀 다시 초등생수준으로 \n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"유령 ATR이 어디 이름만 남았는지 다시 짚고, 초등생이 이해하게 정리한 뒤 이름·죽은 코드만 정리하겠습니다."},{"type":"tool_use","name":"Grep","input":{"glob":"**/{scalping.py,scalping_engine.py,backtest.html,backtest_web.py,database.py}","head_limit":50,"path":"/home/hoon/kis_bot","pattern":"SCALP_ATR_|ATR_DOWN_MULT|atr_entry|ATR_UP_MULT|ATR_DROP"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/{momentum.py,range_break.py,templates/backtest.html}","head_limit":30,"path":"/home/hoon/kis_bot","pattern":"atr_entry|SCALP_ATR"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{html,js}","head_limit":40,"path":"/home/hoon/kis_bot","pattern":"SCALP_ATR|atr_down|trail_stop"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"**/{scalping_engine.py,scalping.py,param_search_scalping.py}","head_limit":40,"path":"/home/hoon/kis_bot","pattern":"SCALP_ATR_|trail_trigger|trail_stop|ATR_DROP"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/backtest.html","head_limit":30,"path":"/home/hoon/kis_bot/templates","pattern":"SCALP_ATR|sc_trail|스캘.*ATR|ATR_UP"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py,html}","head_limit":25,"path":"/home/hoon/kis_bot","pattern":"SCALP_ATR_DROP_MULT|atr_drop"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":40,"offset":680,"path":"/home/hoon/kis_bot/kis_trader/engine/scalping_engine.py"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":1295,"path":"/home/hoon/kis_bot/kis_trader/engine/scalping_engine.py"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/templates/backtest.html","head_limit":25,"path":"/home/hoon/kis_bot","pattern":"sc_trail|trail_stop|ATR"}},{"type":"tool_use","name":"Read","input":{"limit":40,"offset":50,"path":"/home/hoon/kis_bot/kis_trader/strategies/scalping.py"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"**/backtest.html","head_limit":40,"path":"/home/hoon/kis_bot/templates","pattern":"sc_trail|trail_trigger|ATR_UP|SCALP_ATR|어깨"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{html,py}","head_limit":25,"path":"/home/hoon/kis_bot","pattern":"SCALP_ATR_UP_MULT|ATR 업|트레일 발동"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**유령 ATR**은 “ATR로 손절한다”가 아니라, **이름만 ATR인 빈 상자**입니다. 상자에 과자를 더 넣는 게 해결이 아닙니다. **이름표를 고치거나, 안 쓰는 숫자를 탐색에서 빼는 것**이 해결입니다.\n\n초등생 버전으로만 다시 적습니다.\n\n---\n\n### ATR이 뭐야?\n\n주가가 **하루(또는 몇 봉) 동안 얼마나 출렁이는지** 재는 자입니다. \n출렁임이 크면 손절을 조금 넓히고, 작으면 좁히는 식으로 **쓸 수는** 있습니다.\n\n우리 봇에서 **진짜 그 자로 재서 쓰는 곳**은 적습니다.\n\n---\n\n### 유령이란?\n\n교실에 “소방 호스”라고 적힌 박스가 있는데, 뚜껑을 열면 **호스가 없거나 물총**인 것과 같습니다.\n\n- 화면·DB 이름이 `ATR`이라서 “변동성 손절이 켜져 있다”고 착각함 \n- 실제 매매는 **고정% 손절**이나 **어깨컷**(고점에서 조금 떨어지면 팔기)을 씀 \n- Optuna가 그 빈 숫자를 바꿔 가며 “잘했다”고 착각하면 **가짜 1등**이 나옴\n\n---\n\n### 전략별로 한 줄\n\n| 전략 | 진짜 ATR | 유령 |\n|------|----------|------|\n| **꼬리** | **진짜.** 손절·익절을 ATR×배수로 잡음. 지정가(`limit_atr`)도 ATR | **align**(다음봉 시가)일 때 `limit_atr_mult`만 유령 축이었음 → **이미 TPE에서 뺌** |\n| **돌파** | **`atr` 손절모드일 때만 진짜** | **`fixed`(고정%)일 때 ATR 배수**는 안 씀 → **이미 모드별로 스터디 분리** |\n| **스캘핑** | **없음** | 예전에 ATR 단타로 쓰던 이름 `SCALP_ATR_UP/DOWN_MULT`가 **DB에 남음**. 웹은 그걸 “트레일%”로 저장하지만, **실제 1순위 청산은 어깨컷**. 코드에 `ATR_DOWN_MULT`를 읽기만 하고 **안 쓰는 줄**도 있음 |\n| **모멘텀·해외·레인지** | **없음** | 포지션에 `atr_entry=0`만 찍힘. 빈 칸 |\n\n스캘핑·모멘텀에 ATR을 **엔진에 새로 넣으면** 지금 잘 도는 어깨·%손절과 **다른 매매**가 됩니다. 그건 유령 퇴치가 아니라 **새 전략**입니다.\n\n---\n\n### 그래서 해결은?\n\n1. **이미 한 것 (가짜 1등 방지)** \n - 꼬리 align에서 지정가 ATR 배수 탐색 제거 \n - 돌파 `fixed` / `atr`를 한 스터디에 섞지 않음 \n\n2. **하면 안 되는 것** \n - 스캘핑·모멘텀 엔진에 ATR 손절을 “이름이 있으니까” 넣기 \n\n3. **아직 남은 것 (이름표)** \n - 스캘핑 DB 키 이름이 ATR인데 내용은 예전 트레일/% \n - 모멘텀 `atr_entry=0`은 장부 칸만 있음 \n - 스캘핑이 `ATR_DOWN_MULT`를 읽고 안 씀 \n\n3번은 **매매 숫자를 안 바꾸고** 죽은 읽기 제거·화면에 “레거시 이름, 실제 청산은 어깨”라고 쓰는 쪽으로 정리하면 됩니다. DB 키 이름 자체를 `SCALP_TRAIL_*`로 바꾸면 실매 설정 이사가 필요해서 **그건 별도 승인**이 맞습니다.\n\n원하면 다음으로 **3번만**(죽은 코드 + 라벨, 엔진 ATR 추가 없음) 하면 됩니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 1:09 AM (UTC+9)</timestamp>\n<user_query>\n모멘텀은 atr 자체를 엔진에서도 tpe에서도 안쓴다는거고 \n스캘핑은 그럼 뭐야 atr 전략이 잇긴했어? 지금 엔진에 atr 추가하는건 의미가 없나? 코드에는 있다면서 tpe에는 없고?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"스캘핑에 ATR이 예전에 있었고 지금 엔진·TPE에 남아 있는지를 코드에서 딱 집어서 확인하겠습니다."},{"type":"tool_use","name":"Grep","input":{"glob":"**/{optuna_scalping_tpe_space.py,param_search_scalping.py,scalping_engine.py,scalping.py}","head_limit":50,"path":"/home/hoon/kis_bot/kis_trader","pattern":"atr_|ATR_"}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":1,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_scalping_tpe_space.py"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/scalping_engine.py","head_limit":30,"path":"/home/hoon/kis_bot/kis_trader/engine","pattern":"trail_trigger|trail_stop|atr_down|atr_up"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"맞습니다. **모멘텀은 엔진에도 TPE에도 ATR이 없습니다.** `atr_entry=0`은 장부 칸만 있고, 손절·어깨·트레일은 **%** 로 갑니다.\n\n스캘핑은 이렇게 나뉩니다.\n\n### 예전에 ATR 스캘핑이 있었나?\n\n**옛 단독 봇에는 있었습니다.** `remove/legacy_standalone_bots` 쪽에 `SCALP_ATR_UP/DOWN/DROP_MULT`로 “고점 대비 ATR×배수만큼 떨어지면 팔기”가 있었습니다. \n**지금 돌리는 `scalping_engine`은 그 전략이 아닙니다.** RSI 반등 + **고정% 손절/익절** + **어깨컷**입니다.\n\n### “코드에 있다” vs “TPE에 없다”\n\n둘 다 맞는데, **같은 ATR이 아닙니다.**\n\n| 있는 것 | 뭐냐 |\n|--------|------|\n| DB 키 `SCALP_ATR_UP/DOWN_MULT` | **옛 이름.** 웹/적용 코드가 이걸 `trail_trigger` / `trail_stop`이라는 **%** 로 읽고 씀. 변동성(ATR) 계산 아님 |\n| `scalping.py`의 `ATR_DOWN_MULT` | **오타 키**를 읽기만 하고, 매수·매도에 **안 씀** |\n| `atr_entry: 0.0` | 포지션 칸만 0 |\n| 엔진 청산 | 어깨는 `shoulder_cut_pct`. `trail_stop` 변수를 읽어도 **실제 컷 가격은 어깨%** |\n| **TPE** | ATR 축 **없음**. RSI, `sl_pct`, `tp_pct`, **어깨**만 굴림 → 지금 엔진과 맞음 |\n\n그래서 “코드에 ATR이 있다” = **이름표·유령 변수**. “TPE에 없다” = **지금 엔진이 ATR을 안 쓰니까 안 넣는 게 정상**.\n\n### 지금 엔진에 ATR 넣는 게 의미 있나?\n\n**지금 스캘핑을 고치려고 ATR을 넣는 건 의미 없습니다.** \n이미 어깨 + %손절이 있고, TPE도 그걸 봅니다. ATR을 넣으면 **옛 단타 봇을 새로 이식하는 것**이고, 실매·백테·Optuna를 한 세트로 다시 설계해야 합니다.\n\n정리:\n\n- **모멘텀:** ATR 안 씀 (엔진·TPE 둘 다). 넣을 이유 없음. \n- **스캘핑:** 옛날엔 ATR 단타가 있었고, **지금은 폐기**. 남은 건 이름뿐. TPE에 없는 게 맞고, 엔진에 다시 넣는 건 새 전략입니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 1:12 AM (UTC+9)</timestamp>\n<user_query>\n그럼 둘 다 필요없는거네 tpe에도 없으면 쓸데없이 낭비도아니고 그냥 헷갈리게 남은거뿐?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"**맞습니다.** 모멘텀·스캘핑 ATR은 TPE가 안 굴리니 **탐색 낭비는 아닙니다.** 숫자로 가짜 1등을 만들지도 않습니다.\n\n남은 건 **헷갈리게 하는 이름표**뿐입니다.\n\n- DB/웹에 `SCALP_ATR_*` 같은 옛 이름\n- 코드가 `ATR_DOWN_MULT`를 읽고 안 씀\n- 포지션 `atr_entry=0`\n\n매매·Optuna 점수에는 안 들어갑니다. 치우면 **읽기 쉬워지는 청소**이지, 수익 로직을 고치는 일이 아닙니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 1:24 AM (UTC+9)</timestamp>\n<user_query>\n그럼 디비에 ema rsi atr ma 저장하는건 어디에 쓰이나 옵투나에 ma도 찾는 전략이 잇어?\n</user_query>"}]}}
{"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, 1:24 AM (UTC+9)</timestamp>\n<user_query>\n그럼 디비에 ema rsi atr ma 저장하는건 어디에 쓰이나 옵투나에 ma도 찾는 전략이 잇어?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"DB에 있는 EMA·RSI·ATR·MA 키가 실매·백테·Optuna 어디에 붙는지 전략별로 찾겠습니다."},{"type":"tool_use","name":"Grep","input":{"glob":"**/optuna_*tpe_space.py","head_limit":80,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"ema_|rsi_|atr_|ma20|MA20|use_ema|use_rsi|use_ma"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/{momentum_env_keys.py,tail_env_keys.py,us_momentum_env_keys.py,database.py}","head_limit":80,"path":"/home/hoon/kis_bot","pattern":"EMA_|RSI_|ATR_|MA20|_MA_"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/param_search_*.py","head_limit":50,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"\"ema_|\"rsi_|\"ma20|use_ma20|use_ema|atr_"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"limit":90,"offset":1,"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_momentum_tpe_space.py"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/optuna_*tpe_space.py","head_limit":40,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"ema_|ma20|use_ma|use_ema"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/tail_param_search.py","head_limit":25,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"use_ma20|ma20_"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/param_search_breakout.py","head_limit":20,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"ema_fast|use_ema"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"**/param_search_momentum.py","head_limit":30,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"ema_fast|use_ema|use_rsi"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/optuna_tail_tpe_space.py","path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"ma20|use_ma20|use_rsi"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/optuna_breakout_tpe_space.py","path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"ema_|use_ema|rsi_"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py,html,js}","head_limit":25,"path":"/home/hoon/kis_bot","pattern":"indicator_cache|save.*rsi|INSERT.*ema","-i":true}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/database.py","offset":2055,"limit":50}},{"type":"tool_use","name":"Grep","input":{"glob":"**/indicator_cache.py","head_limit":40,"path":"/home/hoon/kis_bot/kis_trader/engine","pattern":"rsi_|ema_|atr_|ma_"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py,md}","head_limit":30,"path":"/home/hoon/kis_bot","pattern":"ws_candles.*rsi|ensure_ws_candles_indicator"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py,sql}","head_limit":40,"path":"/home/hoon/kis_bot","pattern":"atr_|sma_|ma20|ma_20","glob_file_search":""}},{"type":"tool_use","name":"Read","input":{"limit":80,"offset":1,"path":"/home/hoon/kis_bot/kis_trader/engine/indicator_cache.py"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.py","head_limit":25,"path":"/home/hoon/kis_bot","pattern":"ws_candles.*atr|ADD COLUMN.*atr_|\\\"atr_"}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"DB에 있는 값은 **두 종류**입니다. Optuna가 MA(이평) 기간을 굴리는 전략은 **지금 TPE에는 없습니다.**\n\n---\n\n### 1) `ws_candles`에 찍힌 RSI / EMA 숫자\n\n봉마다 `rsi_2`, `rsi_3`, `rsi_5`(실시간 INSERT)와 `rsi_7/14/21`, `ema_5/9/12/15/21/34`(배치 materialize)가 있습니다.\n\n**용도:** 지표를 매번 다시 안 돌리려고 미리 넣어 둔 캐시입니다. 실매 TRIGGER·백테·Optuna가 `indicator_cache`로 읽어서 **같은 봉의 RSI/EMA**를 씁니다. 매매 규칙을 바꾸는 설정이 아니라 **계산 가속**입니다.\n\n**ATR / MA20 시계열은 이 테이블에 안 쌓습니다.** ATR·SMA20은 엔진이 OHLC로 그 자리에서 계산합니다.\n\n---\n\n### 2) `config_*`에 있는 EMA / RSI / ATR / MA **설정값**\n\n이건 “봉의 지표 값”이 아니라 **켜기/끄기·기간·배수·임계값**입니다. 실매·웹 폼·Optuna `--apply-best`가 여기를 읽습니다.\n\n| 전략 | RSI | EMA | MA(SMA) | ATR |\n|------|-----|-----|---------|-----|\n| **꼬리** | 필터 ON이 기본. 임계값 DB | 없음 | **MA20 이격** (`TAIL_USE_MA20_FILTER`, 기본 OFF) | 손절/익절 배수+캡. 지정가(`limit_atr`)도 ATR |\n| **모멘텀** | min/max, 필터 스위치 | **추세 EMA** 기간·ON/OFF | 없음 (호가 MA 윈도는 별개) | 엔진 안 씀 |\n| **돌파** | 없음 | EMA 옵션, 기본 OFF | 없음 | `sl_mode=atr`일 때만 ATR 손절 |\n| **스캘핑** | 기간·과매도·과열 | 추세 EMA 없음. MACD 켤 때만 내부 EMA | 없음 | 엔진 안 씀 (옛 키 이름만 남음) |\n\n---\n\n### Optuna가 실제로 **찾는** 것 (웹 기본 TPE)\n\n**MA(SMA) 기간·MA20 ON/OFF를 TPE가 탐색하는 전략은 없습니다.**\n\n- **꼬리:** RSI 임계, ATR 배수/캡, (지정가 스터디만) `limit_atr_mult`. **MA20 축 없음.** Grid(`fast` 등)에만 `ma20_max_above`가 있음.\n- **모멘텀:** RSI min/max는 찾음. **EMA 기간·EMA 필터 ON/OFF는 TPE에 없음.** DB의 `MOMENTUM_EMA_*`는 실매/웹 기본값으로만 고정 적용.\n- **돌파:** ATR 손절 스터디에서 `atr_sl_mult`만. **EMA 없음.**\n- **스캘핑:** RSI 기간·과매도·과열. **MA/EMA 없음.** MACD는 TPE에서 꺼 둠.\n\n정리하면, **봉에 저장된 RSI/EMA는 “미리 계산해 둔 시세”**이고, **config의 ATR/MA는 “그 숫자를 어떻게 쓸지”**입니다. Optuna TPE는 RSI·ATR(쓰는 전략만)을 찾고, **이평선 기간을 찾는 모드는 없습니다.**"}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 1:31 AM (UTC+9)</timestamp>\n<user_query>\n아니고 스위치만 잇고 안찾으면 무슨 의미가 잇냐 다시 정리해줘 엔진에 잇어야되는 전략이랑 지금 엔진에 있는지 없는지 tpe에 넣어야되는지 저장은 틱 들어올때 계산해서 같이 넣는지\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"스위치만 있고 TPE가 안 찾는 축이 엔진에 실제로 붙는지, 틱 저장 시점과 맞춰 다시 확인합니다."},{"type":"tool_use","name":"Grep","input":{"glob":"**/{tail_engine.py,momentum_engine.py,breakout_engine.py,scalping_engine.py,ema_trend_filter.py}","head_limit":40,"path":"/home/hoon/kis_bot/kis_trader/engine","pattern":"use_ma20|use_rsi|use_ema|atr_|compute_atr|ma20"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/*.{py}","head_limit":40,"path":"/home/hoon/kis_bot","pattern":"rsi_2|rsi_3|materialize|holding_peak","glob_file_search":""}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_tail_tpe_space.py","limit":80}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_breakout_tpe_space.py","limit":90}}]}}
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{"role":"assistant","message":{"content":[{"type":"text","text":"스위치만 있고 TPE가 안 찾는 건 **Optuna용 의미가 거의 없습니다.** 실매에서 손으로 켜고 끄는 손잡이일 뿐입니다.\n\n---\n\n### 스위치만 있으면 뭐가 되나\n\nOptuna trial은 **안 찾는 키는 DB/폼 기본값을 그대로 고정**합니다.\n\n| 상태 | 결과 |\n|------|------|\n| 스위치 **OFF** + 숫자도 안 찾음 | 그 기능은 학습에 **한 번도 안 들어감**. 웹에 체크만 있는 수준. |\n| 스위치 **OFF** + 숫자만 찾음 | **낭비.** 엔진이 숫자를 안 보는데 trial만 굴림. (국장 모멘텀 RSI가 이쪽에 가깝다) |\n| 스위치 **ON** + 숫자 찾음 | **의미 있음.** 꼬리 RSI가 이쪽. |\n| 스위치 ON/OFF를 **스터디로 나눔** | 꼬리 `align`/`limit_atr`, 돌파 `fixed`/`atr`처럼 **배타 모드만** 이렇게 함. |\n\n그래서 “엔진에 코드는 있는데 TPE에 없다” = **실매 옵션이지, 학습 축이 아님.**\n\n---\n\n### 저장은 틱마다 같이 넣나 → **아니다**\n\n틱이 올 때마다 EMA·ATR·MA를 계산해서 `ws_candles`에 넣는 구조가 **아닙니다.**\n\n| 무엇 | 언제 계산 | DB에 남나 |\n|------|-----------|-----------|\n| 봉 OHLC | 틱으로 **형성 중 봉**을 갱신 | 봉 upsert |\n| **RSI 2/3/5** | **봉을 쓸 때** 종가 시리즈로 계산 (확정/쓰기 큐). 틱 한 건마다 컬럼 INSERT 아님 | `rsi_2/3/5` |\n| **RSI 7/14/21, EMA 5/9/…** | 장중 실시간 아님. **배치 materialize** (백테/파람 가속) | `rsi_N` / `ema_N` |\n| **ATR** | 엔진이 분봉 OHLC로 **그때 계산** | 컬럼 없음 |\n| **MA20 (SMA)** | 꼬리 엔진이 종가 20개로 **그때 계산** | 컬럼 없음 |\n| `holding_peak` | 보유 중 틱 고점 | 봉에 같이 갱신 (지표 아님) |\n\n백테/Optuna는 이 봉+캐시를 읽고, 없는 ATR/MA20은 같은 공식으로 다시 계산합니다.\n\n---\n\n### 전략별: 엔진에 있어야 하나 / 지금 있나 / TPE에 넣나\n\n**넣어야 한다** = 그 전략의 타점·청산이 그 지표에 달려 있으면 엔진에 있어야 함. \n**TPE에 넣는다** = 엔진이 **실제로 쓰는 상태**(스위치 ON)일 때만 숫자를 찾는다. OFF면 스터디를 나누거나 아예 빼야 함.\n\n#### 꼬리\n\n| 지표 | 엔진에 있어야 | 지금 엔진 | 지금 TPE | 정리 |\n|------|---------------|-----------|----------|------|\n| ATR 손절/익절 | **필수** | 있음 (배수+캡) | **찾음** | 맞음 |\n| 지정가 ATR | `limit_atr`일 때만 | 있음 | 그 스터디만 찾음 | 맞음 |\n| RSI | 필터로 쓰면 필수 | 있음, 스위치 기본 **ON** | 임계값 **찾음**, 스위치는 안 찾음 | 스위치 ON 고정이면 숫자 찾는 게 맞음 |\n| MA20 | 필수는 아님 | 있음, 스위치 기본 **OFF** | **안 찾음** | 학습 의미 **없음**. 실매에서 켤 때만 동작 |\n\n#### 모멘텀\n\n| 지표 | 엔진에 있어야 | 지금 엔진 | 지금 TPE | 정리 |\n|------|---------------|-----------|----------|------|\n| EMA 추세 | 추세필터가 정체성이면 **있어야** | 있음, 웹 기본 **ON** | 기간/ON **안 찾음** | 실매 손잡이만. 학습은 DB EMA에 **고정** |\n| RSI | 필수는 아님 | 있음, 국장 기본 **OFF** | min/max **찾음** | **스위치 OFF면 TPE RSI는 의미 없음** |\n| ATR | **없어도 됨** | 없음 | 없음 | 맞음. 넣을 이유 없음 |\n| MA | **없어도 됨** | 추세는 EMA지 SMA 아님 | 없음 | 맞음 |\n\n#### 돌파\n\n| 지표 | 엔진에 있어야 | 지금 엔진 | 지금 TPE | 정리 |\n|------|---------------|-----------|----------|------|\n| ATR 손절 | `atr` 모드일 때만 | 있음, 기본은 **fixed %** | `atr` 스터디만 배수 찾음 | 맞음 |\n| EMA | 필수는 아님 | 있음, 기본 **OFF** | **안 찾음** | 학습 의미 없음 (꼬리 MA20과 같음) |\n| RSI / MA | 없어도 됨 | RSI 없음 | 없음 | 맞음 |\n\n#### 스캘핑\n\n| 지표 | 엔진에 있어야 | 지금 엔진 | 지금 TPE | 정리 |\n|------|---------------|-----------|----------|------|\n| RSI | **필수** | 있음 | 기간·과매도·과열 **찾음** | 맞음 |\n| ATR | **없어도 됨** | 없음 (옛 키만) | 없음 | 맞음 |\n| EMA/MA | MACD 쓸 때만 | MACD 기본 OFF | MACD **강제 OFF** | 추세이평 학습 없음 |\n\n---\n\n### 한 줄\n\n- **엔진에 있는 것** = 실매가 그 스위치/숫자로 거를 수 있다. \n- **TPE에 있는 것** = 그 숫자를 바꿔가며 수익을 찾는다. \n- **스위치만 있고 TPE가 안 찾음** = 학습에 안 들어간다. 켤 생각 없으면 Optuna 관점에선 죽은 옵션이다. \n- **저장** = 틱마다 ATR/EMA/MA를 같이 넣는 게 아니라, **봉 쓸 때 RSI 2/3/5만** 넣고 긴 EMA/RSI는 배치, ATR·MA20은 **엔진 계산**이다.\n\nTPE에 넣으려면 원칙은 하나다. **엔진이 켜서 쓰는 축만 넣고, 꺼져 있으면 빼거나 스터디를 나눈다.** 모멘텀 RSI(기본 OFF인데 숫자는 찾음)와 꼬리 MA20/돌파 EMA(코드만 있고 학습 안 함)가 지금 그 원칙에서 어긋난 두 패턴이다. 엔진 로직을 바꾸거나 TPE에 축을 넣는 건 별도 승인이 필요하다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 1:38 AM (UTC+9)</timestamp>\n<user_query>\n그럼 필요한 축은 무슨전략에 무슨 지수야? 그리고 낭비인애는 누구야 \n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"필요한 축은 **엔진이 켜서 쓰는 지표**이고, 낭비는 **엔진이 안 보는데 TPE가 굴리거나, 꺼진 스위치 뒤에만 있는 숫자**입니다.\n\n---\n\n### 필요한 축 (전략 → 지표)\n\n| 전략 | 지표 | 왜 필요 | 지금 TPE |\n|------|------|---------|----------|\n| **꼬리** | **ATR** | 손절·익절(지정가면 진입가까지) | 찾음. 지정가는 `limit_atr` 스터디만 |\n| **꼬리** | **RSI** | 필터 기본 ON, 과열 차단 | 임계값 찾음 |\n| **모멘텀** | **EMA** | 추세필터 기본 ON | **안 찾음** (실매 고정값만) |\n| **돌파** | **ATR** | `atr` 손절 스터디일 때만 | 그 스터디만 배수 찾음 |\n| **돌파** | **고정% 손절** | `fixed` 스터디 | `sl_pct` 찾음 |\n| **스캘핑** | **RSI** | 과매도 진입·과열 차단 | 기간·과매도·과열 찾음 |\n\n이 여섯이 “있어야 하는 축”입니다. \nMA(SMA)는 **어느 전략의 정체성 축도 아닙니다.** 꼬리에 MA20 옵션만 있고 기본 OFF입니다.\n\n---\n\n### 낭비\n\n| 누구 | 뭐가 낭비 | 이유 |\n|------|-----------|------|\n| **모멘텀 × RSI** | TPE가 `mom_rsi_min/max`를 찾음 | 국장 스위치 **기본 OFF** → 엔진이 RSI를 안 보는데 trial만 움직임 |\n| **꼬리 × MA20** | 코드·스위치만 있음 | 기본 OFF + TPE 안 찾음 → **학습 0**. 실매에서 안 켜면 죽은 옵션 |\n| **돌파 × EMA** | 위와 같음 | 기본 OFF + TPE 안 찾음 |\n| **모멘텀 × ATR** | 없음이 맞음 | 엔진에 ATR 없음. 찾으면 그게 낭비 |\n| **스캘핑 × ATR** | DB 키 이름만 남음 | 엔진 ATR 없음, TPE도 없음. **라벨 쓰레기** |\n| **스캘핑 × EMA/MA** | TPE가 MACD 꺼 둠 | 추세이평 안 씀. 찾는 게 낭비라서 안 넣는 게 맞음 |\n\n---\n\n### 한 줄로\n\n- **찾아라:** 꼬리 ATR·RSI, 스캘핑 RSI, 돌파는 스터디별로 고정% 또는 ATR, 모멘텀은 EMA(지금은 안 찾고 있음). \n- **버려라(학습):** 모멘텀 RSI(꺼진 채 숫자만 굴림), 꼬리 MA20, 돌파 EMA, 모멘텀/스캘핑 ATR.\n\n모멘텀 EMA는 낭비라기보다 **필요한데 TPE에 빠진 축**입니다. RSI처럼 꺼진 채 숫자를 넣는 것과는 반대입니다."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 1:41 AM (UTC+9)</timestamp>\n<user_query>\n아 개 어렵게 정리하네 전략 특성상 있어야되는데 없는거랑 아 답답하다 무슨 기준인지 모르겠냐?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"기준은 하나다. **그 전략이 원래 그걸로 먹고사는가.**\n\n- **꼬리** = 떨어진 뒤 반등. 손절·익절은 **ATR**. 과열이면 안 삼 = **RSI**. 이평 추세 아님.\n- **모멘텀** = 세게 오르는 추세. 정체성은 **EMA**. 손절은 %/래칫이지 ATR 아님. RSI는 HTS가 이미 거름.\n- **돌파** = 전고 뚫기. 정체성은 돌파+거래량. 손절은 **%** 가 기본, ATR은 대안일 뿐. 이평 아님.\n- **스캘핑** = 급락 후 짧은 반등. 정체성은 **RSI**. ATR·이평 아님.\n\n---\n\n**특성상 있어야 하는데 없는 것 — 하나다.**\n\n모멘텀 **EMA**를 TPE가 안 찾음. 엔진에는 있고, 학습만 안 함.\n\n---\n\n**낭비 (특성도 아닌데 있거나 찾고 있음)**\n\n- 모멘텀 **RSI** — 꺼져 있는데 TPE가 숫자를 굴림\n- 꼬리 **MA20**, 돌파 **EMA** — 옵션만 있고 기본 꺼짐, 학습도 안 함\n- 모멘텀·스캘핑 **ATR** — 그 전략 아님. 엔진에도 없음\n\n나머지는 이미 맞게 있다. 꼬리 ATR·RSI, 스캘핑 RSI, 돌파 손절(% 또는 ATR)."}]}}
{"role":"user","message":{"content":[{"type":"text","text":"<timestamp>Sunday, Aug 16, 2026, 1:46 AM (UTC+9)</timestamp>\n<user_query>\n모멘텀 EMA를 TPE가 안 찾음. 엔진에는 있고, 학습만 안 함. 모멘텀 RSI — 꺼져 있는데 TPE가 숫자를 굴림\n일단 모멘텀부터 정리하자 tpe 찾고 rsi는 필요없는 전략이라는거지? 필요한데 끈건아니야? tpe가 찾는데?\n</user_query>"}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"모멘텀에서 RSI가 ‘필요해서 끈 것’인지, ‘전략에 없어서 끈 것’인지 엔진이 실제로 보는 분기만 확인합니다."},{"type":"tool_use","name":"Grep","input":{"glob":"**/{momentum_engine.py,momentum*.py}","head_limit":40,"path":"/home/hoon/kis_bot/kis_trader","pattern":"use_rsi_filter|use_rsi_max_filter|mom_rsi_min|mom_rsi_max|rsi_period"}},{"type":"tool_use","name":"Grep","input":{"glob":"**/optuna_momentum_tpe_space.py","path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"use_rsi|mom_rsi|skip_hts"}}]}}
{"role":"assistant","message":{"content":[{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/engine/momentum_hts_logic.py","offset":465,"limit":180}},{"type":"tool_use","name":"Grep","input":{"glob":"**/optuna_momentum.py","head_limit":25,"path":"/home/hoon/kis_bot/kis_trader/backtest","pattern":"use_rsi_filter|use_rsi_max|suggest_momentum_params_tpe"}},{"type":"tool_use","name":"Read","input":{"path":"/home/hoon/kis_bot/kis_trader/backtest/optuna_momentum_tpe_space.py","offset":70,"limit":90}}]}}
{"role":"assistant","message":{"content":[{"type":"text","text":"국장 모멘텀 기준으로 말하면 이렇게다.\n\n**RSI는 필요한데 끈 게 아니다.** 이 전략 본체는 HTS 후보 + 전일종가 돌파 + 거래량 + **EMA 추세**다. 코드에도 RSI는 「SCAN 이후 보조, 기본 OFF」로 적혀 있다. 스캘핑처럼 RSI로 먹고사는 전략이 아니다.\n\n그래서 지금 상태는:\n\n- 스위치 OFF = **의도적으로 안 쓰는 것**\n- 그런데 TPE는 `mom_rsi_min` / `mom_rsi_max`를 **매번 굴린다**\n- 엔진이 그 숫자를 안 보니, 국장 trial에서는 **빈 축**이다\n\n해외만 예외다. HTS가 없어서 추격 패턴에 **RSI 하한은 쓴다.** 국장 이야기와 섞이면 안 된다.\n\n정리하면, 국장 모멘텀 TPE는 **EMA를 찾고 RSI min/max는 빼는 게** 전략이랑 맞다. 지금은 그 반대다."}]}}
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