diff --git a/.gitignore b/.gitignore index cfbcf5ba..199402a1 100644 --- a/.gitignore +++ b/.gitignore @@ -1,5 +1,4 @@ # Freqtrade rules -config*.json *.sqlite *.sqlite-shm *.sqlite-wal diff --git a/aaa b/aaa deleted file mode 100644 index 87fce8fa..00000000 --- a/aaa +++ /dev/null @@ -1,2 +0,0 @@ -https://www.freqtrade.io/en/stable/strategy/custom-stakeamount/ - diff --git a/config_examples/config.json b/config_examples/config.json new file mode 100644 index 00000000..4b836a8b --- /dev/null +++ b/config_examples/config.json @@ -0,0 +1,84 @@ +{ + "exchange": { + "name": "okx", + "key": "your_api_key", + "secret": "your_api_secret", + "ccxt_config": { + "enableRateLimit": true, + "defaultType": "spot", + "rateLimit": 2000, + "timeout": 30000 + }, + "pair_whitelist": ["OKB/USDT", "SOL/USDT"] + }, + "pairlists": [ + { + "method": "StaticPairList" + } + ], + "timeframe": "15m", + "strategy": "NostalgiaForInfinityV8", + "freqai": { + "enabled": true, + "freqaimodel": "LightGBMRegressor", + "train_period_days": 7, + "backtest_period_days": 0.2, + "feature_parameters": { + "include_timeframes": ["15m"], + "include_corr_pairlist": ["OKB/USDT", "SOL/USDT"], + "label_period_candles": 4, + "include_shifted_candles": 0, + "indicator_periods_candles": [5, 10, 20], + "include_default_features": ["close", "open", "high", "low", "volume", "rsi", "ema", "sma"], + "DI_threshold": 0.3 + }, + "data_split_parameters": { + "test_size": 0.2, + "shuffle": false + }, + "model_training_parameters": { + "n_estimators": 100, + "learning_rate": 0.1, + "num_leaves": 15, + "verbose": -1 + } + }, + "order_types": { + "entry": "market", + "exit": "market", + "stoploss": "limit", + "stoploss_on_exchange": false + }, + "order_time_in_force": { + "entry": "gtc", + "exit": "gtc" + }, + "entry_pricing": { + "price_side": "other", + "use_order_book": false, + "price_last_balance": 0.0 + }, + "exit_pricing": { + "price_side": "other", + "use_order_book": false + }, + "use_exit_signal": true, + "exit_profit_only": false, + "ignore_roi_if_entry_signal": false, + "stoploss": -0.05, + "minimal_roi": { + "0": 0.06, + "30": 0.04, + "60": 0.02, + "120": 0 + }, + "stake_currency": "USDT", + "stake_amount": 150, + "max_open_trades": 4, + "unfilledtimeout": { + "entry": 5, + "exit": 15, + "unit": "minutes" + }, + "fee": 0.0008 +} diff --git a/config_examples/config_freqai.okx.json b/config_examples/config_freqai.okx.json deleted file mode 100644 index 8d274d2e..00000000 --- a/config_examples/config_freqai.okx.json +++ /dev/null @@ -1,128 +0,0 @@ -{ - "$schema": "https://schema.freqtrade.io/schema.json", - "trading_mode": "spot", - "margin_mode": "isolated", - "max_open_trades": 4, - "stake_currency": "USDT", - "stake_amount": 150, - "startup_candle_count": 30, - "tradable_balance_ratio": 1, - "fiat_display_currency": "USD", - "dry_run": true, - "timeframe": "3m", - "dry_run_wallet": 1000, - "cancel_open_orders_on_exit": true, - "stoploss": -0.05, - "use_exit_signal": true, - "unfilledtimeout": { - "entry": 5, - "exit": 15 - }, - "exchange": { - "name": "okx", - "key": "eca767d4-fda5-4a1b-bb28-49ae18093307", - "secret": "8CA3628A556ED137977DB298D37BC7F3", - "enable_ws": false, - "ccxt_config": { - "enableRateLimit": true, - "rateLimit": 500, - "options": { - "defaultType": "spot" - } - }, - "ccxt_async_config": { - "enableRateLimit": true, - "rateLimit": 500, - "timeout": 20000 - }, - "pair_whitelist": [ - "OKB/USDT" - ], - "pair_blacklist": [] - }, - "entry_pricing": { - "price_side": "same", - "use_order_book": true, - "order_book_top": 1, - "price_last_balance": 0.0, - "check_depth_of_market": { - "enabled": false, - "bids_to_ask_delta": 1 - } - }, - "exit_pricing": { - "price_side": "other", - "use_order_book": true, - "order_book_top": 1 - }, - "pairlists": [ - { - "method": "StaticPairList" - } - ], - "freqai": { - "enabled": true, - "identifier": "test175", - "freqaimodel": "XGBoostRegressor", - "model_path": "/freqtrade/user_data/models", - "save_backtesting_prediction": true, - "purge_old_models": true, - "load_trained_model": true, - "train_period_days": 90, - "backtest_period_days": 10, - "live_retrain_hours": 0, - "include_predictions_in_final_dataframe": true, - "data_kitchen": { - "fillna": "ffill", - "feature_parameters": { - "DI_threshold": 0.5, - "weight_factor": 0.9 - } - }, - "feature_parameters": { - "include_timeframes": ["5m", "15m", "1h"], - "include_corr_pairlist": ["BTC/USDT", "ETH/USDT"], - "label_period_candles": 12, - "include_shifted_candles": 3, - "indicator_periods_candles": [10, 20, 50], - "plot_feature_importances": 1, - "feature_selection": { - "method": "none" - } - }, - "data_split_parameters": { - "test_size": 0.2, - "shuffle": false, - "random_state": 42 - }, - "model_training_parameters": { - "n_estimators": 200, - "learning_rate": 0.05, - "max_depth": 6, - "subsample": 0.8, - "colsample_bytree": 0.8, - "reg_alpha": 0.1, - "reg_lambda": 1.0 - }, - }, - "api_server": { - "enabled": true, - "listen_ip_address": "0.0.0.0", - "listen_port": 8080, - "verbosity": "error", - "enable_openapi": false, - "jwt_secret_key": "6a599ab046dbb419014807dffd7b8823bfa7e5df56b17d545485deb87331b4ca", - "ws_token": "6O5pBDiRigiZrmIsofaE2rkKMJtf9h8zVQ", - "CORS_origins": [], - "username": "freqAdmin", - "password": "admin" - }, - "bot_name": "freqtrade", - "initial_state": "running", - "force_entry_enable": false, - "internals": { - "process_throttle_secs": 5, - "heartbeat_interval": 20, - "loglevel": "DEBUG" - } -} diff --git a/docker-compose.yml b/docker-compose.yml index 74106879..0a058ef4 100644 --- a/docker-compose.yml +++ b/docker-compose.yml @@ -31,24 +31,36 @@ services: # Default command used when running `docker compose up` # --freqaimodel XGBoostRegressor - # commangd: > - # # trade - # --logfile /freqtrade/user_data/logs/freqtrade.log - # --db-url sqlite:////freqtrade/user_data/tradesv3.sqlite - # --freqaimodel LightGBMRegressor - # --config /freqtrade/config_examples/config_freqai.okx.json - # --strategy FreqaiExampleStrategy - # --strategy FreqaiExampleHybridStrategy - # --strategy-path /freqtrade/templates + # command: > + # trade + # --logfile /freqtrade/user_data/logs/freqtrade.log + # --db-url sqlite:////freqtrade/user_data/tradesv3.sqlite + # --freqaimodel LightGBMRegressor + # --config /freqtrade/config_examples/config_freqai.okx.json + # --strategy FreqaiExampleStrategy + # --strategy-path /freqtrade/templates # command: > # backtesting # --logfile /freqtrade/user_data/logs/freqtrade.log - # --freqaimodel XGBoostRegressor + # --freqaimodel LightGBMRegressor # --config /freqtrade/config_examples/config_freqai.okx.json # --strategy-path /freqtrade/templates # --strategy FreqaiExampleStrategy + # --breakdown week month # --timerange 20250310-20250410 # --export trades + # command: > + # hyperopt + # --logfile /freqtrade/user_data/logs/freqtrade.log + # --freqaimodel LightGBMRegressor + # --config /freqtrade/config_examples/config_freqai.okx.json + # --strategy-path /freqtrade/templates + # --strategy FreqaiExampleStrategy + # --timerange 20250301-20250420 + # --hyperopt-loss SharpeHyperOptLoss + # --spaces roi stoploss trailing + # -e 200 + # command: > # hyperopt # --logfile /freqtrade/user_data/logs/freqtrade.log diff --git a/filter.py b/filter.py new file mode 100644 index 00000000..cbec0976 --- /dev/null +++ b/filter.py @@ -0,0 +1,7 @@ +with open('output.log', 'r') as input_file, open('output_filted.log', 'w') as output_file: + for line in input_file: + if "validation_0" in line: + if "[99]" in line: + output_file.write(line) + else: + output_file.write(line) diff --git a/freqtrade/templates/chat.md b/freqtrade/templates/chat.md new file mode 100644 index 00000000..6b0707d0 --- /dev/null +++ b/freqtrade/templates/chat.md @@ -0,0 +1,85 @@ +> 请把当前策略的运行逻辑进行梳理和讲解 + +我来为您梳理和讲解这个策略的运行逻辑。这是一个基于 FreqAI 的机器学习交易策略，主要使用 RSI 指标和机器学习模型进行交易决策。以下是策略的主要逻辑： + +### 1. 策略配置 +```python +minimal_roi = { + "0": 0.02, + "7": 0.01, + "13": 0.005, + "60": 0 +} +stoploss = 0.0 +trailing_stop = True +``` +- 设置了静态的 ROI 目标 +- 启用了追踪止损 + +### 2. 特征工程 +策略通过多个方法构建特征： +- `feature_engineering_expand_all`: 计算 RSI 和布林带宽度 +- `feature_engineering_expand_basic`: 计算价格变化百分比 +- `feature_engineering_standard`: 计算波动率和时间特征 + +### 3. 目标变量设置 +在 `set_freqai_targets` 方法中： +- 使用未来 `label_period_candles` 周期的 RSI 值作为目标变量 +- 计算并标准化波动率特征 + +### 4. 指标计算 +`populate_indicators` 方法中计算了多个技术指标： +- RSI +- 波动率 +- TEMA（三重指数移动平均线） +- 布林带下轨 +- 未来价格方向（up_or_down） + +### 5. 机器学习模型 +使用 LightGBM 回归模型： +```python +freqai_info = { + "model": "LightGBMRegressor", + "feature_parameters": {...}, + "data_split_parameters": {...}, + "model_training_parameters": {...} +} +``` +- 模型预测买入和卖出的 RSI 值 +- 使用 SOL/USDT 作为相关交易对 + +### 6. 入场逻辑 +`populate_entry_trend` 方法中： +- 当实际 RSI 上穿预测的买入 RSI 时 +- TEMA 指标向上 +- 交易量大于 0 +- 模型预测结果为 1 +- 未来价格方向为上涨 + +### 7. 出场逻辑 +`populate_exit_trend` 方法中： +- 当实际 RSI 上穿预测的卖出 RSI 时 +- 或价格下跌超过 2% +- 或价格跌破布林带下轨 +- 或持有时间超过 1 天 + +### 8. 交易确认 +`confirm_trade_entry` 方法： +- 检查当前价格是否在可接受范围内 +- 记录交易确认信息 + +### 策略特点 +1. 机器学习驱动：使用 LightGBM 模型预测 RSI 值 +2. 多特征融合：结合技术指标、波动率和时间特征 +3. 风险控制：设置了 ROI 目标和追踪止损 +4. 动态调整：通过机器学习模型动态调整交易信号 + +### 运行流程 +1. 数据准备：获取历史数据，计算技术指标 +2. 特征工程：构建机器学习特征 +3. 模型训练：使用历史数据训练 LightGBM 模型 +4. 信号生成：根据模型预测结果生成交易信号 +5. 交易执行：根据入场和出场逻辑执行交易 +6. 风险控制：根据 ROI 和止损规则管理仓位 + +这个策略结合了传统技术分析和机器学习方法，通过模型预测来增强交易信号的准确性，同时保持了严格的风险控制机制。 diff --git a/freqtrade/templates/freqaiprimer.py b/freqtrade/templates/freqaiprimer.py deleted file mode 100644 index ac1d2d24..00000000 --- a/freqtrade/templates/freqaiprimer.py +++ /dev/null @@ -1,277 +0,0 @@ -import logging -import numpy as np -from functools import reduce -import talib.abstract as ta -from pandas import DataFrame -from technical import qtpylib -from freqtrade.strategy import IStrategy, IntParameter, DecimalParameter - -logger = logging.getLogger(__name__) - -class FreqaiPrimer(IStrategy): - minimal_roi = { - 0: 0.135, - 9: 0.052, - 15: 0.007, - 60: 0 - } - stoploss = -0.263 - trailing_stop = True - trailing_stop_positive = 0.324 - trailing_stop_positive_offset = 0.411 - trailing_only_offset_is_reached = False - max_open_trades = 4 - process_only_new_candles = True - use_exit_signal = True - startup_candle_count: int = 40 - can_short = False - - buy_rsi = IntParameter(low=10, high=50, default=30, space="buy", optimize=False, load=True) - sell_rsi = IntParameter(low=50, high=90, default=70, space="sell", optimize=False, load=True) - roi_0 = DecimalParameter(low=0.01, high=0.2, default=0.135, space="roi", optimize=True, load=True) - roi_15 = DecimalParameter(low=0.005, high=0.1, default=0.052, space="roi", optimize=True, load=True) - roi_30 = DecimalParameter(low=0.001, high=0.05, default=0.007, space="roi", optimize=True, load=True) - stoploss_param = DecimalParameter(low=-0.35, high=-0.1, default=-0.263, space="stoploss", optimize=True, load=True) - trailing_stop_positive_param = DecimalParameter(low=0.1, high=0.5, default=0.324, space="trailing", optimize=True, load=True) - trailing_stop_positive_offset_param = DecimalParameter(low=0.2, high=0.6, default=0.411, space="trailing", optimize=True, load=True) - - freqai_info = { - "model": "LightGBMRegressor", - "feature_parameters": { - "include_timeframes": ["5m", "15m", "1h"], - "include_corr_pairlist": [], - "label_period_candles": 12, - "include_shifted_candles": 3, - }, - "data_split_parameters": { - "test_size": 0.2, - "shuffle": False, - }, - "model_training_parameters": { - "n_estimators": 200, - "learning_rate": 0.05, - "num_leaves": 31, - "verbose": -1, - }, - } - - plot_config = { - "main_plot": {}, - "subplots": { - "&-buy_rsi": {"&-buy_rsi": {"color": "green"}}, - "&-sell_rsi": {"&-sell_rsi": {"color": "red"}}, - "&-stoploss": {"&-stoploss": {"color": "purple"}}, - "&-roi_0": {"&-roi_0": {"color": "orange"}}, - "do_predict": {"do_predict": {"color": "brown"}}, - }, - } - - def feature_engineering_expand_all(self, dataframe: DataFrame, period: int, metadata: dict, **kwargs) -> DataFrame: - dataframe["%-rsi-period"] = ta.RSI(dataframe, timeperiod=period) - dataframe["%-mfi-period"] = ta.MFI(dataframe, timeperiod=period) - dataframe["%-sma-period"] = ta.SMA(dataframe, timeperiod=period) - dataframe["%-ema-period"] = ta.EMA(dataframe, timeperiod=period) - dataframe["%-adx-period"] = ta.ADX(dataframe, timeperiod=period) - bollinger = qtpylib.bollinger_bands(qtpylib.typical_price(dataframe), window=period, stds=2.2) - dataframe["bb_lowerband-period"] = bollinger["lower"] - dataframe["bb_middleband-period"] = bollinger["mid"] - dataframe["bb_upperband-period"] = bollinger["upper"] - dataframe["%-bb_width-period"] = ( - dataframe["bb_upperband-period"] - dataframe["bb_lowerband-period"] - ) / dataframe["bb_middleband-period"] - dataframe["%-close-bb_lower-period"] = dataframe["close"] / dataframe["bb_lowerband-period"] - dataframe["%-roc-period"] = ta.ROC(dataframe, timeperiod=period) - dataframe["%-relative_volume-period"] = ( - dataframe["volume"] / dataframe["volume"].rolling(period).mean() - ) - dataframe = dataframe.replace([np.inf, -np.inf], 0) - dataframe = dataframe.ffill() - dataframe = dataframe.fillna(0) - return dataframe - - def feature_engineering_expand_basic(self, dataframe: DataFrame, metadata: dict, **kwargs) -> DataFrame: - dataframe["%-pct-change"] = dataframe["close"].pct_change() - dataframe["%-raw_volume"] = dataframe["volume"] - dataframe["%-raw_price"] = dataframe["close"] - dataframe = dataframe.replace([np.inf, -np.inf], 0) - dataframe = dataframe.ffill() - dataframe = dataframe.fillna(0) - return dataframe - - def feature_engineering_standard(self, dataframe: DataFrame, metadata: dict, **kwargs) -> DataFrame: - if len(dataframe["close"]) < 20: - logger.warning(f"数据不足 {len(dataframe)} 根 K 线，%-volatility 可能不完整") - dataframe["%-day_of_week"] = dataframe["date"].dt.dayofweek - dataframe["%-hour_of_day"] = dataframe["date"].dt.hour - dataframe["%-volatility"] = dataframe["close"].pct_change().rolling(20, min_periods=1).std() - dataframe["%-volatility"] = dataframe["%-volatility"].replace([np.inf, -np.inf], 0) - dataframe["%-volatility"] = dataframe["%-volatility"].ffill() - dataframe["%-volatility"] = dataframe["%-volatility"].fillna(0) - return dataframe - - def set_freqai_targets(self, dataframe: DataFrame, metadata: dict, **kwargs) -> DataFrame: - logger.info(f"设置 FreqAI 目标，交易对：{metadata['pair']}") - if "close" not in dataframe.columns: - logger.error("数据框缺少必要的 'close' 列") - raise ValueError("数据框缺少必要的 'close' 列") - - try: - label_period = self.freqai_info["feature_parameters"]["label_period_candles"] - if "%-volatility" not in dataframe.columns: - logger.warning("缺少 %-volatility 列，强制重新生成") - dataframe["%-volatility"] = dataframe["close"].pct_change().rolling(20, min_periods=1).std() - dataframe["%-volatility"] = dataframe["%-volatility"].replace([np.inf, -np.inf], 0) - dataframe["%-volatility"] = dataframe["%-volatility"].ffill() - dataframe["%-volatility"] = dataframe["%-volatility"].fillna(0) - - dataframe["&-buy_rsi"] = ta.RSI(dataframe, timeperiod=14) - dataframe["&-buy_rsi"] = dataframe["&-buy_rsi"].shift(-label_period).ffill().bfill() - - for col in ["&-buy_rsi", "%-volatility"]: - dataframe[col] = dataframe[col].replace([np.inf, -np.inf], 0) - dataframe[col] = dataframe[col].ffill() - dataframe[col] = dataframe[col].fillna(0) - if dataframe[col].isna().any(): - logger.warning(f"目标列 {col} 仍包含 NaN，数据预览：\n{dataframe[col].tail(10)}") - except Exception as e: - logger.error(f"创建 FreqAI 目标失败：{str(e)}") - raise - - logger.info(f"目标列预览：\n{dataframe[['&-buy_rsi']].head().to_string()}") - return dataframe - - def populate_indicators(self, dataframe: DataFrame, metadata: dict) -> DataFrame: - logger.info(f"处理交易对：{metadata['pair']}") - logger.debug(f"输入特征列：{list(dataframe.columns)}") - dataframe = self.freqai.start(dataframe, metadata, self) - logger.debug(f"FreqAI 输出特征列：{list(dataframe.columns)}") - - dataframe["rsi"] = ta.RSI(dataframe, timeperiod=14) - bollinger = qtpylib.bollinger_bands(qtpylib.typical_price(dataframe), window=20, stds=2) - dataframe["bb_lowerband"] = bollinger["lower"] - dataframe["bb_middleband"] = bollinger["mid"] - dataframe["bb_upperband"] = bollinger["upper"] - dataframe["tema"] = ta.TEMA(dataframe, timeperiod=9) - - label_period = self.freqai_info["feature_parameters"]["label_period_candles"] - dataframe["up_or_down"] = np.where( - dataframe["close"].shift(-label_period) > dataframe["close"], 1, 0 - ) - - if "&-buy_rsi" in dataframe.columns: - if "%-volatility" not in dataframe.columns: - logger.warning("缺少 %-volatility 列，强制重新生成") - dataframe["%-volatility"] = dataframe["close"].pct_change().rolling(20, min_periods=1).std() - dataframe["%-volatility"] = dataframe["%-volatility"].replace([np.inf, -np.inf], 0) - dataframe["%-volatility"] = dataframe["%-volatility"].ffill() - dataframe["%-volatility"] = dataframe["%-volatility"].fillna(0) - - dataframe["&-sell_rsi"] = dataframe["&-buy_rsi"] + 30 - dataframe["&-stoploss"] = self.stoploss - (dataframe["%-volatility"] * 5).clip(-0.05, 0.05) - dataframe["&-roi_0"] = (dataframe["close"].shift(-label_period) / dataframe["close"] - 1).clip(0, 0.2) - - for col in ["&-buy_rsi", "&-sell_rsi", "&-stoploss", "&-roi_0"]: - dataframe[col] = dataframe[col].replace([np.inf, -np.inf], 0) - dataframe[col] = dataframe[col].ffill() - dataframe[col] = dataframe[col].fillna(0) - - dataframe["buy_rsi_pred"] = dataframe["&-buy_rsi"].rolling(5).mean().clip(10, 50) - dataframe["sell_rsi_pred"] = dataframe["&-sell_rsi"].rolling(5).mean().clip(50, 90) - dataframe["stoploss_pred"] = dataframe["&-stoploss"].clip(-0.35, -0.1) - dataframe["roi_0_pred"] = dataframe["&-roi_0"].clip(0.01, 0.2) - - for col in ["buy_rsi_pred", "sell_rsi_pred", "stoploss_pred", "roi_0_pred"]: - if dataframe[col].isna().any(): - logger.warning(f"列 {col} 包含 NaN，填充为默认值") - dataframe[col] = dataframe[col].ffill() - dataframe[col] = dataframe[col].fillna(dataframe[col].mean()) - - dataframe["trailing_stop_positive"] = (dataframe["roi_0_pred"] * 0.5).clip(0.01, 0.3) - dataframe["trailing_stop_positive_offset"] = (dataframe["roi_0_pred"] * 0.75).clip(0.02, 0.4) - - self.buy_rsi.value = float(dataframe["buy_rsi_pred"].iloc[-1]) - self.sell_rsi.value = float(dataframe["sell_rsi_pred"].iloc[-1]) - self.stoploss = float(self.stoploss_param.value) - self.minimal_roi = { - 0: float(self.roi_0.value), - 15: float(self.roi_15.value), - 30: float(self.roi_30.value), - 60: 0 - } - self.trailing_stop_positive = float(self.trailing_stop_positive_param.value) - self.trailing_stop_positive_offset = float(self.trailing_stop_positive_offset_param.value) - - logger.info(f"动态参数：buy_rsi={self.buy_rsi.value}, sell_rsi={self.sell_rsi.value}, " - f"stoploss={self.stoploss}, trailing_stop_positive={self.trailing_stop_positive}") - else: - logger.warning(f"&-buy_rsi 列缺失，跳过 FreqAI 预测逻辑，检查 freqai.start 输出") - - dataframe = dataframe.replace([np.inf, -np.inf], 0) - dataframe = dataframe.ffill() - dataframe = dataframe.fillna(0) - - logger.info(f"up_or_down 值统计：\n{dataframe['up_or_down'].value_counts().to_string()}") - logger.info(f"do_predict 值统计：\n{dataframe['do_predict'].value_counts().to_string()}") - logger.debug(f"最终特征列：{list(dataframe.columns)}") - - return dataframe - - def populate_entry_trend(self, df: DataFrame, metadata: dict) -> DataFrame: - enter_long_conditions = [ - qtpylib.crossed_above(df["rsi"], df["buy_rsi_pred"]), - df["tema"] > df["tema"].shift(1), - df["volume"] > 0, - df["do_predict"] == 1, - df["up_or_down"] == 1 - ] - if enter_long_conditions: - df.loc[ - reduce(lambda x, y: x & y, enter_long_conditions), - ["enter_long", "enter_tag"] - ] = (1, "long") - return df - - def populate_exit_trend(self, df: DataFrame, metadata: dict) -> DataFrame: - exit_long_conditions = [ - qtpylib.crossed_above(df["rsi"], df["sell_rsi_pred"]), - (df["close"] < df["close"].shift(1) * 0.97), - df["volume"] > 0, - df["do_predict"] == 1, - df["up_or_down"] == 0 - ] - if exit_long_conditions: - df.loc[ - reduce(lambda x, y: x & y, exit_long_conditions), - "exit_long" - ] = 1 - return df - - def confirm_trade_entry( - self, pair: str, order_type: str, amount: float, rate: float, - time_in_force: str, current_time, entry_tag, side: str, **kwargs - ) -> bool: - try: - df, _ = self.dp.get_analyzed_dataframe(pair, self.timeframe) - if df is None or df.empty: - logger.warning(f"无法获取 {pair} 的分析数据，拒绝交易") - return False - - last_candle = df.iloc[-1].squeeze() - if "close" not in last_candle or np.isnan(last_candle["close"]): - logger.warning(f"{pair} 的最新 K 线缺少有效 close 价格，拒绝交易") - return False - - if side == "long": - max_rate = last_candle["close"] * (1 + 0.0025) # 0.25% 滑点阈值 - if rate > max_rate: - logger.debug(f"拒绝 {pair} 的买入，价格 {rate} 超过最大允许价格 {max_rate}") - return False - elif side == "short": - logger.warning(f"{pair} 尝试做空，但策略不支持做空 (can_short={self.can_short})") - return False - - logger.debug(f"确认 {pair} 的交易：side={side}, rate={rate}, close={last_candle['close']}") - return True - except Exception as e: - logger.error(f"确认 {pair} 交易时出错：{str(e)}") - return False diff --git a/run.sh b/run.sh new file mode 100755 index 00000000..d2188480 --- /dev/null +++ b/run.sh @@ -0,0 +1,30 @@ +#!/bin/bash + +rm -rf user_data/models/* +rm -rf ./freqtrade/user_data/data/backtest_results/* + +docker-compose run --rm freqtrade >output.log 2>&1 +sed -i 's/\x1B\[[0-9;]*m//g' output.log +python3 filter.py + +rm ./result/* -fr +mv ./user_data/backtest_results/* ./result/ + +cd ./result +# 查找当前目录下的所有 zip 文件 +zip_files=(*.zip) + +# 检查是否只有一个 zip 文件 +if [ ${#zip_files[@]} -eq 1 ]; then + # 解压缩该 zip 文件到当前目录 + unzip "${zip_files[0]}" + rm *.zip + rm *.feather +else + echo "当前目录下没有 zip 文件或者有多个 zip 文件，无法操作。" +fi + +cd - +sed -i 's/\x1B\[[0-9;]*m//g' output.log +python3 filter.py +cp output_filted.log result/ -f diff --git a/temp_validation.log b/temp_validation.log deleted file mode 100644 index 3d10ae37..00000000 --- a/temp_validation.log +++ /dev/null @@ -1,2202 +0,0 @@ -2025-04-29 01:54:56,917 - freqtrade.configuration.config_validation - INFO - Validating configuration ... -2025-04-29 01:54:59,502 - freqtrade.configuration.config_validation - INFO - Validating configuration ... -[0] validation_0-rmse:0.24624 validation_1-rmse:0.26036 -[1] validation_0-rmse:0.24176 validation_1-rmse:0.25460 -[2] validation_0-rmse:0.23782 validation_1-rmse:0.24904 -[3] validation_0-rmse:0.23408 validation_1-rmse:0.24381 -[4] validation_0-rmse:0.23057 validation_1-rmse:0.23882 -[5] validation_0-rmse:0.22701 validation_1-rmse:0.23409 -[6] validation_0-rmse:0.22400 validation_1-rmse:0.22962 -[7] validation_0-rmse:0.22088 validation_1-rmse:0.22533 -[8] validation_0-rmse:0.21817 validation_1-rmse:0.22130 -[9] validation_0-rmse:0.21491 validation_1-rmse:0.21740 -[10] validation_0-rmse:0.21265 validation_1-rmse:0.21347 -[11] validation_0-rmse:0.20982 validation_1-rmse:0.20978 -[12] validation_0-rmse:0.20747 validation_1-rmse:0.20640 -[13] validation_0-rmse:0.20512 validation_1-rmse:0.20299 -[14] validation_0-rmse:0.20280 validation_1-rmse:0.19966 -[15] validation_0-rmse:0.20012 validation_1-rmse:0.19656 -[16] validation_0-rmse:0.19785 validation_1-rmse:0.19346 -[17] validation_0-rmse:0.19572 validation_1-rmse:0.19054 -[18] validation_0-rmse:0.19400 validation_1-rmse:0.18759 -[19] validation_0-rmse:0.19164 validation_1-rmse:0.18488 -[20] validation_0-rmse:0.18956 validation_1-rmse:0.18205 -[21] validation_0-rmse:0.18746 validation_1-rmse:0.17951 -[22] validation_0-rmse:0.18593 validation_1-rmse:0.17696 -[23] validation_0-rmse:0.18395 validation_1-rmse:0.17465 -[24] validation_0-rmse:0.18249 validation_1-rmse:0.17217 -[25] validation_0-rmse:0.18084 validation_1-rmse:0.16993 -[26] validation_0-rmse:0.17928 validation_1-rmse:0.16771 -[27] validation_0-rmse:0.17776 validation_1-rmse:0.16571 -[28] validation_0-rmse:0.17652 validation_1-rmse:0.16356 -[29] validation_0-rmse:0.17499 validation_1-rmse:0.16166 -[30] validation_0-rmse:0.17371 validation_1-rmse:0.15983 -[31] validation_0-rmse:0.17243 validation_1-rmse:0.15792 -[32] validation_0-rmse:0.17110 validation_1-rmse:0.15628 -[33] validation_0-rmse:0.16996 validation_1-rmse:0.15433 -[34] validation_0-rmse:0.16884 validation_1-rmse:0.15277 -[35] validation_0-rmse:0.16785 validation_1-rmse:0.15090 -[36] validation_0-rmse:0.16682 validation_1-rmse:0.14942 -[37] validation_0-rmse:0.16559 validation_1-rmse:0.14774 -[38] validation_0-rmse:0.16459 validation_1-rmse:0.14628 -[39] validation_0-rmse:0.16356 validation_1-rmse:0.14466 -[40] validation_0-rmse:0.16250 validation_1-rmse:0.14330 -[41] validation_0-rmse:0.16153 validation_1-rmse:0.14201 -[42] validation_0-rmse:0.16059 validation_1-rmse:0.14075 -[43] validation_0-rmse:0.15986 validation_1-rmse:0.13938 -[44] validation_0-rmse:0.15908 validation_1-rmse:0.13822 -[45] validation_0-rmse:0.15810 validation_1-rmse:0.13687 -[46] validation_0-rmse:0.15733 validation_1-rmse:0.13577 -[47] validation_0-rmse:0.15655 validation_1-rmse:0.13458 -[48] validation_0-rmse:0.15580 validation_1-rmse:0.13355 -[49] validation_0-rmse:0.15512 validation_1-rmse:0.13228 -[50] validation_0-rmse:0.15434 validation_1-rmse:0.13121 -[51] validation_0-rmse:0.15363 validation_1-rmse:0.13030 -[52] validation_0-rmse:0.15294 validation_1-rmse:0.12937 -[53] validation_0-rmse:0.15243 validation_1-rmse:0.12818 -[54] validation_0-rmse:0.15170 validation_1-rmse:0.12720 -[55] validation_0-rmse:0.15096 validation_1-rmse:0.12632 -[56] validation_0-rmse:0.15035 validation_1-rmse:0.12538 -[57] validation_0-rmse:0.14977 validation_1-rmse:0.12453 -[58] validation_0-rmse:0.14914 validation_1-rmse:0.12363 -[59] validation_0-rmse:0.14867 validation_1-rmse:0.12263 -[60] validation_0-rmse:0.14819 validation_1-rmse:0.12183 -[61] validation_0-rmse:0.14763 validation_1-rmse:0.12108 -[62] validation_0-rmse:0.14706 validation_1-rmse:0.12035 -[63] validation_0-rmse:0.14648 validation_1-rmse:0.11946 -[64] validation_0-rmse:0.14601 validation_1-rmse:0.11876 -[65] validation_0-rmse:0.14553 validation_1-rmse:0.11808 -[66] validation_0-rmse:0.14506 validation_1-rmse:0.11742 -[67] validation_0-rmse:0.14469 validation_1-rmse:0.11671 -[68] validation_0-rmse:0.14422 validation_1-rmse:0.11604 -[69] validation_0-rmse:0.14381 validation_1-rmse:0.11543 -[70] validation_0-rmse:0.14337 validation_1-rmse:0.11485 -[71] validation_0-rmse:0.14294 validation_1-rmse:0.11398 -[72] validation_0-rmse:0.14260 validation_1-rmse:0.11335 -[73] validation_0-rmse:0.14223 validation_1-rmse:0.11278 -[74] validation_0-rmse:0.14190 validation_1-rmse:0.11225 -[75] validation_0-rmse:0.14144 validation_1-rmse:0.11143 -[76] validation_0-rmse:0.14098 validation_1-rmse:0.11052 -[77] validation_0-rmse:0.14062 validation_1-rmse:0.10998 -[78] validation_0-rmse:0.14029 validation_1-rmse:0.10953 -[79] validation_0-rmse:0.13993 validation_1-rmse:0.10888 -[80] validation_0-rmse:0.13958 validation_1-rmse:0.10839 -[81] validation_0-rmse:0.13918 validation_1-rmse:0.10767 -[82] validation_0-rmse:0.13897 validation_1-rmse:0.10720 -[83] validation_0-rmse:0.13864 validation_1-rmse:0.10669 -[84] validation_0-rmse:0.13836 validation_1-rmse:0.10620 -[85] validation_0-rmse:0.13810 validation_1-rmse:0.10573 -[86] validation_0-rmse:0.13782 validation_1-rmse:0.10526 -[87] validation_0-rmse:0.13756 validation_1-rmse:0.10458 -[88] validation_0-rmse:0.13736 validation_1-rmse:0.10420 -[89] validation_0-rmse:0.13708 validation_1-rmse:0.10383 -[90] validation_0-rmse:0.13685 validation_1-rmse:0.10343 -[91] validation_0-rmse:0.13658 validation_1-rmse:0.10298 -[92] validation_0-rmse:0.13646 validation_1-rmse:0.10231 -[93] validation_0-rmse:0.13615 validation_1-rmse:0.10190 -[94] validation_0-rmse:0.13589 validation_1-rmse:0.10154 -[95] validation_0-rmse:0.13572 validation_1-rmse:0.10095 -[96] validation_0-rmse:0.13550 validation_1-rmse:0.10058 -[97] validation_0-rmse:0.13530 validation_1-rmse:0.10026 -[98] validation_0-rmse:0.13513 validation_1-rmse:0.09995 -[99] validation_0-rmse:0.13480 validation_1-rmse:0.09950 -[0] validation_0-rmse:0.26037 validation_1-rmse:0.25324 -[1] validation_0-rmse:0.25572 validation_1-rmse:0.24787 -[2] validation_0-rmse:0.25117 validation_1-rmse:0.24281 -[3] validation_0-rmse:0.24697 validation_1-rmse:0.23802 -[4] validation_0-rmse:0.24328 validation_1-rmse:0.23332 -[5] validation_0-rmse:0.23939 validation_1-rmse:0.22905 -[6] validation_0-rmse:0.23522 validation_1-rmse:0.22484 -[7] validation_0-rmse:0.23148 validation_1-rmse:0.22085 -[8] validation_0-rmse:0.22873 validation_1-rmse:0.21697 -[9] validation_0-rmse:0.22519 validation_1-rmse:0.21317 -[10] validation_0-rmse:0.22206 validation_1-rmse:0.20963 -[11] validation_0-rmse:0.21866 validation_1-rmse:0.20626 -[12] validation_0-rmse:0.21563 validation_1-rmse:0.20296 -[13] validation_0-rmse:0.21313 validation_1-rmse:0.19956 -[14] validation_0-rmse:0.21062 validation_1-rmse:0.19636 -[15] validation_0-rmse:0.20808 validation_1-rmse:0.19339 -[16] validation_0-rmse:0.20570 validation_1-rmse:0.19058 -[17] validation_0-rmse:0.20318 validation_1-rmse:0.18781 -[18] validation_0-rmse:0.20113 validation_1-rmse:0.18518 -[19] validation_0-rmse:0.19934 validation_1-rmse:0.18248 -[20] validation_0-rmse:0.19735 validation_1-rmse:0.18006 -[21] validation_0-rmse:0.19541 validation_1-rmse:0.17744 -[22] validation_0-rmse:0.19336 validation_1-rmse:0.17517 -[23] validation_0-rmse:0.19145 validation_1-rmse:0.17301 -[24] validation_0-rmse:0.18989 validation_1-rmse:0.17058 -[25] validation_0-rmse:0.18782 validation_1-rmse:0.16854 -[26] validation_0-rmse:0.18634 validation_1-rmse:0.16625 -[27] validation_0-rmse:0.18471 validation_1-rmse:0.16430 -[28] validation_0-rmse:0.18312 validation_1-rmse:0.16236 -[29] validation_0-rmse:0.18157 validation_1-rmse:0.16053 -[30] validation_0-rmse:0.17991 validation_1-rmse:0.15849 -[31] validation_0-rmse:0.17839 validation_1-rmse:0.15677 -[32] validation_0-rmse:0.17693 validation_1-rmse:0.15498 -[33] validation_0-rmse:0.17574 validation_1-rmse:0.15336 -[34] validation_0-rmse:0.17469 validation_1-rmse:0.15168 -[35] validation_0-rmse:0.17352 validation_1-rmse:0.15015 -[36] validation_0-rmse:0.17228 validation_1-rmse:0.14868 -[37] validation_0-rmse:0.17127 validation_1-rmse:0.14692 -[38] validation_0-rmse:0.17030 validation_1-rmse:0.14553 -[39] validation_0-rmse:0.16926 validation_1-rmse:0.14420 -[40] validation_0-rmse:0.16821 validation_1-rmse:0.14297 -[41] validation_0-rmse:0.16740 validation_1-rmse:0.14144 -[42] validation_0-rmse:0.16647 validation_1-rmse:0.14020 -[43] validation_0-rmse:0.16548 validation_1-rmse:0.13903 -[44] validation_0-rmse:0.16440 validation_1-rmse:0.13765 -[45] validation_0-rmse:0.16353 validation_1-rmse:0.13652 -[46] validation_0-rmse:0.16269 validation_1-rmse:0.13522 -[47] validation_0-rmse:0.16193 validation_1-rmse:0.13419 -[48] validation_0-rmse:0.16114 validation_1-rmse:0.13311 -[49] validation_0-rmse:0.16043 validation_1-rmse:0.13214 -[50] validation_0-rmse:0.15971 validation_1-rmse:0.13090 -[51] validation_0-rmse:0.15909 validation_1-rmse:0.12992 -[52] validation_0-rmse:0.15834 validation_1-rmse:0.12899 -[53] validation_0-rmse:0.15763 validation_1-rmse:0.12809 -[54] validation_0-rmse:0.15697 validation_1-rmse:0.12724 -[55] validation_0-rmse:0.15631 validation_1-rmse:0.12637 -[56] validation_0-rmse:0.15553 validation_1-rmse:0.12535 -[57] validation_0-rmse:0.15494 validation_1-rmse:0.12456 -[58] validation_0-rmse:0.15452 validation_1-rmse:0.12352 -[59] validation_0-rmse:0.15396 validation_1-rmse:0.12273 -[60] validation_0-rmse:0.15334 validation_1-rmse:0.12196 -[61] validation_0-rmse:0.15274 validation_1-rmse:0.12123 -[62] validation_0-rmse:0.15221 validation_1-rmse:0.12048 -[63] validation_0-rmse:0.15176 validation_1-rmse:0.11953 -[64] validation_0-rmse:0.15133 validation_1-rmse:0.11887 -[65] validation_0-rmse:0.15080 validation_1-rmse:0.11796 -[66] validation_0-rmse:0.15035 validation_1-rmse:0.11734 -[67] validation_0-rmse:0.14995 validation_1-rmse:0.11667 -[68] validation_0-rmse:0.14954 validation_1-rmse:0.11616 -[69] validation_0-rmse:0.14916 validation_1-rmse:0.11535 -[70] validation_0-rmse:0.14887 validation_1-rmse:0.11469 -[71] validation_0-rmse:0.14854 validation_1-rmse:0.11408 -[72] validation_0-rmse:0.14811 validation_1-rmse:0.11334 -[73] validation_0-rmse:0.14766 validation_1-rmse:0.11278 -[74] validation_0-rmse:0.14738 validation_1-rmse:0.11231 -[75] validation_0-rmse:0.14697 validation_1-rmse:0.11184 -[76] validation_0-rmse:0.14663 validation_1-rmse:0.11108 -[77] validation_0-rmse:0.14635 validation_1-rmse:0.11058 -[78] validation_0-rmse:0.14591 validation_1-rmse:0.10984 -[79] validation_0-rmse:0.14561 validation_1-rmse:0.10929 -[80] validation_0-rmse:0.14529 validation_1-rmse:0.10875 -[81] validation_0-rmse:0.14510 validation_1-rmse:0.10826 -[82] validation_0-rmse:0.14471 validation_1-rmse:0.10772 -[83] validation_0-rmse:0.14444 validation_1-rmse:0.10725 -[84] validation_0-rmse:0.14420 validation_1-rmse:0.10652 -[85] validation_0-rmse:0.14393 validation_1-rmse:0.10608 -[86] validation_0-rmse:0.14371 validation_1-rmse:0.10567 -[87] validation_0-rmse:0.14342 validation_1-rmse:0.10528 -[88] validation_0-rmse:0.14314 validation_1-rmse:0.10483 -[89] validation_0-rmse:0.14307 validation_1-rmse:0.10439 -[90] validation_0-rmse:0.14273 validation_1-rmse:0.10395 -[91] validation_0-rmse:0.14237 validation_1-rmse:0.10353 -[92] validation_0-rmse:0.14210 validation_1-rmse:0.10318 -[93] validation_0-rmse:0.14186 validation_1-rmse:0.10279 -[94] validation_0-rmse:0.14175 validation_1-rmse:0.10234 -[95] validation_0-rmse:0.14153 validation_1-rmse:0.10204 -[96] validation_0-rmse:0.14142 validation_1-rmse:0.10160 -[97] validation_0-rmse:0.14124 validation_1-rmse:0.10126 -[98] validation_0-rmse:0.14102 validation_1-rmse:0.10068 -[99] validation_0-rmse:0.14079 validation_1-rmse:0.10036 -[0] validation_0-rmse:0.25769 validation_1-rmse:0.25549 -[1] validation_0-rmse:0.25314 validation_1-rmse:0.24986 -[2] validation_0-rmse:0.24864 validation_1-rmse:0.24456 -[3] validation_0-rmse:0.24486 validation_1-rmse:0.23955 -[4] validation_0-rmse:0.24144 validation_1-rmse:0.23480 -[5] validation_0-rmse:0.23803 validation_1-rmse:0.23024 -[6] validation_0-rmse:0.23468 validation_1-rmse:0.22599 -[7] validation_0-rmse:0.23134 validation_1-rmse:0.22162 -[8] validation_0-rmse:0.22843 validation_1-rmse:0.21773 -[9] validation_0-rmse:0.22560 validation_1-rmse:0.21396 -[10] validation_0-rmse:0.22402 validation_1-rmse:0.21023 -[11] validation_0-rmse:0.22155 validation_1-rmse:0.20680 -[12] validation_0-rmse:0.21899 validation_1-rmse:0.20342 -[13] validation_0-rmse:0.21654 validation_1-rmse:0.20029 -[14] validation_0-rmse:0.21431 validation_1-rmse:0.19719 -[15] validation_0-rmse:0.21282 validation_1-rmse:0.19411 -[16] validation_0-rmse:0.21076 validation_1-rmse:0.19117 -[17] validation_0-rmse:0.20882 validation_1-rmse:0.18835 -[18] validation_0-rmse:0.20695 validation_1-rmse:0.18547 -[19] validation_0-rmse:0.20538 validation_1-rmse:0.18292 -[20] validation_0-rmse:0.20345 validation_1-rmse:0.18038 -[21] validation_0-rmse:0.20148 validation_1-rmse:0.17799 -[22] validation_0-rmse:0.19991 validation_1-rmse:0.17569 -[23] validation_0-rmse:0.19832 validation_1-rmse:0.17350 -[24] validation_0-rmse:0.19658 validation_1-rmse:0.17096 -[25] validation_0-rmse:0.19474 validation_1-rmse:0.16879 -[26] validation_0-rmse:0.19292 validation_1-rmse:0.16665 -[27] validation_0-rmse:0.19134 validation_1-rmse:0.16470 -[28] validation_0-rmse:0.19034 validation_1-rmse:0.16253 -[29] validation_0-rmse:0.18882 validation_1-rmse:0.16068 -[30] validation_0-rmse:0.18736 validation_1-rmse:0.15892 -[31] validation_0-rmse:0.18605 validation_1-rmse:0.15690 -[32] validation_0-rmse:0.18481 validation_1-rmse:0.15521 -[33] validation_0-rmse:0.18346 validation_1-rmse:0.15356 -[34] validation_0-rmse:0.18222 validation_1-rmse:0.15188 -[35] validation_0-rmse:0.18095 validation_1-rmse:0.15028 -[36] validation_0-rmse:0.18015 validation_1-rmse:0.14857 -[37] validation_0-rmse:0.17915 validation_1-rmse:0.14713 -[38] validation_0-rmse:0.17817 validation_1-rmse:0.14573 -[39] validation_0-rmse:0.17723 validation_1-rmse:0.14437 -[40] validation_0-rmse:0.17619 validation_1-rmse:0.14308 -[41] validation_0-rmse:0.17509 validation_1-rmse:0.14176 -[42] validation_0-rmse:0.17407 validation_1-rmse:0.14047 -[43] validation_0-rmse:0.17340 validation_1-rmse:0.13921 -[44] validation_0-rmse:0.17245 validation_1-rmse:0.13806 -[45] validation_0-rmse:0.17212 validation_1-rmse:0.13685 -[46] validation_0-rmse:0.17133 validation_1-rmse:0.13577 -[47] validation_0-rmse:0.17064 validation_1-rmse:0.13451 -[48] validation_0-rmse:0.17004 validation_1-rmse:0.13331 -[49] validation_0-rmse:0.16941 validation_1-rmse:0.13222 -[50] validation_0-rmse:0.16858 validation_1-rmse:0.13123 -[51] validation_0-rmse:0.16786 validation_1-rmse:0.13007 -[52] validation_0-rmse:0.16718 validation_1-rmse:0.12912 -[53] validation_0-rmse:0.16651 validation_1-rmse:0.12806 -[54] validation_0-rmse:0.16592 validation_1-rmse:0.12709 -[55] validation_0-rmse:0.16542 validation_1-rmse:0.12604 -[56] validation_0-rmse:0.16479 validation_1-rmse:0.12523 -[57] validation_0-rmse:0.16426 validation_1-rmse:0.12439 -[58] validation_0-rmse:0.16363 validation_1-rmse:0.12352 -[59] validation_0-rmse:0.16325 validation_1-rmse:0.12263 -[60] validation_0-rmse:0.16289 validation_1-rmse:0.12173 -[61] validation_0-rmse:0.16226 validation_1-rmse:0.12099 -[62] validation_0-rmse:0.16176 validation_1-rmse:0.12010 -[63] validation_0-rmse:0.16144 validation_1-rmse:0.11936 -[64] validation_0-rmse:0.16088 validation_1-rmse:0.11862 -[65] validation_0-rmse:0.16030 validation_1-rmse:0.11786 -[66] validation_0-rmse:0.15991 validation_1-rmse:0.11714 -[67] validation_0-rmse:0.15947 validation_1-rmse:0.11640 -[68] validation_0-rmse:0.15912 validation_1-rmse:0.11574 -[69] validation_0-rmse:0.15874 validation_1-rmse:0.11507 -[70] validation_0-rmse:0.15837 validation_1-rmse:0.11430 -[71] validation_0-rmse:0.15798 validation_1-rmse:0.11365 -[72] validation_0-rmse:0.15763 validation_1-rmse:0.11305 -[73] validation_0-rmse:0.15713 validation_1-rmse:0.11250 -[74] validation_0-rmse:0.15648 validation_1-rmse:0.11177 -[75] validation_0-rmse:0.15619 validation_1-rmse:0.11122 -[76] validation_0-rmse:0.15593 validation_1-rmse:0.11066 -[77] validation_0-rmse:0.15562 validation_1-rmse:0.11007 -[78] validation_0-rmse:0.15519 validation_1-rmse:0.10953 -[79] validation_0-rmse:0.15500 validation_1-rmse:0.10883 -[80] validation_0-rmse:0.15461 validation_1-rmse:0.10835 -[81] validation_0-rmse:0.15417 validation_1-rmse:0.10780 -[82] validation_0-rmse:0.15393 validation_1-rmse:0.10742 -[83] validation_0-rmse:0.15395 validation_1-rmse:0.10634 -[84] validation_0-rmse:0.15359 validation_1-rmse:0.10588 -[85] validation_0-rmse:0.15315 validation_1-rmse:0.10539 -[86] validation_0-rmse:0.15315 validation_1-rmse:0.10440 -[87] validation_0-rmse:0.15278 validation_1-rmse:0.10400 -[88] validation_0-rmse:0.15239 validation_1-rmse:0.10353 -[89] validation_0-rmse:0.15200 validation_1-rmse:0.10310 -[90] validation_0-rmse:0.15182 validation_1-rmse:0.10245 -[91] validation_0-rmse:0.15175 validation_1-rmse:0.10182 -[92] validation_0-rmse:0.15139 validation_1-rmse:0.10138 -[93] validation_0-rmse:0.15105 validation_1-rmse:0.10095 -[94] validation_0-rmse:0.15091 validation_1-rmse:0.10056 -[95] validation_0-rmse:0.15088 validation_1-rmse:0.09964 -[96] validation_0-rmse:0.15065 validation_1-rmse:0.09927 -[97] validation_0-rmse:0.15036 validation_1-rmse:0.09888 -[98] validation_0-rmse:0.15021 validation_1-rmse:0.09852 -[99] validation_0-rmse:0.15004 validation_1-rmse:0.09815 -[0] validation_0-rmse:0.25046 validation_1-rmse:0.26128 -[1] validation_0-rmse:0.24588 validation_1-rmse:0.25570 -[2] validation_0-rmse:0.24156 validation_1-rmse:0.25047 -[3] validation_0-rmse:0.23757 validation_1-rmse:0.24551 -[4] validation_0-rmse:0.23411 validation_1-rmse:0.24075 -[5] validation_0-rmse:0.23029 validation_1-rmse:0.23637 -[6] validation_0-rmse:0.22707 validation_1-rmse:0.23199 -[7] validation_0-rmse:0.22405 validation_1-rmse:0.22801 -[8] validation_0-rmse:0.22083 validation_1-rmse:0.22420 -[9] validation_0-rmse:0.21768 validation_1-rmse:0.22038 -[10] validation_0-rmse:0.21473 validation_1-rmse:0.21674 -[11] validation_0-rmse:0.21187 validation_1-rmse:0.21322 -[12] validation_0-rmse:0.20911 validation_1-rmse:0.20996 -[13] validation_0-rmse:0.20669 validation_1-rmse:0.20679 -[14] validation_0-rmse:0.20441 validation_1-rmse:0.20366 -[15] validation_0-rmse:0.20250 validation_1-rmse:0.20054 -[16] validation_0-rmse:0.20017 validation_1-rmse:0.19757 -[17] validation_0-rmse:0.19804 validation_1-rmse:0.19490 -[18] validation_0-rmse:0.19618 validation_1-rmse:0.19221 -[19] validation_0-rmse:0.19404 validation_1-rmse:0.18954 -[20] validation_0-rmse:0.19209 validation_1-rmse:0.18666 -[21] validation_0-rmse:0.19014 validation_1-rmse:0.18430 -[22] validation_0-rmse:0.18845 validation_1-rmse:0.18197 -[23] validation_0-rmse:0.18653 validation_1-rmse:0.17972 -[24] validation_0-rmse:0.18468 validation_1-rmse:0.17722 -[25] validation_0-rmse:0.18325 validation_1-rmse:0.17491 -[26] validation_0-rmse:0.18152 validation_1-rmse:0.17284 -[27] validation_0-rmse:0.17999 validation_1-rmse:0.17092 -[28] validation_0-rmse:0.17846 validation_1-rmse:0.16892 -[29] validation_0-rmse:0.17696 validation_1-rmse:0.16709 -[30] validation_0-rmse:0.17558 validation_1-rmse:0.16510 -[31] validation_0-rmse:0.17418 validation_1-rmse:0.16335 -[32] validation_0-rmse:0.17293 validation_1-rmse:0.16161 -[33] validation_0-rmse:0.17159 validation_1-rmse:0.16003 -[34] validation_0-rmse:0.17030 validation_1-rmse:0.15831 -[35] validation_0-rmse:0.16907 validation_1-rmse:0.15681 -[36] validation_0-rmse:0.16796 validation_1-rmse:0.15513 -[37] validation_0-rmse:0.16690 validation_1-rmse:0.15349 -[38] validation_0-rmse:0.16580 validation_1-rmse:0.15204 -[39] validation_0-rmse:0.16492 validation_1-rmse:0.15050 -[40] validation_0-rmse:0.16383 validation_1-rmse:0.14918 -[41] validation_0-rmse:0.16281 validation_1-rmse:0.14788 -[42] validation_0-rmse:0.16176 validation_1-rmse:0.14660 -[43] validation_0-rmse:0.16082 validation_1-rmse:0.14516 -[44] validation_0-rmse:0.15990 validation_1-rmse:0.14395 -[45] validation_0-rmse:0.15891 validation_1-rmse:0.14281 -[46] validation_0-rmse:0.15797 validation_1-rmse:0.14168 -[47] validation_0-rmse:0.15712 validation_1-rmse:0.14040 -[48] validation_0-rmse:0.15632 validation_1-rmse:0.13933 -[49] validation_0-rmse:0.15542 validation_1-rmse:0.13821 -[50] validation_0-rmse:0.15458 validation_1-rmse:0.13705 -[51] validation_0-rmse:0.15404 validation_1-rmse:0.13583 -[52] validation_0-rmse:0.15334 validation_1-rmse:0.13483 -[53] validation_0-rmse:0.15256 validation_1-rmse:0.13387 -[54] validation_0-rmse:0.15190 validation_1-rmse:0.13290 -[55] validation_0-rmse:0.15122 validation_1-rmse:0.13174 -[56] validation_0-rmse:0.15065 validation_1-rmse:0.13080 -[57] validation_0-rmse:0.15006 validation_1-rmse:0.12993 -[58] validation_0-rmse:0.14955 validation_1-rmse:0.12897 -[59] validation_0-rmse:0.14893 validation_1-rmse:0.12814 -[60] validation_0-rmse:0.14843 validation_1-rmse:0.12735 -[61] validation_0-rmse:0.14789 validation_1-rmse:0.12642 -[62] validation_0-rmse:0.14718 validation_1-rmse:0.12561 -[63] validation_0-rmse:0.14659 validation_1-rmse:0.12486 -[64] validation_0-rmse:0.14600 validation_1-rmse:0.12397 -[65] validation_0-rmse:0.14547 validation_1-rmse:0.12324 -[66] validation_0-rmse:0.14499 validation_1-rmse:0.12255 -[67] validation_0-rmse:0.14451 validation_1-rmse:0.12188 -[68] validation_0-rmse:0.14393 validation_1-rmse:0.12114 -[69] validation_0-rmse:0.14346 validation_1-rmse:0.12048 -[70] validation_0-rmse:0.14293 validation_1-rmse:0.11974 -[71] validation_0-rmse:0.14256 validation_1-rmse:0.11893 -[72] validation_0-rmse:0.14212 validation_1-rmse:0.11830 -[73] validation_0-rmse:0.14177 validation_1-rmse:0.11748 -[74] validation_0-rmse:0.14134 validation_1-rmse:0.11686 -[75] validation_0-rmse:0.14101 validation_1-rmse:0.11609 -[76] validation_0-rmse:0.14060 validation_1-rmse:0.11536 -[77] validation_0-rmse:0.14020 validation_1-rmse:0.11484 -[78] validation_0-rmse:0.13983 validation_1-rmse:0.11412 -[79] validation_0-rmse:0.13951 validation_1-rmse:0.11357 -[80] validation_0-rmse:0.13928 validation_1-rmse:0.11273 -[81] validation_0-rmse:0.13889 validation_1-rmse:0.11221 -[82] validation_0-rmse:0.13855 validation_1-rmse:0.11166 -[83] validation_0-rmse:0.13824 validation_1-rmse:0.11114 -[84] validation_0-rmse:0.13808 validation_1-rmse:0.11050 -[85] validation_0-rmse:0.13767 validation_1-rmse:0.10998 -[86] validation_0-rmse:0.13731 validation_1-rmse:0.10947 -[87] validation_0-rmse:0.13716 validation_1-rmse:0.10876 -[88] validation_0-rmse:0.13678 validation_1-rmse:0.10832 -[89] validation_0-rmse:0.13659 validation_1-rmse:0.10782 -[90] validation_0-rmse:0.13629 validation_1-rmse:0.10736 -[91] validation_0-rmse:0.13600 validation_1-rmse:0.10662 -[92] validation_0-rmse:0.13577 validation_1-rmse:0.10613 -[93] validation_0-rmse:0.13541 validation_1-rmse:0.10565 -[94] validation_0-rmse:0.13534 validation_1-rmse:0.10501 -[95] validation_0-rmse:0.13511 validation_1-rmse:0.10453 -[96] validation_0-rmse:0.13483 validation_1-rmse:0.10401 -[97] validation_0-rmse:0.13455 validation_1-rmse:0.10362 -[98] validation_0-rmse:0.13425 validation_1-rmse:0.10323 -[99] validation_0-rmse:0.13402 validation_1-rmse:0.10289 -[0] validation_0-rmse:0.26428 validation_1-rmse:0.27464 -[1] validation_0-rmse:0.25911 validation_1-rmse:0.26865 -[2] validation_0-rmse:0.25427 validation_1-rmse:0.26296 -[3] validation_0-rmse:0.24970 validation_1-rmse:0.25748 -[4] validation_0-rmse:0.24525 validation_1-rmse:0.25222 -[5] validation_0-rmse:0.24140 validation_1-rmse:0.24725 -[6] validation_0-rmse:0.23748 validation_1-rmse:0.24264 -[7] validation_0-rmse:0.23368 validation_1-rmse:0.23792 -[8] validation_0-rmse:0.23022 validation_1-rmse:0.23363 -[9] validation_0-rmse:0.22695 validation_1-rmse:0.22945 -[10] validation_0-rmse:0.22381 validation_1-rmse:0.22543 -[11] validation_0-rmse:0.22105 validation_1-rmse:0.22154 -[12] validation_0-rmse:0.21818 validation_1-rmse:0.21797 -[13] validation_0-rmse:0.21526 validation_1-rmse:0.21430 -[14] validation_0-rmse:0.21284 validation_1-rmse:0.21101 -[15] validation_0-rmse:0.21034 validation_1-rmse:0.20769 -[16] validation_0-rmse:0.20802 validation_1-rmse:0.20438 -[17] validation_0-rmse:0.20590 validation_1-rmse:0.20136 -[18] validation_0-rmse:0.20386 validation_1-rmse:0.19837 -[19] validation_0-rmse:0.20219 validation_1-rmse:0.19549 -[20] validation_0-rmse:0.20037 validation_1-rmse:0.19283 -[21] validation_0-rmse:0.19826 validation_1-rmse:0.19005 -[22] validation_0-rmse:0.19657 validation_1-rmse:0.18750 -[23] validation_0-rmse:0.19525 validation_1-rmse:0.18498 -[24] validation_0-rmse:0.19373 validation_1-rmse:0.18267 -[25] validation_0-rmse:0.19197 validation_1-rmse:0.18037 -[26] validation_0-rmse:0.19063 validation_1-rmse:0.17799 -[27] validation_0-rmse:0.18897 validation_1-rmse:0.17587 -[28] validation_0-rmse:0.18765 validation_1-rmse:0.17382 -[29] validation_0-rmse:0.18608 validation_1-rmse:0.17185 -[30] validation_0-rmse:0.18456 validation_1-rmse:0.16992 -[31] validation_0-rmse:0.18340 validation_1-rmse:0.16793 -[32] validation_0-rmse:0.18206 validation_1-rmse:0.16616 -[33] validation_0-rmse:0.18077 validation_1-rmse:0.16437 -[34] validation_0-rmse:0.17960 validation_1-rmse:0.16270 -[35] validation_0-rmse:0.17857 validation_1-rmse:0.16105 -[36] validation_0-rmse:0.17748 validation_1-rmse:0.15925 -[37] validation_0-rmse:0.17649 validation_1-rmse:0.15762 -[38] validation_0-rmse:0.17540 validation_1-rmse:0.15611 -[39] validation_0-rmse:0.17427 validation_1-rmse:0.15469 -[40] validation_0-rmse:0.17312 validation_1-rmse:0.15301 -[41] validation_0-rmse:0.17217 validation_1-rmse:0.15169 -[42] validation_0-rmse:0.17119 validation_1-rmse:0.15037 -[43] validation_0-rmse:0.17030 validation_1-rmse:0.14910 -[44] validation_0-rmse:0.16939 validation_1-rmse:0.14786 -[45] validation_0-rmse:0.16851 validation_1-rmse:0.14660 -[46] validation_0-rmse:0.16793 validation_1-rmse:0.14518 -[47] validation_0-rmse:0.16760 validation_1-rmse:0.14365 -[48] validation_0-rmse:0.16674 validation_1-rmse:0.14258 -[49] validation_0-rmse:0.16588 validation_1-rmse:0.14152 -[50] validation_0-rmse:0.16505 validation_1-rmse:0.14051 -[51] validation_0-rmse:0.16437 validation_1-rmse:0.13919 -[52] validation_0-rmse:0.16361 validation_1-rmse:0.13818 -[53] validation_0-rmse:0.16290 validation_1-rmse:0.13715 -[54] validation_0-rmse:0.16217 validation_1-rmse:0.13621 -[55] validation_0-rmse:0.16207 validation_1-rmse:0.13493 -[56] validation_0-rmse:0.16153 validation_1-rmse:0.13395 -[57] validation_0-rmse:0.16077 validation_1-rmse:0.13302 -[58] validation_0-rmse:0.16021 validation_1-rmse:0.13218 -[59] validation_0-rmse:0.15972 validation_1-rmse:0.13117 -[60] validation_0-rmse:0.15954 validation_1-rmse:0.13003 -[61] validation_0-rmse:0.15896 validation_1-rmse:0.12926 -[62] validation_0-rmse:0.15849 validation_1-rmse:0.12848 -[63] validation_0-rmse:0.15801 validation_1-rmse:0.12770 -[64] validation_0-rmse:0.15737 validation_1-rmse:0.12678 -[65] validation_0-rmse:0.15736 validation_1-rmse:0.12578 -[66] validation_0-rmse:0.15684 validation_1-rmse:0.12506 -[67] validation_0-rmse:0.15638 validation_1-rmse:0.12437 -[68] validation_0-rmse:0.15618 validation_1-rmse:0.12336 -[69] validation_0-rmse:0.15581 validation_1-rmse:0.12269 -[70] validation_0-rmse:0.15537 validation_1-rmse:0.12205 -[71] validation_0-rmse:0.15534 validation_1-rmse:0.12117 -[72] validation_0-rmse:0.15485 validation_1-rmse:0.12049 -[73] validation_0-rmse:0.15465 validation_1-rmse:0.11968 -[74] validation_0-rmse:0.15430 validation_1-rmse:0.11906 -[75] validation_0-rmse:0.15386 validation_1-rmse:0.11840 -[76] validation_0-rmse:0.15353 validation_1-rmse:0.11781 -[77] validation_0-rmse:0.15354 validation_1-rmse:0.11697 -[78] validation_0-rmse:0.15325 validation_1-rmse:0.11630 -[79] validation_0-rmse:0.15282 validation_1-rmse:0.11572 -[80] validation_0-rmse:0.15239 validation_1-rmse:0.11514 -[81] validation_0-rmse:0.15226 validation_1-rmse:0.11431 -[82] validation_0-rmse:0.15189 validation_1-rmse:0.11381 -[83] validation_0-rmse:0.15171 validation_1-rmse:0.11316 -[84] validation_0-rmse:0.15136 validation_1-rmse:0.11270 -[85] validation_0-rmse:0.15112 validation_1-rmse:0.11212 -[86] validation_0-rmse:0.15112 validation_1-rmse:0.11140 -[87] validation_0-rmse:0.15074 validation_1-rmse:0.11094 -[88] validation_0-rmse:0.15048 validation_1-rmse:0.11035 -[89] validation_0-rmse:0.15026 validation_1-rmse:0.10983 -[90] validation_0-rmse:0.14989 validation_1-rmse:0.10938 -[91] validation_0-rmse:0.14955 validation_1-rmse:0.10893 -[92] validation_0-rmse:0.14955 validation_1-rmse:0.10815 -[93] validation_0-rmse:0.14933 validation_1-rmse:0.10765 -[94] validation_0-rmse:0.14908 validation_1-rmse:0.10711 -[95] validation_0-rmse:0.14889 validation_1-rmse:0.10668 -[96] validation_0-rmse:0.14853 validation_1-rmse:0.10627 -[97] validation_0-rmse:0.14853 validation_1-rmse:0.10553 -[98] validation_0-rmse:0.14835 validation_1-rmse:0.10513 -[99] validation_0-rmse:0.14818 validation_1-rmse:0.10475 -[0] validation_0-rmse:0.27166 validation_1-rmse:0.27726 -[1] validation_0-rmse:0.26708 validation_1-rmse:0.27112 -[2] validation_0-rmse:0.26297 validation_1-rmse:0.26523 -[3] validation_0-rmse:0.25865 validation_1-rmse:0.25959 -[4] validation_0-rmse:0.25494 validation_1-rmse:0.25419 -[5] validation_0-rmse:0.25100 validation_1-rmse:0.24913 -[6] validation_0-rmse:0.24763 validation_1-rmse:0.24437 -[7] validation_0-rmse:0.24441 validation_1-rmse:0.23970 -[8] validation_0-rmse:0.24110 validation_1-rmse:0.23527 -[9] validation_0-rmse:0.23801 validation_1-rmse:0.23102 -[10] validation_0-rmse:0.23492 validation_1-rmse:0.22691 -[11] validation_0-rmse:0.23229 validation_1-rmse:0.22297 -[12] validation_0-rmse:0.22956 validation_1-rmse:0.21923 -[13] validation_0-rmse:0.22707 validation_1-rmse:0.21564 -[14] validation_0-rmse:0.22482 validation_1-rmse:0.21221 -[15] validation_0-rmse:0.22237 validation_1-rmse:0.20891 -[16] validation_0-rmse:0.22030 validation_1-rmse:0.20557 -[17] validation_0-rmse:0.21784 validation_1-rmse:0.20243 -[18] validation_0-rmse:0.21591 validation_1-rmse:0.19949 -[19] validation_0-rmse:0.21399 validation_1-rmse:0.19664 -[20] validation_0-rmse:0.21182 validation_1-rmse:0.19378 -[21] validation_0-rmse:0.20992 validation_1-rmse:0.19110 -[22] validation_0-rmse:0.20821 validation_1-rmse:0.18850 -[23] validation_0-rmse:0.20621 validation_1-rmse:0.18597 -[24] validation_0-rmse:0.20490 validation_1-rmse:0.18353 -[25] validation_0-rmse:0.20318 validation_1-rmse:0.18126 -[26] validation_0-rmse:0.20168 validation_1-rmse:0.17896 -[27] validation_0-rmse:0.19992 validation_1-rmse:0.17679 -[28] validation_0-rmse:0.19865 validation_1-rmse:0.17458 -[29] validation_0-rmse:0.19722 validation_1-rmse:0.17257 -[30] validation_0-rmse:0.19571 validation_1-rmse:0.17039 -[31] validation_0-rmse:0.19429 validation_1-rmse:0.16855 -[32] validation_0-rmse:0.19285 validation_1-rmse:0.16664 -[33] validation_0-rmse:0.19141 validation_1-rmse:0.16488 -[34] validation_0-rmse:0.19022 validation_1-rmse:0.16312 -[35] validation_0-rmse:0.18904 validation_1-rmse:0.16145 -[36] validation_0-rmse:0.18832 validation_1-rmse:0.15973 -[37] validation_0-rmse:0.18723 validation_1-rmse:0.15815 -[38] validation_0-rmse:0.18610 validation_1-rmse:0.15653 -[39] validation_0-rmse:0.18504 validation_1-rmse:0.15503 -[40] validation_0-rmse:0.18402 validation_1-rmse:0.15358 -[41] validation_0-rmse:0.18333 validation_1-rmse:0.15193 -[42] validation_0-rmse:0.18213 validation_1-rmse:0.15058 -[43] validation_0-rmse:0.18176 validation_1-rmse:0.14922 -[44] validation_0-rmse:0.18093 validation_1-rmse:0.14792 -[45] validation_0-rmse:0.18017 validation_1-rmse:0.14667 -[46] validation_0-rmse:0.17928 validation_1-rmse:0.14537 -[47] validation_0-rmse:0.17858 validation_1-rmse:0.14420 -[48] validation_0-rmse:0.17770 validation_1-rmse:0.14306 -[49] validation_0-rmse:0.17695 validation_1-rmse:0.14199 -[50] validation_0-rmse:0.17613 validation_1-rmse:0.14094 -[51] validation_0-rmse:0.17545 validation_1-rmse:0.13979 -[52] validation_0-rmse:0.17490 validation_1-rmse:0.13874 -[53] validation_0-rmse:0.17452 validation_1-rmse:0.13755 -[54] validation_0-rmse:0.17383 validation_1-rmse:0.13663 -[55] validation_0-rmse:0.17327 validation_1-rmse:0.13568 -[56] validation_0-rmse:0.17255 validation_1-rmse:0.13477 -[57] validation_0-rmse:0.17192 validation_1-rmse:0.13382 -[58] validation_0-rmse:0.17138 validation_1-rmse:0.13277 -[59] validation_0-rmse:0.17074 validation_1-rmse:0.13188 -[60] validation_0-rmse:0.17026 validation_1-rmse:0.13089 -[61] validation_0-rmse:0.16969 validation_1-rmse:0.13010 -[62] validation_0-rmse:0.16932 validation_1-rmse:0.12904 -[63] validation_0-rmse:0.16888 validation_1-rmse:0.12818 -[64] validation_0-rmse:0.16849 validation_1-rmse:0.12745 -[65] validation_0-rmse:0.16802 validation_1-rmse:0.12639 -[66] validation_0-rmse:0.16747 validation_1-rmse:0.12567 -[67] validation_0-rmse:0.16710 validation_1-rmse:0.12496 -[68] validation_0-rmse:0.16672 validation_1-rmse:0.12426 -[69] validation_0-rmse:0.16635 validation_1-rmse:0.12331 -[70] validation_0-rmse:0.16597 validation_1-rmse:0.12267 -[71] validation_0-rmse:0.16554 validation_1-rmse:0.12196 -[72] validation_0-rmse:0.16522 validation_1-rmse:0.12121 -[73] validation_0-rmse:0.16481 validation_1-rmse:0.12054 -[74] validation_0-rmse:0.16442 validation_1-rmse:0.11996 -[75] validation_0-rmse:0.16409 validation_1-rmse:0.11939 -[76] validation_0-rmse:0.16375 validation_1-rmse:0.11878 -[77] validation_0-rmse:0.16275 validation_1-rmse:0.11753 -[78] validation_0-rmse:0.16248 validation_1-rmse:0.11692 -[79] validation_0-rmse:0.16215 validation_1-rmse:0.11619 -[80] validation_0-rmse:0.16187 validation_1-rmse:0.11564 -[81] validation_0-rmse:0.16150 validation_1-rmse:0.11493 -[82] validation_0-rmse:0.16123 validation_1-rmse:0.11438 -[83] validation_0-rmse:0.16109 validation_1-rmse:0.11358 -[84] validation_0-rmse:0.16065 validation_1-rmse:0.11304 -[85] validation_0-rmse:0.16038 validation_1-rmse:0.11256 -[86] validation_0-rmse:0.16022 validation_1-rmse:0.11205 -[87] validation_0-rmse:0.16007 validation_1-rmse:0.11158 -[88] validation_0-rmse:0.15945 validation_1-rmse:0.11054 -[89] validation_0-rmse:0.15912 validation_1-rmse:0.11008 -[90] validation_0-rmse:0.15894 validation_1-rmse:0.10937 -[91] validation_0-rmse:0.15868 validation_1-rmse:0.10886 -[92] validation_0-rmse:0.15845 validation_1-rmse:0.10844 -[93] validation_0-rmse:0.15817 validation_1-rmse:0.10803 -[94] validation_0-rmse:0.15789 validation_1-rmse:0.10758 -[95] validation_0-rmse:0.15772 validation_1-rmse:0.10721 -[96] validation_0-rmse:0.15763 validation_1-rmse:0.10676 -[97] validation_0-rmse:0.15751 validation_1-rmse:0.10609 -[98] validation_0-rmse:0.15731 validation_1-rmse:0.10574 -[99] validation_0-rmse:0.15738 validation_1-rmse:0.10531 -[0] validation_0-rmse:0.27618 validation_1-rmse:0.28955 -[1] validation_0-rmse:0.27005 validation_1-rmse:0.28323 -[2] validation_0-rmse:0.26414 validation_1-rmse:0.27722 -[3] validation_0-rmse:0.25897 validation_1-rmse:0.27161 -[4] validation_0-rmse:0.25425 validation_1-rmse:0.26622 -[5] validation_0-rmse:0.24886 validation_1-rmse:0.26100 -[6] validation_0-rmse:0.24522 validation_1-rmse:0.25606 -[7] validation_0-rmse:0.24137 validation_1-rmse:0.25132 -[8] validation_0-rmse:0.23765 validation_1-rmse:0.24687 -[9] validation_0-rmse:0.23323 validation_1-rmse:0.24254 -[10] validation_0-rmse:0.22900 validation_1-rmse:0.23827 -[11] validation_0-rmse:0.22588 validation_1-rmse:0.23450 -[12] validation_0-rmse:0.22228 validation_1-rmse:0.23055 -[13] validation_0-rmse:0.21872 validation_1-rmse:0.22698 -[14] validation_0-rmse:0.21492 validation_1-rmse:0.22348 -[15] validation_0-rmse:0.21329 validation_1-rmse:0.22011 -[16] validation_0-rmse:0.21024 validation_1-rmse:0.21686 -[17] validation_0-rmse:0.20823 validation_1-rmse:0.21380 -[18] validation_0-rmse:0.20544 validation_1-rmse:0.21075 -[19] validation_0-rmse:0.20415 validation_1-rmse:0.20787 -[20] validation_0-rmse:0.20143 validation_1-rmse:0.20515 -[21] validation_0-rmse:0.19917 validation_1-rmse:0.20247 -[22] validation_0-rmse:0.19745 validation_1-rmse:0.19994 -[23] validation_0-rmse:0.19508 validation_1-rmse:0.19746 -[24] validation_0-rmse:0.19300 validation_1-rmse:0.19490 -[25] validation_0-rmse:0.19085 validation_1-rmse:0.19254 -[26] validation_0-rmse:0.18898 validation_1-rmse:0.19031 -[27] validation_0-rmse:0.18720 validation_1-rmse:0.18794 -[28] validation_0-rmse:0.18503 validation_1-rmse:0.18584 -[29] validation_0-rmse:0.18314 validation_1-rmse:0.18382 -[30] validation_0-rmse:0.18132 validation_1-rmse:0.18164 -[31] validation_0-rmse:0.17984 validation_1-rmse:0.17967 -[32] validation_0-rmse:0.17818 validation_1-rmse:0.17779 -[33] validation_0-rmse:0.17637 validation_1-rmse:0.17572 -[34] validation_0-rmse:0.17473 validation_1-rmse:0.17399 -[35] validation_0-rmse:0.17338 validation_1-rmse:0.17229 -[36] validation_0-rmse:0.17253 validation_1-rmse:0.17055 -[37] validation_0-rmse:0.17149 validation_1-rmse:0.16883 -[38] validation_0-rmse:0.17030 validation_1-rmse:0.16730 -[39] validation_0-rmse:0.16950 validation_1-rmse:0.16556 -[40] validation_0-rmse:0.16815 validation_1-rmse:0.16412 -[41] validation_0-rmse:0.16704 validation_1-rmse:0.16268 -[42] validation_0-rmse:0.16617 validation_1-rmse:0.16128 -[43] validation_0-rmse:0.16542 validation_1-rmse:0.15970 -[44] validation_0-rmse:0.16438 validation_1-rmse:0.15840 -[45] validation_0-rmse:0.16356 validation_1-rmse:0.15692 -[46] validation_0-rmse:0.16239 validation_1-rmse:0.15574 -[47] validation_0-rmse:0.16153 validation_1-rmse:0.15456 -[48] validation_0-rmse:0.16076 validation_1-rmse:0.15314 -[49] validation_0-rmse:0.15998 validation_1-rmse:0.15201 -[50] validation_0-rmse:0.15946 validation_1-rmse:0.15084 -[51] validation_0-rmse:0.15891 validation_1-rmse:0.14954 -[52] validation_0-rmse:0.15834 validation_1-rmse:0.14847 -[53] validation_0-rmse:0.15764 validation_1-rmse:0.14722 -[54] validation_0-rmse:0.15707 validation_1-rmse:0.14623 -[55] validation_0-rmse:0.15653 validation_1-rmse:0.14527 -[56] validation_0-rmse:0.15583 validation_1-rmse:0.14434 -[57] validation_0-rmse:0.15549 validation_1-rmse:0.14329 -[58] validation_0-rmse:0.15507 validation_1-rmse:0.14241 -[59] validation_0-rmse:0.15468 validation_1-rmse:0.14053 -[60] validation_0-rmse:0.15398 validation_1-rmse:0.13968 -[61] validation_0-rmse:0.15390 validation_1-rmse:0.13864 -[62] validation_0-rmse:0.15360 validation_1-rmse:0.13783 -[63] validation_0-rmse:0.15368 validation_1-rmse:0.13704 -[64] validation_0-rmse:0.15338 validation_1-rmse:0.13624 -[65] validation_0-rmse:0.15273 validation_1-rmse:0.13551 -[66] validation_0-rmse:0.15238 validation_1-rmse:0.13451 -[67] validation_0-rmse:0.15212 validation_1-rmse:0.13290 -[68] validation_0-rmse:0.15191 validation_1-rmse:0.13217 -[69] validation_0-rmse:0.15138 validation_1-rmse:0.13143 -[70] validation_0-rmse:0.15090 validation_1-rmse:0.13071 -[71] validation_0-rmse:0.15082 validation_1-rmse:0.13001 -[72] validation_0-rmse:0.14988 validation_1-rmse:0.12847 -[73] validation_0-rmse:0.14953 validation_1-rmse:0.12783 -[74] validation_0-rmse:0.14924 validation_1-rmse:0.12709 -[75] validation_0-rmse:0.14926 validation_1-rmse:0.12578 -[76] validation_0-rmse:0.14903 validation_1-rmse:0.12499 -[77] validation_0-rmse:0.14851 validation_1-rmse:0.12435 -[78] validation_0-rmse:0.14808 validation_1-rmse:0.12368 -[79] validation_0-rmse:0.14768 validation_1-rmse:0.12305 -[80] validation_0-rmse:0.14741 validation_1-rmse:0.12217 -[81] validation_0-rmse:0.14712 validation_1-rmse:0.12165 -[82] validation_0-rmse:0.14696 validation_1-rmse:0.12110 -[83] validation_0-rmse:0.14686 validation_1-rmse:0.12045 -[84] validation_0-rmse:0.14648 validation_1-rmse:0.11984 -[85] validation_0-rmse:0.14623 validation_1-rmse:0.11923 -[86] validation_0-rmse:0.14606 validation_1-rmse:0.11869 -[87] validation_0-rmse:0.14583 validation_1-rmse:0.11754 -[88] validation_0-rmse:0.14572 validation_1-rmse:0.11710 -[89] validation_0-rmse:0.14537 validation_1-rmse:0.11660 -[90] validation_0-rmse:0.14510 validation_1-rmse:0.11614 -[91] validation_0-rmse:0.14516 validation_1-rmse:0.11514 -[92] validation_0-rmse:0.14480 validation_1-rmse:0.11455 -[93] validation_0-rmse:0.14475 validation_1-rmse:0.11414 -[94] validation_0-rmse:0.14443 validation_1-rmse:0.11374 -[95] validation_0-rmse:0.14409 validation_1-rmse:0.11331 -[96] validation_0-rmse:0.14391 validation_1-rmse:0.11240 -[97] validation_0-rmse:0.14303 validation_1-rmse:0.11154 -[98] validation_0-rmse:0.14274 validation_1-rmse:0.11114 -[99] validation_0-rmse:0.14246 validation_1-rmse:0.11071 -[0] validation_0-rmse:0.26738 validation_1-rmse:0.26816 -[1] validation_0-rmse:0.26268 validation_1-rmse:0.26258 -[2] validation_0-rmse:0.25808 validation_1-rmse:0.25725 -[3] validation_0-rmse:0.25395 validation_1-rmse:0.25212 -[4] validation_0-rmse:0.24987 validation_1-rmse:0.24723 -[5] validation_0-rmse:0.24633 validation_1-rmse:0.24263 -[6] validation_0-rmse:0.24308 validation_1-rmse:0.23814 -[7] validation_0-rmse:0.23959 validation_1-rmse:0.23402 -[8] validation_0-rmse:0.23612 validation_1-rmse:0.22977 -[9] validation_0-rmse:0.23322 validation_1-rmse:0.22577 -[10] validation_0-rmse:0.23012 validation_1-rmse:0.22207 -[11] validation_0-rmse:0.22730 validation_1-rmse:0.21843 -[12] validation_0-rmse:0.22453 validation_1-rmse:0.21489 -[13] validation_0-rmse:0.22236 validation_1-rmse:0.21145 -[14] validation_0-rmse:0.22000 validation_1-rmse:0.20841 -[15] validation_0-rmse:0.21744 validation_1-rmse:0.20529 -[16] validation_0-rmse:0.21556 validation_1-rmse:0.20225 -[17] validation_0-rmse:0.21331 validation_1-rmse:0.19932 -[18] validation_0-rmse:0.21171 validation_1-rmse:0.19643 -[19] validation_0-rmse:0.21051 validation_1-rmse:0.19382 -[20] validation_0-rmse:0.20880 validation_1-rmse:0.19128 -[21] validation_0-rmse:0.20711 validation_1-rmse:0.18854 -[22] validation_0-rmse:0.20538 validation_1-rmse:0.18612 -[23] validation_0-rmse:0.20350 validation_1-rmse:0.18381 -[24] validation_0-rmse:0.20234 validation_1-rmse:0.18144 -[25] validation_0-rmse:0.20081 validation_1-rmse:0.17917 -[26] validation_0-rmse:0.19918 validation_1-rmse:0.17714 -[27] validation_0-rmse:0.19804 validation_1-rmse:0.17496 -[28] validation_0-rmse:0.19662 validation_1-rmse:0.17304 -[29] validation_0-rmse:0.19580 validation_1-rmse:0.17082 -[30] validation_0-rmse:0.19454 validation_1-rmse:0.16901 -[31] validation_0-rmse:0.19331 validation_1-rmse:0.16691 -[32] validation_0-rmse:0.19234 validation_1-rmse:0.16517 -[33] validation_0-rmse:0.19118 validation_1-rmse:0.16354 -[34] validation_0-rmse:0.19024 validation_1-rmse:0.16175 -[35] validation_0-rmse:0.18915 validation_1-rmse:0.16020 -[36] validation_0-rmse:0.18823 validation_1-rmse:0.15865 -[37] validation_0-rmse:0.18756 validation_1-rmse:0.15712 -[38] validation_0-rmse:0.18698 validation_1-rmse:0.15541 -[39] validation_0-rmse:0.18643 validation_1-rmse:0.15395 -[40] validation_0-rmse:0.18562 validation_1-rmse:0.15265 -[41] validation_0-rmse:0.18516 validation_1-rmse:0.15124 -[42] validation_0-rmse:0.18421 validation_1-rmse:0.14979 -[43] validation_0-rmse:0.18360 validation_1-rmse:0.14850 -[44] validation_0-rmse:0.18275 validation_1-rmse:0.14733 -[45] validation_0-rmse:0.18253 validation_1-rmse:0.14597 -[46] validation_0-rmse:0.18183 validation_1-rmse:0.14470 -[47] validation_0-rmse:0.18111 validation_1-rmse:0.14361 -[48] validation_0-rmse:0.18060 validation_1-rmse:0.14243 -[49] validation_0-rmse:0.18001 validation_1-rmse:0.14134 -[50] validation_0-rmse:0.17953 validation_1-rmse:0.14030 -[51] validation_0-rmse:0.17899 validation_1-rmse:0.13927 -[52] validation_0-rmse:0.17830 validation_1-rmse:0.13817 -[53] validation_0-rmse:0.17770 validation_1-rmse:0.13720 -[54] validation_0-rmse:0.17702 validation_1-rmse:0.13629 -[55] validation_0-rmse:0.17650 validation_1-rmse:0.13531 -[56] validation_0-rmse:0.17625 validation_1-rmse:0.13440 -[57] validation_0-rmse:0.17580 validation_1-rmse:0.13352 -[58] validation_0-rmse:0.17530 validation_1-rmse:0.13268 -[59] validation_0-rmse:0.17486 validation_1-rmse:0.13166 -[60] validation_0-rmse:0.17438 validation_1-rmse:0.13071 -[61] validation_0-rmse:0.17387 validation_1-rmse:0.12991 -[62] validation_0-rmse:0.17356 validation_1-rmse:0.12914 -[63] validation_0-rmse:0.17311 validation_1-rmse:0.12839 -[64] validation_0-rmse:0.17265 validation_1-rmse:0.12767 -[65] validation_0-rmse:0.17209 validation_1-rmse:0.12682 -[66] validation_0-rmse:0.17197 validation_1-rmse:0.12595 -[67] validation_0-rmse:0.17157 validation_1-rmse:0.12506 -[68] validation_0-rmse:0.17131 validation_1-rmse:0.12439 -[69] validation_0-rmse:0.17088 validation_1-rmse:0.12371 -[70] validation_0-rmse:0.17038 validation_1-rmse:0.12298 -[71] validation_0-rmse:0.17009 validation_1-rmse:0.12235 -[72] validation_0-rmse:0.16979 validation_1-rmse:0.12172 -[73] validation_0-rmse:0.16934 validation_1-rmse:0.12118 -[74] validation_0-rmse:0.16902 validation_1-rmse:0.12050 -[75] validation_0-rmse:0.16881 validation_1-rmse:0.11988 -[76] validation_0-rmse:0.16846 validation_1-rmse:0.11928 -[77] validation_0-rmse:0.16809 validation_1-rmse:0.11846 -[78] validation_0-rmse:0.16774 validation_1-rmse:0.11791 -[79] validation_0-rmse:0.16745 validation_1-rmse:0.11738 -[80] validation_0-rmse:0.16717 validation_1-rmse:0.11683 -[81] validation_0-rmse:0.16702 validation_1-rmse:0.11599 -[82] validation_0-rmse:0.16677 validation_1-rmse:0.11535 -[83] validation_0-rmse:0.16649 validation_1-rmse:0.11468 -[84] validation_0-rmse:0.16605 validation_1-rmse:0.11415 -[85] validation_0-rmse:0.16591 validation_1-rmse:0.11350 -[86] validation_0-rmse:0.16560 validation_1-rmse:0.11303 -[87] validation_0-rmse:0.16531 validation_1-rmse:0.11259 -[88] validation_0-rmse:0.16504 validation_1-rmse:0.11185 -[89] validation_0-rmse:0.16485 validation_1-rmse:0.11134 -[90] validation_0-rmse:0.16463 validation_1-rmse:0.11083 -[91] validation_0-rmse:0.16436 validation_1-rmse:0.11041 -[92] validation_0-rmse:0.16412 validation_1-rmse:0.10988 -[93] validation_0-rmse:0.16388 validation_1-rmse:0.10942 -[94] validation_0-rmse:0.16391 validation_1-rmse:0.10881 -[95] validation_0-rmse:0.16357 validation_1-rmse:0.10838 -[96] validation_0-rmse:0.16358 validation_1-rmse:0.10796 -[97] validation_0-rmse:0.16338 validation_1-rmse:0.10756 -[98] validation_0-rmse:0.16339 validation_1-rmse:0.10688 -[99] validation_0-rmse:0.16321 validation_1-rmse:0.10649 -[0] validation_0-rmse:0.26992 validation_1-rmse:0.26756 -[1] validation_0-rmse:0.26551 validation_1-rmse:0.26201 -[2] validation_0-rmse:0.26111 validation_1-rmse:0.25656 -[3] validation_0-rmse:0.25690 validation_1-rmse:0.25154 -[4] validation_0-rmse:0.25291 validation_1-rmse:0.24683 -[5] validation_0-rmse:0.24933 validation_1-rmse:0.24228 -[6] validation_0-rmse:0.24598 validation_1-rmse:0.23796 -[7] validation_0-rmse:0.24252 validation_1-rmse:0.23392 -[8] validation_0-rmse:0.23953 validation_1-rmse:0.22978 -[9] validation_0-rmse:0.23634 validation_1-rmse:0.22592 -[10] validation_0-rmse:0.23330 validation_1-rmse:0.22229 -[11] validation_0-rmse:0.23059 validation_1-rmse:0.21875 -[12] validation_0-rmse:0.22799 validation_1-rmse:0.21546 -[13] validation_0-rmse:0.22565 validation_1-rmse:0.21212 -[14] validation_0-rmse:0.22329 validation_1-rmse:0.20904 -[15] validation_0-rmse:0.22111 validation_1-rmse:0.20604 -[16] validation_0-rmse:0.21894 validation_1-rmse:0.20318 -[17] validation_0-rmse:0.21715 validation_1-rmse:0.20021 -[18] validation_0-rmse:0.21499 validation_1-rmse:0.19735 -[19] validation_0-rmse:0.21283 validation_1-rmse:0.19480 -[20] validation_0-rmse:0.21109 validation_1-rmse:0.19209 -[21] validation_0-rmse:0.20904 validation_1-rmse:0.18969 -[22] validation_0-rmse:0.20762 validation_1-rmse:0.18718 -[23] validation_0-rmse:0.20580 validation_1-rmse:0.18498 -[24] validation_0-rmse:0.20434 validation_1-rmse:0.18262 -[25] validation_0-rmse:0.20267 validation_1-rmse:0.18048 -[26] validation_0-rmse:0.20106 validation_1-rmse:0.17844 -[27] validation_0-rmse:0.19945 validation_1-rmse:0.17647 -[28] validation_0-rmse:0.19813 validation_1-rmse:0.17443 -[29] validation_0-rmse:0.19669 validation_1-rmse:0.17264 -[30] validation_0-rmse:0.19541 validation_1-rmse:0.17054 -[31] validation_0-rmse:0.19401 validation_1-rmse:0.16881 -[32] validation_0-rmse:0.19263 validation_1-rmse:0.16719 -[33] validation_0-rmse:0.19134 validation_1-rmse:0.16560 -[34] validation_0-rmse:0.18996 validation_1-rmse:0.16365 -[35] validation_0-rmse:0.18864 validation_1-rmse:0.16211 -[36] validation_0-rmse:0.18752 validation_1-rmse:0.16069 -[37] validation_0-rmse:0.18652 validation_1-rmse:0.15898 -[38] validation_0-rmse:0.18540 validation_1-rmse:0.15751 -[39] validation_0-rmse:0.18429 validation_1-rmse:0.15616 -[40] validation_0-rmse:0.18317 validation_1-rmse:0.15475 -[41] validation_0-rmse:0.18215 validation_1-rmse:0.15324 -[42] validation_0-rmse:0.18119 validation_1-rmse:0.15199 -[43] validation_0-rmse:0.18008 validation_1-rmse:0.15057 -[44] validation_0-rmse:0.17926 validation_1-rmse:0.14942 -[45] validation_0-rmse:0.17841 validation_1-rmse:0.14813 -[46] validation_0-rmse:0.17755 validation_1-rmse:0.14700 -[47] validation_0-rmse:0.17672 validation_1-rmse:0.14572 -[48] validation_0-rmse:0.17586 validation_1-rmse:0.14466 -[49] validation_0-rmse:0.17511 validation_1-rmse:0.14354 -[50] validation_0-rmse:0.17440 validation_1-rmse:0.14236 -[51] validation_0-rmse:0.17354 validation_1-rmse:0.14130 -[52] validation_0-rmse:0.17281 validation_1-rmse:0.14035 -[53] validation_0-rmse:0.17210 validation_1-rmse:0.13942 -[54] validation_0-rmse:0.17136 validation_1-rmse:0.13843 -[55] validation_0-rmse:0.17045 validation_1-rmse:0.13715 -[56] validation_0-rmse:0.16971 validation_1-rmse:0.13629 -[57] validation_0-rmse:0.16900 validation_1-rmse:0.13511 -[58] validation_0-rmse:0.16834 validation_1-rmse:0.13426 -[59] validation_0-rmse:0.16763 validation_1-rmse:0.13323 -[60] validation_0-rmse:0.16702 validation_1-rmse:0.13242 -[61] validation_0-rmse:0.16639 validation_1-rmse:0.13164 -[62] validation_0-rmse:0.16586 validation_1-rmse:0.13079 -[63] validation_0-rmse:0.16527 validation_1-rmse:0.13006 -[64] validation_0-rmse:0.16458 validation_1-rmse:0.12914 -[65] validation_0-rmse:0.16396 validation_1-rmse:0.12841 -[66] validation_0-rmse:0.16332 validation_1-rmse:0.12742 -[67] validation_0-rmse:0.16290 validation_1-rmse:0.12665 -[68] validation_0-rmse:0.16248 validation_1-rmse:0.12584 -[69] validation_0-rmse:0.16192 validation_1-rmse:0.12503 -[70] validation_0-rmse:0.16128 validation_1-rmse:0.12435 -[71] validation_0-rmse:0.16078 validation_1-rmse:0.12371 -[72] validation_0-rmse:0.16032 validation_1-rmse:0.12311 -[73] validation_0-rmse:0.15998 validation_1-rmse:0.12241 -[74] validation_0-rmse:0.15959 validation_1-rmse:0.12184 -[75] validation_0-rmse:0.15922 validation_1-rmse:0.12121 -[76] validation_0-rmse:0.15877 validation_1-rmse:0.12064 -[77] validation_0-rmse:0.15830 validation_1-rmse:0.11981 -[78] validation_0-rmse:0.15791 validation_1-rmse:0.11927 -[79] validation_0-rmse:0.15751 validation_1-rmse:0.11859 -[80] validation_0-rmse:0.15716 validation_1-rmse:0.11795 -[81] validation_0-rmse:0.15680 validation_1-rmse:0.11740 -[82] validation_0-rmse:0.15624 validation_1-rmse:0.11683 -[83] validation_0-rmse:0.15578 validation_1-rmse:0.11632 -[84] validation_0-rmse:0.15553 validation_1-rmse:0.11586 -[85] validation_0-rmse:0.15471 validation_1-rmse:0.11513 -[86] validation_0-rmse:0.15444 validation_1-rmse:0.11465 -[87] validation_0-rmse:0.15417 validation_1-rmse:0.11406 -[88] validation_0-rmse:0.15387 validation_1-rmse:0.11359 -[89] validation_0-rmse:0.15359 validation_1-rmse:0.11319 -[90] validation_0-rmse:0.15332 validation_1-rmse:0.11269 -[91] validation_0-rmse:0.15301 validation_1-rmse:0.11221 -[92] validation_0-rmse:0.15258 validation_1-rmse:0.11176 -[93] validation_0-rmse:0.15231 validation_1-rmse:0.11135 -[94] validation_0-rmse:0.15202 validation_1-rmse:0.11093 -[95] validation_0-rmse:0.15185 validation_1-rmse:0.11041 -[96] validation_0-rmse:0.15173 validation_1-rmse:0.11000 -[97] validation_0-rmse:0.15150 validation_1-rmse:0.10961 -[98] validation_0-rmse:0.15114 validation_1-rmse:0.10917 -[99] validation_0-rmse:0.15096 validation_1-rmse:0.10882 -[0] validation_0-rmse:0.28468 validation_1-rmse:0.28491 -[1] validation_0-rmse:0.27961 validation_1-rmse:0.27914 -[2] validation_0-rmse:0.27524 validation_1-rmse:0.27370 -[3] validation_0-rmse:0.27054 validation_1-rmse:0.26858 -[4] validation_0-rmse:0.26601 validation_1-rmse:0.26362 -[5] validation_0-rmse:0.26219 validation_1-rmse:0.25896 -[6] validation_0-rmse:0.25814 validation_1-rmse:0.25450 -[7] validation_0-rmse:0.25500 validation_1-rmse:0.25026 -[8] validation_0-rmse:0.25145 validation_1-rmse:0.24602 -[9] validation_0-rmse:0.24843 validation_1-rmse:0.24213 -[10] validation_0-rmse:0.24527 validation_1-rmse:0.23824 -[11] validation_0-rmse:0.24238 validation_1-rmse:0.23440 -[12] validation_0-rmse:0.23940 validation_1-rmse:0.23096 -[13] validation_0-rmse:0.23630 validation_1-rmse:0.22764 -[14] validation_0-rmse:0.23385 validation_1-rmse:0.22440 -[15] validation_0-rmse:0.23099 validation_1-rmse:0.22128 -[16] validation_0-rmse:0.22865 validation_1-rmse:0.21801 -[17] validation_0-rmse:0.22620 validation_1-rmse:0.21515 -[18] validation_0-rmse:0.22375 validation_1-rmse:0.21210 -[19] validation_0-rmse:0.22142 validation_1-rmse:0.20925 -[20] validation_0-rmse:0.21927 validation_1-rmse:0.20663 -[21] validation_0-rmse:0.21720 validation_1-rmse:0.20416 -[22] validation_0-rmse:0.21528 validation_1-rmse:0.20170 -[23] validation_0-rmse:0.21330 validation_1-rmse:0.19913 -[24] validation_0-rmse:0.21136 validation_1-rmse:0.19693 -[25] validation_0-rmse:0.21002 validation_1-rmse:0.19438 -[26] validation_0-rmse:0.20807 validation_1-rmse:0.19222 -[27] validation_0-rmse:0.20636 validation_1-rmse:0.19016 -[28] validation_0-rmse:0.20439 validation_1-rmse:0.18763 -[29] validation_0-rmse:0.20276 validation_1-rmse:0.18559 -[30] validation_0-rmse:0.20114 validation_1-rmse:0.18380 -[31] validation_0-rmse:0.19965 validation_1-rmse:0.18163 -[32] validation_0-rmse:0.19833 validation_1-rmse:0.17955 -[33] validation_0-rmse:0.19688 validation_1-rmse:0.17782 -[34] validation_0-rmse:0.19558 validation_1-rmse:0.17614 -[35] validation_0-rmse:0.19420 validation_1-rmse:0.17451 -[36] validation_0-rmse:0.19297 validation_1-rmse:0.17293 -[37] validation_0-rmse:0.19169 validation_1-rmse:0.17111 -[38] validation_0-rmse:0.19038 validation_1-rmse:0.16943 -[39] validation_0-rmse:0.18941 validation_1-rmse:0.16798 -[40] validation_0-rmse:0.18828 validation_1-rmse:0.16657 -[41] validation_0-rmse:0.18724 validation_1-rmse:0.16485 -[42] validation_0-rmse:0.18620 validation_1-rmse:0.16347 -[43] validation_0-rmse:0.18525 validation_1-rmse:0.16204 -[44] validation_0-rmse:0.18429 validation_1-rmse:0.16073 -[45] validation_0-rmse:0.18324 validation_1-rmse:0.15951 -[46] validation_0-rmse:0.18250 validation_1-rmse:0.15797 -[47] validation_0-rmse:0.18157 validation_1-rmse:0.15682 -[48] validation_0-rmse:0.18069 validation_1-rmse:0.15566 -[49] validation_0-rmse:0.18002 validation_1-rmse:0.15440 -[50] validation_0-rmse:0.17914 validation_1-rmse:0.15322 -[51] validation_0-rmse:0.17842 validation_1-rmse:0.15220 -[52] validation_0-rmse:0.17756 validation_1-rmse:0.15107 -[53] validation_0-rmse:0.17668 validation_1-rmse:0.15007 -[54] validation_0-rmse:0.17596 validation_1-rmse:0.14866 -[55] validation_0-rmse:0.17525 validation_1-rmse:0.14775 -[56] validation_0-rmse:0.17467 validation_1-rmse:0.14653 -[57] validation_0-rmse:0.17390 validation_1-rmse:0.14564 -[58] validation_0-rmse:0.17326 validation_1-rmse:0.14478 -[59] validation_0-rmse:0.17273 validation_1-rmse:0.14356 -[60] validation_0-rmse:0.17218 validation_1-rmse:0.14269 -[61] validation_0-rmse:0.17157 validation_1-rmse:0.14186 -[62] validation_0-rmse:0.17120 validation_1-rmse:0.14083 -[63] validation_0-rmse:0.17069 validation_1-rmse:0.14002 -[64] validation_0-rmse:0.17012 validation_1-rmse:0.13912 -[65] validation_0-rmse:0.16942 validation_1-rmse:0.13834 -[66] validation_0-rmse:0.16914 validation_1-rmse:0.13720 -[67] validation_0-rmse:0.16856 validation_1-rmse:0.13648 -[68] validation_0-rmse:0.16800 validation_1-rmse:0.13569 -[69] validation_0-rmse:0.16796 validation_1-rmse:0.13472 -[70] validation_0-rmse:0.16737 validation_1-rmse:0.13405 -[71] validation_0-rmse:0.16686 validation_1-rmse:0.13342 -[72] validation_0-rmse:0.16639 validation_1-rmse:0.13270 -[73] validation_0-rmse:0.16648 validation_1-rmse:0.13149 -[74] validation_0-rmse:0.16609 validation_1-rmse:0.13086 -[75] validation_0-rmse:0.16560 validation_1-rmse:0.13025 -[76] validation_0-rmse:0.16530 validation_1-rmse:0.12925 -[77] validation_0-rmse:0.16492 validation_1-rmse:0.12824 -[78] validation_0-rmse:0.16451 validation_1-rmse:0.12770 -[79] validation_0-rmse:0.16414 validation_1-rmse:0.12710 -[80] validation_0-rmse:0.16377 validation_1-rmse:0.12654 -[81] validation_0-rmse:0.16338 validation_1-rmse:0.12595 -[82] validation_0-rmse:0.16317 validation_1-rmse:0.12490 -[83] validation_0-rmse:0.16249 validation_1-rmse:0.12361 -[84] validation_0-rmse:0.16217 validation_1-rmse:0.12307 -[85] validation_0-rmse:0.16178 validation_1-rmse:0.12255 -[86] validation_0-rmse:0.16149 validation_1-rmse:0.12206 -[87] validation_0-rmse:0.16113 validation_1-rmse:0.12155 -[88] validation_0-rmse:0.16049 validation_1-rmse:0.12061 -[89] validation_0-rmse:0.16008 validation_1-rmse:0.11990 -[90] validation_0-rmse:0.15955 validation_1-rmse:0.11882 -[91] validation_0-rmse:0.15927 validation_1-rmse:0.11842 -[92] validation_0-rmse:0.15891 validation_1-rmse:0.11796 -[93] validation_0-rmse:0.15880 validation_1-rmse:0.11730 -[94] validation_0-rmse:0.15829 validation_1-rmse:0.11631 -[95] validation_0-rmse:0.15809 validation_1-rmse:0.11584 -[96] validation_0-rmse:0.15778 validation_1-rmse:0.11544 -[97] validation_0-rmse:0.15763 validation_1-rmse:0.11504 -[98] validation_0-rmse:0.15724 validation_1-rmse:0.11438 -[99] validation_0-rmse:0.15694 validation_1-rmse:0.11396 -[0] validation_0-rmse:0.32950 validation_1-rmse:0.29220 -[1] validation_0-rmse:0.32402 validation_1-rmse:0.28580 -[2] validation_0-rmse:0.31922 validation_1-rmse:0.27974 -[3] validation_0-rmse:0.31450 validation_1-rmse:0.27409 -[4] validation_0-rmse:0.30969 validation_1-rmse:0.26866 -[5] validation_0-rmse:0.30585 validation_1-rmse:0.26346 -[6] validation_0-rmse:0.30202 validation_1-rmse:0.25855 -[7] validation_0-rmse:0.29888 validation_1-rmse:0.25375 -[8] validation_0-rmse:0.29520 validation_1-rmse:0.24919 -[9] validation_0-rmse:0.29164 validation_1-rmse:0.24487 -[10] validation_0-rmse:0.28843 validation_1-rmse:0.24072 -[11] validation_0-rmse:0.28514 validation_1-rmse:0.23667 -[12] validation_0-rmse:0.28114 validation_1-rmse:0.23279 -[13] validation_0-rmse:0.27740 validation_1-rmse:0.22909 -[14] validation_0-rmse:0.27421 validation_1-rmse:0.22543 -[15] validation_0-rmse:0.27115 validation_1-rmse:0.22210 -[16] validation_0-rmse:0.26820 validation_1-rmse:0.21859 -[17] validation_0-rmse:0.26549 validation_1-rmse:0.21528 -[18] validation_0-rmse:0.26254 validation_1-rmse:0.21226 -[19] validation_0-rmse:0.25967 validation_1-rmse:0.20927 -[20] validation_0-rmse:0.25735 validation_1-rmse:0.20641 -[21] validation_0-rmse:0.25470 validation_1-rmse:0.20366 -[22] validation_0-rmse:0.25265 validation_1-rmse:0.20073 -[23] validation_0-rmse:0.25054 validation_1-rmse:0.19819 -[24] validation_0-rmse:0.24806 validation_1-rmse:0.19573 -[25] validation_0-rmse:0.24570 validation_1-rmse:0.19304 -[26] validation_0-rmse:0.24361 validation_1-rmse:0.19076 -[27] validation_0-rmse:0.24148 validation_1-rmse:0.18853 -[28] validation_0-rmse:0.24014 validation_1-rmse:0.18621 -[29] validation_0-rmse:0.23792 validation_1-rmse:0.18410 -[30] validation_0-rmse:0.23603 validation_1-rmse:0.18203 -[31] validation_0-rmse:0.23421 validation_1-rmse:0.17990 -[32] validation_0-rmse:0.23264 validation_1-rmse:0.17800 -[33] validation_0-rmse:0.23087 validation_1-rmse:0.17616 -[34] validation_0-rmse:0.22949 validation_1-rmse:0.17427 -[35] validation_0-rmse:0.22857 validation_1-rmse:0.17234 -[36] validation_0-rmse:0.22690 validation_1-rmse:0.17065 -[37] validation_0-rmse:0.22566 validation_1-rmse:0.16898 -[38] validation_0-rmse:0.22462 validation_1-rmse:0.16738 -[39] validation_0-rmse:0.22376 validation_1-rmse:0.16567 -[40] validation_0-rmse:0.22232 validation_1-rmse:0.16410 -[41] validation_0-rmse:0.22105 validation_1-rmse:0.16265 -[42] validation_0-rmse:0.22006 validation_1-rmse:0.16111 -[43] validation_0-rmse:0.21847 validation_1-rmse:0.15976 -[44] validation_0-rmse:0.21782 validation_1-rmse:0.15824 -[45] validation_0-rmse:0.21641 validation_1-rmse:0.15686 -[46] validation_0-rmse:0.21552 validation_1-rmse:0.15554 -[47] validation_0-rmse:0.21459 validation_1-rmse:0.15417 -[48] validation_0-rmse:0.21339 validation_1-rmse:0.15293 -[49] validation_0-rmse:0.21255 validation_1-rmse:0.15176 -[50] validation_0-rmse:0.21192 validation_1-rmse:0.15047 -[51] validation_0-rmse:0.21115 validation_1-rmse:0.14910 -[52] validation_0-rmse:0.21072 validation_1-rmse:0.14774 -[53] validation_0-rmse:0.20992 validation_1-rmse:0.14670 -[54] validation_0-rmse:0.20839 validation_1-rmse:0.14541 -[55] validation_0-rmse:0.20753 validation_1-rmse:0.14442 -[56] validation_0-rmse:0.20648 validation_1-rmse:0.14328 -[57] validation_0-rmse:0.20564 validation_1-rmse:0.14229 -[58] validation_0-rmse:0.20473 validation_1-rmse:0.14137 -[59] validation_0-rmse:0.20418 validation_1-rmse:0.14011 -[60] validation_0-rmse:0.20341 validation_1-rmse:0.13923 -[61] validation_0-rmse:0.20258 validation_1-rmse:0.13839 -[62] validation_0-rmse:0.20230 validation_1-rmse:0.13723 -[63] validation_0-rmse:0.20075 validation_1-rmse:0.13546 -[64] validation_0-rmse:0.20007 validation_1-rmse:0.13467 -[65] validation_0-rmse:0.19937 validation_1-rmse:0.13387 -[66] validation_0-rmse:0.19875 validation_1-rmse:0.13296 -[67] validation_0-rmse:0.19709 validation_1-rmse:0.13137 -[68] validation_0-rmse:0.19675 validation_1-rmse:0.13042 -[69] validation_0-rmse:0.19617 validation_1-rmse:0.12968 -[70] validation_0-rmse:0.19560 validation_1-rmse:0.12900 -[71] validation_0-rmse:0.19492 validation_1-rmse:0.12834 -[72] validation_0-rmse:0.19319 validation_1-rmse:0.12681 -[73] validation_0-rmse:0.19272 validation_1-rmse:0.12612 -[74] validation_0-rmse:0.19230 validation_1-rmse:0.12535 -[75] validation_0-rmse:0.19170 validation_1-rmse:0.12474 -[76] validation_0-rmse:0.19058 validation_1-rmse:0.12338 -[77] validation_0-rmse:0.19010 validation_1-rmse:0.12279 -[78] validation_0-rmse:0.18961 validation_1-rmse:0.12223 -[79] validation_0-rmse:0.18960 validation_1-rmse:0.12156 -[80] validation_0-rmse:0.18882 validation_1-rmse:0.12038 -[81] validation_0-rmse:0.18819 validation_1-rmse:0.11975 -[82] validation_0-rmse:0.18789 validation_1-rmse:0.11916 -[83] validation_0-rmse:0.18738 validation_1-rmse:0.11864 -[84] validation_0-rmse:0.18718 validation_1-rmse:0.11801 -[85] validation_0-rmse:0.18600 validation_1-rmse:0.11698 -[86] validation_0-rmse:0.18572 validation_1-rmse:0.11653 -[87] validation_0-rmse:0.18534 validation_1-rmse:0.11603 -[88] validation_0-rmse:0.18478 validation_1-rmse:0.11508 -[89] validation_0-rmse:0.18430 validation_1-rmse:0.11459 -[90] validation_0-rmse:0.18447 validation_1-rmse:0.11396 -[91] validation_0-rmse:0.18424 validation_1-rmse:0.11352 -[92] validation_0-rmse:0.18367 validation_1-rmse:0.11307 -[93] validation_0-rmse:0.18333 validation_1-rmse:0.11265 -[94] validation_0-rmse:0.18313 validation_1-rmse:0.11216 -[95] validation_0-rmse:0.18275 validation_1-rmse:0.11157 -[96] validation_0-rmse:0.18275 validation_1-rmse:0.11106 -[97] validation_0-rmse:0.18248 validation_1-rmse:0.11068 -[98] validation_0-rmse:0.18220 validation_1-rmse:0.11033 -[99] validation_0-rmse:0.18198 validation_1-rmse:0.10994 -[0] validation_0-rmse:0.30164 validation_1-rmse:0.29585 -[1] validation_0-rmse:0.29609 validation_1-rmse:0.28921 -[2] validation_0-rmse:0.29103 validation_1-rmse:0.28298 -[3] validation_0-rmse:0.28604 validation_1-rmse:0.27706 -[4] validation_0-rmse:0.28108 validation_1-rmse:0.27129 -[5] validation_0-rmse:0.27670 validation_1-rmse:0.26609 -[6] validation_0-rmse:0.27234 validation_1-rmse:0.26092 -[7] validation_0-rmse:0.26874 validation_1-rmse:0.25593 -[8] validation_0-rmse:0.26461 validation_1-rmse:0.25118 -[9] validation_0-rmse:0.26074 validation_1-rmse:0.24677 -[10] validation_0-rmse:0.25745 validation_1-rmse:0.24239 -[11] validation_0-rmse:0.25460 validation_1-rmse:0.23832 -[12] validation_0-rmse:0.25121 validation_1-rmse:0.23441 -[13] validation_0-rmse:0.24825 validation_1-rmse:0.23068 -[14] validation_0-rmse:0.24580 validation_1-rmse:0.22694 -[15] validation_0-rmse:0.24286 validation_1-rmse:0.22346 -[16] validation_0-rmse:0.24051 validation_1-rmse:0.22006 -[17] validation_0-rmse:0.23821 validation_1-rmse:0.21690 -[18] validation_0-rmse:0.23549 validation_1-rmse:0.21383 -[19] validation_0-rmse:0.23335 validation_1-rmse:0.21087 -[20] validation_0-rmse:0.23089 validation_1-rmse:0.20804 -[21] validation_0-rmse:0.22918 validation_1-rmse:0.20505 -[22] validation_0-rmse:0.22716 validation_1-rmse:0.20240 -[23] validation_0-rmse:0.22562 validation_1-rmse:0.19981 -[24] validation_0-rmse:0.22385 validation_1-rmse:0.19723 -[25] validation_0-rmse:0.22201 validation_1-rmse:0.19473 -[26] validation_0-rmse:0.22016 validation_1-rmse:0.19245 -[27] validation_0-rmse:0.21834 validation_1-rmse:0.19024 -[28] validation_0-rmse:0.21671 validation_1-rmse:0.18789 -[29] validation_0-rmse:0.21493 validation_1-rmse:0.18579 -[30] validation_0-rmse:0.21385 validation_1-rmse:0.18351 -[31] validation_0-rmse:0.21216 validation_1-rmse:0.18156 -[32] validation_0-rmse:0.21088 validation_1-rmse:0.17941 -[33] validation_0-rmse:0.20953 validation_1-rmse:0.17754 -[34] validation_0-rmse:0.20805 validation_1-rmse:0.17575 -[35] validation_0-rmse:0.20648 validation_1-rmse:0.17399 -[36] validation_0-rmse:0.20515 validation_1-rmse:0.17220 -[37] validation_0-rmse:0.20382 validation_1-rmse:0.17031 -[38] validation_0-rmse:0.20257 validation_1-rmse:0.16871 -[39] validation_0-rmse:0.20125 validation_1-rmse:0.16718 -[40] validation_0-rmse:0.20005 validation_1-rmse:0.16574 -[41] validation_0-rmse:0.19885 validation_1-rmse:0.16415 -[42] validation_0-rmse:0.19789 validation_1-rmse:0.16270 -[43] validation_0-rmse:0.19680 validation_1-rmse:0.16130 -[44] validation_0-rmse:0.19564 validation_1-rmse:0.15993 -[45] validation_0-rmse:0.19480 validation_1-rmse:0.15854 -[46] validation_0-rmse:0.19376 validation_1-rmse:0.15728 -[47] validation_0-rmse:0.19290 validation_1-rmse:0.15568 -[48] validation_0-rmse:0.19223 validation_1-rmse:0.15445 -[49] validation_0-rmse:0.19129 validation_1-rmse:0.15330 -[50] validation_0-rmse:0.19035 validation_1-rmse:0.15194 -[51] validation_0-rmse:0.18948 validation_1-rmse:0.15082 -[52] validation_0-rmse:0.18882 validation_1-rmse:0.14945 -[53] validation_0-rmse:0.18801 validation_1-rmse:0.14840 -[54] validation_0-rmse:0.18707 validation_1-rmse:0.14736 -[55] validation_0-rmse:0.18637 validation_1-rmse:0.14635 -[56] validation_0-rmse:0.18571 validation_1-rmse:0.14542 -[57] validation_0-rmse:0.18497 validation_1-rmse:0.14413 -[58] validation_0-rmse:0.18443 validation_1-rmse:0.14297 -[59] validation_0-rmse:0.18375 validation_1-rmse:0.14203 -[60] validation_0-rmse:0.18319 validation_1-rmse:0.14111 -[61] validation_0-rmse:0.18266 validation_1-rmse:0.14030 -[62] validation_0-rmse:0.18185 validation_1-rmse:0.13914 -[63] validation_0-rmse:0.18145 validation_1-rmse:0.13831 -[64] validation_0-rmse:0.18135 validation_1-rmse:0.13720 -[65] validation_0-rmse:0.18075 validation_1-rmse:0.13643 -[66] validation_0-rmse:0.18020 validation_1-rmse:0.13560 -[67] validation_0-rmse:0.17951 validation_1-rmse:0.13485 -[68] validation_0-rmse:0.17888 validation_1-rmse:0.13414 -[69] validation_0-rmse:0.17850 validation_1-rmse:0.13343 -[70] validation_0-rmse:0.17798 validation_1-rmse:0.13224 -[71] validation_0-rmse:0.17751 validation_1-rmse:0.13133 -[72] validation_0-rmse:0.17711 validation_1-rmse:0.13062 -[73] validation_0-rmse:0.17701 validation_1-rmse:0.12966 -[74] validation_0-rmse:0.17648 validation_1-rmse:0.12872 -[75] validation_0-rmse:0.17611 validation_1-rmse:0.12806 -[76] validation_0-rmse:0.17573 validation_1-rmse:0.12732 -[77] validation_0-rmse:0.17528 validation_1-rmse:0.12664 -[78] validation_0-rmse:0.17478 validation_1-rmse:0.12605 -[79] validation_0-rmse:0.17432 validation_1-rmse:0.12518 -[80] validation_0-rmse:0.17391 validation_1-rmse:0.12466 -[81] validation_0-rmse:0.17358 validation_1-rmse:0.12398 -[82] validation_0-rmse:0.17315 validation_1-rmse:0.12342 -[83] validation_0-rmse:0.17260 validation_1-rmse:0.12276 -[84] validation_0-rmse:0.17220 validation_1-rmse:0.12222 -[85] validation_0-rmse:0.17182 validation_1-rmse:0.12176 -[86] validation_0-rmse:0.17152 validation_1-rmse:0.12124 -[87] validation_0-rmse:0.17103 validation_1-rmse:0.12046 -[88] validation_0-rmse:0.17085 validation_1-rmse:0.11974 -[89] validation_0-rmse:0.17053 validation_1-rmse:0.11930 -[90] validation_0-rmse:0.17018 validation_1-rmse:0.11888 -[91] validation_0-rmse:0.17011 validation_1-rmse:0.11810 -[92] validation_0-rmse:0.16980 validation_1-rmse:0.11762 -[93] validation_0-rmse:0.16956 validation_1-rmse:0.11689 -[94] validation_0-rmse:0.16923 validation_1-rmse:0.11641 -[95] validation_0-rmse:0.16912 validation_1-rmse:0.11579 -[96] validation_0-rmse:0.16878 validation_1-rmse:0.11530 -[97] validation_0-rmse:0.16857 validation_1-rmse:0.11489 -[98] validation_0-rmse:0.16824 validation_1-rmse:0.11442 -[99] validation_0-rmse:0.16824 validation_1-rmse:0.11403 -[0] validation_0-rmse:0.29597 validation_1-rmse:0.29016 -[1] validation_0-rmse:0.29075 validation_1-rmse:0.28391 -[2] validation_0-rmse:0.28602 validation_1-rmse:0.27798 -[3] validation_0-rmse:0.28062 validation_1-rmse:0.27213 -[4] validation_0-rmse:0.27647 validation_1-rmse:0.26682 -[5] validation_0-rmse:0.27188 validation_1-rmse:0.26144 -[6] validation_0-rmse:0.26781 validation_1-rmse:0.25655 -[7] validation_0-rmse:0.26412 validation_1-rmse:0.25180 -[8] validation_0-rmse:0.25994 validation_1-rmse:0.24709 -[9] validation_0-rmse:0.25649 validation_1-rmse:0.24277 -[10] validation_0-rmse:0.25332 validation_1-rmse:0.23850 -[11] validation_0-rmse:0.24999 validation_1-rmse:0.23452 -[12] validation_0-rmse:0.24687 validation_1-rmse:0.23072 -[13] validation_0-rmse:0.24432 validation_1-rmse:0.22694 -[14] validation_0-rmse:0.24128 validation_1-rmse:0.22341 -[15] validation_0-rmse:0.23869 validation_1-rmse:0.21969 -[16] validation_0-rmse:0.23628 validation_1-rmse:0.21635 -[17] validation_0-rmse:0.23354 validation_1-rmse:0.21326 -[18] validation_0-rmse:0.23123 validation_1-rmse:0.21007 -[19] validation_0-rmse:0.22919 validation_1-rmse:0.20707 -[20] validation_0-rmse:0.22705 validation_1-rmse:0.20418 -[21] validation_0-rmse:0.22505 validation_1-rmse:0.20149 -[22] validation_0-rmse:0.22285 validation_1-rmse:0.19887 -[23] validation_0-rmse:0.22084 validation_1-rmse:0.19631 -[24] validation_0-rmse:0.21877 validation_1-rmse:0.19389 -[25] validation_0-rmse:0.21748 validation_1-rmse:0.19133 -[26] validation_0-rmse:0.21557 validation_1-rmse:0.18870 -[27] validation_0-rmse:0.21374 validation_1-rmse:0.18648 -[28] validation_0-rmse:0.21183 validation_1-rmse:0.18432 -[29] validation_0-rmse:0.21047 validation_1-rmse:0.18209 -[30] validation_0-rmse:0.20873 validation_1-rmse:0.17990 -[31] validation_0-rmse:0.20717 validation_1-rmse:0.17795 -[32] validation_0-rmse:0.20564 validation_1-rmse:0.17599 -[33] validation_0-rmse:0.20428 validation_1-rmse:0.17421 -[34] validation_0-rmse:0.20290 validation_1-rmse:0.17229 -[35] validation_0-rmse:0.20161 validation_1-rmse:0.17047 -[36] validation_0-rmse:0.20018 validation_1-rmse:0.16878 -[37] validation_0-rmse:0.19923 validation_1-rmse:0.16688 -[38] validation_0-rmse:0.19796 validation_1-rmse:0.16534 -[39] validation_0-rmse:0.19668 validation_1-rmse:0.16355 -[40] validation_0-rmse:0.19543 validation_1-rmse:0.16204 -[41] validation_0-rmse:0.19441 validation_1-rmse:0.16062 -[42] validation_0-rmse:0.19344 validation_1-rmse:0.15910 -[43] validation_0-rmse:0.19256 validation_1-rmse:0.15759 -[44] validation_0-rmse:0.19154 validation_1-rmse:0.15625 -[45] validation_0-rmse:0.19048 validation_1-rmse:0.15494 -[46] validation_0-rmse:0.18937 validation_1-rmse:0.15366 -[47] validation_0-rmse:0.18865 validation_1-rmse:0.15236 -[48] validation_0-rmse:0.18784 validation_1-rmse:0.15112 -[49] validation_0-rmse:0.18704 validation_1-rmse:0.14998 -[50] validation_0-rmse:0.18625 validation_1-rmse:0.14874 -[51] validation_0-rmse:0.18541 validation_1-rmse:0.14763 -[52] validation_0-rmse:0.18456 validation_1-rmse:0.14659 -[53] validation_0-rmse:0.18383 validation_1-rmse:0.14530 -[54] validation_0-rmse:0.18315 validation_1-rmse:0.14420 -[55] validation_0-rmse:0.18234 validation_1-rmse:0.14321 -[56] validation_0-rmse:0.18181 validation_1-rmse:0.14206 -[57] validation_0-rmse:0.18109 validation_1-rmse:0.14106 -[58] validation_0-rmse:0.18033 validation_1-rmse:0.13996 -[59] validation_0-rmse:0.17964 validation_1-rmse:0.13905 -[60] validation_0-rmse:0.17921 validation_1-rmse:0.13820 -[61] validation_0-rmse:0.17865 validation_1-rmse:0.13731 -[62] validation_0-rmse:0.17795 validation_1-rmse:0.13648 -[63] validation_0-rmse:0.17737 validation_1-rmse:0.13559 -[64] validation_0-rmse:0.17680 validation_1-rmse:0.13483 -[65] validation_0-rmse:0.17628 validation_1-rmse:0.13408 -[66] validation_0-rmse:0.17588 validation_1-rmse:0.13303 -[67] validation_0-rmse:0.17530 validation_1-rmse:0.13228 -[68] validation_0-rmse:0.17478 validation_1-rmse:0.13153 -[69] validation_0-rmse:0.17439 validation_1-rmse:0.13081 -[70] validation_0-rmse:0.17401 validation_1-rmse:0.12991 -[71] validation_0-rmse:0.17347 validation_1-rmse:0.12911 -[72] validation_0-rmse:0.17304 validation_1-rmse:0.12838 -[73] validation_0-rmse:0.17254 validation_1-rmse:0.12774 -[74] validation_0-rmse:0.17207 validation_1-rmse:0.12656 -[75] validation_0-rmse:0.17185 validation_1-rmse:0.12571 -[76] validation_0-rmse:0.17126 validation_1-rmse:0.12512 -[77] validation_0-rmse:0.17096 validation_1-rmse:0.12447 -[78] validation_0-rmse:0.17064 validation_1-rmse:0.12381 -[79] validation_0-rmse:0.17024 validation_1-rmse:0.12300 -[80] validation_0-rmse:0.16989 validation_1-rmse:0.12244 -[81] validation_0-rmse:0.16955 validation_1-rmse:0.12180 -[82] validation_0-rmse:0.16924 validation_1-rmse:0.12129 -[83] validation_0-rmse:0.16931 validation_1-rmse:0.12037 -[84] validation_0-rmse:0.16888 validation_1-rmse:0.11970 -[85] validation_0-rmse:0.16845 validation_1-rmse:0.11914 -[86] validation_0-rmse:0.16809 validation_1-rmse:0.11840 -[87] validation_0-rmse:0.16766 validation_1-rmse:0.11760 -[88] validation_0-rmse:0.16741 validation_1-rmse:0.11714 -[89] validation_0-rmse:0.16707 validation_1-rmse:0.11667 -[90] validation_0-rmse:0.16683 validation_1-rmse:0.11592 -[91] validation_0-rmse:0.16643 validation_1-rmse:0.11537 -[92] validation_0-rmse:0.16621 validation_1-rmse:0.11455 -[93] validation_0-rmse:0.16611 validation_1-rmse:0.11396 -[94] validation_0-rmse:0.16587 validation_1-rmse:0.11350 -[95] validation_0-rmse:0.16563 validation_1-rmse:0.11308 -[96] validation_0-rmse:0.16535 validation_1-rmse:0.11237 -[97] validation_0-rmse:0.16487 validation_1-rmse:0.11173 -[98] validation_0-rmse:0.16461 validation_1-rmse:0.11133 -[99] validation_0-rmse:0.16437 validation_1-rmse:0.11096 -[0] validation_0-rmse:0.30838 validation_1-rmse:0.28356 -[1] validation_0-rmse:0.30280 validation_1-rmse:0.27752 -[2] validation_0-rmse:0.29759 validation_1-rmse:0.27179 -[3] validation_0-rmse:0.29330 validation_1-rmse:0.26614 -[4] validation_0-rmse:0.28936 validation_1-rmse:0.26091 -[5] validation_0-rmse:0.28544 validation_1-rmse:0.25581 -[6] validation_0-rmse:0.28151 validation_1-rmse:0.25102 -[7] validation_0-rmse:0.27790 validation_1-rmse:0.24636 -[8] validation_0-rmse:0.27429 validation_1-rmse:0.24196 -[9] validation_0-rmse:0.27104 validation_1-rmse:0.23770 -[10] validation_0-rmse:0.26762 validation_1-rmse:0.23356 -[11] validation_0-rmse:0.26472 validation_1-rmse:0.22966 -[12] validation_0-rmse:0.26219 validation_1-rmse:0.22601 -[13] validation_0-rmse:0.25924 validation_1-rmse:0.22234 -[14] validation_0-rmse:0.25634 validation_1-rmse:0.21888 -[15] validation_0-rmse:0.25379 validation_1-rmse:0.21545 -[16] validation_0-rmse:0.25117 validation_1-rmse:0.21221 -[17] validation_0-rmse:0.24877 validation_1-rmse:0.20902 -[18] validation_0-rmse:0.24653 validation_1-rmse:0.20604 -[19] validation_0-rmse:0.24404 validation_1-rmse:0.20315 -[20] validation_0-rmse:0.24194 validation_1-rmse:0.20032 -[21] validation_0-rmse:0.23966 validation_1-rmse:0.19765 -[22] validation_0-rmse:0.23804 validation_1-rmse:0.19481 -[23] validation_0-rmse:0.23599 validation_1-rmse:0.19230 -[24] validation_0-rmse:0.23384 validation_1-rmse:0.18993 -[25] validation_0-rmse:0.23196 validation_1-rmse:0.18756 -[26] validation_0-rmse:0.23057 validation_1-rmse:0.18506 -[27] validation_0-rmse:0.22854 validation_1-rmse:0.18283 -[28] validation_0-rmse:0.22705 validation_1-rmse:0.18071 -[29] validation_0-rmse:0.22557 validation_1-rmse:0.17851 -[30] validation_0-rmse:0.22394 validation_1-rmse:0.17644 -[31] validation_0-rmse:0.22213 validation_1-rmse:0.17452 -[32] validation_0-rmse:0.22064 validation_1-rmse:0.17267 -[33] validation_0-rmse:0.21905 validation_1-rmse:0.17084 -[34] validation_0-rmse:0.21806 validation_1-rmse:0.16880 -[35] validation_0-rmse:0.21693 validation_1-rmse:0.16700 -[36] validation_0-rmse:0.21537 validation_1-rmse:0.16520 -[37] validation_0-rmse:0.21417 validation_1-rmse:0.16362 -[38] validation_0-rmse:0.21282 validation_1-rmse:0.16204 -[39] validation_0-rmse:0.21137 validation_1-rmse:0.16047 -[40] validation_0-rmse:0.20994 validation_1-rmse:0.15897 -[41] validation_0-rmse:0.20878 validation_1-rmse:0.15747 -[42] validation_0-rmse:0.20766 validation_1-rmse:0.15604 -[43] validation_0-rmse:0.20666 validation_1-rmse:0.15444 -[44] validation_0-rmse:0.20566 validation_1-rmse:0.15316 -[45] validation_0-rmse:0.20496 validation_1-rmse:0.15162 -[46] validation_0-rmse:0.20394 validation_1-rmse:0.15038 -[47] validation_0-rmse:0.20277 validation_1-rmse:0.14909 -[48] validation_0-rmse:0.20176 validation_1-rmse:0.14793 -[49] validation_0-rmse:0.20072 validation_1-rmse:0.14681 -[50] validation_0-rmse:0.20058 validation_1-rmse:0.14528 -[51] validation_0-rmse:0.19970 validation_1-rmse:0.14419 -[52] validation_0-rmse:0.19887 validation_1-rmse:0.14284 -[53] validation_0-rmse:0.19809 validation_1-rmse:0.14182 -[54] validation_0-rmse:0.19725 validation_1-rmse:0.14076 -[55] validation_0-rmse:0.19636 validation_1-rmse:0.13981 -[56] validation_0-rmse:0.19615 validation_1-rmse:0.13853 -[57] validation_0-rmse:0.19540 validation_1-rmse:0.13757 -[58] validation_0-rmse:0.19460 validation_1-rmse:0.13664 -[59] validation_0-rmse:0.19418 validation_1-rmse:0.13553 -[60] validation_0-rmse:0.19382 validation_1-rmse:0.13445 -[61] validation_0-rmse:0.19302 validation_1-rmse:0.13363 -[62] validation_0-rmse:0.19218 validation_1-rmse:0.13270 -[63] validation_0-rmse:0.19154 validation_1-rmse:0.13183 -[64] validation_0-rmse:0.19083 validation_1-rmse:0.13105 -[65] validation_0-rmse:0.19005 validation_1-rmse:0.13008 -[66] validation_0-rmse:0.18929 validation_1-rmse:0.12932 -[67] validation_0-rmse:0.18885 validation_1-rmse:0.12851 -[68] validation_0-rmse:0.18837 validation_1-rmse:0.12781 -[69] validation_0-rmse:0.18790 validation_1-rmse:0.12711 -[70] validation_0-rmse:0.18732 validation_1-rmse:0.12617 -[71] validation_0-rmse:0.18682 validation_1-rmse:0.12552 -[72] validation_0-rmse:0.18669 validation_1-rmse:0.12448 -[73] validation_0-rmse:0.18617 validation_1-rmse:0.12382 -[74] validation_0-rmse:0.18587 validation_1-rmse:0.12322 -[75] validation_0-rmse:0.18544 validation_1-rmse:0.12261 -[76] validation_0-rmse:0.18524 validation_1-rmse:0.12162 -[77] validation_0-rmse:0.18486 validation_1-rmse:0.12098 -[78] validation_0-rmse:0.18443 validation_1-rmse:0.12021 -[79] validation_0-rmse:0.18415 validation_1-rmse:0.11963 -[80] validation_0-rmse:0.18393 validation_1-rmse:0.11866 -[81] validation_0-rmse:0.18344 validation_1-rmse:0.11809 -[82] validation_0-rmse:0.18307 validation_1-rmse:0.11748 -[83] validation_0-rmse:0.18257 validation_1-rmse:0.11699 -[84] validation_0-rmse:0.18216 validation_1-rmse:0.11643 -[85] validation_0-rmse:0.18188 validation_1-rmse:0.11595 -[86] validation_0-rmse:0.18168 validation_1-rmse:0.11502 -[87] validation_0-rmse:0.18148 validation_1-rmse:0.11451 -[88] validation_0-rmse:0.18093 validation_1-rmse:0.11378 -[89] validation_0-rmse:0.18054 validation_1-rmse:0.11332 -[90] validation_0-rmse:0.18024 validation_1-rmse:0.11285 -[91] validation_0-rmse:0.17982 validation_1-rmse:0.11241 -[92] validation_0-rmse:0.17950 validation_1-rmse:0.11185 -[93] validation_0-rmse:0.17918 validation_1-rmse:0.11123 -[94] validation_0-rmse:0.17882 validation_1-rmse:0.11072 -[95] validation_0-rmse:0.17881 validation_1-rmse:0.10986 -[96] validation_0-rmse:0.17832 validation_1-rmse:0.10941 -[97] validation_0-rmse:0.17800 validation_1-rmse:0.10897 -[98] validation_0-rmse:0.17774 validation_1-rmse:0.10859 -[99] validation_0-rmse:0.17746 validation_1-rmse:0.10819 -[0] validation_0-rmse:0.29494 validation_1-rmse:0.28739 -[1] validation_0-rmse:0.28930 validation_1-rmse:0.28164 -[2] validation_0-rmse:0.28437 validation_1-rmse:0.27613 -[3] validation_0-rmse:0.27990 validation_1-rmse:0.27106 -[4] validation_0-rmse:0.27541 validation_1-rmse:0.26617 -[5] validation_0-rmse:0.27070 validation_1-rmse:0.26147 -[6] validation_0-rmse:0.26683 validation_1-rmse:0.25687 -[7] validation_0-rmse:0.26280 validation_1-rmse:0.25263 -[8] validation_0-rmse:0.25916 validation_1-rmse:0.24830 -[9] validation_0-rmse:0.25540 validation_1-rmse:0.24420 -[10] validation_0-rmse:0.25186 validation_1-rmse:0.24022 -[11] validation_0-rmse:0.24829 validation_1-rmse:0.23647 -[12] validation_0-rmse:0.24504 validation_1-rmse:0.23286 -[13] validation_0-rmse:0.24183 validation_1-rmse:0.22943 -[14] validation_0-rmse:0.23870 validation_1-rmse:0.22619 -[15] validation_0-rmse:0.23587 validation_1-rmse:0.22274 -[16] validation_0-rmse:0.23325 validation_1-rmse:0.21951 -[17] validation_0-rmse:0.23045 validation_1-rmse:0.21650 -[18] validation_0-rmse:0.22792 validation_1-rmse:0.21367 -[19] validation_0-rmse:0.22524 validation_1-rmse:0.21092 -[20] validation_0-rmse:0.22293 validation_1-rmse:0.20804 -[21] validation_0-rmse:0.22055 validation_1-rmse:0.20549 -[22] validation_0-rmse:0.21831 validation_1-rmse:0.20307 -[23] validation_0-rmse:0.21601 validation_1-rmse:0.20062 -[24] validation_0-rmse:0.21372 validation_1-rmse:0.19810 -[25] validation_0-rmse:0.21154 validation_1-rmse:0.19580 -[26] validation_0-rmse:0.20966 validation_1-rmse:0.19369 -[27] validation_0-rmse:0.20790 validation_1-rmse:0.19130 -[28] validation_0-rmse:0.20602 validation_1-rmse:0.18921 -[29] validation_0-rmse:0.20418 validation_1-rmse:0.18723 -[30] validation_0-rmse:0.20236 validation_1-rmse:0.18525 -[31] validation_0-rmse:0.20057 validation_1-rmse:0.18324 -[32] validation_0-rmse:0.19900 validation_1-rmse:0.18144 -[33] validation_0-rmse:0.19744 validation_1-rmse:0.17941 -[34] validation_0-rmse:0.19608 validation_1-rmse:0.17767 -[35] validation_0-rmse:0.19467 validation_1-rmse:0.17605 -[36] validation_0-rmse:0.19313 validation_1-rmse:0.17422 -[37] validation_0-rmse:0.19156 validation_1-rmse:0.17260 -[38] validation_0-rmse:0.19020 validation_1-rmse:0.17103 -[39] validation_0-rmse:0.18884 validation_1-rmse:0.16948 -[40] validation_0-rmse:0.18767 validation_1-rmse:0.16797 -[41] validation_0-rmse:0.18636 validation_1-rmse:0.16647 -[42] validation_0-rmse:0.18512 validation_1-rmse:0.16505 -[43] validation_0-rmse:0.18403 validation_1-rmse:0.16340 -[44] validation_0-rmse:0.18290 validation_1-rmse:0.16210 -[45] validation_0-rmse:0.18189 validation_1-rmse:0.16085 -[46] validation_0-rmse:0.18090 validation_1-rmse:0.15966 -[47] validation_0-rmse:0.17992 validation_1-rmse:0.15841 -[48] validation_0-rmse:0.17901 validation_1-rmse:0.15728 -[49] validation_0-rmse:0.17817 validation_1-rmse:0.15582 -[50] validation_0-rmse:0.17697 validation_1-rmse:0.15458 -[51] validation_0-rmse:0.17607 validation_1-rmse:0.15349 -[52] validation_0-rmse:0.17516 validation_1-rmse:0.15235 -[53] validation_0-rmse:0.17425 validation_1-rmse:0.15131 -[54] validation_0-rmse:0.17347 validation_1-rmse:0.15032 -[55] validation_0-rmse:0.17275 validation_1-rmse:0.14932 -[56] validation_0-rmse:0.17211 validation_1-rmse:0.14834 -[57] validation_0-rmse:0.17131 validation_1-rmse:0.14741 -[58] validation_0-rmse:0.17072 validation_1-rmse:0.14617 -[59] validation_0-rmse:0.16999 validation_1-rmse:0.14528 -[60] validation_0-rmse:0.16934 validation_1-rmse:0.14416 -[61] validation_0-rmse:0.16887 validation_1-rmse:0.14321 -[62] validation_0-rmse:0.16842 validation_1-rmse:0.14213 -[63] validation_0-rmse:0.16765 validation_1-rmse:0.14130 -[64] validation_0-rmse:0.16691 validation_1-rmse:0.14048 -[65] validation_0-rmse:0.16629 validation_1-rmse:0.13956 -[66] validation_0-rmse:0.16565 validation_1-rmse:0.13882 -[67] validation_0-rmse:0.16530 validation_1-rmse:0.13793 -[68] validation_0-rmse:0.16467 validation_1-rmse:0.13710 -[69] validation_0-rmse:0.16436 validation_1-rmse:0.13621 -[70] validation_0-rmse:0.16377 validation_1-rmse:0.13542 -[71] validation_0-rmse:0.16334 validation_1-rmse:0.13463 -[72] validation_0-rmse:0.16280 validation_1-rmse:0.13394 -[73] validation_0-rmse:0.16230 validation_1-rmse:0.13328 -[74] validation_0-rmse:0.16156 validation_1-rmse:0.13246 -[75] validation_0-rmse:0.16122 validation_1-rmse:0.13151 -[76] validation_0-rmse:0.16080 validation_1-rmse:0.13080 -[77] validation_0-rmse:0.16033 validation_1-rmse:0.13015 -[78] validation_0-rmse:0.15992 validation_1-rmse:0.12951 -[79] validation_0-rmse:0.15950 validation_1-rmse:0.12888 -[80] validation_0-rmse:0.15909 validation_1-rmse:0.12822 -[81] validation_0-rmse:0.15875 validation_1-rmse:0.12744 -[82] validation_0-rmse:0.15831 validation_1-rmse:0.12683 -[83] validation_0-rmse:0.15786 validation_1-rmse:0.12626 -[84] validation_0-rmse:0.15747 validation_1-rmse:0.12572 -[85] validation_0-rmse:0.15724 validation_1-rmse:0.12495 -[86] validation_0-rmse:0.15695 validation_1-rmse:0.12442 -[87] validation_0-rmse:0.15664 validation_1-rmse:0.12382 -[88] validation_0-rmse:0.15651 validation_1-rmse:0.12326 -[89] validation_0-rmse:0.15629 validation_1-rmse:0.12256 -[90] validation_0-rmse:0.15596 validation_1-rmse:0.12196 -[91] validation_0-rmse:0.15559 validation_1-rmse:0.12141 -[92] validation_0-rmse:0.15511 validation_1-rmse:0.12088 -[93] validation_0-rmse:0.15487 validation_1-rmse:0.12033 -[94] validation_0-rmse:0.15472 validation_1-rmse:0.11975 -[95] validation_0-rmse:0.15438 validation_1-rmse:0.11924 -[96] validation_0-rmse:0.15408 validation_1-rmse:0.11882 -[97] validation_0-rmse:0.15382 validation_1-rmse:0.11819 -[98] validation_0-rmse:0.15350 validation_1-rmse:0.11777 -[99] validation_0-rmse:0.15331 validation_1-rmse:0.11727 -[0] validation_0-rmse:0.29889 validation_1-rmse:0.30153 -[1] validation_0-rmse:0.29317 validation_1-rmse:0.29483 -[2] validation_0-rmse:0.28819 validation_1-rmse:0.28860 -[3] validation_0-rmse:0.28336 validation_1-rmse:0.28273 -[4] validation_0-rmse:0.27885 validation_1-rmse:0.27694 -[5] validation_0-rmse:0.27448 validation_1-rmse:0.27155 -[6] validation_0-rmse:0.27020 validation_1-rmse:0.26634 -[7] validation_0-rmse:0.26629 validation_1-rmse:0.26134 -[8] validation_0-rmse:0.26241 validation_1-rmse:0.25653 -[9] validation_0-rmse:0.25876 validation_1-rmse:0.25192 -[10] validation_0-rmse:0.25559 validation_1-rmse:0.24747 -[11] validation_0-rmse:0.25223 validation_1-rmse:0.24337 -[12] validation_0-rmse:0.24904 validation_1-rmse:0.23934 -[13] validation_0-rmse:0.24639 validation_1-rmse:0.23548 -[14] validation_0-rmse:0.24353 validation_1-rmse:0.23187 -[15] validation_0-rmse:0.24076 validation_1-rmse:0.22837 -[16] validation_0-rmse:0.23849 validation_1-rmse:0.22484 -[17] validation_0-rmse:0.23581 validation_1-rmse:0.22147 -[18] validation_0-rmse:0.23342 validation_1-rmse:0.21814 -[19] validation_0-rmse:0.23133 validation_1-rmse:0.21509 -[20] validation_0-rmse:0.22937 validation_1-rmse:0.21187 -[21] validation_0-rmse:0.22713 validation_1-rmse:0.20902 -[22] validation_0-rmse:0.22509 validation_1-rmse:0.20631 -[23] validation_0-rmse:0.22312 validation_1-rmse:0.20373 -[24] validation_0-rmse:0.22123 validation_1-rmse:0.20076 -[25] validation_0-rmse:0.21951 validation_1-rmse:0.19837 -[26] validation_0-rmse:0.21751 validation_1-rmse:0.19562 -[27] validation_0-rmse:0.21589 validation_1-rmse:0.19309 -[28] validation_0-rmse:0.21422 validation_1-rmse:0.19091 -[29] validation_0-rmse:0.21272 validation_1-rmse:0.18879 -[30] validation_0-rmse:0.21119 validation_1-rmse:0.18660 -[31] validation_0-rmse:0.20982 validation_1-rmse:0.18468 -[32] validation_0-rmse:0.20829 validation_1-rmse:0.18239 -[33] validation_0-rmse:0.20681 validation_1-rmse:0.18048 -[34] validation_0-rmse:0.20548 validation_1-rmse:0.17869 -[35] validation_0-rmse:0.20431 validation_1-rmse:0.17665 -[36] validation_0-rmse:0.20297 validation_1-rmse:0.17483 -[37] validation_0-rmse:0.20174 validation_1-rmse:0.17311 -[38] validation_0-rmse:0.20060 validation_1-rmse:0.17153 -[39] validation_0-rmse:0.19951 validation_1-rmse:0.16958 -[40] validation_0-rmse:0.19848 validation_1-rmse:0.16805 -[41] validation_0-rmse:0.19745 validation_1-rmse:0.16652 -[42] validation_0-rmse:0.19647 validation_1-rmse:0.16509 -[43] validation_0-rmse:0.19570 validation_1-rmse:0.16325 -[44] validation_0-rmse:0.19473 validation_1-rmse:0.16187 -[45] validation_0-rmse:0.19397 validation_1-rmse:0.16012 -[46] validation_0-rmse:0.19314 validation_1-rmse:0.15887 -[47] validation_0-rmse:0.19196 validation_1-rmse:0.15723 -[48] validation_0-rmse:0.19096 validation_1-rmse:0.15595 -[49] validation_0-rmse:0.19009 validation_1-rmse:0.15468 -[50] validation_0-rmse:0.18931 validation_1-rmse:0.15355 -[51] validation_0-rmse:0.18864 validation_1-rmse:0.15207 -[52] validation_0-rmse:0.18786 validation_1-rmse:0.15101 -[53] validation_0-rmse:0.18690 validation_1-rmse:0.14960 -[54] validation_0-rmse:0.18614 validation_1-rmse:0.14859 -[55] validation_0-rmse:0.18550 validation_1-rmse:0.14756 -[56] validation_0-rmse:0.18475 validation_1-rmse:0.14647 -[57] validation_0-rmse:0.18405 validation_1-rmse:0.14545 -[58] validation_0-rmse:0.18346 validation_1-rmse:0.14415 -[59] validation_0-rmse:0.18277 validation_1-rmse:0.14321 -[60] validation_0-rmse:0.18219 validation_1-rmse:0.14221 -[61] validation_0-rmse:0.18158 validation_1-rmse:0.14129 -[62] validation_0-rmse:0.18100 validation_1-rmse:0.14043 -[63] validation_0-rmse:0.18059 validation_1-rmse:0.13920 -[64] validation_0-rmse:0.17997 validation_1-rmse:0.13842 -[65] validation_0-rmse:0.17941 validation_1-rmse:0.13754 -[66] validation_0-rmse:0.17881 validation_1-rmse:0.13652 -[67] validation_0-rmse:0.17823 validation_1-rmse:0.13576 -[68] validation_0-rmse:0.17784 validation_1-rmse:0.13468 -[69] validation_0-rmse:0.17735 validation_1-rmse:0.13396 -[70] validation_0-rmse:0.17687 validation_1-rmse:0.13311 -[71] validation_0-rmse:0.17628 validation_1-rmse:0.13225 -[72] validation_0-rmse:0.17599 validation_1-rmse:0.13154 -[73] validation_0-rmse:0.17542 validation_1-rmse:0.13080 -[74] validation_0-rmse:0.17497 validation_1-rmse:0.13013 -[75] validation_0-rmse:0.17456 validation_1-rmse:0.12954 -[76] validation_0-rmse:0.17416 validation_1-rmse:0.12864 -[77] validation_0-rmse:0.17369 validation_1-rmse:0.12802 -[78] validation_0-rmse:0.17345 validation_1-rmse:0.12735 -[79] validation_0-rmse:0.17302 validation_1-rmse:0.12672 -[80] validation_0-rmse:0.17254 validation_1-rmse:0.12609 -[81] validation_0-rmse:0.17248 validation_1-rmse:0.12527 -[82] validation_0-rmse:0.17210 validation_1-rmse:0.12470 -[83] validation_0-rmse:0.17196 validation_1-rmse:0.12398 -[84] validation_0-rmse:0.17189 validation_1-rmse:0.12334 -[85] validation_0-rmse:0.17155 validation_1-rmse:0.12280 -[86] validation_0-rmse:0.17124 validation_1-rmse:0.12230 -[87] validation_0-rmse:0.17103 validation_1-rmse:0.12178 -[88] validation_0-rmse:0.17086 validation_1-rmse:0.12118 -[89] validation_0-rmse:0.17064 validation_1-rmse:0.12049 -[90] validation_0-rmse:0.17029 validation_1-rmse:0.11993 -[91] validation_0-rmse:0.16981 validation_1-rmse:0.11942 -[92] validation_0-rmse:0.16950 validation_1-rmse:0.11894 -[93] validation_0-rmse:0.16937 validation_1-rmse:0.11833 -[94] validation_0-rmse:0.16928 validation_1-rmse:0.11786 -[95] validation_0-rmse:0.16899 validation_1-rmse:0.11735 -[96] validation_0-rmse:0.16869 validation_1-rmse:0.11693 -[97] validation_0-rmse:0.16843 validation_1-rmse:0.11650 -[98] validation_0-rmse:0.16829 validation_1-rmse:0.11591 -[99] validation_0-rmse:0.16802 validation_1-rmse:0.11547 -[0] validation_0-rmse:0.29357 validation_1-rmse:0.28852 -[1] validation_0-rmse:0.28850 validation_1-rmse:0.28219 -[2] validation_0-rmse:0.28292 validation_1-rmse:0.27618 -[3] validation_0-rmse:0.27862 validation_1-rmse:0.27046 -[4] validation_0-rmse:0.27383 validation_1-rmse:0.26510 -[5] validation_0-rmse:0.27018 validation_1-rmse:0.25989 -[6] validation_0-rmse:0.26615 validation_1-rmse:0.25477 -[7] validation_0-rmse:0.26234 validation_1-rmse:0.25007 -[8] validation_0-rmse:0.25794 validation_1-rmse:0.24560 -[9] validation_0-rmse:0.25417 validation_1-rmse:0.24109 -[10] validation_0-rmse:0.25083 validation_1-rmse:0.23700 -[11] validation_0-rmse:0.24683 validation_1-rmse:0.23303 -[12] validation_0-rmse:0.24384 validation_1-rmse:0.22908 -[13] validation_0-rmse:0.24093 validation_1-rmse:0.22542 -[14] validation_0-rmse:0.23743 validation_1-rmse:0.22186 -[15] validation_0-rmse:0.23484 validation_1-rmse:0.21841 -[16] validation_0-rmse:0.23215 validation_1-rmse:0.21525 -[17] validation_0-rmse:0.22951 validation_1-rmse:0.21206 -[18] validation_0-rmse:0.22658 validation_1-rmse:0.20906 -[19] validation_0-rmse:0.22440 validation_1-rmse:0.20615 -[20] validation_0-rmse:0.22193 validation_1-rmse:0.20314 -[21] validation_0-rmse:0.22009 validation_1-rmse:0.20016 -[22] validation_0-rmse:0.21755 validation_1-rmse:0.19751 -[23] validation_0-rmse:0.21578 validation_1-rmse:0.19498 -[24] validation_0-rmse:0.21440 validation_1-rmse:0.19241 -[25] validation_0-rmse:0.21229 validation_1-rmse:0.19006 -[26] validation_0-rmse:0.21038 validation_1-rmse:0.18780 -[27] validation_0-rmse:0.20897 validation_1-rmse:0.18529 -[28] validation_0-rmse:0.20703 validation_1-rmse:0.18313 -[29] validation_0-rmse:0.20556 validation_1-rmse:0.18091 -[30] validation_0-rmse:0.20384 validation_1-rmse:0.17884 -[31] validation_0-rmse:0.20281 validation_1-rmse:0.17690 -[32] validation_0-rmse:0.20169 validation_1-rmse:0.17483 -[33] validation_0-rmse:0.20012 validation_1-rmse:0.17300 -[34] validation_0-rmse:0.19876 validation_1-rmse:0.17106 -[35] validation_0-rmse:0.19755 validation_1-rmse:0.16934 -[36] validation_0-rmse:0.19649 validation_1-rmse:0.16752 -[37] validation_0-rmse:0.19501 validation_1-rmse:0.16586 -[38] validation_0-rmse:0.19423 validation_1-rmse:0.16418 -[39] validation_0-rmse:0.19297 validation_1-rmse:0.16264 -[40] validation_0-rmse:0.19162 validation_1-rmse:0.16092 -[41] validation_0-rmse:0.19049 validation_1-rmse:0.15952 -[42] validation_0-rmse:0.18925 validation_1-rmse:0.15810 -[43] validation_0-rmse:0.18845 validation_1-rmse:0.15638 -[44] validation_0-rmse:0.18730 validation_1-rmse:0.15506 -[45] validation_0-rmse:0.18661 validation_1-rmse:0.15357 -[46] validation_0-rmse:0.18563 validation_1-rmse:0.15226 -[47] validation_0-rmse:0.18473 validation_1-rmse:0.15101 -[48] validation_0-rmse:0.18399 validation_1-rmse:0.14957 -[49] validation_0-rmse:0.18304 validation_1-rmse:0.14841 -[50] validation_0-rmse:0.18219 validation_1-rmse:0.14717 -[51] validation_0-rmse:0.18131 validation_1-rmse:0.14599 -[52] validation_0-rmse:0.18043 validation_1-rmse:0.14492 -[53] validation_0-rmse:0.17966 validation_1-rmse:0.14388 -[54] validation_0-rmse:0.17901 validation_1-rmse:0.14274 -[55] validation_0-rmse:0.17850 validation_1-rmse:0.14134 -[56] validation_0-rmse:0.17764 validation_1-rmse:0.14035 -[57] validation_0-rmse:0.17682 validation_1-rmse:0.13937 -[58] validation_0-rmse:0.17604 validation_1-rmse:0.13844 -[59] validation_0-rmse:0.17526 validation_1-rmse:0.13754 -[60] validation_0-rmse:0.17488 validation_1-rmse:0.13621 -[61] validation_0-rmse:0.17432 validation_1-rmse:0.13530 -[62] validation_0-rmse:0.17345 validation_1-rmse:0.13439 -[63] validation_0-rmse:0.17284 validation_1-rmse:0.13358 -[64] validation_0-rmse:0.17213 validation_1-rmse:0.13278 -[65] validation_0-rmse:0.17164 validation_1-rmse:0.13175 -[66] validation_0-rmse:0.17098 validation_1-rmse:0.13088 -[67] validation_0-rmse:0.17049 validation_1-rmse:0.13002 -[68] validation_0-rmse:0.17000 validation_1-rmse:0.12918 -[69] validation_0-rmse:0.16969 validation_1-rmse:0.12815 -[70] validation_0-rmse:0.16917 validation_1-rmse:0.12746 -[71] validation_0-rmse:0.16857 validation_1-rmse:0.12678 -[72] validation_0-rmse:0.16830 validation_1-rmse:0.12595 -[73] validation_0-rmse:0.16793 validation_1-rmse:0.12522 -[74] validation_0-rmse:0.16752 validation_1-rmse:0.12457 -[75] validation_0-rmse:0.16704 validation_1-rmse:0.12395 -[76] validation_0-rmse:0.16668 validation_1-rmse:0.12316 -[77] validation_0-rmse:0.16621 validation_1-rmse:0.12251 -[78] validation_0-rmse:0.16591 validation_1-rmse:0.12185 -[79] validation_0-rmse:0.16550 validation_1-rmse:0.12115 -[80] validation_0-rmse:0.16506 validation_1-rmse:0.12055 -[81] validation_0-rmse:0.16467 validation_1-rmse:0.12001 -[82] validation_0-rmse:0.16422 validation_1-rmse:0.11944 -[83] validation_0-rmse:0.16379 validation_1-rmse:0.11892 -[84] validation_0-rmse:0.16344 validation_1-rmse:0.11825 -[85] validation_0-rmse:0.16317 validation_1-rmse:0.11766 -[86] validation_0-rmse:0.16289 validation_1-rmse:0.11712 -[87] validation_0-rmse:0.16271 validation_1-rmse:0.11639 -[88] validation_0-rmse:0.16236 validation_1-rmse:0.11591 -[89] validation_0-rmse:0.16210 validation_1-rmse:0.11515 -[90] validation_0-rmse:0.16170 validation_1-rmse:0.11457 -[91] validation_0-rmse:0.16149 validation_1-rmse:0.11411 -[92] validation_0-rmse:0.16132 validation_1-rmse:0.11360 -[93] validation_0-rmse:0.16108 validation_1-rmse:0.11292 -[94] validation_0-rmse:0.16077 validation_1-rmse:0.11247 -[95] validation_0-rmse:0.16040 validation_1-rmse:0.11205 -[96] validation_0-rmse:0.16017 validation_1-rmse:0.11157 -[97] validation_0-rmse:0.15988 validation_1-rmse:0.11117 -[98] validation_0-rmse:0.15964 validation_1-rmse:0.11074 -[99] validation_0-rmse:0.15958 validation_1-rmse:0.11029 -[0] validation_0-rmse:0.33058 validation_1-rmse:0.29214 -[1] validation_0-rmse:0.32414 validation_1-rmse:0.28558 -[2] validation_0-rmse:0.31832 validation_1-rmse:0.27962 -[3] validation_0-rmse:0.31280 validation_1-rmse:0.27380 -[4] validation_0-rmse:0.30679 validation_1-rmse:0.26829 -[5] validation_0-rmse:0.30182 validation_1-rmse:0.26306 -[6] validation_0-rmse:0.29686 validation_1-rmse:0.25797 -[7] validation_0-rmse:0.29291 validation_1-rmse:0.25323 -[8] validation_0-rmse:0.28868 validation_1-rmse:0.24871 -[9] validation_0-rmse:0.28559 validation_1-rmse:0.24437 -[10] validation_0-rmse:0.28262 validation_1-rmse:0.24018 -[11] validation_0-rmse:0.27890 validation_1-rmse:0.23606 -[12] validation_0-rmse:0.27663 validation_1-rmse:0.23225 -[13] validation_0-rmse:0.27306 validation_1-rmse:0.22870 -[14] validation_0-rmse:0.26948 validation_1-rmse:0.22493 -[15] validation_0-rmse:0.26663 validation_1-rmse:0.22157 -[16] validation_0-rmse:0.26427 validation_1-rmse:0.21817 -[17] validation_0-rmse:0.26195 validation_1-rmse:0.21492 -[18] validation_0-rmse:0.25856 validation_1-rmse:0.21177 -[19] validation_0-rmse:0.25606 validation_1-rmse:0.20861 -[20] validation_0-rmse:0.25343 validation_1-rmse:0.20580 -[21] validation_0-rmse:0.25243 validation_1-rmse:0.20301 -[22] validation_0-rmse:0.25066 validation_1-rmse:0.20027 -[23] validation_0-rmse:0.24864 validation_1-rmse:0.19761 -[24] validation_0-rmse:0.24630 validation_1-rmse:0.19522 -[25] validation_0-rmse:0.24491 validation_1-rmse:0.19283 -[26] validation_0-rmse:0.24339 validation_1-rmse:0.19036 -[27] validation_0-rmse:0.24108 validation_1-rmse:0.18818 -[28] validation_0-rmse:0.23976 validation_1-rmse:0.18592 -[29] validation_0-rmse:0.23882 validation_1-rmse:0.18348 -[30] validation_0-rmse:0.23676 validation_1-rmse:0.18142 -[31] validation_0-rmse:0.23520 validation_1-rmse:0.17945 -[32] validation_0-rmse:0.23395 validation_1-rmse:0.17754 -[33] validation_0-rmse:0.23229 validation_1-rmse:0.17545 -[34] validation_0-rmse:0.23073 validation_1-rmse:0.17360 -[35] validation_0-rmse:0.22951 validation_1-rmse:0.17182 -[36] validation_0-rmse:0.22806 validation_1-rmse:0.16995 -[37] validation_0-rmse:0.22713 validation_1-rmse:0.16834 -[38] validation_0-rmse:0.22541 validation_1-rmse:0.16668 -[39] validation_0-rmse:0.22393 validation_1-rmse:0.16509 -[40] validation_0-rmse:0.22282 validation_1-rmse:0.16343 -[41] validation_0-rmse:0.22168 validation_1-rmse:0.16185 -[42] validation_0-rmse:0.22085 validation_1-rmse:0.16046 -[43] validation_0-rmse:0.21991 validation_1-rmse:0.15907 -[44] validation_0-rmse:0.21833 validation_1-rmse:0.15756 -[45] validation_0-rmse:0.21710 validation_1-rmse:0.15618 -[46] validation_0-rmse:0.21619 validation_1-rmse:0.15490 -[47] validation_0-rmse:0.21518 validation_1-rmse:0.15345 -[48] validation_0-rmse:0.21402 validation_1-rmse:0.15221 -[49] validation_0-rmse:0.21305 validation_1-rmse:0.15086 -[50] validation_0-rmse:0.21229 validation_1-rmse:0.14968 -[51] validation_0-rmse:0.21119 validation_1-rmse:0.14854 -[52] validation_0-rmse:0.21019 validation_1-rmse:0.14745 -[53] validation_0-rmse:0.20924 validation_1-rmse:0.14637 -[54] validation_0-rmse:0.20982 validation_1-rmse:0.14517 -[55] validation_0-rmse:0.20888 validation_1-rmse:0.14405 -[56] validation_0-rmse:0.20806 validation_1-rmse:0.14305 -[57] validation_0-rmse:0.20822 validation_1-rmse:0.14169 -[58] validation_0-rmse:0.20741 validation_1-rmse:0.14071 -[59] validation_0-rmse:0.20663 validation_1-rmse:0.13976 -[60] validation_0-rmse:0.20602 validation_1-rmse:0.13882 -[61] validation_0-rmse:0.20523 validation_1-rmse:0.13776 -[62] validation_0-rmse:0.20558 validation_1-rmse:0.13689 -[63] validation_0-rmse:0.20501 validation_1-rmse:0.13605 -[64] validation_0-rmse:0.20348 validation_1-rmse:0.13462 -[65] validation_0-rmse:0.20273 validation_1-rmse:0.13382 -[66] validation_0-rmse:0.20203 validation_1-rmse:0.13306 -[67] validation_0-rmse:0.20166 validation_1-rmse:0.13228 -[68] validation_0-rmse:0.20002 validation_1-rmse:0.13102 -[69] validation_0-rmse:0.19928 validation_1-rmse:0.13021 -[70] validation_0-rmse:0.19870 validation_1-rmse:0.12946 -[71] validation_0-rmse:0.19830 validation_1-rmse:0.12876 -[72] validation_0-rmse:0.19814 validation_1-rmse:0.12801 -[73] validation_0-rmse:0.19798 validation_1-rmse:0.12711 -[74] validation_0-rmse:0.19746 validation_1-rmse:0.12649 -[75] validation_0-rmse:0.19701 validation_1-rmse:0.12588 -[76] validation_0-rmse:0.19555 validation_1-rmse:0.12467 -[77] validation_0-rmse:0.19514 validation_1-rmse:0.12407 -[78] validation_0-rmse:0.19468 validation_1-rmse:0.12347 -[79] validation_0-rmse:0.19439 validation_1-rmse:0.12277 -[80] validation_0-rmse:0.19473 validation_1-rmse:0.12220 -[81] validation_0-rmse:0.19448 validation_1-rmse:0.12154 -[82] validation_0-rmse:0.19418 validation_1-rmse:0.12086 -[83] validation_0-rmse:0.19370 validation_1-rmse:0.12030 -[84] validation_0-rmse:0.19346 validation_1-rmse:0.11976 -[85] validation_0-rmse:0.19322 validation_1-rmse:0.11879 -[86] validation_0-rmse:0.19282 validation_1-rmse:0.11819 -[87] validation_0-rmse:0.19226 validation_1-rmse:0.11770 -[88] validation_0-rmse:0.19187 validation_1-rmse:0.11719 -[89] validation_0-rmse:0.19145 validation_1-rmse:0.11671 -[90] validation_0-rmse:0.19134 validation_1-rmse:0.11619 -[91] validation_0-rmse:0.19030 validation_1-rmse:0.11531 -[92] validation_0-rmse:0.18998 validation_1-rmse:0.11487 -[93] validation_0-rmse:0.18945 validation_1-rmse:0.11445 -[94] validation_0-rmse:0.18919 validation_1-rmse:0.11395 -[95] validation_0-rmse:0.18862 validation_1-rmse:0.11324 -[96] validation_0-rmse:0.18824 validation_1-rmse:0.11283 -[97] validation_0-rmse:0.18778 validation_1-rmse:0.11225 -[98] validation_0-rmse:0.18755 validation_1-rmse:0.11186 -[99] validation_0-rmse:0.18742 validation_1-rmse:0.11149 -[0] validation_0-rmse:0.25025 validation_1-rmse:0.24842 -[1] validation_0-rmse:0.24557 validation_1-rmse:0.24302 -[2] validation_0-rmse:0.24132 validation_1-rmse:0.23806 -[3] validation_0-rmse:0.23733 validation_1-rmse:0.23332 -[4] validation_0-rmse:0.23376 validation_1-rmse:0.22859 -[5] validation_0-rmse:0.23049 validation_1-rmse:0.22444 -[6] validation_0-rmse:0.22702 validation_1-rmse:0.22025 -[7] validation_0-rmse:0.22380 validation_1-rmse:0.21631 -[8] validation_0-rmse:0.22066 validation_1-rmse:0.21250 -[9] validation_0-rmse:0.21772 validation_1-rmse:0.20892 -[10] validation_0-rmse:0.21473 validation_1-rmse:0.20536 -[11] validation_0-rmse:0.21219 validation_1-rmse:0.20211 -[12] validation_0-rmse:0.20968 validation_1-rmse:0.19897 -[13] validation_0-rmse:0.20730 validation_1-rmse:0.19597 -[14] validation_0-rmse:0.20552 validation_1-rmse:0.19281 -[15] validation_0-rmse:0.20361 validation_1-rmse:0.18992 -[16] validation_0-rmse:0.20165 validation_1-rmse:0.18721 -[17] validation_0-rmse:0.19948 validation_1-rmse:0.18463 -[18] validation_0-rmse:0.19807 validation_1-rmse:0.18193 -[19] validation_0-rmse:0.19703 validation_1-rmse:0.17939 -[20] validation_0-rmse:0.19569 validation_1-rmse:0.17683 -[21] validation_0-rmse:0.19388 validation_1-rmse:0.17462 -[22] validation_0-rmse:0.19219 validation_1-rmse:0.17240 -[23] validation_0-rmse:0.19062 validation_1-rmse:0.17026 -[24] validation_0-rmse:0.18933 validation_1-rmse:0.16813 -[25] validation_0-rmse:0.18829 validation_1-rmse:0.16598 -[26] validation_0-rmse:0.18704 validation_1-rmse:0.16411 -[27] validation_0-rmse:0.18563 validation_1-rmse:0.16221 -[28] validation_0-rmse:0.18446 validation_1-rmse:0.16034 -[29] validation_0-rmse:0.18316 validation_1-rmse:0.15841 -[30] validation_0-rmse:0.18192 validation_1-rmse:0.15674 -[31] validation_0-rmse:0.18091 validation_1-rmse:0.15479 -[32] validation_0-rmse:0.18003 validation_1-rmse:0.15312 -[33] validation_0-rmse:0.17886 validation_1-rmse:0.15150 -[34] validation_0-rmse:0.17786 validation_1-rmse:0.14997 -[35] validation_0-rmse:0.17692 validation_1-rmse:0.14855 -[36] validation_0-rmse:0.17613 validation_1-rmse:0.14709 -[37] validation_0-rmse:0.17547 validation_1-rmse:0.14549 -[38] validation_0-rmse:0.17467 validation_1-rmse:0.14404 -[39] validation_0-rmse:0.17393 validation_1-rmse:0.14267 -[40] validation_0-rmse:0.17348 validation_1-rmse:0.14118 -[41] validation_0-rmse:0.17258 validation_1-rmse:0.13993 -[42] validation_0-rmse:0.17168 validation_1-rmse:0.13871 -[43] validation_0-rmse:0.17077 validation_1-rmse:0.13757 -[44] validation_0-rmse:0.17015 validation_1-rmse:0.13621 -[45] validation_0-rmse:0.16924 validation_1-rmse:0.13509 -[46] validation_0-rmse:0.16833 validation_1-rmse:0.13401 -[47] validation_0-rmse:0.16756 validation_1-rmse:0.13297 -[48] validation_0-rmse:0.16717 validation_1-rmse:0.13198 -[49] validation_0-rmse:0.16664 validation_1-rmse:0.13081 -[50] validation_0-rmse:0.16615 validation_1-rmse:0.12979 -[51] validation_0-rmse:0.16541 validation_1-rmse:0.12879 -[52] validation_0-rmse:0.16478 validation_1-rmse:0.12767 -[53] validation_0-rmse:0.16408 validation_1-rmse:0.12675 -[54] validation_0-rmse:0.16363 validation_1-rmse:0.12571 -[55] validation_0-rmse:0.16320 validation_1-rmse:0.12485 -[56] validation_0-rmse:0.16253 validation_1-rmse:0.12398 -[57] validation_0-rmse:0.16192 validation_1-rmse:0.12307 -[58] validation_0-rmse:0.16149 validation_1-rmse:0.12229 -[59] validation_0-rmse:0.16137 validation_1-rmse:0.12128 -[60] validation_0-rmse:0.16117 validation_1-rmse:0.12045 -[61] validation_0-rmse:0.16064 validation_1-rmse:0.11966 -[62] validation_0-rmse:0.16050 validation_1-rmse:0.11890 -[63] validation_0-rmse:0.16003 validation_1-rmse:0.11809 -[64] validation_0-rmse:0.15969 validation_1-rmse:0.11739 -[65] validation_0-rmse:0.15922 validation_1-rmse:0.11661 -[66] validation_0-rmse:0.15868 validation_1-rmse:0.11577 -[67] validation_0-rmse:0.15830 validation_1-rmse:0.11509 -[68] validation_0-rmse:0.15789 validation_1-rmse:0.11446 -[69] validation_0-rmse:0.15733 validation_1-rmse:0.11372 -[70] validation_0-rmse:0.15694 validation_1-rmse:0.11307 -[71] validation_0-rmse:0.15692 validation_1-rmse:0.11224 -[72] validation_0-rmse:0.15659 validation_1-rmse:0.11166 -[73] validation_0-rmse:0.15634 validation_1-rmse:0.11111 -[74] validation_0-rmse:0.15595 validation_1-rmse:0.11056 -[75] validation_0-rmse:0.15579 validation_1-rmse:0.10985 -[76] validation_0-rmse:0.15543 validation_1-rmse:0.10903 -[77] validation_0-rmse:0.15500 validation_1-rmse:0.10848 -[78] validation_0-rmse:0.15499 validation_1-rmse:0.10778 -[79] validation_0-rmse:0.15471 validation_1-rmse:0.10721 -[80] validation_0-rmse:0.15442 validation_1-rmse:0.10666 -[81] validation_0-rmse:0.15416 validation_1-rmse:0.10608 -[82] validation_0-rmse:0.15388 validation_1-rmse:0.10560 -[83] validation_0-rmse:0.15368 validation_1-rmse:0.10498 -[84] validation_0-rmse:0.15346 validation_1-rmse:0.10449 -[85] validation_0-rmse:0.15329 validation_1-rmse:0.10392 -[86] validation_0-rmse:0.15302 validation_1-rmse:0.10347 -[87] validation_0-rmse:0.15270 validation_1-rmse:0.10303 -[88] validation_0-rmse:0.15259 validation_1-rmse:0.10258 -[89] validation_0-rmse:0.15269 validation_1-rmse:0.10204 -[90] validation_0-rmse:0.15239 validation_1-rmse:0.10159 -[91] validation_0-rmse:0.15204 validation_1-rmse:0.10116 -[92] validation_0-rmse:0.15175 validation_1-rmse:0.10070 -[93] validation_0-rmse:0.15167 validation_1-rmse:0.10017 -[94] validation_0-rmse:0.15154 validation_1-rmse:0.09982 -[95] validation_0-rmse:0.15122 validation_1-rmse:0.09932 -[96] validation_0-rmse:0.15119 validation_1-rmse:0.09880 -[97] validation_0-rmse:0.15112 validation_1-rmse:0.09842 -[98] validation_0-rmse:0.15095 validation_1-rmse:0.09807 -[99] validation_0-rmse:0.15075 validation_1-rmse:0.09770 -[0] validation_0-rmse:0.24126 validation_1-rmse:0.24985 -[1] validation_0-rmse:0.23710 validation_1-rmse:0.24457 -[2] validation_0-rmse:0.23323 validation_1-rmse:0.23968 -[3] validation_0-rmse:0.22960 validation_1-rmse:0.23491 -[4] validation_0-rmse:0.22600 validation_1-rmse:0.23038 -[5] validation_0-rmse:0.22255 validation_1-rmse:0.22616 -[6] validation_0-rmse:0.21946 validation_1-rmse:0.22213 -[7] validation_0-rmse:0.21640 validation_1-rmse:0.21827 -[8] validation_0-rmse:0.21381 validation_1-rmse:0.21453 -[9] validation_0-rmse:0.21110 validation_1-rmse:0.21092 -[10] validation_0-rmse:0.20854 validation_1-rmse:0.20742 -[11] validation_0-rmse:0.20586 validation_1-rmse:0.20418 -[12] validation_0-rmse:0.20373 validation_1-rmse:0.20097 -[13] validation_0-rmse:0.20156 validation_1-rmse:0.19779 -[14] validation_0-rmse:0.19934 validation_1-rmse:0.19493 -[15] validation_0-rmse:0.19739 validation_1-rmse:0.19211 -[16] validation_0-rmse:0.19537 validation_1-rmse:0.18929 -[17] validation_0-rmse:0.19333 validation_1-rmse:0.18671 -[18] validation_0-rmse:0.19163 validation_1-rmse:0.18396 -[19] validation_0-rmse:0.18975 validation_1-rmse:0.18157 -[20] validation_0-rmse:0.18799 validation_1-rmse:0.17903 -[21] validation_0-rmse:0.18612 validation_1-rmse:0.17673 -[22] validation_0-rmse:0.18451 validation_1-rmse:0.17454 -[23] validation_0-rmse:0.18299 validation_1-rmse:0.17225 -[24] validation_0-rmse:0.18150 validation_1-rmse:0.17025 -[25] validation_0-rmse:0.18016 validation_1-rmse:0.16803 -[26] validation_0-rmse:0.17866 validation_1-rmse:0.16614 -[27] validation_0-rmse:0.17732 validation_1-rmse:0.16429 -[28] validation_0-rmse:0.17619 validation_1-rmse:0.16247 -[29] validation_0-rmse:0.17494 validation_1-rmse:0.16080 -[30] validation_0-rmse:0.17391 validation_1-rmse:0.15889 -[31] validation_0-rmse:0.17282 validation_1-rmse:0.15724 -[32] validation_0-rmse:0.17156 validation_1-rmse:0.15548 -[33] validation_0-rmse:0.17054 validation_1-rmse:0.15393 -[34] validation_0-rmse:0.16943 validation_1-rmse:0.15244 -[35] validation_0-rmse:0.16841 validation_1-rmse:0.15088 -[36] validation_0-rmse:0.16736 validation_1-rmse:0.14950 -[37] validation_0-rmse:0.16647 validation_1-rmse:0.14797 -[38] validation_0-rmse:0.16544 validation_1-rmse:0.14641 -[39] validation_0-rmse:0.16454 validation_1-rmse:0.14508 -[40] validation_0-rmse:0.16357 validation_1-rmse:0.14380 -[41] validation_0-rmse:0.16266 validation_1-rmse:0.14261 -[42] validation_0-rmse:0.16198 validation_1-rmse:0.14134 -[43] validation_0-rmse:0.16105 validation_1-rmse:0.14019 -[44] validation_0-rmse:0.16046 validation_1-rmse:0.13896 -[45] validation_0-rmse:0.15963 validation_1-rmse:0.13773 -[46] validation_0-rmse:0.15899 validation_1-rmse:0.13662 -[47] validation_0-rmse:0.15822 validation_1-rmse:0.13555 -[48] validation_0-rmse:0.15757 validation_1-rmse:0.13452 -[49] validation_0-rmse:0.15688 validation_1-rmse:0.13322 -[50] validation_0-rmse:0.15627 validation_1-rmse:0.13206 -[51] validation_0-rmse:0.15558 validation_1-rmse:0.13110 -[52] validation_0-rmse:0.15493 validation_1-rmse:0.13017 -[53] validation_0-rmse:0.15429 validation_1-rmse:0.12924 -[54] validation_0-rmse:0.15365 validation_1-rmse:0.12838 -[55] validation_0-rmse:0.15303 validation_1-rmse:0.12741 -[56] validation_0-rmse:0.15258 validation_1-rmse:0.12653 -[57] validation_0-rmse:0.15202 validation_1-rmse:0.12569 -[58] validation_0-rmse:0.15142 validation_1-rmse:0.12478 -[59] validation_0-rmse:0.15106 validation_1-rmse:0.12392 -[60] validation_0-rmse:0.15049 validation_1-rmse:0.12297 -[61] validation_0-rmse:0.14990 validation_1-rmse:0.12223 -[62] validation_0-rmse:0.14932 validation_1-rmse:0.12144 -[63] validation_0-rmse:0.14876 validation_1-rmse:0.12071 -[64] validation_0-rmse:0.14826 validation_1-rmse:0.12000 -[65] validation_0-rmse:0.14788 validation_1-rmse:0.11931 -[66] validation_0-rmse:0.14753 validation_1-rmse:0.11842 -[67] validation_0-rmse:0.14714 validation_1-rmse:0.11776 -[68] validation_0-rmse:0.14665 validation_1-rmse:0.11706 -[69] validation_0-rmse:0.14655 validation_1-rmse:0.11614 -[70] validation_0-rmse:0.14616 validation_1-rmse:0.11556 -[71] validation_0-rmse:0.14579 validation_1-rmse:0.11478 -[72] validation_0-rmse:0.14533 validation_1-rmse:0.11418 -[73] validation_0-rmse:0.14491 validation_1-rmse:0.11358 -[74] validation_0-rmse:0.14448 validation_1-rmse:0.11300 -[75] validation_0-rmse:0.14446 validation_1-rmse:0.11235 -[76] validation_0-rmse:0.14414 validation_1-rmse:0.11173 -[77] validation_0-rmse:0.14371 validation_1-rmse:0.11116 -[78] validation_0-rmse:0.14344 validation_1-rmse:0.11066 -[79] validation_0-rmse:0.14321 validation_1-rmse:0.10996 -[80] validation_0-rmse:0.14280 validation_1-rmse:0.10942 -[81] validation_0-rmse:0.14250 validation_1-rmse:0.10885 -[82] validation_0-rmse:0.14222 validation_1-rmse:0.10837 -[83] validation_0-rmse:0.14184 validation_1-rmse:0.10787 -[84] validation_0-rmse:0.14140 validation_1-rmse:0.10731 -[85] validation_0-rmse:0.14114 validation_1-rmse:0.10683 -[86] validation_0-rmse:0.14100 validation_1-rmse:0.10625 -[87] validation_0-rmse:0.14077 validation_1-rmse:0.10574 -[88] validation_0-rmse:0.14048 validation_1-rmse:0.10534 -[89] validation_0-rmse:0.14010 validation_1-rmse:0.10485 -[90] validation_0-rmse:0.13990 validation_1-rmse:0.10443 -[91] validation_0-rmse:0.13956 validation_1-rmse:0.10400 -[92] validation_0-rmse:0.13949 validation_1-rmse:0.10341 -[93] validation_0-rmse:0.13930 validation_1-rmse:0.10298 -[94] validation_0-rmse:0.13905 validation_1-rmse:0.10254 -[95] validation_0-rmse:0.13884 validation_1-rmse:0.10211 -[96] validation_0-rmse:0.13867 validation_1-rmse:0.10167 -[97] validation_0-rmse:0.13859 validation_1-rmse:0.10114 -[98] validation_0-rmse:0.13839 validation_1-rmse:0.10078 -[99] validation_0-rmse:0.13818 validation_1-rmse:0.10038 -[0] validation_0-rmse:0.23717 validation_1-rmse:0.24954 -[1] validation_0-rmse:0.23311 validation_1-rmse:0.24432 -[2] validation_0-rmse:0.22894 validation_1-rmse:0.23928 -[3] validation_0-rmse:0.22483 validation_1-rmse:0.23452 -[4] validation_0-rmse:0.22141 validation_1-rmse:0.23005 -[5] validation_0-rmse:0.21750 validation_1-rmse:0.22575 -[6] validation_0-rmse:0.21419 validation_1-rmse:0.22161 -[7] validation_0-rmse:0.21074 validation_1-rmse:0.21764 -[8] validation_0-rmse:0.20776 validation_1-rmse:0.21374 -[9] validation_0-rmse:0.20479 validation_1-rmse:0.21020 -[10] validation_0-rmse:0.20193 validation_1-rmse:0.20664 -[11] validation_0-rmse:0.19915 validation_1-rmse:0.20326 -[12] validation_0-rmse:0.19683 validation_1-rmse:0.20013 -[13] validation_0-rmse:0.19459 validation_1-rmse:0.19705 -[14] validation_0-rmse:0.19243 validation_1-rmse:0.19415 -[15] validation_0-rmse:0.19013 validation_1-rmse:0.19115 -[16] validation_0-rmse:0.18828 validation_1-rmse:0.18836 -[17] validation_0-rmse:0.18621 validation_1-rmse:0.18557 -[18] validation_0-rmse:0.18402 validation_1-rmse:0.18302 -[19] validation_0-rmse:0.18198 validation_1-rmse:0.18050 -[20] validation_0-rmse:0.18015 validation_1-rmse:0.17803 -[21] validation_0-rmse:0.17857 validation_1-rmse:0.17575 -[22] validation_0-rmse:0.17681 validation_1-rmse:0.17350 -[23] validation_0-rmse:0.17537 validation_1-rmse:0.17132 -[24] validation_0-rmse:0.17377 validation_1-rmse:0.16919 -[25] validation_0-rmse:0.17225 validation_1-rmse:0.16720 -[26] validation_0-rmse:0.17072 validation_1-rmse:0.16529 -[27] validation_0-rmse:0.16931 validation_1-rmse:0.16310 -[28] validation_0-rmse:0.16784 validation_1-rmse:0.16126 -[29] validation_0-rmse:0.16650 validation_1-rmse:0.15940 -[30] validation_0-rmse:0.16512 validation_1-rmse:0.15771 -[31] validation_0-rmse:0.16392 validation_1-rmse:0.15605 -[32] validation_0-rmse:0.16287 validation_1-rmse:0.15428 -[33] validation_0-rmse:0.16159 validation_1-rmse:0.15277 -[34] validation_0-rmse:0.16033 validation_1-rmse:0.15125 -[35] validation_0-rmse:0.15910 validation_1-rmse:0.14974 -[36] validation_0-rmse:0.15821 validation_1-rmse:0.14832 -[37] validation_0-rmse:0.15733 validation_1-rmse:0.14664 -[38] validation_0-rmse:0.15624 validation_1-rmse:0.14525 -[39] validation_0-rmse:0.15518 validation_1-rmse:0.14395 -[40] validation_0-rmse:0.15451 validation_1-rmse:0.14267 -[41] validation_0-rmse:0.15396 validation_1-rmse:0.14127 -[42] validation_0-rmse:0.15309 validation_1-rmse:0.14006 -[43] validation_0-rmse:0.15219 validation_1-rmse:0.13890 -[44] validation_0-rmse:0.15156 validation_1-rmse:0.13749 -[45] validation_0-rmse:0.15061 validation_1-rmse:0.13637 -[46] validation_0-rmse:0.14982 validation_1-rmse:0.13528 -[47] validation_0-rmse:0.14918 validation_1-rmse:0.13414 -[48] validation_0-rmse:0.14840 validation_1-rmse:0.13312 -[49] validation_0-rmse:0.14802 validation_1-rmse:0.13212 -[50] validation_0-rmse:0.14738 validation_1-rmse:0.13089 -[51] validation_0-rmse:0.14671 validation_1-rmse:0.12994 -[52] validation_0-rmse:0.14604 validation_1-rmse:0.12894 -[53] validation_0-rmse:0.14534 validation_1-rmse:0.12802 -[54] validation_0-rmse:0.14464 validation_1-rmse:0.12718 -[55] validation_0-rmse:0.14423 validation_1-rmse:0.12625 -[56] validation_0-rmse:0.14371 validation_1-rmse:0.12531 -[57] validation_0-rmse:0.14321 validation_1-rmse:0.12446 -[58] validation_0-rmse:0.14279 validation_1-rmse:0.12346 -[59] validation_0-rmse:0.14234 validation_1-rmse:0.12257 -[60] validation_0-rmse:0.14194 validation_1-rmse:0.12181 -[61] validation_0-rmse:0.14176 validation_1-rmse:0.12077 -[62] validation_0-rmse:0.14120 validation_1-rmse:0.12003 -[63] validation_0-rmse:0.14073 validation_1-rmse:0.11932 -[64] validation_0-rmse:0.14023 validation_1-rmse:0.11862 -[65] validation_0-rmse:0.14001 validation_1-rmse:0.11791 -[66] validation_0-rmse:0.13966 validation_1-rmse:0.11720 -[67] validation_0-rmse:0.13920 validation_1-rmse:0.11644 -[68] validation_0-rmse:0.13872 validation_1-rmse:0.11560 -[69] validation_0-rmse:0.13831 validation_1-rmse:0.11494 -[70] validation_0-rmse:0.13808 validation_1-rmse:0.11425 -[71] validation_0-rmse:0.13762 validation_1-rmse:0.11348 -[72] validation_0-rmse:0.13725 validation_1-rmse:0.11284 -[73] validation_0-rmse:0.13681 validation_1-rmse:0.11225 -[74] validation_0-rmse:0.13629 validation_1-rmse:0.11165 -[75] validation_0-rmse:0.13595 validation_1-rmse:0.11109 -[76] validation_0-rmse:0.13585 validation_1-rmse:0.11023 -[77] validation_0-rmse:0.13541 validation_1-rmse:0.10972 -[78] validation_0-rmse:0.13505 validation_1-rmse:0.10920 -[79] validation_0-rmse:0.13465 validation_1-rmse:0.10861 -[80] validation_0-rmse:0.13433 validation_1-rmse:0.10810 -[81] validation_0-rmse:0.13409 validation_1-rmse:0.10744 -[82] validation_0-rmse:0.13377 validation_1-rmse:0.10695 -[83] validation_0-rmse:0.13353 validation_1-rmse:0.10641 -[84] validation_0-rmse:0.13337 validation_1-rmse:0.10588 -[85] validation_0-rmse:0.13329 validation_1-rmse:0.10533 -[86] validation_0-rmse:0.13296 validation_1-rmse:0.10488 -[87] validation_0-rmse:0.13264 validation_1-rmse:0.10442 -[88] validation_0-rmse:0.13247 validation_1-rmse:0.10394 -[89] validation_0-rmse:0.13216 validation_1-rmse:0.10351 -[90] validation_0-rmse:0.13188 validation_1-rmse:0.10297 -[91] validation_0-rmse:0.13145 validation_1-rmse:0.10203 -[92] validation_0-rmse:0.13122 validation_1-rmse:0.10157 -[93] validation_0-rmse:0.13102 validation_1-rmse:0.10118 -[94] validation_0-rmse:0.13060 validation_1-rmse:0.10033 -[95] validation_0-rmse:0.13033 validation_1-rmse:0.09981 -[96] validation_0-rmse:0.13016 validation_1-rmse:0.09933 -[97] validation_0-rmse:0.12995 validation_1-rmse:0.09894 -[98] validation_0-rmse:0.12972 validation_1-rmse:0.09860 -[99] validation_0-rmse:0.12954 validation_1-rmse:0.09825 -[0] validation_0-rmse:0.30616 validation_1-rmse:0.27906 -[1] validation_0-rmse:0.30021 validation_1-rmse:0.27322 -[2] validation_0-rmse:0.29443 validation_1-rmse:0.26757 -[3] validation_0-rmse:0.28911 validation_1-rmse:0.26205 -[4] validation_0-rmse:0.28365 validation_1-rmse:0.25699 -[5] validation_0-rmse:0.27823 validation_1-rmse:0.25219 -[6] validation_0-rmse:0.27295 validation_1-rmse:0.24748 -[7] validation_0-rmse:0.26797 validation_1-rmse:0.24295 -[8] validation_0-rmse:0.26320 validation_1-rmse:0.23854 -[9] validation_0-rmse:0.25898 validation_1-rmse:0.23437 -[10] validation_0-rmse:0.25517 validation_1-rmse:0.23021 -[11] validation_0-rmse:0.25113 validation_1-rmse:0.22639 -[12] validation_0-rmse:0.24762 validation_1-rmse:0.22270 -[13] validation_0-rmse:0.24393 validation_1-rmse:0.21915 -[14] validation_0-rmse:0.24169 validation_1-rmse:0.21579 -[15] validation_0-rmse:0.23898 validation_1-rmse:0.21236 -[16] validation_0-rmse:0.23539 validation_1-rmse:0.20924 -[17] validation_0-rmse:0.23364 validation_1-rmse:0.20621 -[18] validation_0-rmse:0.23062 validation_1-rmse:0.20322 -[19] validation_0-rmse:0.22764 validation_1-rmse:0.20024 -[20] validation_0-rmse:0.22488 validation_1-rmse:0.19731 -[21] validation_0-rmse:0.22211 validation_1-rmse:0.19445 -[22] validation_0-rmse:0.21952 validation_1-rmse:0.19188 -[23] validation_0-rmse:0.21699 validation_1-rmse:0.18935 -[24] validation_0-rmse:0.21549 validation_1-rmse:0.18686 -[25] validation_0-rmse:0.21310 validation_1-rmse:0.18454 -[26] validation_0-rmse:0.21118 validation_1-rmse:0.18198 -[27] validation_0-rmse:0.20904 validation_1-rmse:0.17979 -[28] validation_0-rmse:0.20726 validation_1-rmse:0.17755 -[29] validation_0-rmse:0.20511 validation_1-rmse:0.17547 -[30] validation_0-rmse:0.20336 validation_1-rmse:0.17335 -[31] validation_0-rmse:0.20172 validation_1-rmse:0.17144 -[32] validation_0-rmse:0.19983 validation_1-rmse:0.16961 -[33] validation_0-rmse:0.19794 validation_1-rmse:0.16759 -[34] validation_0-rmse:0.19658 validation_1-rmse:0.16581 -[35] validation_0-rmse:0.19492 validation_1-rmse:0.16409 -[36] validation_0-rmse:0.19347 validation_1-rmse:0.16229 -[37] validation_0-rmse:0.19225 validation_1-rmse:0.16064 -[38] validation_0-rmse:0.19083 validation_1-rmse:0.15877 -[39] validation_0-rmse:0.18921 validation_1-rmse:0.15720 -[40] validation_0-rmse:0.18766 validation_1-rmse:0.15572 -[41] validation_0-rmse:0.18652 validation_1-rmse:0.15414 -[42] validation_0-rmse:0.18519 validation_1-rmse:0.15277 -[43] validation_0-rmse:0.18396 validation_1-rmse:0.15125 -[44] validation_0-rmse:0.18264 validation_1-rmse:0.14968 -[45] validation_0-rmse:0.18134 validation_1-rmse:0.14841 -[46] validation_0-rmse:0.18026 validation_1-rmse:0.14717 -[47] validation_0-rmse:0.17900 validation_1-rmse:0.14594 -[48] validation_0-rmse:0.17815 validation_1-rmse:0.14460 -[49] validation_0-rmse:0.17713 validation_1-rmse:0.14344 -[50] validation_0-rmse:0.17609 validation_1-rmse:0.14232 -[51] validation_0-rmse:0.17502 validation_1-rmse:0.14112 -[52] validation_0-rmse:0.17414 validation_1-rmse:0.13991 -[53] validation_0-rmse:0.17317 validation_1-rmse:0.13889 -[54] validation_0-rmse:0.17267 validation_1-rmse:0.13770 -[55] validation_0-rmse:0.17175 validation_1-rmse:0.13665 -[56] validation_0-rmse:0.17087 validation_1-rmse:0.13573 -[57] validation_0-rmse:0.17001 validation_1-rmse:0.13483 -[58] validation_0-rmse:0.16920 validation_1-rmse:0.13384 -[59] validation_0-rmse:0.16869 validation_1-rmse:0.13280 -[60] validation_0-rmse:0.16790 validation_1-rmse:0.13189 -[61] validation_0-rmse:0.16689 validation_1-rmse:0.13093 -[62] validation_0-rmse:0.16600 validation_1-rmse:0.13007 -[63] validation_0-rmse:0.16548 validation_1-rmse:0.12921 -[64] validation_0-rmse:0.16482 validation_1-rmse:0.12837 -[65] validation_0-rmse:0.16397 validation_1-rmse:0.12747 -[66] validation_0-rmse:0.16316 validation_1-rmse:0.12669 -[67] validation_0-rmse:0.16267 validation_1-rmse:0.12587 -[68] validation_0-rmse:0.16204 validation_1-rmse:0.12501 -[69] validation_0-rmse:0.16159 validation_1-rmse:0.12422 -[70] validation_0-rmse:0.16090 validation_1-rmse:0.12354 -[71] validation_0-rmse:0.16026 validation_1-rmse:0.12282 -[72] validation_0-rmse:0.15986 validation_1-rmse:0.12206 -[73] validation_0-rmse:0.15919 validation_1-rmse:0.12129 -[74] validation_0-rmse:0.15875 validation_1-rmse:0.12061 -[75] validation_0-rmse:0.15829 validation_1-rmse:0.11966 -[76] validation_0-rmse:0.15790 validation_1-rmse:0.11864 -[77] validation_0-rmse:0.15732 validation_1-rmse:0.11802 -[78] validation_0-rmse:0.15696 validation_1-rmse:0.11739 -[79] validation_0-rmse:0.15615 validation_1-rmse:0.11660 -[80] validation_0-rmse:0.15556 validation_1-rmse:0.11593 -[81] validation_0-rmse:0.15516 validation_1-rmse:0.11531 -[82] validation_0-rmse:0.15466 validation_1-rmse:0.11437 -[83] validation_0-rmse:0.15422 validation_1-rmse:0.11383 -[84] validation_0-rmse:0.15382 validation_1-rmse:0.11332 -[85] validation_0-rmse:0.15350 validation_1-rmse:0.11244 -[86] validation_0-rmse:0.15310 validation_1-rmse:0.11180 -[87] validation_0-rmse:0.15277 validation_1-rmse:0.11119 -[88] validation_0-rmse:0.15228 validation_1-rmse:0.11060 -[89] validation_0-rmse:0.15192 validation_1-rmse:0.11011 -[90] validation_0-rmse:0.15144 validation_1-rmse:0.10956 -[91] validation_0-rmse:0.15092 validation_1-rmse:0.10913 -[92] validation_0-rmse:0.15058 validation_1-rmse:0.10847 -[93] validation_0-rmse:0.15017 validation_1-rmse:0.10803 -[94] validation_0-rmse:0.14984 validation_1-rmse:0.10702 -[95] validation_0-rmse:0.14967 validation_1-rmse:0.10629 -[96] validation_0-rmse:0.14914 validation_1-rmse:0.10587 -[97] validation_0-rmse:0.14882 validation_1-rmse:0.10545 -[98] validation_0-rmse:0.14853 validation_1-rmse:0.10454 -[99] validation_0-rmse:0.14837 validation_1-rmse:0.10398 diff --git a/tests/config_test_comments.json b/tests/config_test_comments.json new file mode 100644 index 00000000..19d82c45 --- /dev/null +++ b/tests/config_test_comments.json @@ -0,0 +1,129 @@ +{ + /* Single-line C-style comment */ + "max_open_trades": 3, + /* + * Multi-line C-style comment + */ + "stake_currency": "BTC", + "stake_amount": 0.05, + "fiat_display_currency": "USD", // C++-style comment + "amount_reserve_percent": 0.05, // And more, tabs before this comment + "dry_run": false, + "timeframe": "5m", + "trailing_stop": false, + "trailing_stop_positive": 0.005, + "trailing_stop_positive_offset": 0.0051, + "trailing_only_offset_is_reached": false, + "minimal_roi": { + "40": 0.0, + "30": 0.01, + "20": 0.02, + "0": 0.04 + }, + "stoploss": -0.10, + "unfilledtimeout": { + "buy": 10, + "sell": 30, // Trailing comma should also be accepted now + }, + "bid_strategy": { + "use_order_book": false, + "ask_last_balance": 0.0, + "order_book_top": 1, + "check_depth_of_market": { + "enabled": false, + "bids_to_ask_delta": 1 + } + }, + "ask_strategy": { + "use_order_book": false, + "order_book_min": 1, + "order_book_max": 9 + }, + "order_types": { + "buy": "limit", + "sell": "limit", + "stoploss": "market", + "stoploss_on_exchange": false, + "stoploss_on_exchange_interval": 60 + }, + "order_time_in_force": { + "buy": "gtc", + "sell": "gtc" + }, + "pairlist": { + "method": "VolumePairList", + "config": { + "number_assets": 20, + "sort_key": "quoteVolume", + "precision_filter": false + } + }, + "exchange": { + "name": "binance", + "sandbox": false, + "key": "your_exchange_key", + "secret": "your_exchange_secret", + "password": "", + "ccxt_config": { + "enableRateLimit": true + }, + "ccxt_async_config": { + "enableRateLimit": false, + "rateLimit": 500, + "aiohttp_trust_env": false + }, + "pair_whitelist": [ + "ETH/BTC", + "LTC/BTC", + "ETC/BTC", + "DASH/BTC", + "ZEC/BTC", + "XLM/BTC", + "NXT/BTC", + "TRX/BTC", + "ADA/BTC", + "XMR/BTC" + ], + "pair_blacklist": [ + "DOGE/BTC" + ], + "outdated_offset": 5, + "markets_refresh_interval": 60 + }, + "edge": { + "enabled": false, + "process_throttle_secs": 3600, + "calculate_since_number_of_days": 7, + "allowed_risk": 0.01, + "stoploss_range_min": -0.01, + "stoploss_range_max": -0.1, + "stoploss_range_step": -0.01, + "minimum_winrate": 0.60, + "minimum_expectancy": 0.20, + "min_trade_number": 10, + "max_trade_duration_minute": 1440, + "remove_pumps": false + }, + "telegram": { + // We can now comment out some settings + // "enabled": true, + "enabled": false, + "token": "your_telegram_token", + "chat_id": "your_telegram_chat_id" + }, + "api_server": { + "enabled": false, + "listen_ip_address": "127.0.0.1", + "listen_port": 8080, + "username": "freqtrader", + "password": "SuperSecurePassword" + }, + "db_url": "sqlite:///tradesv3.sqlite", + "initial_state": "running", + "forcebuy_enable": false, + "internals": { + "process_throttle_secs": 5 + }, + "strategy": "DefaultStrategy", + "strategy_path": "user_data/strategies/" +} \ No newline at end of file diff --git a/tools/download.sh b/tools/download.sh index dfb24354..566199c7 100755 --- a/tools/download.sh +++ b/tools/download.sh @@ -60,11 +60,14 @@ if [[ "$@" == *"--timerange"* ]] && [[ "$@" == *"--days"* ]]; then fi # Get timerange or days from parameters +timerange="" +days="" if [[ "$@" == *"--timerange"* ]]; then timerange=$(get_param_value "--timerange" "$@") elif [[ "$@" == *"--days"* ]]; then days=$(get_param_value "--days" "$@") fi + # Get pairs and timeframe from parameters or use defaults pairs=$(get_csv_param_value "--pairs" "$@") timeframe=$(get_csv_param_value "--timeframe" "$@") @@ -75,18 +78,22 @@ if [[ -z "$pairs" ]]; then fi if [[ -z "$timeframe" ]]; then - timeframe="3m,5m,15m,30m,1h,4h,6h,12h,1d" + timeframe="5m,15m,30m,1h,4h,6h,12h,1d" fi +# Convert timeframe string to array +IFS=',' read -r -a timeframe_array <<<"$timeframe" +timeframe_array_str=$(printf " '%s'" "${timeframe_array[@]}") + # Initialize the base command -cmd="docker-compose run --rm freqtrade download-data --config /freqtrade/config_examples/basic.json --pairs $pairs --timeframe $timeframe" +cmd="docker-compose run --rm freqtrade download-data --config /freqtrade/config_examples/basic.json --pairs $pairs --timeframe$timeframe_array_str" # Add timerange or days if provided if [[ -n "$timerange" ]]; then - cmd+=" --timerange $timerange" + cmd+=" --timerange='$timerange'" elif [[ -n "$days" ]]; then - cmd+=" --days $days" + cmd+=" --days=$days" fi # Execute the command -eval $cmd +eval "$cmd" diff --git a/tools/dryrun.sh b/tools/dryrun.sh index 93302533..71e66381 100755 --- a/tools/dryrun.sh +++ b/tools/dryrun.sh @@ -1,4 +1,26 @@ #!/bin/bash +# 加载 .env 文件中的变量 +if [ -f ".env" ]; then + export $(grep -v '^#' .env | xargs) +else + echo "⚠️ 本地缺少 .env 文件，请创建并配置。" + exit 1 +fi + +# 获取当前分支名称 +CURRENT_BRANCH=$(git rev-parse --abbrev-ref HEAD) + +# 检查当前分支是否匹配 TEST_BRANCH 或 DRYRUN_BRANCH +if [[ "$CURRENT_BRANCH" != "$TEST_BRANCH" && "$CURRENT_BRANCH" != "$DRYRUN_BRANCH" ]]; then + echo "⚠️ 错误：当前分支 '$CURRENT_BRANCH' 不符合环境变量配置的预期。" + echo "请确保当前分支与 .env 文件中的 TEST_BRANCH 或 DRYRUN_BRANCH 配置一致。" + echo "TEST_BRANCH=$TEST_BRANCH" + echo "DRYRUN_BRANCH=$DRYRUN_BRANCH" + exit 1 +else + echo "✅ 当前分支 '$CURRENT_BRANCH' 符合环境变量配置要求。" +fi + # 检查当前分支名称是否包含 "dryrun" CURRENT_BRANCH=$(git rev-parse --abbrev-ref HEAD) if [[ "$CURRENT_BRANCH" != *"dryrun"* ]]; then @@ -33,7 +55,6 @@ if [ ! -f ".env" ]; then echo "" exit 1 fi - # 加载 .env 文件中的变量 export $(grep -v '^#' .env | xargs) # 设置默认值 diff --git a/tools/mergeme.sh b/tools/mergeme.sh new file mode 100755 index 00000000..c57cdb81 --- /dev/null +++ b/tools/mergeme.sh @@ -0,0 +1,42 @@ +#!/bin/bash + +set -e # 出错立即停止 + +# 获取参数 +source_branch=$1 +target_branch=$2 + +# 确保传入了两个参数 +if [ -z "$source_branch" ] || [ -z "$target_branch" ]; then + echo "❌ 使用方法: $0 <源分支> <目标分支>" + echo "示例: $0 theforce-noai-test base" + exit 1 +fi + +# 定位到 Git 仓库根目录 +cd "$(git rev-parse --show-toplevel)" + +# 获取当前分支名 +current_branch=$(git rev-parse --abbrev-ref HEAD) + +# 如果当前不在 source_branch 上，则切换过去 +if [ "$current_branch" != "$source_branch" ]; then + echo "🔄 当前在分支 '$current_branch'，正在切换到 '$source_branch'" + git checkout "$source_branch" +fi + +echo "📥 正在拉取 '$source_branch' 的最新代码..." +git pull origin "$source_branch" + +echo "📥 正在拉取目标分支 '$target_branch' 的最新代码..." +git fetch origin "$target_branch" + +echo "🔄 正在合并 '$target_branch' 到 '$source_branch'" +git merge "origin/$target_branch" -m "Merge branch '$target_branch' into $source_branch" + +# 如果有冲突，需要手动解决，脚本会在此处中断 + +echo "📤 正在推送合并后的代码到远程 '$source_branch'" +git push origin "$source_branch" + +echo "✅ 合并完成并已推送到远程分支 '$source_branch'" diff --git a/tools/mergetemp.sh b/tools/mergetemp.sh new file mode 100755 index 00000000..7264c84d --- /dev/null +++ b/tools/mergetemp.sh @@ -0,0 +1,11 @@ +#!/bin/bash + +source_branch=$0 +dest_branch=$1 +path=$3 +cd $path +git reset --hard +git checkout $dest_branch +git pull +git checkout $source_branch +git merge $dest_branch diff --git a/tools/view_feather.py b/tools/view_feather.py new file mode 100644 index 00000000..f9e648ec --- /dev/null +++ b/tools/view_feather.py @@ -0,0 +1,65 @@ +import argparse +import pandas as pd + +def analyze_candlestick_data(file_path): + # 读取feather文件 + df = pd.read_feather(file_path) + + # 查看数据集行数和列数 + rows, columns = df.shape + + if rows < 500: + # 短表数据（行数少于500）查看全量数据信息 + print('数据全部内容信息：') + print(df.to_csv(sep='\t', na_rep='nan')) + else: + # 长表数据查看数据前几行信息 + print('数据前几行内容信息：') + print(df.head().to_csv(sep='\t', na_rep='nan')) + + # 查看数据的基本信息 + print('数据基本信息：') + df.info() + + # 查看数据集行数和列数 + rows, columns = df.shape + + if columns < 10 and rows < 500: + # 短表窄数据（列少于10且行数少于500）查看全量统计信息 + print('数据全部内容描述性统计信息：') + print(df.describe(include='all', percentiles=[.25, .5, .75]).to_csv(sep='\t', na_rep='nan')) + else: + # 长表数据查看数据前几行统计信息 + print('数据前几行描述性统计信息：') + print(df.head().describe(include='all', percentiles=[.25, .5, .75]).to_csv(sep='\t', na_rep='nan')) + + # 计算时间跨度 + min_date = df['date'].min() + max_date = df['date'].max() + time_span = max_date - min_date + + # 检查时间序列完整性 + df = df.sort_values('date') # 确保数据按时间排序 + df['time_diff'] = df['date'].diff().dt.total_seconds() # 计算相邻时间点的差值(秒) + expected_freq = df['time_diff'].mode()[0] # 使用最常见的间隔作为预期频率 + missing_intervals = df[df['time_diff'] > expected_freq] # 找出间隔大于预期的位置 + + print(f"\n数据时间跨度：{time_span}") + print(f"开始时间：{min_date}") + print(f"结束时间：{max_date}") + + if missing_intervals.empty: + print("数据完整性：完整，未发现缺失的蜡烛图数据") + else: + print(f"数据完整性：不完整，发现 {len(missing_intervals)} 处可能的缺失") + print("缺失位置示例：") + for _, row in missing_intervals.head(5).iterrows(): # 显示前5个缺失示例 + gap_duration = pd.Timedelta(seconds=row['time_diff']) + print(f" - 在 {row['date']} 之前缺失了 {gap_duration}") + +if __name__ == "__main__": + parser = argparse.ArgumentParser(description='分析Freqtrade蜡烛图Feather文件') + parser.add_argument('--path', required=True, help='Feather文件路径') + args = parser.parse_args() + + analyze_candlestick_data(args.path)