From 24d3ba941190fc0bd21c59a5fe67ae15828548b8 Mon Sep 17 00:00:00 2001 From: 21in7 Date: Sun, 1 Mar 2026 22:25:38 +0900 Subject: [PATCH] feat: enhance data fetching and model training with OI and funding rate integration - Updated `fetch_history.py` to collect open interest (OI) and funding rate data from Binance, improving the dataset for model training. - Modified `train_and_deploy.sh` to include options for OI and funding rate collection during data fetching. - Enhanced `dataset_builder.py` to incorporate OI change and funding rate features with rolling z-score normalization. - Updated training logs to reflect new metrics and features, ensuring comprehensive tracking of model performance. - Adjusted feature columns in `ml_features.py` to include OI and funding rate for improved model robustness. --- models/mlx_filter.meta.npz | Bin 1186 -> 1186 bytes models/mlx_filter.npz | Bin 45764 -> 45764 bytes models/mlx_filter.onnx | Bin 45243 -> 45243 bytes models/training_log.json | 27 ++++++ scripts/fetch_history.py | 166 +++++++++++++++++++++++++++++++++++- scripts/train_and_deploy.sh | 24 ++++-- src/dataset_builder.py | 25 ++++-- src/ml_features.py | 3 + 8 files changed, 232 insertions(+), 13 deletions(-) diff --git a/models/mlx_filter.meta.npz b/models/mlx_filter.meta.npz index a8dbf26171504791f1d5117689bd1538453cf28f..5b2f11197b8bd33dd1487c0a8a518ab04882ce53 100644 GIT binary patch delta 241 zcmZ3)xrkFJz?+#xmjMD48D5_iZk#BzB5jU~o70~+O%@DoU+faO&30?wcXE2x)8+4G#?cG#}*%icojn|-p; eZu^rbKG5cp zYVG8EI33vP9QXbD{b=tKs}*~jbsZdDPX1?SX0>tO4E^$bwOecVEjqA#-`|3QeO`w$ z_Z_?UVy_Ly7F$%CT4IalOjclA9%5-d)v-2gjkU!@QTsi7HTJbjemid4`_^$o-~s!% z^Jnc3I|w=0Dl5Ku!#6*Ul#k;-e}=z c`^H8?`_0l!^BGw{o|(Ll*@y*f*B9n>0HxGlTL1t6 diff --git a/models/mlx_filter.npz b/models/mlx_filter.npz index 760b2553095f46683b84e4238eb73e32bb7a77c2..bc1a2427a5c3fee18ede07d245e715ddde8d7de9 100644 GIT binary patch literal 45764 zcmbUJX;{tC_dkp`X)aBKilkD?RG~V1ZBa=@M5ZLkl$j6`nlzVGhGq>kDGkza_Sy}k 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zc8@pwET<1sLiw}_PkH^>zkE|v4+Vo5z6*cSrh3Cv&K>wYO=Ax;G_(#_=9;lEm8bR#fV1~5S!m2u+wIiDwsST9) zzei+>@Q6r1+n>eU)D$FK)s++!21=;QDhyDN95~cdO+jYs_AQH`&Ig+EIw445sg JFhEu9e*hbT7Hj|j diff --git a/models/training_log.json b/models/training_log.json index 99a3c06..395e5ad 100644 --- a/models/training_log.json +++ b/models/training_log.json @@ -162,5 +162,32 @@ "features": 21, "time_weight_decay": 2.0, "model_path": "models/lgbm_filter.pkl" + }, + { + "date": "2026-03-01T22:18:59.852831", + "backend": "lgbm", + "auc": 0.5504, + "samples": 533, + "features": 21, + "time_weight_decay": 2.0, + "model_path": "models/lgbm_filter.pkl" + }, + { + "date": "2026-03-01T22:19:29.532472", + "backend": "lgbm", + "auc": 0.5504, + "samples": 533, + "features": 21, + "time_weight_decay": 2.0, + "model_path": "models/lgbm_filter.pkl" + }, + { + "date": "2026-03-01T22:19:30.938005", + "backend": "mlx", + "auc": 0.5714, + "samples": 533, + "train_sec": 0.1, + "time_weight_decay": 2.0, + "model_path": "models/mlx_filter.weights" } ] \ No newline at end of file diff --git a/scripts/fetch_history.py b/scripts/fetch_history.py index 9f33d5b..10160ae 100644 --- a/scripts/fetch_history.py +++ b/scripts/fetch_history.py @@ -2,6 +2,11 @@ 바이낸스 선물 REST API로 과거 캔들 데이터를 수집해 parquet으로 저장한다. 사용법: python scripts/fetch_history.py --symbol XRPUSDT --interval 1m --days 90 python scripts/fetch_history.py --symbols XRPUSDT BTCUSDT ETHUSDT --days 90 + +OI/펀딩비 수집 제약: + - OI 히스토리: 바이낸스 API 제한으로 최근 30일치만 제공 (period=15m, limit=500/req) + - 펀딩비: 8시간 주기 → 15분봉에 forward-fill 병합 + - 30일 이전 구간은 oi_change=0, funding_rate=0으로 채움 """ import sys from pathlib import Path @@ -9,6 +14,7 @@ sys.path.insert(0, str(Path(__file__).parent.parent)) import asyncio import argparse +import aiohttp from datetime import datetime, timezone, timedelta import pandas as pd from binance import AsyncClient @@ -21,6 +27,7 @@ load_dotenv() # 1500개씩 가져오므로 90일 1m 데이터 = ~65회 요청/심볼 # 심볼 간 딜레이 없이 연속 요청하면 레이트 리밋(-1003) 발생 _REQUEST_DELAY = 0.3 # 초당 ~3.3 req → 안전 마진 충분 +_FAPI_BASE = "https://fapi.binance.com" def _now_ms() -> int: @@ -107,6 +114,151 @@ async def fetch_klines_all( return dfs +async def _fetch_oi_hist( + session: aiohttp.ClientSession, + symbol: str, + period: str = "15m", +) -> pd.DataFrame: + """ + 바이낸스 /futures/data/openInterestHist 엔드포인트로 OI 히스토리를 수집한다. + API 제한: 최근 30일치만 제공, 1회 최대 500개. + """ + url = f"{_FAPI_BASE}/futures/data/openInterestHist" + all_rows = [] + # 30일 전부터 현재까지 수집 + start_ts = int((datetime.now(timezone.utc) - timedelta(days=30)).timestamp() * 1000) + now_ms = int(datetime.now(timezone.utc).timestamp() * 1000) + + print(f" [{symbol}] OI 히스토리 수집 중 (최근 30일)...") + while start_ts < now_ms: + params = { + "symbol": symbol, + "period": period, + "limit": 500, + "startTime": start_ts, + } + async with session.get(url, params=params) as resp: + data = await resp.json() + + if not data or not isinstance(data, list): + break + + all_rows.extend(data) + last_ts = int(data[-1]["timestamp"]) + if last_ts >= now_ms or len(data) < 500: + break + start_ts = last_ts + 1 + await asyncio.sleep(_REQUEST_DELAY) + + if not all_rows: + print(f" [{symbol}] OI 데이터 없음 — 빈 DataFrame 반환") + return pd.DataFrame(columns=["oi", "oi_value"]) + + df = pd.DataFrame(all_rows) + df["timestamp"] = pd.to_datetime(df["timestamp"].astype(int), unit="ms", utc=True) + df = df.set_index("timestamp") + df = df[["sumOpenInterest", "sumOpenInterestValue"]].copy() + df.columns = ["oi", "oi_value"] + df["oi"] = df["oi"].astype(float) + df["oi_value"] = df["oi_value"].astype(float) + # OI 변화율 (1캔들 전 대비) + df["oi_change"] = df["oi"].pct_change(1).fillna(0) + print(f" [{symbol}] OI 수집 완료: {len(df):,}행") + return df[["oi_change"]] + + +async def _fetch_funding_rate( + session: aiohttp.ClientSession, + symbol: str, + days: int, +) -> pd.DataFrame: + """ + 바이낸스 /fapi/v1/fundingRate 엔드포인트로 펀딩비 히스토리를 수집한다. + 8시간 주기 데이터 → 15분봉 인덱스에 forward-fill로 병합 예정. + """ + url = f"{_FAPI_BASE}/fapi/v1/fundingRate" + all_rows = [] + start_ts = int((datetime.now(timezone.utc) - timedelta(days=days)).timestamp() * 1000) + now_ms = int(datetime.now(timezone.utc).timestamp() * 1000) + + print(f" [{symbol}] 펀딩비 히스토리 수집 중 ({days}일)...") + while start_ts < now_ms: + params = { + "symbol": symbol, + "startTime": start_ts, + "limit": 1000, + } + async with session.get(url, params=params) as resp: + data = await resp.json() + + if not data or not isinstance(data, list): + break + + all_rows.extend(data) + last_ts = int(data[-1]["fundingTime"]) + if last_ts >= now_ms or len(data) < 1000: + break + start_ts = last_ts + 1 + await asyncio.sleep(_REQUEST_DELAY) + + if not all_rows: + print(f" [{symbol}] 펀딩비 데이터 없음 — 빈 DataFrame 반환") + return pd.DataFrame(columns=["funding_rate"]) + + df = pd.DataFrame(all_rows) + df["timestamp"] = pd.to_datetime(df["fundingTime"].astype(int), unit="ms", utc=True) + df = df.set_index("timestamp") + df["funding_rate"] = df["fundingRate"].astype(float) + print(f" [{symbol}] 펀딩비 수집 완료: {len(df):,}행") + return df[["funding_rate"]] + + +def _merge_oi_funding( + candles: pd.DataFrame, + oi_df: pd.DataFrame, + funding_df: pd.DataFrame, +) -> pd.DataFrame: + """ + 캔들 DataFrame에 OI 변화율과 펀딩비를 병합한다. + - oi_change: 15분봉 인덱스에 nearest merge (없는 구간은 0) + - funding_rate: 8시간 주기 → forward-fill 후 병합 (없는 구간은 0) + """ + result = candles.copy() + + # OI 병합: 타임스탬프 기준 reindex + nearest fill + if not oi_df.empty: + oi_reindexed = oi_df.reindex(result.index, method="nearest", tolerance=pd.Timedelta("8min")) + result["oi_change"] = oi_reindexed["oi_change"].fillna(0).astype(float) + else: + result["oi_change"] = 0.0 + + # 펀딩비 병합: forward-fill (8시간 주기이므로 다음 펀딩 시점까지 이전 값 유지) + if not funding_df.empty: + funding_reindexed = funding_df.reindex( + result.index.union(funding_df.index) + ).sort_index() + funding_reindexed = funding_reindexed["funding_rate"].ffill() + result["funding_rate"] = funding_reindexed.reindex(result.index).fillna(0).astype(float) + else: + result["funding_rate"] = 0.0 + + return result + + +async def _fetch_oi_and_funding( + symbol: str, + days: int, + candles: pd.DataFrame, +) -> pd.DataFrame: + """단일 심볼의 OI + 펀딩비를 수집해 캔들에 병합한다.""" + async with aiohttp.ClientSession() as session: + oi_df = await _fetch_oi_hist(session, symbol) + await asyncio.sleep(1) + funding_df = await _fetch_funding_rate(session, symbol, days) + + return _merge_oi_funding(candles, oi_df, funding_df) + + def main(): parser = argparse.ArgumentParser( description="바이낸스 선물 과거 캔들 수집. 단일 심볼 또는 멀티 심볼 병합 저장." @@ -116,6 +268,10 @@ def main(): parser.add_argument("--interval", default="15m") parser.add_argument("--days", type=int, default=365) parser.add_argument("--output", default="data/combined_15m.parquet") + parser.add_argument( + "--no-oi", action="store_true", + help="OI/펀딩비 수집을 건너뜀 (캔들 데이터만 저장)", + ) args = parser.parse_args() # 하위 호환: --symbol 단독 사용 시 symbols로 통합 @@ -124,8 +280,11 @@ def main(): if len(args.symbols) == 1: df = asyncio.run(fetch_klines(args.symbols[0], args.interval, args.days)) + if not args.no_oi: + print(f"\n[OI/펀딩비] {args.symbols[0]} 수집 중...") + df = asyncio.run(_fetch_oi_and_funding(args.symbols[0], args.days, df)) df.to_parquet(args.output) - print(f"저장 완료: {args.output} ({len(df):,}행)") + print(f"저장 완료: {args.output} ({len(df):,}행, {len(df.columns)}컬럼)") else: # 멀티 심볼: 단일 클라이언트로 순차 수집 후 타임스탬프 기준 inner join 병합 dfs = asyncio.run(fetch_klines_all(args.symbols, args.interval, args.days)) @@ -139,6 +298,11 @@ def main(): how="inner", ) + # 주 심볼(XRP)에 대해서만 OI/펀딩비 수집 후 병합 + if not args.no_oi: + print(f"\n[OI/펀딩비] {primary} 수집 중...") + merged = asyncio.run(_fetch_oi_and_funding(primary, args.days, merged)) + output = args.output.replace("xrpusdt", "combined") merged.to_parquet(output) print(f"\n병합 저장 완료: {output} ({len(merged):,}행, {len(merged.columns)}컬럼)") diff --git a/scripts/train_and_deploy.sh b/scripts/train_and_deploy.sh index 13420a6..82dd7ee 100755 --- a/scripts/train_and_deploy.sh +++ b/scripts/train_and_deploy.sh @@ -1,10 +1,12 @@ #!/usr/bin/env bash # 맥미니에서 전체 학습 파이프라인을 실행하고 LXC로 배포한다. -# 사용법: bash scripts/train_and_deploy.sh [mlx|lgbm] +# 사용법: bash scripts/train_and_deploy.sh [mlx|lgbm] [wf-splits] # # 예시: -# bash scripts/train_and_deploy.sh # LightGBM (기본값) -# bash scripts/train_and_deploy.sh mlx # MLX GPU 학습 +# bash scripts/train_and_deploy.sh # LightGBM + Walk-Forward 5폴드 (기본값) +# bash scripts/train_and_deploy.sh mlx # MLX GPU 학습 + Walk-Forward 5폴드 +# bash scripts/train_and_deploy.sh lgbm 3 # LightGBM + Walk-Forward 3폴드 +# bash scripts/train_and_deploy.sh lgbm 0 # Walk-Forward 건너뜀 (단일 학습만) set -euo pipefail @@ -20,10 +22,11 @@ else fi BACKEND="${1:-lgbm}" +WF_SPLITS="${2:-5}" # 두 번째 인자: Walk-Forward 폴드 수 (0이면 건너뜀) cd "$PROJECT_ROOT" -echo "=== [1/3] 데이터 수집 (XRP + BTC + ETH 3심볼, 1년치) ===" +echo "=== [1/3] 데이터 수집 (XRP + BTC + ETH 3심볼, 1년치 + OI/펀딩비) ===" python scripts/fetch_history.py \ --symbols XRPUSDT BTCUSDT ETHUSDT \ --interval 15m \ @@ -31,7 +34,7 @@ python scripts/fetch_history.py \ --output data/combined_15m.parquet echo "" -echo "=== [2/3] 모델 학습 (21개 피처: XRP 13 + BTC/ETH 상관관계 8) ===" +echo "=== [2/3] 모델 학습 (23개 피처: XRP 13 + BTC/ETH 8 + OI/펀딩비 2) ===" DECAY="${TIME_WEIGHT_DECAY:-2.0}" if [ "$BACKEND" = "mlx" ]; then echo " 백엔드: MLX (Apple Silicon GPU), decay=${DECAY}" @@ -41,6 +44,17 @@ else python scripts/train_model.py --data data/combined_15m.parquet --decay "$DECAY" fi +# Walk-Forward 검증 (WF_SPLITS > 0 인 경우, lgbm 백엔드만 지원) +if [ "$WF_SPLITS" -gt 0 ] 2>/dev/null && [ "$BACKEND" != "mlx" ]; then + echo "" + echo "=== [2.5/3] Walk-Forward 검증 (${WF_SPLITS}폴드) ===" + python scripts/train_model.py \ + --data data/combined_15m.parquet \ + --decay "$DECAY" \ + --wf \ + --wf-splits "$WF_SPLITS" +fi + echo "" echo "=== [3/3] LXC 배포 ===" bash scripts/deploy_model.sh "$BACKEND" diff --git a/src/dataset_builder.py b/src/dataset_builder.py index 9605a29..20af5dd 100644 --- a/src/dataset_builder.py +++ b/src/dataset_builder.py @@ -115,14 +115,17 @@ def _calc_signals(d: pd.DataFrame) -> np.ndarray: return signal_arr -def _rolling_zscore(arr: np.ndarray, window: int = 200) -> np.ndarray: - """rolling window z-score 정규화. window 미만 구간은 0으로 채운다. - 절대값 피처(수익률, ATR 등)를 레짐 변화에 무관하게 만든다.""" +def _rolling_zscore(arr: np.ndarray, window: int = 288) -> np.ndarray: + """rolling window z-score 정규화. 15분봉 기준 3일(288캔들) 윈도우. + 절대값 피처(ATR, 수익률 등)를 레짐 변화에 무관하게 만든다. + min_periods=1로 초반 데이터도 활용하며, ddof=0(모표준편차)으로 계산한다.""" s = pd.Series(arr.astype(np.float64)) - mean = s.rolling(window, min_periods=window).mean() - std = s.rolling(window, min_periods=window).std() - z = (s - mean) / std.where(std > 0, other=np.nan) - return z.fillna(0).values.astype(np.float32) + r = s.rolling(window=window, min_periods=1) + mean = r.mean() + std = r.std(ddof=0) + std = std.where(std >= 1e-8, other=1e-8) + z = (s - mean) / std + return z.values.astype(np.float32) def _calc_features_vectorized( @@ -255,6 +258,14 @@ def _calc_features_vectorized( }, index=d.index) result = pd.concat([result, extra], axis=1) + # OI 변화율 / 펀딩비 피처 (parquet에 컬럼이 있으면 z-score, 없으면 0) + # OI는 최근 30일치만 제공되므로 이전 구간은 0으로 채워진 채로 들어옴 + oi_raw = d["oi_change"].values if "oi_change" in d.columns else np.zeros(len(d)) + fr_raw = d["funding_rate"].values if "funding_rate" in d.columns else np.zeros(len(d)) + + result["oi_change"] = _rolling_zscore(oi_raw.astype(np.float64)) + result["funding_rate"] = _rolling_zscore(fr_raw.astype(np.float64)) + return result diff --git a/src/ml_features.py b/src/ml_features.py index b4e338c..125b45a 100644 --- a/src/ml_features.py +++ b/src/ml_features.py @@ -8,6 +8,9 @@ FEATURE_COLS = [ "btc_ret_1", "btc_ret_3", "btc_ret_5", "eth_ret_1", "eth_ret_3", "eth_ret_5", "xrp_btc_rs", "xrp_eth_rs", + # 시장 미시구조: OI 변화율(z-score), 펀딩비(z-score) + # parquet에 oi_change/funding_rate 컬럼이 없으면 dataset_builder에서 0으로 채움 + "oi_change", "funding_rate", ]