#!/bin/bash # 4전략 Optuna mode=tpe 순차 실행 (병렬 X — RAM/틱 로딩 OOM 방지) # 기본 기간: 어제~오늘(호출 시 START/END 오버라이드) # --apply-best 없음 — 결과 JSON만. apply 는 사용자 승인 후. # # 사용: # nohup bash scripts/run_optuna_4strat_tpe_seq.sh >> logs/optuna_4strat_tpe_master.log 2>&1 & # tail -f logs/optuna_4strat_tpe_latest_master.logpath # 경로만 # tail -f "$(cat logs/optuna_4strat_tpe_latest_master.logpath)" # # START=2026-07-20 END=2026-07-21 TRIALS=200 bash scripts/run_optuna_4strat_tpe_seq.sh set -euo pipefail cd /home/hoon/kis_bot mkdir -p logs kis_trader/backtest/results START="${START:-2026-07-20}" END="${END:-2026-07-21}" MODE="${MODE:-tpe}" TRIALS="${TRIALS:-200}" STUDY_TRIALS="${STUDY_TRIALS:-}" MIN_TRADES="${MIN_TRADES:-1}" # 탐색 게이트 OFF — TPE 학습. 사후 후보는 JSON results_gated (REPORT_MIN_*) MIN_WIN_RATE="${MIN_WIN_RATE:-0}" MIN_PF="${MIN_PF:-0}" # 공백 구분 — 기본 국내4 (해외 us_momentum 은 STRATEGIES 에 넣을 때만) # STRATEGIES="momentum tail" bash ... # STRATEGIES="us_momentum momentum" bash ... STRATEGIES="${STRATEGIES:-momentum tail breakout scalp}" # 꼬리 TPE 진입모드 — 한 스터디에 섞지 않음. 공백 구분 시 순차 2회. # TAIL_OPTUNA_ENTRY_MODES="align limit_atr" TAIL_OPTUNA_ENTRY_MODES="${TAIL_OPTUNA_ENTRY_MODES:-align}" # 돌파 TPE 손절모드 — 한 스터디에 섞지 않음. 공백 구분 시 순차. # BREAKOUT_OPTUNA_SL_MODES="fixed atr" BREAKOUT_OPTUNA_SL_MODES="${BREAKOUT_OPTUNA_SL_MODES:-fixed}" # 돌파 TPE 호가 스위치 — trial 축 아님. 손절×호가 최대 4순차. # BREAKOUT_OPTUNA_OB_MODES="off on" BREAKOUT_OPTUNA_OB_MODES="${BREAKOUT_OPTUNA_OB_MODES:-off}" # kiwoom|ls — 웹 Optuna 이력소스 / CLI UNIVERSE_HISTORY_SOURCE UNIVERSE_HISTORY_SOURCE="${UNIVERSE_HISTORY_SOURCE:-${BACKTEST_UNIVERSE_HISTORY_SOURCE:-kiwoom}}" PY="${PY:-.venv/bin/python}" TS0="$(date +%Y%m%d_%H%M%S)" MASTER="logs/optuna_4strat_tpe_${START}_${END}_${TS0}_master.log" { echo "======== Optuna 4전략 TPE 순차 시작 $(date -Is) ========" echo "START=$START END=$END MODE=$MODE TRIALS=$TRIALS STUDY_TRIALS=${STUDY_TRIALS:-}" echo "STRATEGIES=$STRATEGIES" echo "TAIL_OPTUNA_ENTRY_MODES=$TAIL_OPTUNA_ENTRY_MODES" echo "BREAKOUT_OPTUNA_SL_MODES=$BREAKOUT_OPTUNA_SL_MODES" echo "BREAKOUT_OPTUNA_OB_MODES=$BREAKOUT_OPTUNA_OB_MODES" echo "UNIVERSE_HISTORY_SOURCE=$UNIVERSE_HISTORY_SOURCE" echo "min_wr=$MIN_WIN_RATE min_pf=$MIN_PF min_trades=$MIN_TRADES" echo "apply-best=OFF breakout-orderbook=스위치(스터디별) n_jobs=1 (사후 results_gated + briefing.md)" echo "master_log=$MASTER" free -h | sed -n '1,2p' df -h / | tail -1 } | tee -a "$MASTER" echo "$MASTER" > logs/optuna_4strat_tpe_latest_master.logpath run_one() { local strat="$1" local entry_mode="${2:-}" local sl_mode="${3:-}" local ob_mode="${4:-off}" local ts study log sort_by bo_extra ts="$(date +%Y%m%d_%H%M%S)" study="${strat}_tpe_${START//-/}_${END//-/}_${ts}" log="logs/optuna_${strat}_tpe_${ts}.log" if [[ "$strat" == "tail" && -n "$entry_mode" ]]; then study="${strat}_${entry_mode}_tpe_${START//-/}_${END//-/}_${ts}" log="logs/optuna_${strat}_${entry_mode}_tpe_${ts}.log" fi if [[ "$strat" == "breakout" && -n "$sl_mode" ]]; then bo_extra="${sl_mode}_ob_${ob_mode}" study="${strat}_${bo_extra}_tpe_${START//-/}_${END//-/}_${ts}" log="logs/optuna_${strat}_${bo_extra}_tpe_${ts}.log" fi sort_by="pnl" case "$strat" in momentum|us_momentum|scalp) sort_by="score" ;; esac { echo "" echo "-------- [$strat${entry_mode:+/$entry_mode}${sl_mode:+/$sl_mode}${bo_extra:+/$bo_extra}] START $(date -Is) study=$study univ=$UNIVERSE_HISTORY_SOURCE --------" } | tee -a "$MASTER" echo "$log" > "logs/optuna_${strat}_tpe_latest.logpath" echo "$study" > "logs/optuna_${strat}_tpe_latest.study" # 웹 진행률: 전역 latest.study 가 이전 전략에 남으면 바가 1번에서 멈춤 → 잡별 파일 if [[ -n "${OPTUNA_SEQ_ACTIVE_FILE:-}" ]]; then if [[ "$strat" == "breakout" && -n "$bo_extra" ]]; then extra="$bo_extra" else extra="${entry_mode:-${sl_mode:-}}" fi { echo "strategy=$strat" echo "study=$study" echo "entry_mode=${entry_mode:-}" echo "sl_mode=${sl_mode:-}" echo "ob_mode=${ob_mode:-}" echo "extra=${extra}" } > "$OPTUNA_SEQ_ACTIVE_FILE" fi set +e set +e local cmd_args=( --strategy "$strat" --mode "$MODE" --start "$START" --end "$END" --trials "$TRIALS" --min_trades "$MIN_TRADES" --min_win_rate "$MIN_WIN_RATE" --min_pf "$MIN_PF" --orderbook-filter "$([[ "$strat" == "breakout" ]] && echo "$ob_mode" || echo off)" --no-progress --study-name "$study" --sort-by "$sort_by" --universe-history-source "$UNIVERSE_HISTORY_SOURCE" ) if [[ -n "${STUDY_TRIALS:-}" && "${STUDY_TRIALS}" != "0" ]]; then cmd_args+=(--study-trials "$STUDY_TRIALS") fi if [[ "$strat" == "tail" && -n "$entry_mode" ]]; then cmd_args+=(--entry-mode "$entry_mode") fi if [[ "$strat" == "breakout" && -n "$sl_mode" ]]; then cmd_args+=(--sl-mode "$sl_mode") fi if [[ -n "${TICK_SOURCE:-}" ]]; then cmd_args+=("--tick-source" "$TICK_SOURCE") fi if [[ -n "${OB_SOURCE:-}" ]]; then cmd_args+=("--ob-source" "$OB_SOURCE") fi "$PY" -u kis_trader/backtest/param_search_optuna.py "${cmd_args[@]}" >"$log" 2>&1 local rc=$? set -e { echo "-------- [$strat${entry_mode:+/$entry_mode}${sl_mode:+/$sl_mode}${bo_extra:+/$bo_extra}] END rc=$rc $(date -Is) --------" echo "LOG=$log" grep -E 'OPTUNA_RESULT_JSON=|OPTUNA_BRIEFING_MD=|Best trial|optuna_best|❌|KeyError|Traceback' "$log" | tail -n 24 || true } | tee -a "$MASTER" if [[ "$rc" -ne 0 ]]; then echo "⚠️ [$strat] 실패 rc=$rc — 다음 전략 계속" | tee -a "$MASTER" fi return 0 } for s in $STRATEGIES; do if [[ "$s" == "tail" ]]; then for em in $TAIL_OPTUNA_ENTRY_MODES; do run_one tail "$em" done elif [[ "$s" == "breakout" ]]; then for sm in $BREAKOUT_OPTUNA_SL_MODES; do for om in $BREAKOUT_OPTUNA_OB_MODES; do run_one breakout "" "$sm" "$om" done done else run_one "$s" fi done { echo "" echo "======== ALL DONE $(date -Is) ========" echo "apply 하지 않음. JSON= kis_trader/backtest/results/optuna_*_tpe_*.json" echo "브리핑= 같은 이름 .briefing.md (이전 장 / 앞으로 장)" echo "검증: .venv/bin/python scripts/verify_optuna_tpe_apply_dryrun.py" } | tee -a "$MASTER"