================================================================================ FreqAI 训练结果分析报告 生成时间: 2026-01-29 20:30:02 ================================================================================ 📊 概览 总币对数: 63 已训练: 63 训练率: 100.0% 🎯 标签质量汇总 &s-entry_signal: 平均值: 0.446 理想分布: 49/63 (77.8%) &s-exit_signal: 平均值: 0.448 理想分布: 50/63 (79.4%) &s-future_volatility: 平均值: 0.468 理想分布: 58/63 (92.1%) &-optimal_trailing_stop: 平均值: 0.007 理想分布: 0/63 (0.0%) &s-stoploss_risk: 平均值: 0.571 理想分布: 18/63 (28.6%) 📈 详细币对分析 -------------------------------------------------------------------------------- 🪙 AAVE/USDT 标签分布: &s-entry_signal: 0.436 - ✅ 理想 &s-exit_signal: 0.419 - ✅ 理想 &s-future_volatility: 0.461 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.487 - ✅ 理想 🪙 ADA/USDT 标签分布: &s-entry_signal: 0.525 - ✅ 理想 &s-exit_signal: 0.559 - ✅ 理想 &s-future_volatility: 0.400 - ✓ 可接受 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.514 - ✅ 理想 🪙 APT/USDT 标签分布: &s-entry_signal: 0.439 - ✅ 理想 &s-exit_signal: 0.407 - ✅ 理想 &s-future_volatility: 0.403 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.661 - ⚠️ 正样本过多 🪙 ASTER/USDT 标签分布: &s-entry_signal: 0.456 - ✅ 理想 &s-exit_signal: 0.433 - ✅ 理想 &s-future_volatility: 0.407 - ✅ 理想 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.768 - ⚠️ 正样本过多 🪙 ATOM/USDT 标签分布: &s-entry_signal: 0.421 - ✅ 理想 &s-exit_signal: 0.410 - ✅ 理想 &s-future_volatility: 0.437 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.572 - ✅ 理想 🪙 AVAX/USDT 标签分布: &s-entry_signal: 0.489 - ✅ 理想 &s-exit_signal: 0.601 - ✓ 可接受 &s-future_volatility: 0.412 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.491 - ✅ 理想 🪙 BARD/USDT 标签分布: &s-entry_signal: 0.558 - ✅ 理想 &s-exit_signal: 0.558 - ✅ 理想 &s-future_volatility: 0.405 - ✅ 理想 &-optimal_trailing_stop: 0.012 - 回归标签 &s-stoploss_risk: 0.966 - ⚠️ 正样本过多 🪙 BCH/USDT 标签分布: &s-entry_signal: 0.457 - ✅ 理想 &s-exit_signal: 0.440 - ✅ 理想 &s-future_volatility: 0.432 - ✅ 理想 &-optimal_trailing_stop: 0.004 - 回归标签 &s-stoploss_risk: 0.284 - ⚠️ 正样本过少 🪙 BETH/USDT 标签分布: &s-entry_signal: 0.393 - ✓ 可接受 &s-exit_signal: 0.393 - ✓ 可接受 &s-future_volatility: 0.399 - ✓ 可接受 &-optimal_trailing_stop: 0.004 - 回归标签 &s-stoploss_risk: 0.233 - ⚠️ 正样本过少 🪙 BIO/USDT 标签分布: &s-entry_signal: 0.602 - ✓ 可接受 &s-exit_signal: 0.509 - ✅ 理想 &s-future_volatility: 0.484 - ✅ 理想 &-optimal_trailing_stop: 0.012 - 回归标签 &s-stoploss_risk: 1.002 - ⚠️ 正样本过多 🪙 BNB/USDT 标签分布: &s-entry_signal: 0.338 - ⚠️ 正样本过少 &s-exit_signal: 0.364 - ✓ 可接受 &s-future_volatility: 0.596 - ✅ 理想 &-optimal_trailing_stop: 0.004 - 回归标签 &s-stoploss_risk: 0.204 - ⚠️ 正样本过少 🪙 BTC/USDT 标签分布: &s-entry_signal: 0.300 - ⚠️ 正样本过少 &s-exit_signal: 0.354 - ✓ 可接受 &s-future_volatility: 0.455 - ✅ 理想 &-optimal_trailing_stop: 0.004 - 回归标签 &s-stoploss_risk: 0.216 - ⚠️ 正样本过少 🪙 CHZ/USDT 标签分布: &s-entry_signal: 0.460 - ✅ 理想 &s-exit_signal: 0.504 - ✅ 理想 &s-future_volatility: 0.592 - ✅ 理想 &-optimal_trailing_stop: 0.010 - 回归标签 &s-stoploss_risk: 0.953 - ⚠️ 正样本过多 🪙 CORE/USDT 标签分布: &s-entry_signal: 0.607 - ✓ 可接受 &s-exit_signal: 0.503 - ✅ 理想 &s-future_volatility: 0.572 - ✅ 理想 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.753 - ⚠️ 正样本过多 🪙 CRO/USDT 标签分布: &s-entry_signal: 0.399 - ✓ 可接受 &s-exit_signal: 0.415 - ✅ 理想 &s-future_volatility: 0.403 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.353 - ✓ 可接受 🪙 CRV/USDT 标签分布: &s-entry_signal: 0.561 - ✅ 理想 &s-exit_signal: 0.580 - ✅ 理想 &s-future_volatility: 0.453 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.679 - ⚠️ 正样本过多 🪙 DAI/USDT 标签分布: &s-entry_signal: 0.000 - ⚠️ 正样本过少 &s-exit_signal: 0.000 - ⚠️ 正样本过少 &s-future_volatility: 0.528 - ✅ 理想 &-optimal_trailing_stop: 0.002 - 回归标签 &s-stoploss_risk: 0.000 - ⚠️ 正样本过少 🪙 DOGE/USDT 标签分布: &s-entry_signal: 0.463 - ✅ 理想 &s-exit_signal: 0.423 - ✅ 理想 &s-future_volatility: 0.411 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.409 - ✅ 理想 🪙 DOT/USDT 标签分布: &s-entry_signal: 0.458 - ✅ 理想 &s-exit_signal: 0.404 - ✅ 理想 &s-future_volatility: 0.581 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.570 - ✅ 理想 🪙 ETC/USDT 标签分布: &s-entry_signal: 0.581 - ✅ 理想 &s-exit_signal: 0.443 - ✅ 理想 &s-future_volatility: 0.437 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.482 - ✅ 理想 🪙 ETH/USDT 标签分布: &s-entry_signal: 0.427 - ✅ 理想 &s-exit_signal: 0.506 - ✅ 理想 &s-future_volatility: 0.460 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.416 - ✅ 理想 🪙 FIL/USDT 标签分布: &s-entry_signal: 0.503 - ✅ 理想 &s-exit_signal: 0.566 - ✅ 理想 &s-future_volatility: 0.468 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.662 - ⚠️ 正样本过多 🪙 HMSTR/USDT 标签分布: &s-entry_signal: 0.402 - ✅ 理想 &s-exit_signal: 0.408 - ✅ 理想 &s-future_volatility: 0.404 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.680 - ⚠️ 正样本过多 🪙 ICP/USDT 标签分布: &s-entry_signal: 0.560 - ✅ 理想 &s-exit_signal: 0.536 - ✅ 理想 &s-future_volatility: 0.404 - ✅ 理想 &-optimal_trailing_stop: 0.013 - 回归标签 &s-stoploss_risk: 1.058 - ⚠️ 正样本过多 🪙 IP/USDT 标签分布: &s-entry_signal: 0.539 - ✅ 理想 &s-exit_signal: 0.591 - ✅ 理想 &s-future_volatility: 0.408 - ✅ 理想 &-optimal_trailing_stop: 0.017 - 回归标签 &s-stoploss_risk: 1.384 - ⚠️ 正样本过多 🪙 KAITO/USDT 标签分布: &s-entry_signal: 0.428 - ✅ 理想 &s-exit_signal: 0.484 - ✅ 理想 &s-future_volatility: 0.491 - ✅ 理想 &-optimal_trailing_stop: 0.009 - 回归标签 &s-stoploss_risk: 0.867 - ⚠️ 正样本过多 🪙 LINEA/USDT 标签分布: &s-entry_signal: 0.422 - ✅ 理想 &s-exit_signal: 0.433 - ✅ 理想 &s-future_volatility: 0.420 - ✅ 理想 &-optimal_trailing_stop: 0.009 - 回归标签 &s-stoploss_risk: 0.812 - ⚠️ 正样本过多 🪙 LINK/USDT 标签分布: &s-entry_signal: 0.476 - ✅ 理想 &s-exit_signal: 0.552 - ✅ 理想 &s-future_volatility: 0.432 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.410 - ✅ 理想 🪙 LTC/USDT 标签分布: &s-entry_signal: 0.558 - ✅ 理想 &s-exit_signal: 0.510 - ✅ 理想 &s-future_volatility: 0.571 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.455 - ✅ 理想 🪙 MASK/USDT 标签分布: &s-entry_signal: 0.599 - ✅ 理想 &s-exit_signal: 0.414 - ✅ 理想 &s-future_volatility: 0.587 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.608 - ✓ 可接受 🪙 NEAR/USDT 标签分布: &s-entry_signal: 0.295 - ⚠️ 正样本过少 &s-exit_signal: 0.671 - ⚠️ 正样本过多 &s-future_volatility: 0.998 - ⚠️ 正样本过多 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.374 - ✓ 可接受 🪙 ONDO/USDT 标签分布: &s-entry_signal: 0.595 - ✅ 理想 &s-exit_signal: 0.594 - ✅ 理想 &s-future_volatility: 0.590 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.676 - ⚠️ 正样本过多 🪙 PAXG/USDT 标签分布: &s-entry_signal: 0.347 - ⚠️ 正样本过少 &s-exit_signal: 0.211 - ⚠️ 正样本过少 &s-future_volatility: 0.401 - ✅ 理想 &-optimal_trailing_stop: 0.003 - 回归标签 &s-stoploss_risk: 0.106 - ⚠️ 正样本过少 🪙 PENGU/USDT 标签分布: &s-entry_signal: 0.501 - ✅ 理想 &s-exit_signal: 0.411 - ✅ 理想 &s-future_volatility: 0.472 - ✅ 理想 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.762 - ⚠️ 正样本过多 🪙 PEPE/USDT 标签分布: &s-entry_signal: 0.598 - ✅ 理想 &s-exit_signal: 0.439 - ✅ 理想 &s-future_volatility: 0.467 - ✅ 理想 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.759 - ⚠️ 正样本过多 🪙 PI/USDT 标签分布: &s-entry_signal: 0.474 - ✅ 理想 &s-exit_signal: 0.551 - ✅ 理想 &s-future_volatility: 0.597 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.473 - ✅ 理想 🪙 POL/USDT 标签分布: &s-entry_signal: 0.410 - ✅ 理想 &s-exit_signal: 0.423 - ✅ 理想 &s-future_volatility: 0.442 - ✅ 理想 &-optimal_trailing_stop: 0.009 - 回归标签 &s-stoploss_risk: 0.829 - ⚠️ 正样本过多 🪙 PUMP/USDT 标签分布: &s-entry_signal: 0.534 - ✅ 理想 &s-exit_signal: 0.486 - ✅ 理想 &s-future_volatility: 0.474 - ✅ 理想 &-optimal_trailing_stop: 0.012 - 回归标签 &s-stoploss_risk: 1.006 - ⚠️ 正样本过多 🪙 SAFE/USDT 标签分布: &s-entry_signal: 0.553 - ✅ 理想 &s-exit_signal: 0.563 - ✅ 理想 &s-future_volatility: 0.399 - ✓ 可接受 &-optimal_trailing_stop: 0.014 - 回归标签 &s-stoploss_risk: 1.096 - ⚠️ 正样本过多 🪙 SAND/USDT 标签分布: &s-entry_signal: 0.613 - ✓ 可接受 &s-exit_signal: 0.534 - ✅ 理想 &s-future_volatility: 0.410 - ✅ 理想 &-optimal_trailing_stop: 0.012 - 回归标签 &s-stoploss_risk: 0.941 - ⚠️ 正样本过多 🪙 SHIB/USDT 标签分布: &s-entry_signal: 0.516 - ✅ 理想 &s-exit_signal: 0.439 - ✅ 理想 &s-future_volatility: 0.480 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.528 - ✅ 理想 🪙 SKY/USDT 标签分布: &s-entry_signal: 0.406 - ✅ 理想 &s-exit_signal: 0.399 - ✓ 可接受 &s-future_volatility: 0.402 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.488 - ✅ 理想 🪙 SNX/USDT 标签分布: &s-entry_signal: 0.410 - ✅ 理想 &s-exit_signal: 0.416 - ✅ 理想 &s-future_volatility: 0.366 - ✓ 可接受 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.473 - ✅ 理想 🪙 SOL/USDT 标签分布: &s-entry_signal: 0.433 - ✅ 理想 &s-exit_signal: 0.482 - ✅ 理想 &s-future_volatility: 0.478 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.364 - ✓ 可接受 🪙 STETH/USDT 标签分布: &s-entry_signal: 0.426 - ✅ 理想 &s-exit_signal: 0.409 - ✅ 理想 &s-future_volatility: 0.401 - ✅ 理想 &-optimal_trailing_stop: 0.004 - 回归标签 &s-stoploss_risk: 0.270 - ⚠️ 正样本过少 🪙 STRK/USDT 标签分布: &s-entry_signal: 0.408 - ✅ 理想 &s-exit_signal: 0.406 - ✅ 理想 &s-future_volatility: 0.414 - ✅ 理想 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.703 - ⚠️ 正样本过多 🪙 SUI/USDT 标签分布: &s-entry_signal: 0.414 - ✅ 理想 &s-exit_signal: 0.489 - ✅ 理想 &s-future_volatility: 0.465 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.573 - ✅ 理想 🪙 TON/USDT 标签分布: &s-entry_signal: 0.505 - ✅ 理想 &s-exit_signal: 0.589 - ✅ 理想 &s-future_volatility: 0.402 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.446 - ✅ 理想 🪙 TRB/USDT 标签分布: &s-entry_signal: 0.492 - ✅ 理想 &s-exit_signal: 0.598 - ✅ 理想 &s-future_volatility: 0.404 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.609 - ✓ 可接受 🪙 TRUMP/USDT 标签分布: &s-entry_signal: 0.422 - ✅ 理想 &s-exit_signal: 0.422 - ✅ 理想 &s-future_volatility: 0.406 - ✅ 理想 &-optimal_trailing_stop: 0.004 - 回归标签 &s-stoploss_risk: 0.298 - ⚠️ 正样本过少 🪙 TRX/USDT 标签分布: &s-entry_signal: 0.283 - ⚠️ 正样本过少 &s-exit_signal: 0.310 - ⚠️ 正样本过少 &s-future_volatility: 0.415 - ✅ 理想 &-optimal_trailing_stop: 0.003 - 回归标签 &s-stoploss_risk: 0.178 - ⚠️ 正样本过少 🪙 UNI/USDT 标签分布: &s-entry_signal: 0.547 - ✅ 理想 &s-exit_signal: 0.454 - ✅ 理想 &s-future_volatility: 0.416 - ✅ 理想 &-optimal_trailing_stop: 0.006 - 回归标签 &s-stoploss_risk: 0.524 - ✅ 理想 🪙 USD1/USDT 标签分布: &s-entry_signal: 0.000 - ⚠️ 正样本过少 &s-exit_signal: 0.000 - ⚠️ 正样本过少 &s-future_volatility: 0.402 - ✅ 理想 &-optimal_trailing_stop: 0.002 - 回归标签 &s-stoploss_risk: 0.000 - ⚠️ 正样本过少 🪙 USDG/USDT 标签分布: &s-entry_signal: 0.000 - ⚠️ 正样本过少 &s-exit_signal: 0.000 - ⚠️ 正样本过少 &s-future_volatility: 0.528 - ✅ 理想 &-optimal_trailing_stop: 0.002 - 回归标签 &s-stoploss_risk: 0.000 - ⚠️ 正样本过少 🪙 W/USDT 标签分布: &s-entry_signal: 0.402 - ✅ 理想 &s-exit_signal: 0.403 - ✅ 理想 &s-future_volatility: 0.409 - ✅ 理想 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.730 - ⚠️ 正样本过多 🪙 WLD/USDT 标签分布: &s-entry_signal: 0.416 - ✅ 理想 &s-exit_signal: 0.567 - ✅ 理想 &s-future_volatility: 0.592 - ✅ 理想 &-optimal_trailing_stop: 0.007 - 回归标签 &s-stoploss_risk: 0.617 - ✓ 可接受 🪙 WLFI/USDT 标签分布: &s-entry_signal: 0.597 - ✅ 理想 &s-exit_signal: 0.600 - ✅ 理想 &s-future_volatility: 0.581 - ✅ 理想 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.676 - ⚠️ 正样本过多 🪙 XAUT/USDT 标签分布: &s-entry_signal: 0.302 - ⚠️ 正样本过少 &s-exit_signal: 0.203 - ⚠️ 正样本过少 &s-future_volatility: 0.596 - ✅ 理想 &-optimal_trailing_stop: 0.003 - 回归标签 &s-stoploss_risk: 0.101 - ⚠️ 正样本过少 🪙 XLM/USDT 标签分布: &s-entry_signal: 0.521 - ✅ 理想 &s-exit_signal: 0.431 - ✅ 理想 &s-future_volatility: 0.473 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.433 - ✅ 理想 🪙 XPL/USDT 标签分布: &s-entry_signal: 0.460 - ✅ 理想 &s-exit_signal: 0.435 - ✅ 理想 &s-future_volatility: 0.411 - ✅ 理想 &-optimal_trailing_stop: 0.009 - 回归标签 &s-stoploss_risk: 0.854 - ⚠️ 正样本过多 🪙 XRP/USDT 标签分布: &s-entry_signal: 0.416 - ✅ 理想 &s-exit_signal: 0.525 - ✅ 理想 &s-future_volatility: 0.458 - ✅ 理想 &-optimal_trailing_stop: 0.005 - 回归标签 &s-stoploss_risk: 0.355 - ✓ 可接受 🪙 XTZ/USDT 标签分布: &s-entry_signal: 0.423 - ✅ 理想 &s-exit_signal: 0.415 - ✅ 理想 &s-future_volatility: 0.403 - ✅ 理想 &-optimal_trailing_stop: 0.008 - 回归标签 &s-stoploss_risk: 0.733 - ⚠️ 正样本过多 🪙 ZRO/USDT 标签分布: &s-entry_signal: 0.536 - ✅ 理想 &s-exit_signal: 0.602 - ✓ 可接受 &s-future_volatility: 0.410 - ✅ 理想 &-optimal_trailing_stop: 0.013 - 回归标签 &s-stoploss_risk: 1.027 - ⚠️ 正样本过多 ================================================================================ 📝 建议: ⚠️ &s-stoploss_risk 标签分布不理想，建议调整阈值参数 ================================================================================