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ls증권 히스토리 구독 넣음

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2026-07-30 18:05:07 +09:00
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======== Optuna 4전략 5일+apply-best 시작 2026-07-27T23:12:21+09:00 ========
START=2026-07-21 END=2026-07-27 (거래일 5: 21~24,27)
MODE=tpe TRIALS=200 STRATEGIES=scalp momentum breakout tail
apply-best=ON orderbook=off n_jobs=1 RESTART_BOT=1
PY=.venv/bin/python
master_log=logs/optuna_4strat_5d_apply_20260721_20260727_20260727_231221_master.log
total used free shared buff/cache available
Mem: 13Gi 4.9Gi 4.1Gi 73Mi 5.0Gi 8.8Gi
/dev/mapper/ubuntu--vg-ubuntu--lv 47G 35G 9.2G 80% /
-------- [scalp] START 2026-07-27T23:12:21+09:00 study=scalp_tpe_5d_apply_20260721_20260727_20260727_231221 --------
LOG=logs/optuna_scalp_tpe_5d_apply_20260727_231221.log
-------- [scalp] END rc=0 2026-07-27T23:50:32+09:00 --------
✅ [scalp] 완료(+apply-best 시도). log=logs/optuna_scalp_tpe_5d_apply_20260727_231221.log
[23:12:22] [param_search_optuna] 📌 호가필터: OFF (스킵 — 코어 파라미터 순수 탐색 (실매 ORDERBOOK도 OFF 권장 정합))
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_scalp_tpe_20260727_235004.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_scalp_tpe_20260727_235004.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_scalp_tpe_20260727_235004.json
OPTUNA_BRIEFING_MD=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_scalp_tpe_20260727_235004.briefing.md
백테스트에서 아무리 좋은 성과를 보였더라도, 이는 미래의 확정 수익을 약속하거나 특정 종목의 매수를 추천하는 것이 절대 아닙니다. #122 전략을 포함한 `results_gated` 내의 모든 후보는 즉시 실매에 적용하지 말고, 최소 5거래일 이상 재검증 후 페이퍼 또는 소액으로 충분히 관찰해야 합니다. 시장 상황 변화 시 손절 기능 작동 여부가 가장 중요하며, 백테스트 결과가 실매와 괴리될 수 있음을 항상 경고하며 철저한 리스크 관리에 집중해야 합니다.
✅ config_scalp + env_config INSERT id=1040:
[23:50:31] [param_search_optuna] 🚀 [Optuna apply-best] scalp gated trial #122 → env_config
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_scalp_tpe_20260727_235004.json
Mem: 13Gi 4.0Gi 5.0Gi 73Mi 5.1Gi 9.7Gi
-------- [momentum] START 2026-07-27T23:50:32+09:00 study=momentum_tpe_5d_apply_20260721_20260727_20260727_235032 --------
LOG=logs/optuna_momentum_tpe_5d_apply_20260727_235032.log
-------- [momentum] END rc=0 2026-07-28T00:36:56+09:00 --------
✅ [momentum] 완료(+apply-best 시도). log=logs/optuna_momentum_tpe_5d_apply_20260727_235032.log
[23:50:33] [param_search_optuna] 📌 호가필터: OFF (스킵 — 코어 파라미터 순수 탐색) market=KR
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_momentum_tpe_20260728_003629.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_momentum_tpe_20260728_003629.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_momentum_tpe_20260728_003629.json
OPTUNA_BRIEFING_MD=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_momentum_tpe_20260728_003629.briefing.md
단기간의 Optuna 최적값을 실매에 바로 적용하지 마세요. 최소 5일 이상의 재검증과 웹백테스트를 거쳐 `results_gated` 후보만 신중히 검토해야 합니다. **과적합된 전략은 시장 변화에 취약**하며, 승률 자랑보다 손절 기능이 제대로 작동하는지 확인이 필수입니다. 과거 수익은 미래를 보장하지 않으므로, 소액 모의투자로 1~2일 관찰 후 점진적 확대가 중요합니다. **절대 확정 수익을 약속하지 않습니다.**
✅ config_momentum + env_config INSERT id=1042 (MOMENTUM_* 키):
[00:36:56] [param_search_optuna] 🚀 [Optuna apply-best] momentum gated trial #170 → env_config
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_momentum_tpe_20260728_003629.json
Mem: 13Gi 4.0Gi 4.9Gi 73Mi 5.1Gi 9.6Gi
-------- [breakout] START 2026-07-28T00:36:56+09:00 study=breakout_tpe_5d_apply_20260721_20260727_20260728_003656 --------
LOG=logs/optuna_breakout_tpe_5d_apply_20260728_003656.log
-------- [breakout] END rc=0 2026-07-28T00:53:30+09:00 --------
✅ [breakout] 완료(+apply-best 시도). log=logs/optuna_breakout_tpe_5d_apply_20260728_003656.log
[00:36:57] [param_search_optuna] 📌 호가필터: OFF (스킵 — 코어 파라미터 순수 탐색)
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260728_005315.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260728_005315.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260728_005315.json
OPTUNA_BRIEFING_MD=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260728_005315.briefing.md
단 7일간의 백테스트는 시장 변화에 취약하며 과적합이나 표본 부족 위험이 매우 높습니다. 따라서 Optuna 최적 조합을 바로 실매에 적용하지 말고, 반드시 `results_gated` 내에서 다일 재검증과 웹 백테스트를 거쳐야 합니다. 시장이 변할 때는 승률 자랑보다 손절 기능이 살아있는지를 확인하고, 소액/모의 투자로 관찰 후 점진적으로 확대하시기 바랍니다. 확정 수익은 그 누구도 보장할 수 없습니다.
✅ DB env_config INSERT 완료 (BREAKOUT_* 키, id=1044):
[00:53:29] [param_search_optuna] 🚀 [Optuna apply-best] breakout gated trial #97 → env_config
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260728_005315.json
Mem: 13Gi 3.9Gi 5.0Gi 73Mi 5.1Gi 9.7Gi
-------- [tail] START 2026-07-28T00:53:30+09:00 study=tail_tpe_5d_apply_20260721_20260727_20260728_005330 --------
LOG=logs/optuna_tail_tpe_5d_apply_20260728_005330.log
-------- [tail] END rc=0 2026-07-28T02:30:11+09:00 --------
✅ [tail] 완료(+apply-best 시도). log=logs/optuna_tail_tpe_5d_apply_20260728_005330.log
[00:53:31] [param_search_optuna] 📌 호가필터: OFF (스킵 — 코어 파라미터 순수 탐색)
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260728_022918.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260728_022918.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260728_022918.json
OPTUNA_BRIEFING_MD=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260728_022918.briefing.md
Optuna best를 즉시 실매 적용은 금물입니다. 7일의 짧은 기간, 적은 거래 수는 과적합 우려가 큽니다. 최소 5일 이상 재검증 후 페이퍼/소액 모의 관찰이 필수입니다. 시장은 항상 변하므로, 승률보다 손절 작동에 집중해 리스크를 관리하세요. `results_gated` 후보만 신중히 적용하십시오.
[02:30:10] [param_search_optuna] 🏆 Best trial #59 | objective=2.679e+04 | pnl=26794.0 | wr=76.9% | trades=13
[02:30:11] [param_search_optuna] 🚀 [Optuna apply-best] gated trial #59 → env_config
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260728_022918.json
Mem: 13Gi 4.0Gi 4.7Gi 73Mi 5.3Gi 9.6Gi
======== ALL DONE 2026-07-28T02:30:11+09:00 ========
JSON/briefing: kis_trader/backtest/results/optuna_*_tpe_*5d* 또는 로그의 OPTUNA_RESULT_JSON=
개별 로그: logs/optuna_*_5d_apply_*.log
2026-07-28T02:30:11+09:00 실매 봇 재시작 (적용 파람 로드)...
active
2026-07-28T02:30:39+09:00 script exit 0

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logs/optuna_4strat_seq_2026-07-15_2026-07-16_20260717_031853_master.log
logs/optuna_4strat_seq_2026-07-21_2026-07-24_20260725_083647_master.log

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======== Optuna 4전략 TPE 순차 시작 2026-07-21T11:33:07+09:00 ========
START=2026-07-20 END=2026-07-21 MODE=tpe TRIALS=200
STRATEGIES=momentum tail breakout scalp
apply-best=OFF orderbook=off n_jobs=1
master_log=logs/optuna_4strat_tpe_2026-07-20_2026-07-21_20260721_113307_master.log
total used free shared buff/cache available
Mem: 13Gi 4.5Gi 1.8Gi 64Mi 7.7Gi 9.1Gi
/dev/mapper/ubuntu--vg-ubuntu--lv 47G 38G 6.4G 86% /
-------- [momentum] START 2026-07-21T11:33:07+09:00 study=momentum_tpe_20260720_20260721_20260721_113307 --------
-------- [momentum] END rc=0 2026-07-21T11:39:38+09:00 --------
LOG=logs/optuna_momentum_tpe_20260721_113307.log
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_momentum_tpe_20260721_113936.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_momentum_tpe_20260721_113936.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_momentum_tpe_20260721_113936.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_momentum_tpe_20260721_113936.json
-------- [tail] START 2026-07-21T11:39:38+09:00 study=tail_tpe_20260720_20260721_20260721_113938 --------
-------- [tail] END rc=0 2026-07-21T11:50:44+09:00 --------
LOG=logs/optuna_tail_tpe_20260721_113938.log
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260721_115041.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260721_115041.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260721_115041.json
[11:50:44] [param_search_optuna] 🏆 Best trial #136 | objective=1.124e+04 | pnl=11241.0 | wr=54.5% | trades=11
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260721_115041.json
-------- [breakout] START 2026-07-21T11:50:44+09:00 study=breakout_tpe_20260720_20260721_20260721_115044 --------
-------- [breakout] END rc=0 2026-07-21T11:53:22+09:00 --------
LOG=logs/optuna_breakout_tpe_20260721_115044.log
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260721_115322.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260721_115322.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260721_115322.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260721_115322.json
-------- [scalp] START 2026-07-21T11:53:22+09:00 study=scalp_tpe_20260720_20260721_20260721_115322 --------
-------- [scalp] END rc=0 2026-07-21T11:56:08+09:00 --------
LOG=logs/optuna_scalp_tpe_20260721_115322.log
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_scalp_tpe_20260721_115607.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_scalp_tpe_20260721_115607.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_scalp_tpe_20260721_115607.json
OPTUNA_RESULT_JSON=/home/hoon/kis_bot/kis_trader/backtest/results/optuna_scalp_tpe_20260721_115607.json
======== ALL DONE 2026-07-21T11:56:08+09:00 ========
apply 하지 않음. JSON은 kis_trader/backtest/results/optuna_*_tpe_*.json
검증: .venv/bin/python scripts/verify_optuna_tpe_apply_dryrun.py

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======== waiter start 2026-07-25T00:22:55+09:00 ========
WAIT_PID=2656890 (scalp 종료 대기)
THEN: STRATEGIES=tail momentum breakout START=2026-07-21 END=2026-07-24 MODE=tpe TRIALS=200
apply-best=OFF
2026-07-25T00:22:55+09:00 waiting for PID 2656890 ...
2026-07-25T00:30:55+09:00 PID 2656890 exited
2026-07-25T00:30:55+09:00 launching 4strat seq (remaining) ...
2026-07-25T02:59:52+09:00 chain finished rc=0

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/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260728_225245.json

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/home/hoon/kis_bot/kis_trader/backtest/results/optuna_scalp_fine_20260721_024021.json
/home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260728_225245.json

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# mid-enroll verify 2026-07-21..2026-07-23
ts=2026-07-23 22:07:18
json:us_momentum_tpe_ -> /home/hoon/kis_bot/kis_trader/backtest/results/optuna_us_momentum_tpe_20260723_200907.json
json:us_momentum_QQQM_ -> /home/hoon/kis_bot/kis_trader/backtest/results/optuna_us_momentum_QQQM_tpe_20260723_201132.json
json:us_momentum_SPCX_ -> /home/hoon/kis_bot/kis_trader/backtest/results/optuna_us_momentum_SPCX_tpe_20260723_201245.json
json:us_momentum_SPYM_ -> /home/hoon/kis_bot/kis_trader/backtest/results/optuna_us_momentum_SPYM_tpe_20260723_201422.json
json:us_momentum_TSLA_ -> /home/hoon/kis_bot/kis_trader/backtest/results/optuna_us_momentum_TSLA_tpe_20260723_201527.json
json:momentum_tpe_ -> /home/hoon/kis_bot/kis_trader/backtest/results/optuna_momentum_tpe_20260723_204339.json
json:tail_tpe_ -> /home/hoon/kis_bot/kis_trader/backtest/results/optuna_tail_tpe_20260723_213324.json
json:breakout_tpe_ -> /home/hoon/kis_bot/kis_trader/backtest/results/optuna_breakout_tpe_20260723_214201.json
json:scalp_tpe_ -> /home/hoon/kis_bot/kis_trader/backtest/results/optuna_scalp_tpe_20260723_220659.json
## KR web-aligned BT (current DB after apply)
### momentum rc=0
{"ok": true, "job_id": "momentum_bt_cli_20260721_20260723_20260723_220718", "strategy": "momentum", "result_json": "/home/hoon/kis_bot/kis_trader/backtest/results/momentum_bt_cli_20260721_20260723_20260723_220718.json", "summary": {"avg_hold_min": 644.8, "backtest_buy_source": null, "backtest_days": 3, "bot_pct": 14.44, "budget_warning": "총한도 1,200,000원 < 동시8×1회투자 2,400,000원 — 잔여금 소액매수·과다 회전 위험. 실매 정렬: 총한도↑ 또는 동시보유↓", "daily_avg_pct": 4.813, "loss_trades": 3, "max_drawdown": 14100, "peak_cum_at": "202607231554", "peak_cum_pnl": 173290, "profit_factor": 8.52, "skip_stats": {"bt_flatten_count": 4, "buy_queue_mode": "live_scan", "candle_warmup_bars": 400, "candle_warmup_prepended": 152304, "ohlc_entry_count": 7, "ohlc_exit_count": 0, "rest_warmup": {"bars": 4412, "cache_hit": 0, "fail": 4, "need": 14, "ok": 10, "retry": 14, "skipped": 0}, "scan_buys": 19, "scan_events": 6840, "scan_sec": 10, "skipped_micro_buys": 1179, "tick_entry_count": 12, "tick_exit_count": 10, "universe_debounce_sec": 60, "universe_mode": "scan_at", "wallclock_exit_count": 5}, "tick_backtest": {"tick_bar_coverage_pct": 43.05, "tick_bar_coverage_pct_all": 8.34, "tick_bar_coverage_pct_friend": 9.53, "tick_bar_coverage_pct_legacy_exact": 8.28, "tick_bar_coverage_pct_subscribed": 43.05, "tick_bar_coverage_pct_traded": 61.84, "tick_bars_covered": 36400, "tick_bars_friend_covered": 36400, "tick_bars_friend_total": 381979, "tick_bars_subscribed_covered": 36335, "tick_bars_subscribed_total": 84401, "tick_bars_total": 436364, "tick_bars_traded_subscribed_covered": 3722, "tick_bars_traded_subscribed_total": 6019, "tick_codes_total": 595, "tick_codes_traded": 17, "tick_codes_with_data": 511, "tick_only_codes_dropped": 84, "tick_only_codes_kept": 511, "ws_tick_rows_loaded": 2072832, "ws_ticks_table": "ws_ticks"}, "total_pnl": 173290, "total_trades": 19, "win_rate": 84.21, "win_trades": 16}, "elapsed_sec": 47.0}
22:08:05 [INFO] ✅ 완료 47.0s | trades=19 WR=84.21 PnL=173290 | /home/hoon/kis_bot/kis_trader/backtest/results/momentum_bt_cli_20260721_20260723_20260723_220718.json
log=/home/hoon/kis_bot/logs/verify_bt_momentum_1784812038.json
### tail rc=0
{"ok": true, "job_id": "tail_bt_cli_20260721_20260723_20260723_220806", "strategy": "tail", "result_json": "/home/hoon/kis_bot/kis_trader/backtest/results/tail_bt_cli_20260721_20260723_20260723_220806.json", "summary": {"avg_hold_min": 92.2, "backtest_buy_source": "ws_ticks", "backtest_days": 3, "bot_pct": 2.89, "budget_warning": "총한도 1,200,000원 < 동시8×1회투자 2,400,000원 — 잔여금 소액매수·과다 회전 위험. 실매 정렬: 총한도↑ 또는 동시보유↓", "daily_avg_pct": 0.963, "loss_trades": 0, "max_drawdown": 0, "peak_cum_at": "202607231520", "peak_cum_pnl": 34722, "profit_factor": 9999.0, "skip_stats": {"candle_warmup_bars": 50, "inclusion_lookback_entries": 5, "ohlc_exit_count": 0, "rest_warmup": {"bars": 30, "cache_hit": 0, "fail": 57, "need": 60, "ok": 3, "skipped": 0}, "tick_entry_sources": {"ohlc_low": 0, "ohlc_open": 2, "ws_ticks": 8}, "tick_exit_count": 8}, "tick_backtest": {"tick_bar_coverage_pct": 57.75, "tick_bar_coverage_pct_all": 16.81, "tick_bar_coverage_pct_friend": 19.16, "tick_bar_coverage_pct_legacy_exact": 12.92, "tick_bar_coverage_pct_subscribed": 57.75, "tick_bar_coverage_pct_traded": 53.2, "tick_bars_covered": 15397, "tick_bars_friend_covered": 15397, "tick_bars_friend_total": 80349, "tick_bars_subscribed_covered": 15036, "tick_bars_subscribed_total": 26038, "tick_bars_total": 91609, "tick_bars_traded_subscribed_covered": 623, "tick_bars_traded_subscribed_total": 1171, "tick_codes_total": 576, "tick_codes_traded": 10, "tick_codes_with_data": 497, "ws_tick_rows_loaded": 2072730}, "tick_entry_sources": {"ohlc_low": 0, "ohlc_open": 2, "ws_ticks": 8}, "total_pnl": 34722, "total_trades": 10, "universe_warning": null, "win_rate": 100.0, "win_trades": 10}, "elapsed_sec": 61.2}
22:09:07 [INFO] ✅ 완료 61.2s | trades=10 WR=100.0 PnL=34722 | /home/hoon/kis_bot/kis_trader/backtest/results/tail_bt_cli_20260721_20260723_20260723_220806.json
log=/home/hoon/kis_bot/logs/verify_bt_tail_1784812085.json
### breakout rc=0
{"ok": true, "job_id": "breakout_bt_cli_20260721_20260723_20260723_220907", "strategy": "breakout", "result_json": "/home/hoon/kis_bot/kis_trader/backtest/results/breakout_bt_cli_20260721_20260723_20260723_220907.json", "summary": {"avg_hold_min": 117.7, "backtest_buy_source": "ws_ticks", "backtest_days": 3, "bot_pct": 10.23, "budget_warning": "총한도 1,200,000원 < 동시8×1회투자 2,400,000원 — 잔여금 소액매수·과다 회전 위험. 실매 정렬: 총한도↑ 또는 동시보유↓", "daily_avg_pct": 3.41, "loss_trades": 13, "max_drawdown": 24780, "max_stocks": 8, "peak_cum_at": "20260723123632", "peak_cum_pnl": 143220, "profit_factor": 2.62, "slot_money": 300000.0, "tick_backtest": {"tick_bar_coverage_pct": 42.93, "tick_bar_coverage_pct_all": 12.0, "tick_bar_coverage_pct_friend": 13.73, "tick_bar_coverage_pct_legacy_exact": 11.94, "tick_bar_coverage_pct_subscribed": 42.93, "tick_bar_coverage_pct_traded": 42.52, "tick_bars_covered": 36299, "tick_bars_friend_covered": 36299, "tick_bars_friend_total": 264287, "tick_bars_subscribed_covered": 36237, "tick_bars_subscribed_total": 84401, "tick_bars_total": 302563, "tick_bars_traded_subscribed_covered": 5084, "tick_bars_traded_subscribed_total": 11956, "tick_codes_total": 595, "tick_codes_traded": 28, "tick_codes_with_data": 511, "ws_tick_rows_loaded": 2072832}, "total_budget_krw": 1200000.0, "total_pnl": 122760, "total_trades": 32, "win_rate": 59.38, "win_trades": 19}, "elapsed_sec": 25.6}
22:09:33 [INFO] ✅ 완료 25.6s | trades=32 WR=59.38 PnL=122760 | /home/hoon/kis_bot/kis_trader/backtest/results/breakout_bt_cli_20260721_20260723_20260723_220907.json
log=/home/hoon/kis_bot/logs/verify_bt_breakout_1784812147.json
### scalp rc=0
{"ok": true, "job_id": "scalp_bt_cli_20260721_20260723_20260723_220933", "strategy": "scalp", "result_json": "/home/hoon/kis_bot/kis_trader/backtest/results/scalp_bt_cli_20260721_20260723_20260723_220933.json", "summary": {"avg_hold_min": 85.7, "backtest_buy_source": "ws_ticks", "backtest_days": 3, "bot_pct": 5.76, "budget_warning": "총한도 1,200,000원 < 동시8×1회투자 2,400,000원 — 잔여금 소액매수·과다 회전 위험. 실매 정렬: 총한도↑ 또는 동시보유↓", "daily_avg_pct": 1.92, "loss_trades": 14, "max_drawdown": 43783, "peak_cum_at": "202607221525", "peak_cum_pnl": 74667, "profit_factor": 1.81, "skip_stats": {"ohlc_exit_count": 0, "skipped_micro_buys": 463, "tick_entry_count": 225, "tick_exit_count": 35}, "tick_backtest": {"tick_bar_coverage_pct": 42.93, "tick_bar_coverage_pct_all": 12.0, "tick_bar_coverage_pct_friend": 13.73, "tick_bar_coverage_pct_legacy_exact": 11.94, "tick_bar_coverage_pct_subscribed": 42.93, "tick_bar_coverage_pct_traded": 40.96, "tick_bars_covered": 36299, "tick_bars_friend_covered": 36299, "tick_bars_friend_total": 264287, "tick_bars_subscribed_covered": 36237, "tick_bars_subscribed_total": 84401, "tick_bars_total": 302563, "tick_bars_traded_subscribed_covered": 4910, "tick_bars_traded_subscribed_total": 11988, "tick_codes_total": 595, "tick_codes_traded": 39, "tick_codes_with_data": 511, "ws_tick_rows_loaded": 2072832}, "total_pnl": 69116, "total_trades": 45, "win_rate": 68.89, "win_trades": 31}, "elapsed_sec": 29.0}
22:10:02 [INFO] ✅ 완료 29.0s | trades=45 WR=68.89 PnL=69116 | /home/hoon/kis_bot/kis_trader/backtest/results/scalp_bt_cli_20260721_20260723_20260723_220933.json
log=/home/hoon/kis_bot/logs/verify_bt_scalp_1784812173.json
## US web BT (global + cfg symbols)
### us:GLOBAL trades=0 wr=0.0% pnl=0
### us:QQQM trades=13 wr=23.1% pnl=-4
### us:SPCX trades=7 wr=85.7% pnl=7
### us:SPYM trades=3 wr=33.3% pnl=1
### us:TSLA trades=1 wr=100.0% pnl=1
## restart kis_trader_main
restart_rc=0 active=active
## live match notes
- ALIGN_DEFER_MID_BAR_ENROLL + LIVE_ALIGN_ENTRY_FROM_TICK_BUFFER 가 실매·백테 공통
- 장중 실매 체결 로그의 entry_src=ws_ticks|ohlc_open / 탈락-중편입시가애매 로 확인
- 미장 10시(22:00 KST) 전 us apply 완료 여부: master 로그 US 구간 END 시각 확인

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======== 모멘텀 Optuna(LS)→백테 시작 2026-07-28T19:03:41+09:00 ========
START=2026-07-22 END=2026-07-28 MODE=tpe TRIALS=200
universe_history_source=ls apply-best=OFF 실매적용=없음
study=momentum_tpe_ls_20260722_20260728_20260728_190341
optuna_log=logs/optuna_momentum_tpe_ls_20260728_190341.log
bt_log=logs/bt_momentum_ls_currdb_20260728_190341.log
master=logs/optuna_mom_ls_then_bt_20260728_190341_master.log
total used free shared buff/cache available
Mem: 13Gi 5.2Gi 2.9Gi 74Mi 5.9Gi 8.4Gi
-------- Optuna 종료 rc=0 2026-07-28T19:46:26+09:00 --------
best_json kis_trader/backtest/results/optuna_momentum_tpe_20260728_194602.json
best_value 2.1329682291312335 trial 152
-------- 현재 DB 백테(LS) START 2026-07-28T19:46:26+09:00 --------
LOG=logs/bt_momentum_ls_currdb_20260728_190341.log
-------- 현재 DB 백테 종료 rc=0 2026-07-28T19:47:24+09:00 --------
optuna_log=logs/optuna_momentum_tpe_ls_20260728_190341.log
bt_log=logs/bt_momentum_ls_currdb_20260728_190341.log
실매 미적용(apply-best 없음) · 봇 재시작 없음
======== 전체 종료 2026-07-28T19:47:24+09:00 ========
======== 모멘텀 Optuna(LS)→백테 시작 2026-07-28T20:04:33+09:00 ========
START=2026-07-27 END=2026-07-28 MODE=tpe TRIALS=200
universe_history_source=ls apply-best=OFF 실매적용=없음
study=momentum_tpe_ls_20260727_20260728_20260728_200433
optuna_log=logs/optuna_momentum_tpe_ls_20260728_200433.log
bt_log=logs/bt_momentum_ls_currdb_20260728_200433.log
master=logs/optuna_mom_ls_then_bt_20260728_200433_master.log
total used free shared buff/cache available
Mem: 13Gi 5.1Gi 3.5Gi 74Mi 5.4Gi 8.5Gi
-------- Optuna 종료 rc=0 2026-07-28T20:10:10+09:00 --------
best_json kis_trader/backtest/results/optuna_momentum_tpe_20260728_200954.json
best_value 0.2304 trial 196
-------- 현재 DB 백테(LS) START 2026-07-28T20:10:10+09:00 --------
LOG=logs/bt_momentum_ls_currdb_20260728_200433.log
-------- 현재 DB 백테 종료 rc=0 2026-07-28T20:10:30+09:00 --------
optuna_log=logs/optuna_momentum_tpe_ls_20260728_200433.log
bt_log=logs/bt_momentum_ls_currdb_20260728_200433.log
실매 미적용(apply-best 없음) · 봇 재시작 없음
======== 전체 종료 2026-07-28T20:10:30+09:00 ========

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======== 스캘핑+돌파 Optuna(LS) 시작 2026-07-28T20:13:24+09:00 ========
START=2026-07-27 END=2026-07-28 MODE=tpe TRIALS=200 HIST=ls
apply-best=OFF 실매적용=없음 · 순차: scalp → breakout
master=logs/optuna_scalp_bo_ls_20260728_201324_master.log
total used free shared buff/cache available
Mem: 13Gi 5.3Gi 3.4Gi 74Mi 5.4Gi 8.4Gi
-------- scalp Optuna START 2026-07-28T20:13:24+09:00 --------
study=scalp_tpe_ls_20260727_20260728_20260728_201324
optuna_log=logs/optuna_scalp_tpe_ls_20260728_201324.log
-------- scalp Optuna 종료 rc=0 2026-07-28T20:20:08+09:00 --------
best_json kis_trader/backtest/results/optuna_scalp_tpe_20260728_201954.json
best_value 1.1014 trial 164
best_summary trades 2 wr 100.0 pnl 5507.0
-------- breakout Optuna START 2026-07-28T20:20:08+09:00 --------
study=breakout_tpe_ls_20260727_20260728_20260728_201324
optuna_log=logs/optuna_breakout_tpe_ls_20260728_201324.log
-------- breakout Optuna 종료 rc=2 2026-07-28T20:20:09+09:00 --------
❌ breakout 실패 log=logs/optuna_breakout_tpe_ls_20260728_201324.log
실매 미적용(apply-best 없음) · 봇 재시작 없음
======== 전체 종료 rc=2 2026-07-28T20:20:09+09:00 ========

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# mid-enroll verify 2026-07-21..2026-07-23
ts=2026-07-23 23:18:39
scope=us_only
json:us_momentum_tpe_ -> /home/hoon/kis_bot/kis_trader/backtest/results/optuna_us_momentum_tpe_20260723_224424.json
json:us_momentum_QQQM_ -> /home/hoon/kis_bot/kis_trader/backtest/results/optuna_us_momentum_QQQM_tpe_20260723_224619.json
json:us_momentum_SPCX_ -> /home/hoon/kis_bot/kis_trader/backtest/results/optuna_us_momentum_SPCX_tpe_20260723_224736.json
json:us_momentum_SPYM_ -> /home/hoon/kis_bot/kis_trader/backtest/results/optuna_us_momentum_SPYM_tpe_20260723_224908.json
json:us_momentum_TSLA_ -> /home/hoon/kis_bot/kis_trader/backtest/results/optuna_us_momentum_TSLA_tpe_20260723_225019.json
## US web BT (global + cfg symbols)
### us:GLOBAL trades=0 wr=0.0% pnl=0.0000
### us:QQQM trades=14 wr=0.0% pnl=-2047.6693
### us:SPCX trades=7 wr=0.0% pnl=-1614.1013
### us:SPYM trades=3 wr=0.0% pnl=-661.3232
### us:TSLA trades=1 wr=0.0% pnl=-187.3632
## restart kis_trader_main
restart_rc=0 active=active
## live match notes
- ALIGN_DEFER_MID_BAR_ENROLL + LIVE_ALIGN_ENTRY_FROM_TICK_BUFFER 가 실매·백테 공통
- 장중 실매 체결 로그의 entry_src=ws_ticks|ohlc_open / 탈락-중편입시가애매 로 확인
- 미장 10시(22:00 KST) 전 us apply 완료 여부: master 로그 US 구간 END 시각 확인

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/home/hoon/kis_bot/kis_trader/backtest/results/optuna_us_momentum_TSLA_tpe_20260723_225019.json

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TS=20260724_221858