在数据处理规模和复杂性上，传统的统计方法往往容易受到挑战和质疑，特别是在这种以预测为主要目的的任务上。实际上，统计方法中有一类非/半参数方法（参数量可随样本量而定），比如样条模型。这类半参数模型中的代表是可加模型，而这可加模型是梯度提升类模型（代表是 xgboost (Chen and Guestrin 2016)）的统计表示(J. Friedman, Hastie, and Tibshirani 2000; J. H. Friedman 2001)，可加成分中的样条类型和复杂度可根据数据和优化目标决定。
Python 模块 NeuralForecast 收集了大量基于神经网络的时间序列预测模型，制作了统一的调用接口。官网的示例基于数据集 AirPassengers ，本文也基于这一数据展开可加模型的使用介绍，基于 mgcv 包 (Wood 2017) 的实现。其实，只要找到对的方法，不存在统计方法比机器学习方法差的问题。很多时候，是同一个东西在不同的学科中存在不同的表达。统计方法/软件也可以适用于大规模数据的，mgcv 包的 bam() 函数可以处理大规模的数据 (Simon N. Wood and Augustin 2017)。
不妨借用一段书评来说明 mgcv 包的强大。
A great book got even better. Simon Wood’s focus on splines for fitting GAMs allows for a seamless integration with mixed effects models and gaussian processes, which enlarges the scope of GAMs considerably. This book and the R software are wonderful contributions to applied statistics and data science.
— Trevor Hastie, Stanford University
1 数据探索
对时间序列数据的探索是从时序图开始的，然后借用差分算子（看趋势）、延迟算子（看周期）、取对数（看波动）等基础工具。
library(ggplot2)
library(ggfortify)
autoplot(AirPassengers)
图 1.1: AirPassengers 数据的时序图
从乘客数量的时序图中可以观察到几点，其一乘客数量呈现周期性变化，其二乘客数量逐年呈线性增加趋势，其三乘客数量的震荡幅度也在逐年增加。
autoplot(log(AirPassengers))
图 1.2: AirPassengers 数据的对数的时序图
可以看到，取对数之后，乘客数量的震荡幅度在每年里基本一致。
autoplot(diff(log(AirPassengers)))
图 1.3: AirPassengers 数据的对数的差分图
可以看到，在取对数之后进一步差分，乘客数量的逐年递增趋势没有了。
autoplot(diff(log(AirPassengers), lag = 12))
图 1.4: AirPassengers 数据的对数的延迟差分图
可以看到，在取对数之后，再延迟 12 期做一阶差分，乘客数量的周期性振荡没有了。AirPassengers 数据的周期为 12，表示一年的 12 个月。
2 可加模型
先加载 mgcv 包，整理一下数据，使之可以被模型使用。
# 加载 mgcv 包
library(mgcv)
## Loading required package: nlme
## This is mgcv 1.9-2. For overview type 'help("mgcv-package")'.
# ts 类型数据整理成 data.frame 类型
air_passengers <- data.frame(
y = as.vector(AirPassengers),
month = rep(1:12, 12),
year = rep(1949:1960, each = 12)
)
# 日期列用作后续 ggplot2 绘图
air_passengers$date <- as.Date(paste(air_passengers$year, air_passengers$month, "01", sep = "-"))拟合模型并展示模型输出结果。
# 拟合 GAM 模型
fit <- gam(log(y) ~ s(month, bs = "gp") + s(year, bs = "gp"), data = air_passengers, family = gaussian(), method = "GCV.Cp")
# 显示 GAM 模型拟合结果
summary(fit)##
## Family: gaussian
## Link function: identity
##
## Formula:
## log(y) ~ s(month, bs = "gp") + s(year, bs = "gp")
##
## Parametric coefficients:
## Estimate Std. Error t value Pr(>|t|)
## (Intercept) 5.5422 0.0033 1678 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## Approximate significance of smooth terms:
## edf Ref.df F p-value
## s(month) 10.69 10.95 137 <2e-16 ***
## s(year) 8.01 8.75 1842 <2e-16 ***
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## R-sq.(adj) = 0.992 Deviance explained = 99.3%
## GCV = 0.0018194 Scale est. = 0.0015704 n = 144在可加模型中，以高斯过程回归样条（默认参数）分别拟合月度和年度趋势，结果显示，模型对数据的解释程度超过 99% ，拟合效果可以说非常好。
选择高斯过程时，还有几个参数可以手动设定。低秩近似高斯过程的秩的大小（mgcv 包采用低秩近似方法近似高斯过程），相关性的刻画采用何种相关函数（比如指数型、球型和幂指数型等）。函数的参数 K 越大表示秩越大，拟合能力越强，同时也要防止过拟合，可以让模型自动选择。
# k 取 8
fit <- gam(log(y) ~ s(month, bs = "gp", k = 8) + s(year, bs = "gp", k = 8), data = air_passengers)顺便一提，样条有多种选择，除了高斯过程，还有立方样条、P 样条、B 样条等。
# 立方回归样条
fit <- gam(log(y) ~ s(month, bs = "cr") + s(year, bs = "cr"), data = air_passengers)下面看看样条对月和年度趋势的拟合情况。
layout(matrix(1:2, nrow = 1))
plot(fit, shade = TRUE)
图 2.1: AirPassengers 数据的可加成分
mgcv 包还提供函数 vis.gam() 可以画出拟合值（线性预测）随自变量的变化情况，参数 plot.type 可以指定等高线图或透视图。
vis.gam(fit, view = c("month", "year"), plot.type = "contour", color = "cm")
图 2.2: AirPassengers 数据随月份和年份的等高线图
vis.gam(fit, view = c("month", "year"), plot.type = "persp", color = "cm", phi = 20, theta = -35, expand = .65, ticktype = "detailed")
图 2.3: AirPassengers 数据随月份和年份的透视图
可以看到样条具有的非线性拟合能力是非常强的，趋势变化和之前探索的情况非常吻合。
# 拟合历史和预测未来 12 期
air_passengers_pred <- data.frame(
y = predict(fit, newdata = data.frame(
month = c(air_passengers$month, 1:12),
year = c(air_passengers$year, rep(1961, 12))
)),
month = c(air_passengers$month, 1:12),
year = c(air_passengers$year, rep(1961, 12))
)
air_passengers_pred$date <- as.Date(paste(air_passengers_pred$year, air_passengers_pred$month, "01", sep = "-"))最后，将原始数据和可加模型的预测数据放在同一张图里，看看预测效果。
ggplot() +
geom_line(data = air_passengers, aes(x = date, y = y)) +
geom_line(data = air_passengers_pred, aes(x = date, y = exp(y)), color = "blue") +
labs(x = "", y = "")
图 2.4: AirPassengers 数据的预测
可以说拟合和预测的结果非常好。
3 梯度提升
时间序列预测问题当作回归问题，在这个问题中，数据是月度数据，协变量只有月份和年份，响应变量随年份和月份变化。
library(xgboost)
data_size <- nrow(air_passengers)
# 拆分数据集
train_size <- floor(data_size * 0.67)
# 预测问题当作回归任务
mod_xgb <- xgboost(
y = air_passengers[, 1],
x = air_passengers[, -c(1,4)],
eval_set = (train_size+1):data_size, # 测试集
early_stopping_rounds = 50,
verbosity = 0 # 不显示训练过程
)
# 拟合历史和预测未来 12 期
pred_xgb <- predict(mod_xgb, newdata = data.frame(
month = c(air_passengers$month, 1:12),
year = c(air_passengers$year, rep(1961, 12))
), validate_features = TRUE)
# 整理数据
air_passengers_xgb <- data.frame(
y = pred_xgb,
month = c(air_passengers$month, 1:12),
year = c(air_passengers$year, rep(1961, 12))
)
air_passengers_xgb$date <- as.Date(paste(air_passengers_xgb$year, air_passengers_xgb$month, "01", sep = "-"))ggplot() +
geom_point(data = air_passengers, aes(x = date, y = y), size = 1) +
geom_line(data = air_passengers_pred, aes(x = date, y = exp(y)), color = "blue") +
geom_line(data = air_passengers_xgb, aes(x = date, y = y), color = "red") +
labs(x = "", y = "")
图 3.1: AirPassengers 数据的预测 XGBoost
XGBoost 训练的模型会穿过所有历史数据，这明显会过拟合，在预测未来的效果上，不及 mgcv 包。
另有一个办法，滑动一个时间窗口，为了预测 12 期的情况，滑动窗口的长度就选为 12 期。一次性输出 12 期的预测值（多步预测），而不是用过去 12 期的情况预测未来 1 期。
# 滑动 13 期
air_passengers_embed <- embed(AirPassengers, 12)
# 133x12
dim(air_passengers_embed)## [1] 133 12# 响应变量 133x1
air_passengers_embed[,1]## [1] 118 115 126 141 135 125 149 170 170 158 133 114 140 145 150 178 163 172
## [19] 178 199 199 184 162 146 166 171 180 193 181 183 218 230 242 209 191 172
## [37] 194 196 196 236 235 229 243 264 272 237 211 180 201 204 188 235 227 234
## [55] 264 302 293 259 229 203 229 242 233 267 269 270 315 364 347 312 274 237
## [73] 278 284 277 317 313 318 374 413 405 355 306 271 306 315 301 356 348 355
## [91] 422 465 467 404 347 305 336 340 318 362 348 363 435 491 505 404 359 310
## [109] 337 360 342 406 396 420 472 548 559 463 407 362 405 417 391 419 461 472
## [127] 535 622 606 508 461 390 432# 预测变量 133x11
air_passengers_embed[,-1]## [,1] [,2] [,3] [,4] [,5] [,6] [,7] [,8] [,9] [,10] [,11]
## [1,] 104 119 136 148 148 135 121 129 132 118 112
## [2,] 118 104 119 136 148 148 135 121 129 132 118
## [3,] 115 118 104 119 136 148 148 135 121 129 132
## [4,] 126 115 118 104 119 136 148 148 135 121 129
## [5,] 141 126 115 118 104 119 136 148 148 135 121
## [6,] 135 141 126 115 118 104 119 136 148 148 135
## [7,] 125 135 141 126 115 118 104 119 136 148 148
## [8,] 149 125 135 141 126 115 118 104 119 136 148
## [9,] 170 149 125 135 141 126 115 118 104 119 136
## [10,] 170 170 149 125 135 141 126 115 118 104 119
## [11,] 158 170 170 149 125 135 141 126 115 118 104
## [12,] 133 158 170 170 149 125 135 141 126 115 118
## [13,] 114 133 158 170 170 149 125 135 141 126 115
## [14,] 140 114 133 158 170 170 149 125 135 141 126
## [15,] 145 140 114 133 158 170 170 149 125 135 141
## [16,] 150 145 140 114 133 158 170 170 149 125 135
## [17,] 178 150 145 140 114 133 158 170 170 149 125
## [18,] 163 178 150 145 140 114 133 158 170 170 149
## [19,] 172 163 178 150 145 140 114 133 158 170 170
## [20,] 178 172 163 178 150 145 140 114 133 158 170
## [21,] 199 178 172 163 178 150 145 140 114 133 158
## [22,] 199 199 178 172 163 178 150 145 140 114 133
## [23,] 184 199 199 178 172 163 178 150 145 140 114
## [24,] 162 184 199 199 178 172 163 178 150 145 140
## [25,] 146 162 184 199 199 178 172 163 178 150 145
## [26,] 166 146 162 184 199 199 178 172 163 178 150
## [27,] 171 166 146 162 184 199 199 178 172 163 178
## [28,] 180 171 166 146 162 184 199 199 178 172 163
## [29,] 193 180 171 166 146 162 184 199 199 178 172
## [30,] 181 193 180 171 166 146 162 184 199 199 178
## [31,] 183 181 193 180 171 166 146 162 184 199 199
## [32,] 218 183 181 193 180 171 166 146 162 184 199
## [33,] 230 218 183 181 193 180 171 166 146 162 184
## [34,] 242 230 218 183 181 193 180 171 166 146 162
## [35,] 209 242 230 218 183 181 193 180 171 166 146
## [36,] 191 209 242 230 218 183 181 193 180 171 166
## [37,] 172 191 209 242 230 218 183 181 193 180 171
## [38,] 194 172 191 209 242 230 218 183 181 193 180
## [39,] 196 194 172 191 209 242 230 218 183 181 193
## [40,] 196 196 194 172 191 209 242 230 218 183 181
## [41,] 236 196 196 194 172 191 209 242 230 218 183
## [42,] 235 236 196 196 194 172 191 209 242 230 218
## [43,] 229 235 236 196 196 194 172 191 209 242 230
## [44,] 243 229 235 236 196 196 194 172 191 209 242
## [45,] 264 243 229 235 236 196 196 194 172 191 209
## [46,] 272 264 243 229 235 236 196 196 194 172 191
## [47,] 237 272 264 243 229 235 236 196 196 194 172
## [48,] 211 237 272 264 243 229 235 236 196 196 194
## [49,] 180 211 237 272 264 243 229 235 236 196 196
## [50,] 201 180 211 237 272 264 243 229 235 236 196
## [51,] 204 201 180 211 237 272 264 243 229 235 236
## [52,] 188 204 201 180 211 237 272 264 243 229 235
## [53,] 235 188 204 201 180 211 237 272 264 243 229
## [54,] 227 235 188 204 201 180 211 237 272 264 243
## [55,] 234 227 235 188 204 201 180 211 237 272 264
## [56,] 264 234 227 235 188 204 201 180 211 237 272
## [57,] 302 264 234 227 235 188 204 201 180 211 237
## [58,] 293 302 264 234 227 235 188 204 201 180 211
## [59,] 259 293 302 264 234 227 235 188 204 201 180
## [60,] 229 259 293 302 264 234 227 235 188 204 201
## [61,] 203 229 259 293 302 264 234 227 235 188 204
## [62,] 229 203 229 259 293 302 264 234 227 235 188
## [63,] 242 229 203 229 259 293 302 264 234 227 235
## [64,] 233 242 229 203 229 259 293 302 264 234 227
## [65,] 267 233 242 229 203 229 259 293 302 264 234
## [66,] 269 267 233 242 229 203 229 259 293 302 264
## [67,] 270 269 267 233 242 229 203 229 259 293 302
## [68,] 315 270 269 267 233 242 229 203 229 259 293
## [69,] 364 315 270 269 267 233 242 229 203 229 259
## [70,] 347 364 315 270 269 267 233 242 229 203 229
## [71,] 312 347 364 315 270 269 267 233 242 229 203
## [72,] 274 312 347 364 315 270 269 267 233 242 229
## [73,] 237 274 312 347 364 315 270 269 267 233 242
## [74,] 278 237 274 312 347 364 315 270 269 267 233
## [75,] 284 278 237 274 312 347 364 315 270 269 267
## [76,] 277 284 278 237 274 312 347 364 315 270 269
## [77,] 317 277 284 278 237 274 312 347 364 315 270
## [78,] 313 317 277 284 278 237 274 312 347 364 315
## [79,] 318 313 317 277 284 278 237 274 312 347 364
## [80,] 374 318 313 317 277 284 278 237 274 312 347
## [81,] 413 374 318 313 317 277 284 278 237 274 312
## [82,] 405 413 374 318 313 317 277 284 278 237 274
## [83,] 355 405 413 374 318 313 317 277 284 278 237
## [84,] 306 355 405 413 374 318 313 317 277 284 278
## [85,] 271 306 355 405 413 374 318 313 317 277 284
## [86,] 306 271 306 355 405 413 374 318 313 317 277
## [87,] 315 306 271 306 355 405 413 374 318 313 317
## [88,] 301 315 306 271 306 355 405 413 374 318 313
## [89,] 356 301 315 306 271 306 355 405 413 374 318
## [90,] 348 356 301 315 306 271 306 355 405 413 374
## [91,] 355 348 356 301 315 306 271 306 355 405 413
## [92,] 422 355 348 356 301 315 306 271 306 355 405
## [93,] 465 422 355 348 356 301 315 306 271 306 355
## [94,] 467 465 422 355 348 356 301 315 306 271 306
## [95,] 404 467 465 422 355 348 356 301 315 306 271
## [96,] 347 404 467 465 422 355 348 356 301 315 306
## [97,] 305 347 404 467 465 422 355 348 356 301 315
## [98,] 336 305 347 404 467 465 422 355 348 356 301
## [99,] 340 336 305 347 404 467 465 422 355 348 356
## [100,] 318 340 336 305 347 404 467 465 422 355 348
## [101,] 362 318 340 336 305 347 404 467 465 422 355
## [102,] 348 362 318 340 336 305 347 404 467 465 422
## [103,] 363 348 362 318 340 336 305 347 404 467 465
## [104,] 435 363 348 362 318 340 336 305 347 404 467
## [105,] 491 435 363 348 362 318 340 336 305 347 404
## [106,] 505 491 435 363 348 362 318 340 336 305 347
## [107,] 404 505 491 435 363 348 362 318 340 336 305
## [108,] 359 404 505 491 435 363 348 362 318 340 336
## [109,] 310 359 404 505 491 435 363 348 362 318 340
## [110,] 337 310 359 404 505 491 435 363 348 362 318
## [111,] 360 337 310 359 404 505 491 435 363 348 362
## [112,] 342 360 337 310 359 404 505 491 435 363 348
## [113,] 406 342 360 337 310 359 404 505 491 435 363
## [114,] 396 406 342 360 337 310 359 404 505 491 435
## [115,] 420 396 406 342 360 337 310 359 404 505 491
## [116,] 472 420 396 406 342 360 337 310 359 404 505
## [117,] 548 472 420 396 406 342 360 337 310 359 404
## [118,] 559 548 472 420 396 406 342 360 337 310 359
## [119,] 463 559 548 472 420 396 406 342 360 337 310
## [120,] 407 463 559 548 472 420 396 406 342 360 337
## [121,] 362 407 463 559 548 472 420 396 406 342 360
## [122,] 405 362 407 463 559 548 472 420 396 406 342
## [123,] 417 405 362 407 463 559 548 472 420 396 406
## [124,] 391 417 405 362 407 463 559 548 472 420 396
## [125,] 419 391 417 405 362 407 463 559 548 472 420
## [126,] 461 419 391 417 405 362 407 463 559 548 472
## [127,] 472 461 419 391 417 405 362 407 463 559 548
## [128,] 535 472 461 419 391 417 405 362 407 463 559
## [129,] 622 535 472 461 419 391 417 405 362 407 463
## [130,] 606 622 535 472 461 419 391 417 405 362 407
## [131,] 508 606 622 535 472 461 419 391 417 405 362
## [132,] 461 508 606 622 535 472 461 419 391 417 405
## [133,] 390 461 508 606 622 535 472 461 419 391 417所以，使用 XGBoost 包构建模型不能像传统的统计模型那样，将所有的观测数据都扔进模型中，对时间序列数据来说，就是要把后三分之一数据留作测试集，用来调整模型。
4 Darts
4.1 指数平滑
导入一些模块，导入数据，整理数据，拆分训练和验证集。
import pandas as pd
from darts import TimeSeries
# Read a pandas DataFrame
df = pd.read_csv("data/AirPassengers.csv", delimiter=",")
# Create a TimeSeries, specifying the time and value columns
series = TimeSeries.from_dataframe(df, "Month", "#Passengers")
# Set aside the last 36 months as a validation series
train, val = series[:-36], series[-36:]调用指数平滑模型，在验证集对应的时间区间上进行预测，以便与之对照。
from darts.models import ExponentialSmoothing## /opt/.virtualenvs/r-reticulate/lib/python3.12/site-packages/threadpoolctl.py:1019: RuntimeWarning: libc not found. The ctypes module in Python 3.12 is maybe too old for this OS.
## warnings.warn(# 指数平滑模型
model = ExponentialSmoothing()
model.fit(train)## ExponentialSmoothing(trend=ModelMode.ADDITIVE, damped=False, seasonal=SeasonalityMode.ADDITIVE, seasonal_periods=None, random_state=0, kwargs=None)prediction = model.predict(len(val), num_samples=1000)将模型预测结果展示出来，中位数、5% 和 95% 两个分位点。
import matplotlib.pyplot as plt
plt.style.use('ggplot')
series.plot()
prediction.plot(label="forecast", low_quantile=0.05, high_quantile=0.95)
plt.legend()
4.2 XGBoost
from darts.models import XGBModel
# 查看数据
series.plot()
训练模型和预测
# 预测乘客数量
target = series['#Passengers']
# 用过去 12 个月的数据预测未来 12 个月的数据
model = XGBModel(
lags=12,
output_chunk_length=12,
)
# 拟合模型
model.fit(target)## XGBModel(lags=12, lags_past_covariates=None, lags_future_covariates=None, output_chunk_length=12, output_chunk_shift=0, add_encoders=None, likelihood=None, quantiles=None, random_state=None, multi_models=True, use_static_covariates=True)# 预测未来 12 期
pred = model.predict(12)
# 查看预测值
pred.values()## array([[451.30676],
## [420.53265],
## [446.20935],
## [474.71823],
## [498.7939 ],
## [550.58057],
## [620.634 ],
## [606.88776],
## [555.9874 ],
## [490.854 ],
## [388.12088],
## [446.30466]], dtype=float32)展示预测结果
series.plot()
pred.plot(label="forecast", low_quantile=0.05, high_quantile=0.95)
plt.legend()
5 深度模型
Python 模块 NeuralForecast 收集了大量基于神经网络的时间序列预测模型，制作了统一的调用接口。NeuralForecast 自带了一些数据集，其中就有 AirPassengers 。下面先加载这个数据集。
from neuralforecast.utils import AirPassengersDF
Y_df = AirPassengersDF
Y_df.head()## unique_id ds y
## 0 1.0 1949-01-31 112.0
## 1 1.0 1949-02-28 118.0
## 2 1.0 1949-03-31 132.0
## 3 1.0 1949-04-30 129.0
## 4 1.0 1949-05-31 121.0导入 NeuralForecast 内置的 LSTM （Long Short-Term Memory Recurrent Neural Network）和 NHITS （Neural Hierarchical Interpolation for Time Series，简称 NHITS, 2023 年出）两个神经网络模型。
import logging
from neuralforecast import NeuralForecast
from neuralforecast.models import LSTM, NHITS, RNNNeuralForecast 打包的模型是使用 PyTorch 实现的，训练发生错误的时候显示日志。（拟合调用 fit 方法时，发现用到了 tensorflow 很是奇怪）
# logging.getLogger('pytorch_lightning').setLevel(logging.ERROR)调用模型接口训练数据，时间序列数据 AirPassengers 的长度 144 期，向未来预测 12 期。模型输入序列的长度是 24 期。
horizon = 12
# Try different hyperparmeters to improve accuracy.
models = [LSTM(random_seed=2025, # 随机数种子
input_size=2 * horizon,
h=horizon, # Forecast horizon
max_steps=500, # Number of steps to train
scaler_type='standard', # Type of scaler to normalize data
encoder_hidden_size=64, # Defines the size of the hidden state of the LSTM
decoder_hidden_size=64,), # Defines the number of hidden units of each layer of the MLP decoder
NHITS(random_seed=2025,
h=horizon, # Forecast horizon
input_size=2 * horizon, # Length of input sequence
max_steps=100, # Number of steps to train
n_freq_downsample=[2, 1, 1]) # Downsampling factors for each stack output
]
nf = NeuralForecast(models=models, freq='ME')
nf.fit(df=Y_df, verbose=True)## Sanity Checking: | | 0/? [00:00<?, ?it/s]Sanity Checking: 0%| | 0/1 [00:00<?, ?it/s]Sanity Checking DataLoader 0: 0%| | 0/1 [00:00<?, ?it/s]Sanity Checking DataLoader 0: 100%|##########| 1/1 [00:00<00:00, 2158.67it/s] Training: | | 0/? [00:00<?, ?it/s]Training: 0%| | 0/1 [00:00<?, ?it/s]Epoch 0: 0%| | 0/1 [00:00<?, ?it/s] Epoch 0: 100%|##########| 1/1 [00:00<00:00, 10.91it/s]Epoch 0: 100%|##########| 1/1 [00:00<00:00, 10.88it/s, v_num=61, train_loss_step=1.440]Epoch 0: 100%|##########| 1/1 [00:00<00:00, 10.54it/s, v_num=61, train_loss_step=1.440, train_loss_epoch=1.440]Epoch 0: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.440, train_loss_epoch=1.440] Epoch 1: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.440, train_loss_epoch=1.440]Epoch 1: 100%|##########| 1/1 [00:00<00:00, 28.69it/s, v_num=61, train_loss_step=1.440, train_loss_epoch=1.440]Epoch 1: 100%|##########| 1/1 [00:00<00:00, 28.52it/s, v_num=61, train_loss_step=1.440, train_loss_epoch=1.440]Epoch 1: 100%|##########| 1/1 [00:00<00:00, 28.25it/s, v_num=61, train_loss_step=1.440, train_loss_epoch=1.440]Epoch 1: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.440, train_loss_epoch=1.440] Epoch 2: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.440, train_loss_epoch=1.440]Epoch 2: 100%|##########| 1/1 [00:00<00:00, 29.50it/s, v_num=61, train_loss_step=1.440, train_loss_epoch=1.440]Epoch 2: 100%|##########| 1/1 [00:00<00:00, 29.32it/s, v_num=61, train_loss_step=1.410, train_loss_epoch=1.440]Epoch 2: 100%|##########| 1/1 [00:00<00:00, 29.05it/s, v_num=61, train_loss_step=1.410, train_loss_epoch=1.410]Epoch 2: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.410, train_loss_epoch=1.410] Epoch 3: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.410, train_loss_epoch=1.410]Epoch 3: 100%|##########| 1/1 [00:00<00:00, 30.49it/s, v_num=61, train_loss_step=1.410, train_loss_epoch=1.410]Epoch 3: 100%|##########| 1/1 [00:00<00:00, 30.30it/s, v_num=61, train_loss_step=1.460, train_loss_epoch=1.410]Epoch 3: 100%|##########| 1/1 [00:00<00:00, 29.97it/s, v_num=61, train_loss_step=1.460, train_loss_epoch=1.460]Epoch 3: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.460, train_loss_epoch=1.460] Epoch 4: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.460, train_loss_epoch=1.460]Epoch 4: 100%|##########| 1/1 [00:00<00:00, 32.18it/s, v_num=61, train_loss_step=1.460, train_loss_epoch=1.460]Epoch 4: 100%|##########| 1/1 [00:00<00:00, 31.98it/s, v_num=61, train_loss_step=1.360, train_loss_epoch=1.460]Epoch 4: 100%|##########| 1/1 [00:00<00:00, 31.65it/s, v_num=61, train_loss_step=1.360, train_loss_epoch=1.360]Epoch 4: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.360, train_loss_epoch=1.360] Epoch 5: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.360, train_loss_epoch=1.360]Epoch 5: 100%|##########| 1/1 [00:00<00:00, 30.71it/s, v_num=61, train_loss_step=1.360, train_loss_epoch=1.360]Epoch 5: 100%|##########| 1/1 [00:00<00:00, 30.52it/s, v_num=61, train_loss_step=1.430, train_loss_epoch=1.360]Epoch 5: 100%|##########| 1/1 [00:00<00:00, 30.23it/s, v_num=61, train_loss_step=1.430, train_loss_epoch=1.430]Epoch 5: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.430, train_loss_epoch=1.430] Epoch 6: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.430, train_loss_epoch=1.430]Epoch 6: 100%|##########| 1/1 [00:00<00:00, 33.02it/s, v_num=61, train_loss_step=1.430, train_loss_epoch=1.430]Epoch 6: 100%|##########| 1/1 [00:00<00:00, 32.83it/s, v_num=61, train_loss_step=1.370, train_loss_epoch=1.430]Epoch 6: 100%|##########| 1/1 [00:00<00:00, 32.54it/s, v_num=61, train_loss_step=1.370, train_loss_epoch=1.370]Epoch 6: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.370, train_loss_epoch=1.370] Epoch 7: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.370, train_loss_epoch=1.370]Epoch 7: 100%|##########| 1/1 [00:00<00:00, 33.35it/s, v_num=61, train_loss_step=1.370, train_loss_epoch=1.370]Epoch 7: 100%|##########| 1/1 [00:00<00:00, 33.14it/s, v_num=61, train_loss_step=1.340, train_loss_epoch=1.370]Epoch 7: 100%|##########| 1/1 [00:00<00:00, 32.80it/s, v_num=61, train_loss_step=1.340, train_loss_epoch=1.340]Epoch 7: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.340, train_loss_epoch=1.340] Epoch 8: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.340, train_loss_epoch=1.340]Epoch 8: 100%|##########| 1/1 [00:00<00:00, 27.68it/s, v_num=61, train_loss_step=1.340, train_loss_epoch=1.340]Epoch 8: 100%|##########| 1/1 [00:00<00:00, 27.51it/s, v_num=61, train_loss_step=1.380, train_loss_epoch=1.340]Epoch 8: 100%|##########| 1/1 [00:00<00:00, 27.26it/s, v_num=61, train_loss_step=1.380, train_loss_epoch=1.380]Epoch 8: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.380, train_loss_epoch=1.380] Epoch 9: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.380, train_loss_epoch=1.380]Epoch 9: 100%|##########| 1/1 [00:00<00:00, 23.20it/s, v_num=61, train_loss_step=1.380, train_loss_epoch=1.380]Epoch 9: 100%|##########| 1/1 [00:00<00:00, 23.00it/s, v_num=61, train_loss_step=1.350, train_loss_epoch=1.380]Epoch 9: 100%|##########| 1/1 [00:00<00:00, 22.71it/s, v_num=61, train_loss_step=1.350, train_loss_epoch=1.350]Epoch 9: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.350, train_loss_epoch=1.350] Epoch 10: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.350, train_loss_epoch=1.350]Epoch 10: 100%|##########| 1/1 [00:00<00:00, 23.26it/s, v_num=61, train_loss_step=1.350, train_loss_epoch=1.350]Epoch 10: 100%|##########| 1/1 [00:00<00:00, 23.13it/s, v_num=61, train_loss_step=1.320, train_loss_epoch=1.350]Epoch 10: 100%|##########| 1/1 [00:00<00:00, 22.93it/s, v_num=61, train_loss_step=1.320, train_loss_epoch=1.320]Epoch 10: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.320, train_loss_epoch=1.320] Epoch 11: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.320, train_loss_epoch=1.320]Epoch 11: 100%|##########| 1/1 [00:00<00:00, 25.07it/s, v_num=61, train_loss_step=1.320, train_loss_epoch=1.320]Epoch 11: 100%|##########| 1/1 [00:00<00:00, 24.93it/s, v_num=61, train_loss_step=1.300, train_loss_epoch=1.320]Epoch 11: 100%|##########| 1/1 [00:00<00:00, 24.69it/s, v_num=61, train_loss_step=1.300, train_loss_epoch=1.300]Epoch 11: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.300, train_loss_epoch=1.300] Epoch 12: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.300, train_loss_epoch=1.300]Epoch 12: 100%|##########| 1/1 [00:00<00:00, 24.67it/s, v_num=61, train_loss_step=1.300, train_loss_epoch=1.300]Epoch 12: 100%|##########| 1/1 [00:00<00:00, 24.53it/s, v_num=61, train_loss_step=1.260, train_loss_epoch=1.300]Epoch 12: 100%|##########| 1/1 [00:00<00:00, 24.31it/s, v_num=61, train_loss_step=1.260, train_loss_epoch=1.260]Epoch 12: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.260, train_loss_epoch=1.260] Epoch 13: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.260, train_loss_epoch=1.260]Epoch 13: 100%|##########| 1/1 [00:00<00:00, 25.51it/s, v_num=61, train_loss_step=1.260, train_loss_epoch=1.260]Epoch 13: 100%|##########| 1/1 [00:00<00:00, 25.36it/s, v_num=61, train_loss_step=1.250, train_loss_epoch=1.260]Epoch 13: 100%|##########| 1/1 [00:00<00:00, 25.14it/s, v_num=61, train_loss_step=1.250, train_loss_epoch=1.250]Epoch 13: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.250, train_loss_epoch=1.250] Epoch 14: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.250, train_loss_epoch=1.250]Epoch 14: 100%|##########| 1/1 [00:00<00:00, 28.54it/s, v_num=61, train_loss_step=1.250, train_loss_epoch=1.250]Epoch 14: 100%|##########| 1/1 [00:00<00:00, 28.36it/s, v_num=61, train_loss_step=1.220, train_loss_epoch=1.250]Epoch 14: 100%|##########| 1/1 [00:00<00:00, 28.09it/s, v_num=61, train_loss_step=1.220, train_loss_epoch=1.220]Epoch 14: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.220, train_loss_epoch=1.220] Epoch 15: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.220, train_loss_epoch=1.220]Epoch 15: 100%|##########| 1/1 [00:00<00:00, 29.06it/s, v_num=61, train_loss_step=1.220, train_loss_epoch=1.220]Epoch 15: 100%|##########| 1/1 [00:00<00:00, 28.90it/s, v_num=61, train_loss_step=1.170, train_loss_epoch=1.220]Epoch 15: 100%|##########| 1/1 [00:00<00:00, 28.63it/s, v_num=61, train_loss_step=1.170, train_loss_epoch=1.170]Epoch 15: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.170, train_loss_epoch=1.170] Epoch 16: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.170, train_loss_epoch=1.170]Epoch 16: 100%|##########| 1/1 [00:00<00:00, 29.19it/s, v_num=61, train_loss_step=1.170, train_loss_epoch=1.170]Epoch 16: 100%|##########| 1/1 [00:00<00:00, 29.01it/s, v_num=61, train_loss_step=1.140, train_loss_epoch=1.170]Epoch 16: 100%|##########| 1/1 [00:00<00:00, 28.73it/s, v_num=61, train_loss_step=1.140, train_loss_epoch=1.140]Epoch 16: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.140, train_loss_epoch=1.140] Epoch 17: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.140, train_loss_epoch=1.140]Epoch 17: 100%|##########| 1/1 [00:00<00:00, 27.03it/s, v_num=61, train_loss_step=1.140, train_loss_epoch=1.140]Epoch 17: 100%|##########| 1/1 [00:00<00:00, 26.88it/s, v_num=61, train_loss_step=1.060, train_loss_epoch=1.140]Epoch 17: 100%|##########| 1/1 [00:00<00:00, 26.65it/s, v_num=61, train_loss_step=1.060, train_loss_epoch=1.060]Epoch 17: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.060, train_loss_epoch=1.060] Epoch 18: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.060, train_loss_epoch=1.060]Epoch 18: 100%|##########| 1/1 [00:00<00:00, 29.70it/s, v_num=61, train_loss_step=1.060, train_loss_epoch=1.060]Epoch 18: 100%|##########| 1/1 [00:00<00:00, 29.53it/s, v_num=61, train_loss_step=1.040, train_loss_epoch=1.060]Epoch 18: 100%|##########| 1/1 [00:00<00:00, 29.26it/s, v_num=61, train_loss_step=1.040, train_loss_epoch=1.040]Epoch 18: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.040, train_loss_epoch=1.040] Epoch 19: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.040, train_loss_epoch=1.040]Epoch 19: 100%|##########| 1/1 [00:00<00:00, 29.67it/s, v_num=61, train_loss_step=1.040, train_loss_epoch=1.040]Epoch 19: 100%|##########| 1/1 [00:00<00:00, 29.49it/s, v_num=61, train_loss_step=1.000, train_loss_epoch=1.040]Epoch 19: 100%|##########| 1/1 [00:00<00:00, 29.22it/s, v_num=61, train_loss_step=1.000, train_loss_epoch=1.000]Epoch 19: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.000, train_loss_epoch=1.000] Epoch 20: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.000, train_loss_epoch=1.000]Epoch 20: 100%|##########| 1/1 [00:00<00:00, 29.84it/s, v_num=61, train_loss_step=1.000, train_loss_epoch=1.000]Epoch 20: 100%|##########| 1/1 [00:00<00:00, 29.66it/s, v_num=61, train_loss_step=0.978, train_loss_epoch=1.000]Epoch 20: 100%|##########| 1/1 [00:00<00:00, 29.39it/s, v_num=61, train_loss_step=0.978, train_loss_epoch=0.978]Epoch 20: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.978, train_loss_epoch=0.978] Epoch 21: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.978, train_loss_epoch=0.978]Epoch 21: 100%|##########| 1/1 [00:00<00:00, 30.64it/s, v_num=61, train_loss_step=0.978, train_loss_epoch=0.978]Epoch 21: 100%|##########| 1/1 [00:00<00:00, 30.45it/s, v_num=61, train_loss_step=0.978, train_loss_epoch=0.978]Epoch 21: 100%|##########| 1/1 [00:00<00:00, 30.15it/s, v_num=61, train_loss_step=0.978, train_loss_epoch=0.978]Epoch 21: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.978, train_loss_epoch=0.978] Epoch 22: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.978, train_loss_epoch=0.978]Epoch 22: 100%|##########| 1/1 [00:00<00:00, 28.76it/s, v_num=61, train_loss_step=0.978, train_loss_epoch=0.978]Epoch 22: 100%|##########| 1/1 [00:00<00:00, 28.57it/s, v_num=61, train_loss_step=0.981, train_loss_epoch=0.978]Epoch 22: 100%|##########| 1/1 [00:00<00:00, 28.28it/s, v_num=61, train_loss_step=0.981, train_loss_epoch=0.981]Epoch 22: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.981, train_loss_epoch=0.981] Epoch 23: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.981, train_loss_epoch=0.981]Epoch 23: 100%|##########| 1/1 [00:00<00:00, 24.71it/s, v_num=61, train_loss_step=0.981, train_loss_epoch=0.981]Epoch 23: 100%|##########| 1/1 [00:00<00:00, 24.56it/s, v_num=61, train_loss_step=1.010, train_loss_epoch=0.981]Epoch 23: 100%|##########| 1/1 [00:00<00:00, 24.33it/s, v_num=61, train_loss_step=1.010, train_loss_epoch=1.010]Epoch 23: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.010, train_loss_epoch=1.010] Epoch 24: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.010, train_loss_epoch=1.010]Epoch 24: 100%|##########| 1/1 [00:00<00:00, 26.36it/s, v_num=61, train_loss_step=1.010, train_loss_epoch=1.010]Epoch 24: 100%|##########| 1/1 [00:00<00:00, 26.20it/s, v_num=61, train_loss_step=1.020, train_loss_epoch=1.010]Epoch 24: 100%|##########| 1/1 [00:00<00:00, 25.95it/s, v_num=61, train_loss_step=1.020, train_loss_epoch=1.020]Epoch 24: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.020, train_loss_epoch=1.020] Epoch 25: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.020, train_loss_epoch=1.020]Epoch 25: 100%|##########| 1/1 [00:00<00:00, 27.06it/s, v_num=61, train_loss_step=1.020, train_loss_epoch=1.020]Epoch 25: 100%|##########| 1/1 [00:00<00:00, 26.91it/s, v_num=61, train_loss_step=1.020, train_loss_epoch=1.020]Epoch 25: 100%|##########| 1/1 [00:00<00:00, 26.69it/s, v_num=61, train_loss_step=1.020, train_loss_epoch=1.020]Epoch 25: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.020, train_loss_epoch=1.020] Epoch 26: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.020, train_loss_epoch=1.020]Epoch 26: 100%|##########| 1/1 [00:00<00:00, 30.27it/s, v_num=61, train_loss_step=1.020, train_loss_epoch=1.020]Epoch 26: 100%|##########| 1/1 [00:00<00:00, 30.09it/s, v_num=61, train_loss_step=0.983, train_loss_epoch=1.020]Epoch 26: 100%|##########| 1/1 [00:00<00:00, 29.80it/s, v_num=61, train_loss_step=0.983, train_loss_epoch=0.983]Epoch 26: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.983, train_loss_epoch=0.983] Epoch 27: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.983, train_loss_epoch=0.983]Epoch 27: 100%|##########| 1/1 [00:00<00:00, 31.82it/s, v_num=61, train_loss_step=0.983, train_loss_epoch=0.983]Epoch 27: 100%|##########| 1/1 [00:00<00:00, 31.63it/s, v_num=61, train_loss_step=0.996, train_loss_epoch=0.983]Epoch 27: 100%|##########| 1/1 [00:00<00:00, 31.32it/s, v_num=61, train_loss_step=0.996, train_loss_epoch=0.996]Epoch 27: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.996, train_loss_epoch=0.996] Epoch 28: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.996, train_loss_epoch=0.996]Epoch 28: 100%|##########| 1/1 [00:00<00:00, 31.57it/s, v_num=61, train_loss_step=0.996, train_loss_epoch=0.996]Epoch 28: 100%|##########| 1/1 [00:00<00:00, 31.37it/s, v_num=61, train_loss_step=1.000, train_loss_epoch=0.996]Epoch 28: 100%|##########| 1/1 [00:00<00:00, 31.06it/s, v_num=61, train_loss_step=1.000, train_loss_epoch=1.000]Epoch 28: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.000, train_loss_epoch=1.000] Epoch 29: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=1.000, train_loss_epoch=1.000]Epoch 29: 100%|##########| 1/1 [00:00<00:00, 29.25it/s, v_num=61, train_loss_step=1.000, train_loss_epoch=1.000]Epoch 29: 100%|##########| 1/1 [00:00<00:00, 29.06it/s, v_num=61, train_loss_step=0.960, train_loss_epoch=1.000]Epoch 29: 100%|##########| 1/1 [00:00<00:00, 28.79it/s, v_num=61, train_loss_step=0.960, train_loss_epoch=0.960]Epoch 29: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.960, train_loss_epoch=0.960] Epoch 30: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.960, train_loss_epoch=0.960]Epoch 30: 100%|##########| 1/1 [00:00<00:00, 30.04it/s, v_num=61, train_loss_step=0.960, train_loss_epoch=0.960]Epoch 30: 100%|##########| 1/1 [00:00<00:00, 29.86it/s, v_num=61, train_loss_step=0.975, train_loss_epoch=0.960]Epoch 30: 100%|##########| 1/1 [00:00<00:00, 29.58it/s, v_num=61, train_loss_step=0.975, train_loss_epoch=0.975]Epoch 30: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.975, train_loss_epoch=0.975] Epoch 31: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.975, train_loss_epoch=0.975]Epoch 31: 100%|##########| 1/1 [00:00<00:00, 30.19it/s, v_num=61, train_loss_step=0.975, train_loss_epoch=0.975]Epoch 31: 100%|##########| 1/1 [00:00<00:00, 30.01it/s, v_num=61, train_loss_step=0.945, train_loss_epoch=0.975]Epoch 31: 100%|##########| 1/1 [00:00<00:00, 29.73it/s, v_num=61, train_loss_step=0.945, train_loss_epoch=0.945]Epoch 31: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.945, train_loss_epoch=0.945] Epoch 32: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.945, train_loss_epoch=0.945]Epoch 32: 100%|##########| 1/1 [00:00<00:00, 30.26it/s, v_num=61, train_loss_step=0.945, train_loss_epoch=0.945]Epoch 32: 100%|##########| 1/1 [00:00<00:00, 30.08it/s, v_num=61, train_loss_step=0.969, train_loss_epoch=0.945]Epoch 32: 100%|##########| 1/1 [00:00<00:00, 29.80it/s, v_num=61, train_loss_step=0.969, train_loss_epoch=0.969]Epoch 32: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.969, train_loss_epoch=0.969] Epoch 33: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.969, train_loss_epoch=0.969]Epoch 33: 100%|##########| 1/1 [00:00<00:00, 30.32it/s, v_num=61, train_loss_step=0.969, train_loss_epoch=0.969]Epoch 33: 100%|##########| 1/1 [00:00<00:00, 30.14it/s, v_num=61, train_loss_step=0.984, train_loss_epoch=0.969]Epoch 33: 100%|##########| 1/1 [00:00<00:00, 29.86it/s, v_num=61, train_loss_step=0.984, train_loss_epoch=0.984]Epoch 33: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.984, train_loss_epoch=0.984] Epoch 34: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.984, train_loss_epoch=0.984]Epoch 34: 100%|##########| 1/1 [00:00<00:00, 32.06it/s, v_num=61, train_loss_step=0.984, train_loss_epoch=0.984]Epoch 34: 100%|##########| 1/1 [00:00<00:00, 31.86it/s, v_num=61, train_loss_step=0.971, train_loss_epoch=0.984]Epoch 34: 100%|##########| 1/1 [00:00<00:00, 31.55it/s, v_num=61, train_loss_step=0.971, train_loss_epoch=0.971]Epoch 34: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.971, train_loss_epoch=0.971] Epoch 35: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.971, train_loss_epoch=0.971]Epoch 35: 100%|##########| 1/1 [00:00<00:00, 31.19it/s, v_num=61, train_loss_step=0.971, train_loss_epoch=0.971]Epoch 35: 100%|##########| 1/1 [00:00<00:00, 31.00it/s, v_num=61, train_loss_step=0.968, train_loss_epoch=0.971]Epoch 35: 100%|##########| 1/1 [00:00<00:00, 30.69it/s, v_num=61, train_loss_step=0.968, train_loss_epoch=0.968]Epoch 35: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.968, train_loss_epoch=0.968] Epoch 36: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.968, train_loss_epoch=0.968]Epoch 36: 100%|##########| 1/1 [00:00<00:00, 27.90it/s, v_num=61, train_loss_step=0.968, train_loss_epoch=0.968]Epoch 36: 100%|##########| 1/1 [00:00<00:00, 27.74it/s, v_num=61, train_loss_step=0.965, train_loss_epoch=0.968]Epoch 36: 100%|##########| 1/1 [00:00<00:00, 27.49it/s, v_num=61, train_loss_step=0.965, train_loss_epoch=0.965]Epoch 36: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.965, train_loss_epoch=0.965] Epoch 37: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.965, train_loss_epoch=0.965]Epoch 37: 100%|##########| 1/1 [00:00<00:00, 29.00it/s, v_num=61, train_loss_step=0.965, train_loss_epoch=0.965]Epoch 37: 100%|##########| 1/1 [00:00<00:00, 28.82it/s, v_num=61, train_loss_step=0.941, train_loss_epoch=0.965]Epoch 37: 100%|##########| 1/1 [00:00<00:00, 28.55it/s, v_num=61, train_loss_step=0.941, train_loss_epoch=0.941]Epoch 37: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.941, train_loss_epoch=0.941] Epoch 38: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.941, train_loss_epoch=0.941]Epoch 38: 100%|##########| 1/1 [00:00<00:00, 30.03it/s, v_num=61, train_loss_step=0.941, train_loss_epoch=0.941]Epoch 38: 100%|##########| 1/1 [00:00<00:00, 29.85it/s, v_num=61, train_loss_step=0.957, train_loss_epoch=0.941]Epoch 38: 100%|##########| 1/1 [00:00<00:00, 29.56it/s, v_num=61, train_loss_step=0.957, train_loss_epoch=0.957]Epoch 38: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.957, train_loss_epoch=0.957] Epoch 39: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.957, train_loss_epoch=0.957]Epoch 39: 100%|##########| 1/1 [00:00<00:00, 32.11it/s, v_num=61, train_loss_step=0.957, train_loss_epoch=0.957]Epoch 39: 100%|##########| 1/1 [00:00<00:00, 31.90it/s, v_num=61, train_loss_step=0.948, train_loss_epoch=0.957]Epoch 39: 100%|##########| 1/1 [00:00<00:00, 31.60it/s, v_num=61, train_loss_step=0.948, train_loss_epoch=0.948]Epoch 39: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.948, train_loss_epoch=0.948] Epoch 40: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.948, train_loss_epoch=0.948]Epoch 40: 100%|##########| 1/1 [00:00<00:00, 30.10it/s, v_num=61, train_loss_step=0.948, train_loss_epoch=0.948]Epoch 40: 100%|##########| 1/1 [00:00<00:00, 29.90it/s, v_num=61, train_loss_step=0.945, train_loss_epoch=0.948]Epoch 40: 100%|##########| 1/1 [00:00<00:00, 29.51it/s, v_num=61, train_loss_step=0.945, train_loss_epoch=0.945]Epoch 40: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.945, train_loss_epoch=0.945] Epoch 41: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.945, train_loss_epoch=0.945]Epoch 41: 100%|##########| 1/1 [00:00<00:00, 28.00it/s, v_num=61, train_loss_step=0.945, train_loss_epoch=0.945]Epoch 41: 100%|##########| 1/1 [00:00<00:00, 27.84it/s, v_num=61, train_loss_step=0.960, train_loss_epoch=0.945]Epoch 41: 100%|##########| 1/1 [00:00<00:00, 27.58it/s, v_num=61, train_loss_step=0.960, train_loss_epoch=0.960]Epoch 41: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.960, train_loss_epoch=0.960] Epoch 42: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.960, train_loss_epoch=0.960]Epoch 42: 100%|##########| 1/1 [00:00<00:00, 29.65it/s, v_num=61, train_loss_step=0.960, train_loss_epoch=0.960]Epoch 42: 100%|##########| 1/1 [00:00<00:00, 29.47it/s, v_num=61, train_loss_step=0.953, train_loss_epoch=0.960]Epoch 42: 100%|##########| 1/1 [00:00<00:00, 29.21it/s, v_num=61, train_loss_step=0.953, train_loss_epoch=0.953]Epoch 42: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.953, train_loss_epoch=0.953] Epoch 43: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.953, train_loss_epoch=0.953]Epoch 43: 100%|##########| 1/1 [00:00<00:00, 31.39it/s, v_num=61, train_loss_step=0.953, train_loss_epoch=0.953]Epoch 43: 100%|##########| 1/1 [00:00<00:00, 31.19it/s, v_num=61, train_loss_step=0.946, train_loss_epoch=0.953]Epoch 43: 100%|##########| 1/1 [00:00<00:00, 30.89it/s, v_num=61, train_loss_step=0.946, train_loss_epoch=0.946]Epoch 43: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.946, train_loss_epoch=0.946] Epoch 44: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.946, train_loss_epoch=0.946]Epoch 44: 100%|##########| 1/1 [00:00<00:00, 31.70it/s, v_num=61, train_loss_step=0.946, train_loss_epoch=0.946]Epoch 44: 100%|##########| 1/1 [00:00<00:00, 31.51it/s, v_num=61, train_loss_step=0.951, train_loss_epoch=0.946]Epoch 44: 100%|##########| 1/1 [00:00<00:00, 31.20it/s, v_num=61, train_loss_step=0.951, train_loss_epoch=0.951]Epoch 44: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.951, train_loss_epoch=0.951] Epoch 45: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.951, train_loss_epoch=0.951]Epoch 45: 100%|##########| 1/1 [00:00<00:00, 28.81it/s, v_num=61, train_loss_step=0.951, train_loss_epoch=0.951]Epoch 45: 100%|##########| 1/1 [00:00<00:00, 28.63it/s, v_num=61, train_loss_step=0.947, train_loss_epoch=0.951]Epoch 45: 100%|##########| 1/1 [00:00<00:00, 28.35it/s, v_num=61, train_loss_step=0.947, train_loss_epoch=0.947]Epoch 45: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.947, train_loss_epoch=0.947] Epoch 46: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.947, train_loss_epoch=0.947]Epoch 46: 100%|##########| 1/1 [00:00<00:00, 26.36it/s, v_num=61, train_loss_step=0.947, train_loss_epoch=0.947]Epoch 46: 100%|##########| 1/1 [00:00<00:00, 26.18it/s, v_num=61, train_loss_step=0.945, train_loss_epoch=0.947]Epoch 46: 100%|##########| 1/1 [00:00<00:00, 25.92it/s, v_num=61, train_loss_step=0.945, train_loss_epoch=0.945]Epoch 46: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.945, train_loss_epoch=0.945] Epoch 47: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.945, train_loss_epoch=0.945]Epoch 47: 100%|##########| 1/1 [00:00<00:00, 28.29it/s, v_num=61, train_loss_step=0.945, train_loss_epoch=0.945]Epoch 47: 100%|##########| 1/1 [00:00<00:00, 28.12it/s, v_num=61, train_loss_step=0.925, train_loss_epoch=0.945]Epoch 47: 100%|##########| 1/1 [00:00<00:00, 27.87it/s, v_num=61, train_loss_step=0.925, train_loss_epoch=0.925]Epoch 47: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.925, train_loss_epoch=0.925] Epoch 48: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.925, train_loss_epoch=0.925]Epoch 48: 100%|##########| 1/1 [00:00<00:00, 29.96it/s, v_num=61, train_loss_step=0.925, train_loss_epoch=0.925]Epoch 48: 100%|##########| 1/1 [00:00<00:00, 29.75it/s, v_num=61, train_loss_step=0.937, train_loss_epoch=0.925]Epoch 48: 100%|##########| 1/1 [00:00<00:00, 29.46it/s, v_num=61, train_loss_step=0.937, train_loss_epoch=0.937]Epoch 48: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.937, train_loss_epoch=0.937] Epoch 49: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.937, train_loss_epoch=0.937]Epoch 49: 100%|##########| 1/1 [00:00<00:00, 31.62it/s, v_num=61, train_loss_step=0.937, train_loss_epoch=0.937]Epoch 49: 100%|##########| 1/1 [00:00<00:00, 31.42it/s, v_num=61, train_loss_step=0.922, train_loss_epoch=0.937]Epoch 49: 100%|##########| 1/1 [00:00<00:00, 30.75it/s, v_num=61, train_loss_step=0.922, train_loss_epoch=0.922]Epoch 49: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.922, train_loss_epoch=0.922] Epoch 50: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.922, train_loss_epoch=0.922]Epoch 50: 100%|##########| 1/1 [00:00<00:00, 32.59it/s, v_num=61, train_loss_step=0.922, train_loss_epoch=0.922]Epoch 50: 100%|##########| 1/1 [00:00<00:00, 32.39it/s, v_num=61, train_loss_step=0.926, train_loss_epoch=0.922]Epoch 50: 100%|##########| 1/1 [00:00<00:00, 32.06it/s, v_num=61, train_loss_step=0.926, train_loss_epoch=0.926]Epoch 50: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.926, train_loss_epoch=0.926] Epoch 51: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.926, train_loss_epoch=0.926]Epoch 51: 100%|##########| 1/1 [00:00<00:00, 28.22it/s, v_num=61, train_loss_step=0.926, train_loss_epoch=0.926]Epoch 51: 100%|##########| 1/1 [00:00<00:00, 28.06it/s, v_num=61, train_loss_step=0.909, train_loss_epoch=0.926]Epoch 51: 100%|##########| 1/1 [00:00<00:00, 27.79it/s, v_num=61, train_loss_step=0.909, train_loss_epoch=0.909]Epoch 51: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.909, train_loss_epoch=0.909] Epoch 52: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.909, train_loss_epoch=0.909]Epoch 52: 100%|##########| 1/1 [00:00<00:00, 29.79it/s, v_num=61, train_loss_step=0.909, train_loss_epoch=0.909]Epoch 52: 100%|##########| 1/1 [00:00<00:00, 29.61it/s, v_num=61, train_loss_step=0.918, train_loss_epoch=0.909]Epoch 52: 100%|##########| 1/1 [00:00<00:00, 29.34it/s, v_num=61, train_loss_step=0.918, train_loss_epoch=0.918]Epoch 52: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.918, train_loss_epoch=0.918] Epoch 53: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.918, train_loss_epoch=0.918]Epoch 53: 100%|##########| 1/1 [00:00<00:00, 27.72it/s, v_num=61, train_loss_step=0.918, train_loss_epoch=0.918]Epoch 53: 100%|##########| 1/1 [00:00<00:00, 27.55it/s, v_num=61, train_loss_step=0.900, train_loss_epoch=0.918]Epoch 53: 100%|##########| 1/1 [00:00<00:00, 27.28it/s, v_num=61, train_loss_step=0.900, train_loss_epoch=0.900]Epoch 53: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.900, train_loss_epoch=0.900] Epoch 54: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.900, train_loss_epoch=0.900]Epoch 54: 100%|##########| 1/1 [00:00<00:00, 27.59it/s, v_num=61, train_loss_step=0.900, train_loss_epoch=0.900]Epoch 54: 100%|##########| 1/1 [00:00<00:00, 27.43it/s, v_num=61, train_loss_step=0.912, train_loss_epoch=0.900]Epoch 54: 100%|##########| 1/1 [00:00<00:00, 27.17it/s, v_num=61, train_loss_step=0.912, train_loss_epoch=0.912]Epoch 54: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.912, train_loss_epoch=0.912] Epoch 55: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.912, train_loss_epoch=0.912]Epoch 55: 100%|##########| 1/1 [00:00<00:00, 29.48it/s, v_num=61, train_loss_step=0.912, train_loss_epoch=0.912]Epoch 55: 100%|##########| 1/1 [00:00<00:00, 29.31it/s, v_num=61, train_loss_step=0.894, train_loss_epoch=0.912]Epoch 55: 100%|##########| 1/1 [00:00<00:00, 29.04it/s, v_num=61, train_loss_step=0.894, train_loss_epoch=0.894]Epoch 55: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.894, train_loss_epoch=0.894] Epoch 56: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.894, train_loss_epoch=0.894]Epoch 56: 100%|##########| 1/1 [00:00<00:00, 30.26it/s, v_num=61, train_loss_step=0.894, train_loss_epoch=0.894]Epoch 56: 100%|##########| 1/1 [00:00<00:00, 30.08it/s, v_num=61, train_loss_step=0.892, train_loss_epoch=0.894]Epoch 56: 100%|##########| 1/1 [00:00<00:00, 29.80it/s, v_num=61, train_loss_step=0.892, train_loss_epoch=0.892]Epoch 56: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.892, train_loss_epoch=0.892] Epoch 57: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.892, train_loss_epoch=0.892]Epoch 57: 100%|##########| 1/1 [00:00<00:00, 30.06it/s, v_num=61, train_loss_step=0.892, train_loss_epoch=0.892]Epoch 57: 100%|##########| 1/1 [00:00<00:00, 29.87it/s, v_num=61, train_loss_step=0.871, train_loss_epoch=0.892]Epoch 57: 100%|##########| 1/1 [00:00<00:00, 29.58it/s, v_num=61, train_loss_step=0.871, train_loss_epoch=0.871]Epoch 57: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.871, train_loss_epoch=0.871] Epoch 58: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.871, train_loss_epoch=0.871]Epoch 58: 100%|##########| 1/1 [00:00<00:00, 23.02it/s, v_num=61, train_loss_step=0.871, train_loss_epoch=0.871]Epoch 58: 100%|##########| 1/1 [00:00<00:00, 22.90it/s, v_num=61, train_loss_step=0.856, train_loss_epoch=0.871]Epoch 58: 100%|##########| 1/1 [00:00<00:00, 22.72it/s, v_num=61, train_loss_step=0.856, train_loss_epoch=0.856]Epoch 58: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.856, train_loss_epoch=0.856] Epoch 59: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.856, train_loss_epoch=0.856]Epoch 59: 100%|##########| 1/1 [00:00<00:00, 26.55it/s, v_num=61, train_loss_step=0.856, train_loss_epoch=0.856]Epoch 59: 100%|##########| 1/1 [00:00<00:00, 26.36it/s, v_num=61, train_loss_step=0.845, train_loss_epoch=0.856]Epoch 59: 100%|##########| 1/1 [00:00<00:00, 26.11it/s, v_num=61, train_loss_step=0.845, train_loss_epoch=0.845]Epoch 59: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.845, train_loss_epoch=0.845] Epoch 60: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.845, train_loss_epoch=0.845]Epoch 60: 100%|##########| 1/1 [00:00<00:00, 23.31it/s, v_num=61, train_loss_step=0.845, train_loss_epoch=0.845]Epoch 60: 100%|##########| 1/1 [00:00<00:00, 23.12it/s, v_num=61, train_loss_step=0.838, train_loss_epoch=0.845]Epoch 60: 100%|##########| 1/1 [00:00<00:00, 22.80it/s, v_num=61, train_loss_step=0.838, train_loss_epoch=0.838]Epoch 60: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.838, train_loss_epoch=0.838] Epoch 61: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.838, train_loss_epoch=0.838]Epoch 61: 100%|##########| 1/1 [00:00<00:00, 26.65it/s, v_num=61, train_loss_step=0.838, train_loss_epoch=0.838]Epoch 61: 100%|##########| 1/1 [00:00<00:00, 26.51it/s, v_num=61, train_loss_step=0.820, train_loss_epoch=0.838]Epoch 61: 100%|##########| 1/1 [00:00<00:00, 26.27it/s, v_num=61, train_loss_step=0.820, train_loss_epoch=0.820]Epoch 61: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.820, train_loss_epoch=0.820] Epoch 62: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.820, train_loss_epoch=0.820]Epoch 62: 100%|##########| 1/1 [00:00<00:00, 29.95it/s, v_num=61, train_loss_step=0.820, train_loss_epoch=0.820]Epoch 62: 100%|##########| 1/1 [00:00<00:00, 29.78it/s, v_num=61, train_loss_step=0.800, train_loss_epoch=0.820]Epoch 62: 100%|##########| 1/1 [00:00<00:00, 29.50it/s, v_num=61, train_loss_step=0.800, train_loss_epoch=0.800]Epoch 62: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.800, train_loss_epoch=0.800] Epoch 63: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.800, train_loss_epoch=0.800]Epoch 63: 100%|##########| 1/1 [00:00<00:00, 34.08it/s, v_num=61, train_loss_step=0.800, train_loss_epoch=0.800]Epoch 63: 100%|##########| 1/1 [00:00<00:00, 33.88it/s, v_num=61, train_loss_step=0.772, train_loss_epoch=0.800]Epoch 63: 100%|##########| 1/1 [00:00<00:00, 33.56it/s, v_num=61, train_loss_step=0.772, train_loss_epoch=0.772]Epoch 63: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.772, train_loss_epoch=0.772] Epoch 64: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.772, train_loss_epoch=0.772]Epoch 64: 100%|##########| 1/1 [00:00<00:00, 28.03it/s, v_num=61, train_loss_step=0.772, train_loss_epoch=0.772]Epoch 64: 100%|##########| 1/1 [00:00<00:00, 27.88it/s, v_num=61, train_loss_step=0.753, train_loss_epoch=0.772]Epoch 64: 100%|##########| 1/1 [00:00<00:00, 27.64it/s, v_num=61, train_loss_step=0.753, train_loss_epoch=0.753]Epoch 64: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.753, train_loss_epoch=0.753] Epoch 65: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.753, train_loss_epoch=0.753]Epoch 65: 100%|##########| 1/1 [00:00<00:00, 28.56it/s, v_num=61, train_loss_step=0.753, train_loss_epoch=0.753]Epoch 65: 100%|##########| 1/1 [00:00<00:00, 28.40it/s, v_num=61, train_loss_step=0.719, train_loss_epoch=0.753]Epoch 65: 100%|##########| 1/1 [00:00<00:00, 28.15it/s, v_num=61, train_loss_step=0.719, train_loss_epoch=0.719]Epoch 65: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.719, train_loss_epoch=0.719] Epoch 66: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.719, train_loss_epoch=0.719]Epoch 66: 100%|##########| 1/1 [00:00<00:00, 30.29it/s, v_num=61, train_loss_step=0.719, train_loss_epoch=0.719]Epoch 66: 100%|##########| 1/1 [00:00<00:00, 30.10it/s, v_num=61, train_loss_step=0.665, train_loss_epoch=0.719]Epoch 66: 100%|##########| 1/1 [00:00<00:00, 29.81it/s, v_num=61, train_loss_step=0.665, train_loss_epoch=0.665]Epoch 66: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.665, train_loss_epoch=0.665] Epoch 67: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.665, train_loss_epoch=0.665]Epoch 67: 100%|##########| 1/1 [00:00<00:00, 29.60it/s, v_num=61, train_loss_step=0.665, train_loss_epoch=0.665]Epoch 67: 100%|##########| 1/1 [00:00<00:00, 29.43it/s, v_num=61, train_loss_step=0.623, train_loss_epoch=0.665]Epoch 67: 100%|##########| 1/1 [00:00<00:00, 29.15it/s, v_num=61, train_loss_step=0.623, train_loss_epoch=0.623]Epoch 67: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.623, train_loss_epoch=0.623] Epoch 68: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.623, train_loss_epoch=0.623]Epoch 68: 100%|##########| 1/1 [00:00<00:00, 30.34it/s, v_num=61, train_loss_step=0.623, train_loss_epoch=0.623]Epoch 68: 100%|##########| 1/1 [00:00<00:00, 30.16it/s, v_num=61, train_loss_step=0.612, train_loss_epoch=0.623]Epoch 68: 100%|##########| 1/1 [00:00<00:00, 29.88it/s, v_num=61, train_loss_step=0.612, train_loss_epoch=0.612]Epoch 68: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.612, train_loss_epoch=0.612] Epoch 69: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.612, train_loss_epoch=0.612]Epoch 69: 100%|##########| 1/1 [00:00<00:00, 32.78it/s, v_num=61, train_loss_step=0.612, train_loss_epoch=0.612]Epoch 69: 100%|##########| 1/1 [00:00<00:00, 32.56it/s, v_num=61, train_loss_step=0.571, train_loss_epoch=0.612]Epoch 69: 100%|##########| 1/1 [00:00<00:00, 32.23it/s, v_num=61, train_loss_step=0.571, train_loss_epoch=0.571]Epoch 69: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.571, train_loss_epoch=0.571] Epoch 70: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.571, train_loss_epoch=0.571]Epoch 70: 100%|##########| 1/1 [00:00<00:00, 30.79it/s, v_num=61, train_loss_step=0.571, train_loss_epoch=0.571]Epoch 70: 100%|##########| 1/1 [00:00<00:00, 30.60it/s, v_num=61, train_loss_step=0.546, train_loss_epoch=0.571]Epoch 70: 100%|##########| 1/1 [00:00<00:00, 30.31it/s, v_num=61, train_loss_step=0.546, train_loss_epoch=0.546]Epoch 70: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.546, train_loss_epoch=0.546] Epoch 71: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.546, train_loss_epoch=0.546]Epoch 71: 100%|##########| 1/1 [00:00<00:00, 32.16it/s, v_num=61, train_loss_step=0.546, train_loss_epoch=0.546]Epoch 71: 100%|##########| 1/1 [00:00<00:00, 31.96it/s, v_num=61, train_loss_step=0.522, train_loss_epoch=0.546]Epoch 71: 100%|##########| 1/1 [00:00<00:00, 31.62it/s, v_num=61, train_loss_step=0.522, train_loss_epoch=0.522]Epoch 71: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.522, train_loss_epoch=0.522] Epoch 72: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.522, train_loss_epoch=0.522]Epoch 72: 100%|##########| 1/1 [00:00<00:00, 29.04it/s, v_num=61, train_loss_step=0.522, train_loss_epoch=0.522]Epoch 72: 100%|##########| 1/1 [00:00<00:00, 28.86it/s, v_num=61, train_loss_step=0.552, train_loss_epoch=0.522]Epoch 72: 100%|##########| 1/1 [00:00<00:00, 28.58it/s, v_num=61, train_loss_step=0.552, train_loss_epoch=0.552]Epoch 72: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.552, train_loss_epoch=0.552] Epoch 73: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.552, train_loss_epoch=0.552]Epoch 73: 100%|##########| 1/1 [00:00<00:00, 29.47it/s, v_num=61, train_loss_step=0.552, train_loss_epoch=0.552]Epoch 73: 100%|##########| 1/1 [00:00<00:00, 29.30it/s, v_num=61, train_loss_step=0.517, train_loss_epoch=0.552]Epoch 73: 100%|##########| 1/1 [00:00<00:00, 29.03it/s, v_num=61, train_loss_step=0.517, train_loss_epoch=0.517]Epoch 73: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.517, train_loss_epoch=0.517] Epoch 74: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.517, train_loss_epoch=0.517]Epoch 74: 100%|##########| 1/1 [00:00<00:00, 30.13it/s, v_num=61, train_loss_step=0.517, train_loss_epoch=0.517]Epoch 74: 100%|##########| 1/1 [00:00<00:00, 29.95it/s, v_num=61, train_loss_step=0.511, train_loss_epoch=0.517]Epoch 74: 100%|##########| 1/1 [00:00<00:00, 29.67it/s, v_num=61, train_loss_step=0.511, train_loss_epoch=0.511]Epoch 74: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.511, train_loss_epoch=0.511] Epoch 75: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.511, train_loss_epoch=0.511]Epoch 75: 100%|##########| 1/1 [00:00<00:00, 30.47it/s, v_num=61, train_loss_step=0.511, train_loss_epoch=0.511]Epoch 75: 100%|##########| 1/1 [00:00<00:00, 30.29it/s, v_num=61, train_loss_step=0.513, train_loss_epoch=0.511]Epoch 75: 100%|##########| 1/1 [00:00<00:00, 30.00it/s, v_num=61, train_loss_step=0.513, train_loss_epoch=0.513]Epoch 75: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.513, train_loss_epoch=0.513] Epoch 76: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.513, train_loss_epoch=0.513]Epoch 76: 100%|##########| 1/1 [00:00<00:00, 30.43it/s, v_num=61, train_loss_step=0.513, train_loss_epoch=0.513]Epoch 76: 100%|##########| 1/1 [00:00<00:00, 30.25it/s, v_num=61, train_loss_step=0.476, train_loss_epoch=0.513]Epoch 76: 100%|##########| 1/1 [00:00<00:00, 29.96it/s, v_num=61, train_loss_step=0.476, train_loss_epoch=0.476]Epoch 76: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.476, train_loss_epoch=0.476] Epoch 77: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.476, train_loss_epoch=0.476]Epoch 77: 100%|##########| 1/1 [00:00<00:00, 31.08it/s, v_num=61, train_loss_step=0.476, train_loss_epoch=0.476]Epoch 77: 100%|##########| 1/1 [00:00<00:00, 30.89it/s, v_num=61, train_loss_step=0.548, train_loss_epoch=0.476]Epoch 77: 100%|##########| 1/1 [00:00<00:00, 30.60it/s, v_num=61, train_loss_step=0.548, train_loss_epoch=0.548]Epoch 77: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.548, train_loss_epoch=0.548] Epoch 78: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.548, train_loss_epoch=0.548]Epoch 78: 100%|##########| 1/1 [00:00<00:00, 33.15it/s, v_num=61, train_loss_step=0.548, train_loss_epoch=0.548]Epoch 78: 100%|##########| 1/1 [00:00<00:00, 32.94it/s, v_num=61, train_loss_step=0.538, train_loss_epoch=0.548]Epoch 78: 100%|##########| 1/1 [00:00<00:00, 32.64it/s, v_num=61, train_loss_step=0.538, train_loss_epoch=0.538]Epoch 78: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.538, train_loss_epoch=0.538] Epoch 79: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.538, train_loss_epoch=0.538]Epoch 79: 100%|##########| 1/1 [00:00<00:00, 26.23it/s, v_num=61, train_loss_step=0.538, train_loss_epoch=0.538]Epoch 79: 100%|##########| 1/1 [00:00<00:00, 26.08it/s, v_num=61, train_loss_step=0.487, train_loss_epoch=0.538]Epoch 79: 100%|##########| 1/1 [00:00<00:00, 25.84it/s, v_num=61, train_loss_step=0.487, train_loss_epoch=0.487]Epoch 79: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.487, train_loss_epoch=0.487] Epoch 80: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.487, train_loss_epoch=0.487]Epoch 80: 100%|##########| 1/1 [00:00<00:00, 27.78it/s, v_num=61, train_loss_step=0.487, train_loss_epoch=0.487]Epoch 80: 100%|##########| 1/1 [00:00<00:00, 27.62it/s, v_num=61, train_loss_step=0.531, train_loss_epoch=0.487]Epoch 80: 100%|##########| 1/1 [00:00<00:00, 27.38it/s, v_num=61, train_loss_step=0.531, train_loss_epoch=0.531]Epoch 80: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.531, train_loss_epoch=0.531] Epoch 81: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.531, train_loss_epoch=0.531]Epoch 81: 100%|##########| 1/1 [00:00<00:00, 29.67it/s, v_num=61, train_loss_step=0.531, train_loss_epoch=0.531]Epoch 81: 100%|##########| 1/1 [00:00<00:00, 29.49it/s, v_num=61, train_loss_step=0.511, train_loss_epoch=0.531]Epoch 81: 100%|##########| 1/1 [00:00<00:00, 29.22it/s, v_num=61, train_loss_step=0.511, train_loss_epoch=0.511]Epoch 81: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.511, train_loss_epoch=0.511] Epoch 82: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.511, train_loss_epoch=0.511]Epoch 82: 100%|##########| 1/1 [00:00<00:00, 29.78it/s, v_num=61, train_loss_step=0.511, train_loss_epoch=0.511]Epoch 82: 100%|##########| 1/1 [00:00<00:00, 29.60it/s, v_num=61, train_loss_step=0.473, train_loss_epoch=0.511]Epoch 82: 100%|##########| 1/1 [00:00<00:00, 29.32it/s, v_num=61, train_loss_step=0.473, train_loss_epoch=0.473]Epoch 82: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.473, train_loss_epoch=0.473] Epoch 83: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.473, train_loss_epoch=0.473]Epoch 83: 100%|##########| 1/1 [00:00<00:00, 29.84it/s, v_num=61, train_loss_step=0.473, train_loss_epoch=0.473]Epoch 83: 100%|##########| 1/1 [00:00<00:00, 29.66it/s, v_num=61, train_loss_step=0.484, train_loss_epoch=0.473]Epoch 83: 100%|##########| 1/1 [00:00<00:00, 29.38it/s, v_num=61, train_loss_step=0.484, train_loss_epoch=0.484]Epoch 83: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.484, train_loss_epoch=0.484] Epoch 84: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.484, train_loss_epoch=0.484]Epoch 84: 100%|##########| 1/1 [00:00<00:00, 28.09it/s, v_num=61, train_loss_step=0.484, train_loss_epoch=0.484]Epoch 84: 100%|##########| 1/1 [00:00<00:00, 27.92it/s, v_num=61, train_loss_step=0.479, train_loss_epoch=0.484]Epoch 84: 100%|##########| 1/1 [00:00<00:00, 27.68it/s, v_num=61, train_loss_step=0.479, train_loss_epoch=0.479]Epoch 84: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.479, train_loss_epoch=0.479] Epoch 85: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.479, train_loss_epoch=0.479]Epoch 85: 100%|##########| 1/1 [00:00<00:00, 26.40it/s, v_num=61, train_loss_step=0.479, train_loss_epoch=0.479]Epoch 85: 100%|##########| 1/1 [00:00<00:00, 26.24it/s, v_num=61, train_loss_step=0.483, train_loss_epoch=0.479]Epoch 85: 100%|##########| 1/1 [00:00<00:00, 26.01it/s, v_num=61, train_loss_step=0.483, train_loss_epoch=0.483]Epoch 85: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.483, train_loss_epoch=0.483] Epoch 86: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.483, train_loss_epoch=0.483]Epoch 86: 100%|##########| 1/1 [00:00<00:00, 26.80it/s, v_num=61, train_loss_step=0.483, train_loss_epoch=0.483]Epoch 86: 100%|##########| 1/1 [00:00<00:00, 26.65it/s, v_num=61, train_loss_step=0.455, train_loss_epoch=0.483]Epoch 86: 100%|##########| 1/1 [00:00<00:00, 26.41it/s, v_num=61, train_loss_step=0.455, train_loss_epoch=0.455]Epoch 86: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.455, train_loss_epoch=0.455] Epoch 87: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.455, train_loss_epoch=0.455]Epoch 87: 100%|##########| 1/1 [00:00<00:00, 29.58it/s, v_num=61, train_loss_step=0.455, train_loss_epoch=0.455]Epoch 87: 100%|##########| 1/1 [00:00<00:00, 29.41it/s, v_num=61, train_loss_step=0.480, train_loss_epoch=0.455]Epoch 87: 100%|##########| 1/1 [00:00<00:00, 29.14it/s, v_num=61, train_loss_step=0.480, train_loss_epoch=0.480]Epoch 87: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.480, train_loss_epoch=0.480] Epoch 88: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.480, train_loss_epoch=0.480]Epoch 88: 100%|##########| 1/1 [00:00<00:00, 29.95it/s, v_num=61, train_loss_step=0.480, train_loss_epoch=0.480]Epoch 88: 100%|##########| 1/1 [00:00<00:00, 29.77it/s, v_num=61, train_loss_step=0.469, train_loss_epoch=0.480]Epoch 88: 100%|##########| 1/1 [00:00<00:00, 29.50it/s, v_num=61, train_loss_step=0.469, train_loss_epoch=0.469]Epoch 88: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.469, train_loss_epoch=0.469] Epoch 89: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.469, train_loss_epoch=0.469]Epoch 89: 100%|##########| 1/1 [00:00<00:00, 30.69it/s, v_num=61, train_loss_step=0.469, train_loss_epoch=0.469]Epoch 89: 100%|##########| 1/1 [00:00<00:00, 30.50it/s, v_num=61, train_loss_step=0.462, train_loss_epoch=0.469]Epoch 89: 100%|##########| 1/1 [00:00<00:00, 30.21it/s, v_num=61, train_loss_step=0.462, train_loss_epoch=0.462]Epoch 89: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.462, train_loss_epoch=0.462] Epoch 90: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.462, train_loss_epoch=0.462]Epoch 90: 100%|##########| 1/1 [00:00<00:00, 29.73it/s, v_num=61, train_loss_step=0.462, train_loss_epoch=0.462]Epoch 90: 100%|##########| 1/1 [00:00<00:00, 29.55it/s, v_num=61, train_loss_step=0.472, train_loss_epoch=0.462]Epoch 90: 100%|##########| 1/1 [00:00<00:00, 29.28it/s, v_num=61, train_loss_step=0.472, train_loss_epoch=0.472]Epoch 90: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.472, train_loss_epoch=0.472] Epoch 91: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.472, train_loss_epoch=0.472]Epoch 91: 100%|##########| 1/1 [00:00<00:00, 29.23it/s, v_num=61, train_loss_step=0.472, train_loss_epoch=0.472]Epoch 91: 100%|##########| 1/1 [00:00<00:00, 29.04it/s, v_num=61, train_loss_step=0.454, train_loss_epoch=0.472]Epoch 91: 100%|##########| 1/1 [00:00<00:00, 28.77it/s, v_num=61, train_loss_step=0.454, train_loss_epoch=0.454]Epoch 91: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.454, train_loss_epoch=0.454] Epoch 92: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.454, train_loss_epoch=0.454]Epoch 92: 100%|##########| 1/1 [00:00<00:00, 26.50it/s, v_num=61, train_loss_step=0.454, train_loss_epoch=0.454]Epoch 92: 100%|##########| 1/1 [00:00<00:00, 26.34it/s, v_num=61, train_loss_step=0.439, train_loss_epoch=0.454]Epoch 92: 100%|##########| 1/1 [00:00<00:00, 26.11it/s, v_num=61, train_loss_step=0.439, train_loss_epoch=0.439]Epoch 92: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.439, train_loss_epoch=0.439] Epoch 93: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.439, train_loss_epoch=0.439]Epoch 93: 100%|##########| 1/1 [00:00<00:00, 27.45it/s, v_num=61, train_loss_step=0.439, train_loss_epoch=0.439]Epoch 93: 100%|##########| 1/1 [00:00<00:00, 27.29it/s, v_num=61, train_loss_step=0.458, train_loss_epoch=0.439]Epoch 93: 100%|##########| 1/1 [00:00<00:00, 27.04it/s, v_num=61, train_loss_step=0.458, train_loss_epoch=0.458]Epoch 93: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.458, train_loss_epoch=0.458] Epoch 94: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.458, train_loss_epoch=0.458]Epoch 94: 100%|##########| 1/1 [00:00<00:00, 26.64it/s, v_num=61, train_loss_step=0.458, train_loss_epoch=0.458]Epoch 94: 100%|##########| 1/1 [00:00<00:00, 26.49it/s, v_num=61, train_loss_step=0.467, train_loss_epoch=0.458]Epoch 94: 100%|##########| 1/1 [00:00<00:00, 26.27it/s, v_num=61, train_loss_step=0.467, train_loss_epoch=0.467]Epoch 94: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.467, train_loss_epoch=0.467] Epoch 95: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.467, train_loss_epoch=0.467]Epoch 95: 100%|##########| 1/1 [00:00<00:00, 26.59it/s, v_num=61, train_loss_step=0.467, train_loss_epoch=0.467]Epoch 95: 100%|##########| 1/1 [00:00<00:00, 26.34it/s, v_num=61, train_loss_step=0.492, train_loss_epoch=0.467]Epoch 95: 100%|##########| 1/1 [00:00<00:00, 26.08it/s, v_num=61, train_loss_step=0.492, train_loss_epoch=0.492]Epoch 95: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.492, train_loss_epoch=0.492] Epoch 96: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.492, train_loss_epoch=0.492]Epoch 96: 100%|##########| 1/1 [00:00<00:00, 28.01it/s, v_num=61, train_loss_step=0.492, train_loss_epoch=0.492]Epoch 96: 100%|##########| 1/1 [00:00<00:00, 27.85it/s, v_num=61, train_loss_step=0.471, train_loss_epoch=0.492]Epoch 96: 100%|##########| 1/1 [00:00<00:00, 27.61it/s, v_num=61, train_loss_step=0.471, train_loss_epoch=0.471]Epoch 96: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.471, train_loss_epoch=0.471] Epoch 97: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.471, train_loss_epoch=0.471]Epoch 97: 100%|##########| 1/1 [00:00<00:00, 26.90it/s, v_num=61, train_loss_step=0.471, train_loss_epoch=0.471]Epoch 97: 100%|##########| 1/1 [00:00<00:00, 26.75it/s, v_num=61, train_loss_step=0.454, train_loss_epoch=0.471]Epoch 97: 100%|##########| 1/1 [00:00<00:00, 26.52it/s, v_num=61, train_loss_step=0.454, train_loss_epoch=0.454]Epoch 97: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.454, train_loss_epoch=0.454] Epoch 98: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.454, train_loss_epoch=0.454]Epoch 98: 100%|##########| 1/1 [00:00<00:00, 25.16it/s, v_num=61, train_loss_step=0.454, train_loss_epoch=0.454]Epoch 98: 100%|##########| 1/1 [00:00<00:00, 25.03it/s, v_num=61, train_loss_step=0.465, train_loss_epoch=0.454]Epoch 98: 100%|##########| 1/1 [00:00<00:00, 24.82it/s, v_num=61, train_loss_step=0.465, train_loss_epoch=0.465]Epoch 98: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.465, train_loss_epoch=0.465] Epoch 99: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.465, train_loss_epoch=0.465]Epoch 99: 100%|##########| 1/1 [00:00<00:00, 21.60it/s, v_num=61, train_loss_step=0.465, train_loss_epoch=0.465]Epoch 99: 100%|##########| 1/1 [00:00<00:00, 21.40it/s, v_num=61, train_loss_step=0.451, train_loss_epoch=0.465]
## Validation: | | 0/? [00:00<?, ?it/s][A
## Validation: 0%| | 0/1 [00:00<?, ?it/s][A
## Validation DataLoader 0: 0%| | 0/1 [00:00<?, ?it/s][A
## Validation DataLoader 0: 100%|##########| 1/1 [00:00<00:00, 1861.65it/s][A
## [AEpoch 99: 100%|##########| 1/1 [00:00<00:00, 19.40it/s, v_num=61, train_loss_step=0.451, train_loss_epoch=0.465]Epoch 99: 100%|##########| 1/1 [00:00<00:00, 19.12it/s, v_num=61, train_loss_step=0.451, train_loss_epoch=0.451]Epoch 99: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.451, train_loss_epoch=0.451] Epoch 100: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.451, train_loss_epoch=0.451]Epoch 100: 100%|##########| 1/1 [00:00<00:00, 24.25it/s, v_num=61, train_loss_step=0.451, train_loss_epoch=0.451]Epoch 100: 100%|##########| 1/1 [00:00<00:00, 24.12it/s, v_num=61, train_loss_step=0.448, train_loss_epoch=0.451]Epoch 100: 100%|##########| 1/1 [00:00<00:00, 23.92it/s, v_num=61, train_loss_step=0.448, train_loss_epoch=0.448]Epoch 100: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.448, train_loss_epoch=0.448] Epoch 101: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.448, train_loss_epoch=0.448]Epoch 101: 100%|##########| 1/1 [00:00<00:00, 26.65it/s, v_num=61, train_loss_step=0.448, train_loss_epoch=0.448]Epoch 101: 100%|##########| 1/1 [00:00<00:00, 26.50it/s, v_num=61, train_loss_step=0.442, train_loss_epoch=0.448]Epoch 101: 100%|##########| 1/1 [00:00<00:00, 26.26it/s, v_num=61, train_loss_step=0.442, train_loss_epoch=0.442]Epoch 101: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.442, train_loss_epoch=0.442] Epoch 102: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.442, train_loss_epoch=0.442]Epoch 102: 100%|##########| 1/1 [00:00<00:00, 23.89it/s, v_num=61, train_loss_step=0.442, train_loss_epoch=0.442]Epoch 102: 100%|##########| 1/1 [00:00<00:00, 23.74it/s, v_num=61, train_loss_step=0.446, train_loss_epoch=0.442]Epoch 102: 100%|##########| 1/1 [00:00<00:00, 23.54it/s, v_num=61, train_loss_step=0.446, train_loss_epoch=0.446]Epoch 102: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.446, train_loss_epoch=0.446] Epoch 103: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.446, train_loss_epoch=0.446]Epoch 103: 100%|##########| 1/1 [00:00<00:00, 28.49it/s, v_num=61, train_loss_step=0.446, train_loss_epoch=0.446]Epoch 103: 100%|##########| 1/1 [00:00<00:00, 28.32it/s, v_num=61, train_loss_step=0.483, train_loss_epoch=0.446]Epoch 103: 100%|##########| 1/1 [00:00<00:00, 28.06it/s, v_num=61, train_loss_step=0.483, train_loss_epoch=0.483]Epoch 103: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.483, train_loss_epoch=0.483] Epoch 104: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.483, train_loss_epoch=0.483]Epoch 104: 100%|##########| 1/1 [00:00<00:00, 29.47it/s, v_num=61, train_loss_step=0.483, train_loss_epoch=0.483]Epoch 104: 100%|##########| 1/1 [00:00<00:00, 29.30it/s, v_num=61, train_loss_step=0.456, train_loss_epoch=0.483]Epoch 104: 100%|##########| 1/1 [00:00<00:00, 29.03it/s, v_num=61, train_loss_step=0.456, train_loss_epoch=0.456]Epoch 104: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.456, train_loss_epoch=0.456] Epoch 105: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.456, train_loss_epoch=0.456]Epoch 105: 100%|##########| 1/1 [00:00<00:00, 29.64it/s, v_num=61, train_loss_step=0.456, train_loss_epoch=0.456]Epoch 105: 100%|##########| 1/1 [00:00<00:00, 29.46it/s, v_num=61, train_loss_step=0.448, train_loss_epoch=0.456]Epoch 105: 100%|##########| 1/1 [00:00<00:00, 29.19it/s, v_num=61, train_loss_step=0.448, train_loss_epoch=0.448]Epoch 105: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.448, train_loss_epoch=0.448] Epoch 106: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.448, train_loss_epoch=0.448]Epoch 106: 100%|##########| 1/1 [00:00<00:00, 32.46it/s, v_num=61, train_loss_step=0.448, train_loss_epoch=0.448]Epoch 106: 100%|##########| 1/1 [00:00<00:00, 32.26it/s, v_num=61, train_loss_step=0.436, train_loss_epoch=0.448]Epoch 106: 100%|##########| 1/1 [00:00<00:00, 31.94it/s, v_num=61, train_loss_step=0.436, train_loss_epoch=0.436]Epoch 106: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.436, train_loss_epoch=0.436] Epoch 107: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.436, train_loss_epoch=0.436]Epoch 107: 100%|##########| 1/1 [00:00<00:00, 30.40it/s, v_num=61, train_loss_step=0.436, train_loss_epoch=0.436]Epoch 107: 100%|##########| 1/1 [00:00<00:00, 30.22it/s, v_num=61, train_loss_step=0.430, train_loss_epoch=0.436]Epoch 107: 100%|##########| 1/1 [00:00<00:00, 29.93it/s, v_num=61, train_loss_step=0.430, train_loss_epoch=0.430]Epoch 107: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.430, train_loss_epoch=0.430] Epoch 108: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.430, train_loss_epoch=0.430]Epoch 108: 100%|##########| 1/1 [00:00<00:00, 29.95it/s, v_num=61, train_loss_step=0.430, train_loss_epoch=0.430]Epoch 108: 100%|##########| 1/1 [00:00<00:00, 29.77it/s, v_num=61, train_loss_step=0.438, train_loss_epoch=0.430]Epoch 108: 100%|##########| 1/1 [00:00<00:00, 29.48it/s, v_num=61, train_loss_step=0.438, train_loss_epoch=0.438]Epoch 108: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.438, train_loss_epoch=0.438] Epoch 109: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.438, train_loss_epoch=0.438]Epoch 109: 100%|##########| 1/1 [00:00<00:00, 30.08it/s, v_num=61, train_loss_step=0.438, train_loss_epoch=0.438]Epoch 109: 100%|##########| 1/1 [00:00<00:00, 29.90it/s, v_num=61, train_loss_step=0.426, train_loss_epoch=0.438]Epoch 109: 100%|##########| 1/1 [00:00<00:00, 29.63it/s, v_num=61, train_loss_step=0.426, train_loss_epoch=0.426]Epoch 109: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.426, train_loss_epoch=0.426] Epoch 110: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.426, train_loss_epoch=0.426]Epoch 110: 100%|##########| 1/1 [00:00<00:00, 29.35it/s, v_num=61, train_loss_step=0.426, train_loss_epoch=0.426]Epoch 110: 100%|##########| 1/1 [00:00<00:00, 29.18it/s, v_num=61, train_loss_step=0.468, train_loss_epoch=0.426]Epoch 110: 100%|##########| 1/1 [00:00<00:00, 28.92it/s, v_num=61, train_loss_step=0.468, train_loss_epoch=0.468]Epoch 110: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.468, train_loss_epoch=0.468] Epoch 111: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.468, train_loss_epoch=0.468]Epoch 111: 100%|##########| 1/1 [00:00<00:00, 29.37it/s, v_num=61, train_loss_step=0.468, train_loss_epoch=0.468]Epoch 111: 100%|##########| 1/1 [00:00<00:00, 29.20it/s, v_num=61, train_loss_step=0.444, train_loss_epoch=0.468]Epoch 111: 100%|##########| 1/1 [00:00<00:00, 28.94it/s, v_num=61, train_loss_step=0.444, train_loss_epoch=0.444]Epoch 111: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.444, train_loss_epoch=0.444] Epoch 112: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.444, train_loss_epoch=0.444]Epoch 112: 100%|##########| 1/1 [00:00<00:00, 28.11it/s, v_num=61, train_loss_step=0.444, train_loss_epoch=0.444]Epoch 112: 100%|##########| 1/1 [00:00<00:00, 27.92it/s, v_num=61, train_loss_step=0.431, train_loss_epoch=0.444]Epoch 112: 100%|##########| 1/1 [00:00<00:00, 27.63it/s, v_num=61, train_loss_step=0.431, train_loss_epoch=0.431]Epoch 112: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.431, train_loss_epoch=0.431] Epoch 113: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.431, train_loss_epoch=0.431]Epoch 113: 100%|##########| 1/1 [00:00<00:00, 25.89it/s, v_num=61, train_loss_step=0.431, train_loss_epoch=0.431]Epoch 113: 100%|##########| 1/1 [00:00<00:00, 25.74it/s, v_num=61, train_loss_step=0.441, train_loss_epoch=0.431]Epoch 113: 100%|##########| 1/1 [00:00<00:00, 25.51it/s, v_num=61, train_loss_step=0.441, train_loss_epoch=0.441]Epoch 113: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.441, train_loss_epoch=0.441] Epoch 114: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.441, train_loss_epoch=0.441]Epoch 114: 100%|##########| 1/1 [00:00<00:00, 29.14it/s, v_num=61, train_loss_step=0.441, train_loss_epoch=0.441]Epoch 114: 100%|##########| 1/1 [00:00<00:00, 28.97it/s, v_num=61, train_loss_step=0.443, train_loss_epoch=0.441]Epoch 114: 100%|##########| 1/1 [00:00<00:00, 28.71it/s, v_num=61, train_loss_step=0.443, train_loss_epoch=0.443]Epoch 114: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.443, train_loss_epoch=0.443] Epoch 115: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.443, train_loss_epoch=0.443]Epoch 115: 100%|##########| 1/1 [00:00<00:00, 30.54it/s, v_num=61, train_loss_step=0.443, train_loss_epoch=0.443]Epoch 115: 100%|##########| 1/1 [00:00<00:00, 30.36it/s, v_num=61, train_loss_step=0.428, train_loss_epoch=0.443]Epoch 115: 100%|##########| 1/1 [00:00<00:00, 30.08it/s, v_num=61, train_loss_step=0.428, train_loss_epoch=0.428]Epoch 115: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.428, train_loss_epoch=0.428] Epoch 116: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.428, train_loss_epoch=0.428]Epoch 116: 100%|##########| 1/1 [00:00<00:00, 31.75it/s, v_num=61, train_loss_step=0.428, train_loss_epoch=0.428]Epoch 116: 100%|##########| 1/1 [00:00<00:00, 31.55it/s, v_num=61, train_loss_step=0.406, train_loss_epoch=0.428]Epoch 116: 100%|##########| 1/1 [00:00<00:00, 31.23it/s, v_num=61, train_loss_step=0.406, train_loss_epoch=0.406]Epoch 116: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.406, train_loss_epoch=0.406] Epoch 117: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.406, train_loss_epoch=0.406]Epoch 117: 100%|##########| 1/1 [00:00<00:00, 33.49it/s, v_num=61, train_loss_step=0.406, train_loss_epoch=0.406]Epoch 117: 100%|##########| 1/1 [00:00<00:00, 33.30it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.406]Epoch 117: 100%|##########| 1/1 [00:00<00:00, 33.00it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402]Epoch 117: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402] Epoch 118: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402]Epoch 118: 100%|##########| 1/1 [00:00<00:00, 30.02it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402]Epoch 118: 100%|##########| 1/1 [00:00<00:00, 29.84it/s, v_num=61, train_loss_step=0.405, train_loss_epoch=0.402]Epoch 118: 100%|##########| 1/1 [00:00<00:00, 29.55it/s, v_num=61, train_loss_step=0.405, train_loss_epoch=0.405]Epoch 118: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.405, train_loss_epoch=0.405] Epoch 119: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.405, train_loss_epoch=0.405]Epoch 119: 100%|##########| 1/1 [00:00<00:00, 29.84it/s, v_num=61, train_loss_step=0.405, train_loss_epoch=0.405]Epoch 119: 100%|##########| 1/1 [00:00<00:00, 29.66it/s, v_num=61, train_loss_step=0.439, train_loss_epoch=0.405]Epoch 119: 100%|##########| 1/1 [00:00<00:00, 29.38it/s, v_num=61, train_loss_step=0.439, train_loss_epoch=0.439]Epoch 119: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.439, train_loss_epoch=0.439] Epoch 120: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.439, train_loss_epoch=0.439]Epoch 120: 100%|##########| 1/1 [00:00<00:00, 30.38it/s, v_num=61, train_loss_step=0.439, train_loss_epoch=0.439]Epoch 120: 100%|##########| 1/1 [00:00<00:00, 30.20it/s, v_num=61, train_loss_step=0.453, train_loss_epoch=0.439]Epoch 120: 100%|##########| 1/1 [00:00<00:00, 29.91it/s, v_num=61, train_loss_step=0.453, train_loss_epoch=0.453]Epoch 120: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.453, train_loss_epoch=0.453] Epoch 121: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.453, train_loss_epoch=0.453]Epoch 121: 100%|##########| 1/1 [00:00<00:00, 30.34it/s, v_num=61, train_loss_step=0.453, train_loss_epoch=0.453]Epoch 121: 100%|##########| 1/1 [00:00<00:00, 30.16it/s, v_num=61, train_loss_step=0.434, train_loss_epoch=0.453]Epoch 121: 100%|##########| 1/1 [00:00<00:00, 29.88it/s, v_num=61, train_loss_step=0.434, train_loss_epoch=0.434]Epoch 121: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.434, train_loss_epoch=0.434] Epoch 122: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.434, train_loss_epoch=0.434]Epoch 122: 100%|##########| 1/1 [00:00<00:00, 33.08it/s, v_num=61, train_loss_step=0.434, train_loss_epoch=0.434]Epoch 122: 100%|##########| 1/1 [00:00<00:00, 32.85it/s, v_num=61, train_loss_step=0.476, train_loss_epoch=0.434]Epoch 122: 100%|##########| 1/1 [00:00<00:00, 32.53it/s, v_num=61, train_loss_step=0.476, train_loss_epoch=0.476]Epoch 122: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.476, train_loss_epoch=0.476] Epoch 123: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.476, train_loss_epoch=0.476]Epoch 123: 100%|##########| 1/1 [00:00<00:00, 29.84it/s, v_num=61, train_loss_step=0.476, train_loss_epoch=0.476]Epoch 123: 100%|##########| 1/1 [00:00<00:00, 29.67it/s, v_num=61, train_loss_step=0.427, train_loss_epoch=0.476]Epoch 123: 100%|##########| 1/1 [00:00<00:00, 29.40it/s, v_num=61, train_loss_step=0.427, train_loss_epoch=0.427]Epoch 123: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.427, train_loss_epoch=0.427] Epoch 124: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.427, train_loss_epoch=0.427]Epoch 124: 100%|##########| 1/1 [00:00<00:00, 31.34it/s, v_num=61, train_loss_step=0.427, train_loss_epoch=0.427]Epoch 124: 100%|##########| 1/1 [00:00<00:00, 31.14it/s, v_num=61, train_loss_step=0.422, train_loss_epoch=0.427]Epoch 124: 100%|##########| 1/1 [00:00<00:00, 30.84it/s, v_num=61, train_loss_step=0.422, train_loss_epoch=0.422]Epoch 124: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.422, train_loss_epoch=0.422] Epoch 125: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.422, train_loss_epoch=0.422]Epoch 125: 100%|##########| 1/1 [00:00<00:00, 33.29it/s, v_num=61, train_loss_step=0.422, train_loss_epoch=0.422]Epoch 125: 100%|##########| 1/1 [00:00<00:00, 33.09it/s, v_num=61, train_loss_step=0.423, train_loss_epoch=0.422]Epoch 125: 100%|##########| 1/1 [00:00<00:00, 32.75it/s, v_num=61, train_loss_step=0.423, train_loss_epoch=0.423]Epoch 125: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.423, train_loss_epoch=0.423] Epoch 126: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.423, train_loss_epoch=0.423]Epoch 126: 100%|##########| 1/1 [00:00<00:00, 32.41it/s, v_num=61, train_loss_step=0.423, train_loss_epoch=0.423]Epoch 126: 100%|##########| 1/1 [00:00<00:00, 32.20it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.423]Epoch 126: 100%|##########| 1/1 [00:00<00:00, 31.87it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402]Epoch 126: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402] Epoch 127: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402]Epoch 127: 100%|##########| 1/1 [00:00<00:00, 32.89it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402]Epoch 127: 100%|##########| 1/1 [00:00<00:00, 32.69it/s, v_num=61, train_loss_step=0.423, train_loss_epoch=0.402]Epoch 127: 100%|##########| 1/1 [00:00<00:00, 32.26it/s, v_num=61, train_loss_step=0.423, train_loss_epoch=0.423]Epoch 127: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.423, train_loss_epoch=0.423] Epoch 128: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.423, train_loss_epoch=0.423]Epoch 128: 100%|##########| 1/1 [00:00<00:00, 29.82it/s, v_num=61, train_loss_step=0.423, train_loss_epoch=0.423]Epoch 128: 100%|##########| 1/1 [00:00<00:00, 29.65it/s, v_num=61, train_loss_step=0.407, train_loss_epoch=0.423]Epoch 128: 100%|##########| 1/1 [00:00<00:00, 29.37it/s, v_num=61, train_loss_step=0.407, train_loss_epoch=0.407]Epoch 128: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.407, train_loss_epoch=0.407] Epoch 129: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.407, train_loss_epoch=0.407]Epoch 129: 100%|##########| 1/1 [00:00<00:00, 30.13it/s, v_num=61, train_loss_step=0.407, train_loss_epoch=0.407]Epoch 129: 100%|##########| 1/1 [00:00<00:00, 29.95it/s, v_num=61, train_loss_step=0.421, train_loss_epoch=0.407]Epoch 129: 100%|##########| 1/1 [00:00<00:00, 29.67it/s, v_num=61, train_loss_step=0.421, train_loss_epoch=0.421]Epoch 129: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.421, train_loss_epoch=0.421] Epoch 130: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.421, train_loss_epoch=0.421]Epoch 130: 100%|##########| 1/1 [00:00<00:00, 31.66it/s, v_num=61, train_loss_step=0.421, train_loss_epoch=0.421]Epoch 130: 100%|##########| 1/1 [00:00<00:00, 31.47it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.421]Epoch 130: 100%|##########| 1/1 [00:00<00:00, 31.17it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402]Epoch 130: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402] Epoch 131: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402]Epoch 131: 100%|##########| 1/1 [00:00<00:00, 31.10it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402]Epoch 131: 100%|##########| 1/1 [00:00<00:00, 30.91it/s, v_num=61, train_loss_step=0.433, train_loss_epoch=0.402]Epoch 131: 100%|##########| 1/1 [00:00<00:00, 30.60it/s, v_num=61, train_loss_step=0.433, train_loss_epoch=0.433]Epoch 131: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.433, train_loss_epoch=0.433] Epoch 132: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.433, train_loss_epoch=0.433]Epoch 132: 100%|##########| 1/1 [00:00<00:00, 32.87it/s, v_num=61, train_loss_step=0.433, train_loss_epoch=0.433]Epoch 132: 100%|##########| 1/1 [00:00<00:00, 32.67it/s, v_num=61, train_loss_step=0.417, train_loss_epoch=0.433]Epoch 132: 100%|##########| 1/1 [00:00<00:00, 32.36it/s, v_num=61, train_loss_step=0.417, train_loss_epoch=0.417]Epoch 132: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.417, train_loss_epoch=0.417] Epoch 133: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.417, train_loss_epoch=0.417]Epoch 133: 100%|##########| 1/1 [00:00<00:00, 34.19it/s, v_num=61, train_loss_step=0.417, train_loss_epoch=0.417]Epoch 133: 100%|##########| 1/1 [00:00<00:00, 33.98it/s, v_num=61, train_loss_step=0.450, train_loss_epoch=0.417]Epoch 133: 100%|##########| 1/1 [00:00<00:00, 33.68it/s, v_num=61, train_loss_step=0.450, train_loss_epoch=0.450]Epoch 133: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.450, train_loss_epoch=0.450] Epoch 134: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.450, train_loss_epoch=0.450]Epoch 134: 100%|##########| 1/1 [00:00<00:00, 34.38it/s, v_num=61, train_loss_step=0.450, train_loss_epoch=0.450]Epoch 134: 100%|##########| 1/1 [00:00<00:00, 34.18it/s, v_num=61, train_loss_step=0.415, train_loss_epoch=0.450]Epoch 134: 100%|##########| 1/1 [00:00<00:00, 33.86it/s, v_num=61, train_loss_step=0.415, train_loss_epoch=0.415]Epoch 134: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.415, train_loss_epoch=0.415] Epoch 135: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.415, train_loss_epoch=0.415]Epoch 135: 100%|##########| 1/1 [00:00<00:00, 33.54it/s, v_num=61, train_loss_step=0.415, train_loss_epoch=0.415]Epoch 135: 100%|##########| 1/1 [00:00<00:00, 33.34it/s, v_num=61, train_loss_step=0.427, train_loss_epoch=0.415]Epoch 135: 100%|##########| 1/1 [00:00<00:00, 33.03it/s, v_num=61, train_loss_step=0.427, train_loss_epoch=0.427]Epoch 135: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.427, train_loss_epoch=0.427] Epoch 136: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.427, train_loss_epoch=0.427]Epoch 136: 100%|##########| 1/1 [00:00<00:00, 22.75it/s, v_num=61, train_loss_step=0.427, train_loss_epoch=0.427]Epoch 136: 100%|##########| 1/1 [00:00<00:00, 22.62it/s, v_num=61, train_loss_step=0.406, train_loss_epoch=0.427]Epoch 136: 100%|##########| 1/1 [00:00<00:00, 22.42it/s, v_num=61, train_loss_step=0.406, train_loss_epoch=0.406]Epoch 136: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.406, train_loss_epoch=0.406] Epoch 137: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.406, train_loss_epoch=0.406]Epoch 137: 100%|##########| 1/1 [00:00<00:00, 22.02it/s, v_num=61, train_loss_step=0.406, train_loss_epoch=0.406]Epoch 137: 100%|##########| 1/1 [00:00<00:00, 21.88it/s, v_num=61, train_loss_step=0.403, train_loss_epoch=0.406]Epoch 137: 100%|##########| 1/1 [00:00<00:00, 21.69it/s, v_num=61, train_loss_step=0.403, train_loss_epoch=0.403]Epoch 137: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.403, train_loss_epoch=0.403] Epoch 138: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.403, train_loss_epoch=0.403]Epoch 138: 100%|##########| 1/1 [00:00<00:00, 23.55it/s, v_num=61, train_loss_step=0.403, train_loss_epoch=0.403]Epoch 138: 100%|##########| 1/1 [00:00<00:00, 23.42it/s, v_num=61, train_loss_step=0.395, train_loss_epoch=0.403]Epoch 138: 100%|##########| 1/1 [00:00<00:00, 23.22it/s, v_num=61, train_loss_step=0.395, train_loss_epoch=0.395]Epoch 138: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.395, train_loss_epoch=0.395] Epoch 139: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.395, train_loss_epoch=0.395]Epoch 139: 100%|##########| 1/1 [00:00<00:00, 24.92it/s, v_num=61, train_loss_step=0.395, train_loss_epoch=0.395]Epoch 139: 100%|##########| 1/1 [00:00<00:00, 24.79it/s, v_num=61, train_loss_step=0.423, train_loss_epoch=0.395]Epoch 139: 100%|##########| 1/1 [00:00<00:00, 24.58it/s, v_num=61, train_loss_step=0.423, train_loss_epoch=0.423]Epoch 139: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.423, train_loss_epoch=0.423] Epoch 140: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.423, train_loss_epoch=0.423]Epoch 140: 100%|##########| 1/1 [00:00<00:00, 16.93it/s, v_num=61, train_loss_step=0.423, train_loss_epoch=0.423]Epoch 140: 100%|##########| 1/1 [00:00<00:00, 16.78it/s, v_num=61, train_loss_step=0.404, train_loss_epoch=0.423]Epoch 140: 100%|##########| 1/1 [00:00<00:00, 16.63it/s, v_num=61, train_loss_step=0.404, train_loss_epoch=0.404]Epoch 140: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.404, train_loss_epoch=0.404] Epoch 141: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.404, train_loss_epoch=0.404]Epoch 141: 100%|##########| 1/1 [00:00<00:00, 24.30it/s, v_num=61, train_loss_step=0.404, train_loss_epoch=0.404]Epoch 141: 100%|##########| 1/1 [00:00<00:00, 24.17it/s, v_num=61, train_loss_step=0.409, train_loss_epoch=0.404]Epoch 141: 100%|##########| 1/1 [00:00<00:00, 23.95it/s, v_num=61, train_loss_step=0.409, train_loss_epoch=0.409]Epoch 141: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.409, train_loss_epoch=0.409] Epoch 142: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.409, train_loss_epoch=0.409]Epoch 142: 100%|##########| 1/1 [00:00<00:00, 19.35it/s, v_num=61, train_loss_step=0.409, train_loss_epoch=0.409]Epoch 142: 100%|##########| 1/1 [00:00<00:00, 19.26it/s, v_num=61, train_loss_step=0.421, train_loss_epoch=0.409]Epoch 142: 100%|##########| 1/1 [00:00<00:00, 19.10it/s, v_num=61, train_loss_step=0.421, train_loss_epoch=0.421]Epoch 142: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.421, train_loss_epoch=0.421] Epoch 143: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.421, train_loss_epoch=0.421]Epoch 143: 100%|##########| 1/1 [00:00<00:00, 24.55it/s, v_num=61, train_loss_step=0.421, train_loss_epoch=0.421]Epoch 143: 100%|##########| 1/1 [00:00<00:00, 24.40it/s, v_num=61, train_loss_step=0.420, train_loss_epoch=0.421]Epoch 143: 100%|##########| 1/1 [00:00<00:00, 24.18it/s, v_num=61, train_loss_step=0.420, train_loss_epoch=0.420]Epoch 143: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.420, train_loss_epoch=0.420] Epoch 144: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.420, train_loss_epoch=0.420]Epoch 144: 100%|##########| 1/1 [00:00<00:00, 27.21it/s, v_num=61, train_loss_step=0.420, train_loss_epoch=0.420]Epoch 144: 100%|##########| 1/1 [00:00<00:00, 27.06it/s, v_num=61, train_loss_step=0.405, train_loss_epoch=0.420]Epoch 144: 100%|##########| 1/1 [00:00<00:00, 26.81it/s, v_num=61, train_loss_step=0.405, train_loss_epoch=0.405]Epoch 144: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.405, train_loss_epoch=0.405] Epoch 145: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.405, train_loss_epoch=0.405]Epoch 145: 100%|##########| 1/1 [00:00<00:00, 28.59it/s, v_num=61, train_loss_step=0.405, train_loss_epoch=0.405]Epoch 145: 100%|##########| 1/1 [00:00<00:00, 28.40it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.405]Epoch 145: 100%|##########| 1/1 [00:00<00:00, 28.14it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402]Epoch 145: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402] Epoch 146: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402]Epoch 146: 100%|##########| 1/1 [00:00<00:00, 29.10it/s, v_num=61, train_loss_step=0.402, train_loss_epoch=0.402]Epoch 146: 100%|##########| 1/1 [00:00<00:00, 28.93it/s, v_num=61, train_loss_step=0.385, train_loss_epoch=0.402]Epoch 146: 100%|##########| 1/1 [00:00<00:00, 28.66it/s, v_num=61, train_loss_step=0.385, train_loss_epoch=0.385]Epoch 146: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.385, train_loss_epoch=0.385] Epoch 147: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.385, train_loss_epoch=0.385]Epoch 147: 100%|##########| 1/1 [00:00<00:00, 27.21it/s, v_num=61, train_loss_step=0.385, train_loss_epoch=0.385]Epoch 147: 100%|##########| 1/1 [00:00<00:00, 27.04it/s, v_num=61, train_loss_step=0.404, train_loss_epoch=0.385]Epoch 147: 100%|##########| 1/1 [00:00<00:00, 26.74it/s, v_num=61, train_loss_step=0.404, train_loss_epoch=0.404]Epoch 147: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.404, train_loss_epoch=0.404] Epoch 148: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.404, train_loss_epoch=0.404]Epoch 148: 100%|##########| 1/1 [00:00<00:00, 27.55it/s, v_num=61, train_loss_step=0.404, train_loss_epoch=0.404]Epoch 148: 100%|##########| 1/1 [00:00<00:00, 27.39it/s, v_num=61, train_loss_step=0.395, train_loss_epoch=0.404]Epoch 148: 100%|##########| 1/1 [00:00<00:00, 27.14it/s, v_num=61, train_loss_step=0.395, train_loss_epoch=0.395]Epoch 148: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.395, train_loss_epoch=0.395] Epoch 149: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.395, train_loss_epoch=0.395]Epoch 149: 100%|##########| 1/1 [00:00<00:00, 28.23it/s, v_num=61, train_loss_step=0.395, train_loss_epoch=0.395]Epoch 149: 100%|##########| 1/1 [00:00<00:00, 28.07it/s, v_num=61, train_loss_step=0.393, train_loss_epoch=0.395]Epoch 149: 100%|##########| 1/1 [00:00<00:00, 27.53it/s, v_num=61, train_loss_step=0.393, train_loss_epoch=0.393]Epoch 149: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.393, train_loss_epoch=0.393] Epoch 150: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.393, train_loss_epoch=0.393]Epoch 150: 100%|##########| 1/1 [00:00<00:00, 26.67it/s, v_num=61, train_loss_step=0.393, train_loss_epoch=0.393]Epoch 150: 100%|##########| 1/1 [00:00<00:00, 26.52it/s, v_num=61, train_loss_step=0.399, train_loss_epoch=0.393]Epoch 150: 100%|##########| 1/1 [00:00<00:00, 26.27it/s, v_num=61, train_loss_step=0.399, train_loss_epoch=0.399]Epoch 150: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.399, train_loss_epoch=0.399] Epoch 151: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.399, train_loss_epoch=0.399]Epoch 151: 100%|##########| 1/1 [00:00<00:00, 23.74it/s, v_num=61, train_loss_step=0.399, train_loss_epoch=0.399]Epoch 151: 100%|##########| 1/1 [00:00<00:00, 23.57it/s, v_num=61, train_loss_step=0.410, train_loss_epoch=0.399]Epoch 151: 100%|##########| 1/1 [00:00<00:00, 23.31it/s, v_num=61, train_loss_step=0.410, train_loss_epoch=0.410]Epoch 151: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.410, train_loss_epoch=0.410] Epoch 152: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.410, train_loss_epoch=0.410]Epoch 152: 100%|##########| 1/1 [00:00<00:00, 21.75it/s, v_num=61, train_loss_step=0.410, train_loss_epoch=0.410]Epoch 152: 100%|##########| 1/1 [00:00<00:00, 21.64it/s, v_num=61, train_loss_step=0.371, train_loss_epoch=0.410]Epoch 152: 100%|##########| 1/1 [00:00<00:00, 21.47it/s, v_num=61, train_loss_step=0.371, train_loss_epoch=0.371]Epoch 152: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.371, train_loss_epoch=0.371] Epoch 153: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.371, train_loss_epoch=0.371]Epoch 153: 100%|##########| 1/1 [00:00<00:00, 25.33it/s, v_num=61, train_loss_step=0.371, train_loss_epoch=0.371]Epoch 153: 100%|##########| 1/1 [00:00<00:00, 25.19it/s, v_num=61, train_loss_step=0.373, train_loss_epoch=0.371]Epoch 153: 100%|##########| 1/1 [00:00<00:00, 24.97it/s, v_num=61, train_loss_step=0.373, train_loss_epoch=0.373]Epoch 153: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.373, train_loss_epoch=0.373] Epoch 154: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.373, train_loss_epoch=0.373]Epoch 154: 100%|##########| 1/1 [00:00<00:00, 27.52it/s, v_num=61, train_loss_step=0.373, train_loss_epoch=0.373]Epoch 154: 100%|##########| 1/1 [00:00<00:00, 27.34it/s, v_num=61, train_loss_step=0.391, train_loss_epoch=0.373]Epoch 154: 100%|##########| 1/1 [00:00<00:00, 27.10it/s, v_num=61, train_loss_step=0.391, train_loss_epoch=0.391]Epoch 154: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.391, train_loss_epoch=0.391] Epoch 155: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.391, train_loss_epoch=0.391]Epoch 155: 100%|##########| 1/1 [00:00<00:00, 27.29it/s, v_num=61, train_loss_step=0.391, train_loss_epoch=0.391]Epoch 155: 100%|##########| 1/1 [00:00<00:00, 27.13it/s, v_num=61, train_loss_step=0.387, train_loss_epoch=0.391]Epoch 155: 100%|##########| 1/1 [00:00<00:00, 26.88it/s, v_num=61, train_loss_step=0.387, train_loss_epoch=0.387]Epoch 155: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.387, train_loss_epoch=0.387] Epoch 156: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.387, train_loss_epoch=0.387]Epoch 156: 100%|##########| 1/1 [00:00<00:00, 27.75it/s, v_num=61, train_loss_step=0.387, train_loss_epoch=0.387]Epoch 156: 100%|##########| 1/1 [00:00<00:00, 27.59it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.387]Epoch 156: 100%|##########| 1/1 [00:00<00:00, 27.34it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 156: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377] Epoch 157: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 157: 100%|##########| 1/1 [00:00<00:00, 29.57it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 157: 100%|##########| 1/1 [00:00<00:00, 29.40it/s, v_num=61, train_loss_step=0.362, train_loss_epoch=0.377]Epoch 157: 100%|##########| 1/1 [00:00<00:00, 29.14it/s, v_num=61, train_loss_step=0.362, train_loss_epoch=0.362]Epoch 157: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.362, train_loss_epoch=0.362] Epoch 158: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.362, train_loss_epoch=0.362]Epoch 158: 100%|##########| 1/1 [00:00<00:00, 29.24it/s, v_num=61, train_loss_step=0.362, train_loss_epoch=0.362]Epoch 158: 100%|##########| 1/1 [00:00<00:00, 29.07it/s, v_num=61, train_loss_step=0.369, train_loss_epoch=0.362]Epoch 158: 100%|##########| 1/1 [00:00<00:00, 28.81it/s, v_num=61, train_loss_step=0.369, train_loss_epoch=0.369]Epoch 158: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.369, train_loss_epoch=0.369] Epoch 159: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.369, train_loss_epoch=0.369]Epoch 159: 100%|##########| 1/1 [00:00<00:00, 28.41it/s, v_num=61, train_loss_step=0.369, train_loss_epoch=0.369]Epoch 159: 100%|##########| 1/1 [00:00<00:00, 28.24it/s, v_num=61, train_loss_step=0.360, train_loss_epoch=0.369]Epoch 159: 100%|##########| 1/1 [00:00<00:00, 27.86it/s, v_num=61, train_loss_step=0.360, train_loss_epoch=0.360]Epoch 159: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.360, train_loss_epoch=0.360] Epoch 160: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.360, train_loss_epoch=0.360]Epoch 160: 100%|##########| 1/1 [00:00<00:00, 27.81it/s, v_num=61, train_loss_step=0.360, train_loss_epoch=0.360]Epoch 160: 100%|##########| 1/1 [00:00<00:00, 27.65it/s, v_num=61, train_loss_step=0.371, train_loss_epoch=0.360]Epoch 160: 100%|##########| 1/1 [00:00<00:00, 27.40it/s, v_num=61, train_loss_step=0.371, train_loss_epoch=0.371]Epoch 160: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.371, train_loss_epoch=0.371] Epoch 161: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.371, train_loss_epoch=0.371]Epoch 161: 100%|##########| 1/1 [00:00<00:00, 27.22it/s, v_num=61, train_loss_step=0.371, train_loss_epoch=0.371]Epoch 161: 100%|##########| 1/1 [00:00<00:00, 27.06it/s, v_num=61, train_loss_step=0.372, train_loss_epoch=0.371]Epoch 161: 100%|##########| 1/1 [00:00<00:00, 26.80it/s, v_num=61, train_loss_step=0.372, train_loss_epoch=0.372]Epoch 161: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.372, train_loss_epoch=0.372] Epoch 162: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.372, train_loss_epoch=0.372]Epoch 162: 100%|##########| 1/1 [00:00<00:00, 28.05it/s, v_num=61, train_loss_step=0.372, train_loss_epoch=0.372]Epoch 162: 100%|##########| 1/1 [00:00<00:00, 27.88it/s, v_num=61, train_loss_step=0.388, train_loss_epoch=0.372]Epoch 162: 100%|##########| 1/1 [00:00<00:00, 27.61it/s, v_num=61, train_loss_step=0.388, train_loss_epoch=0.388]Epoch 162: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.388, train_loss_epoch=0.388] Epoch 163: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.388, train_loss_epoch=0.388]Epoch 163: 100%|##########| 1/1 [00:00<00:00, 27.89it/s, v_num=61, train_loss_step=0.388, train_loss_epoch=0.388]Epoch 163: 100%|##########| 1/1 [00:00<00:00, 27.72it/s, v_num=61, train_loss_step=0.367, train_loss_epoch=0.388]Epoch 163: 100%|##########| 1/1 [00:00<00:00, 27.46it/s, v_num=61, train_loss_step=0.367, train_loss_epoch=0.367]Epoch 163: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.367, train_loss_epoch=0.367] Epoch 164: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.367, train_loss_epoch=0.367]Epoch 164: 100%|##########| 1/1 [00:00<00:00, 28.40it/s, v_num=61, train_loss_step=0.367, train_loss_epoch=0.367]Epoch 164: 100%|##########| 1/1 [00:00<00:00, 28.23it/s, v_num=61, train_loss_step=0.342, train_loss_epoch=0.367]Epoch 164: 100%|##########| 1/1 [00:00<00:00, 27.96it/s, v_num=61, train_loss_step=0.342, train_loss_epoch=0.342]Epoch 164: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.342, train_loss_epoch=0.342] Epoch 165: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.342, train_loss_epoch=0.342]Epoch 165: 100%|##########| 1/1 [00:00<00:00, 26.28it/s, v_num=61, train_loss_step=0.342, train_loss_epoch=0.342]Epoch 165: 100%|##########| 1/1 [00:00<00:00, 26.09it/s, v_num=61, train_loss_step=0.375, train_loss_epoch=0.342]Epoch 165: 100%|##########| 1/1 [00:00<00:00, 25.83it/s, v_num=61, train_loss_step=0.375, train_loss_epoch=0.375]Epoch 165: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.375, train_loss_epoch=0.375] Epoch 166: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.375, train_loss_epoch=0.375]Epoch 166: 100%|##########| 1/1 [00:00<00:00, 25.38it/s, v_num=61, train_loss_step=0.375, train_loss_epoch=0.375]Epoch 166: 100%|##########| 1/1 [00:00<00:00, 25.24it/s, v_num=61, train_loss_step=0.335, train_loss_epoch=0.375]Epoch 166: 100%|##########| 1/1 [00:00<00:00, 25.01it/s, v_num=61, train_loss_step=0.335, train_loss_epoch=0.335]Epoch 166: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.335, train_loss_epoch=0.335] Epoch 167: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.335, train_loss_epoch=0.335]Epoch 167: 100%|##########| 1/1 [00:00<00:00, 26.43it/s, v_num=61, train_loss_step=0.335, train_loss_epoch=0.335]Epoch 167: 100%|##########| 1/1 [00:00<00:00, 26.27it/s, v_num=61, train_loss_step=0.370, train_loss_epoch=0.335]Epoch 167: 100%|##########| 1/1 [00:00<00:00, 26.01it/s, v_num=61, train_loss_step=0.370, train_loss_epoch=0.370]Epoch 167: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.370, train_loss_epoch=0.370] Epoch 168: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.370, train_loss_epoch=0.370]Epoch 168: 100%|##########| 1/1 [00:00<00:00, 24.16it/s, v_num=61, train_loss_step=0.370, train_loss_epoch=0.370]Epoch 168: 100%|##########| 1/1 [00:00<00:00, 23.93it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.370]Epoch 168: 100%|##########| 1/1 [00:00<00:00, 23.60it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 168: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377] Epoch 169: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 169: 100%|##########| 1/1 [00:00<00:00, 23.07it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 169: 100%|##########| 1/1 [00:00<00:00, 22.95it/s, v_num=61, train_loss_step=0.359, train_loss_epoch=0.377]Epoch 169: 100%|##########| 1/1 [00:00<00:00, 22.76it/s, v_num=61, train_loss_step=0.359, train_loss_epoch=0.359]Epoch 169: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.359, train_loss_epoch=0.359] Epoch 170: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.359, train_loss_epoch=0.359]Epoch 170: 100%|##########| 1/1 [00:00<00:00, 25.60it/s, v_num=61, train_loss_step=0.359, train_loss_epoch=0.359]Epoch 170: 100%|##########| 1/1 [00:00<00:00, 25.46it/s, v_num=61, train_loss_step=0.353, train_loss_epoch=0.359]Epoch 170: 100%|##########| 1/1 [00:00<00:00, 25.16it/s, v_num=61, train_loss_step=0.353, train_loss_epoch=0.353]Epoch 170: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.353, train_loss_epoch=0.353] Epoch 171: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.353, train_loss_epoch=0.353]Epoch 171: 100%|##########| 1/1 [00:00<00:00, 21.63it/s, v_num=61, train_loss_step=0.353, train_loss_epoch=0.353]Epoch 171: 100%|##########| 1/1 [00:00<00:00, 21.50it/s, v_num=61, train_loss_step=0.365, train_loss_epoch=0.353]Epoch 171: 100%|##########| 1/1 [00:00<00:00, 21.34it/s, v_num=61, train_loss_step=0.365, train_loss_epoch=0.365]Epoch 171: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.365, train_loss_epoch=0.365] Epoch 172: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.365, train_loss_epoch=0.365]Epoch 172: 100%|##########| 1/1 [00:00<00:00, 27.70it/s, v_num=61, train_loss_step=0.365, train_loss_epoch=0.365]Epoch 172: 100%|##########| 1/1 [00:00<00:00, 27.54it/s, v_num=61, train_loss_step=0.382, train_loss_epoch=0.365]Epoch 172: 100%|##########| 1/1 [00:00<00:00, 27.28it/s, v_num=61, train_loss_step=0.382, train_loss_epoch=0.382]Epoch 172: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.382, train_loss_epoch=0.382] Epoch 173: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.382, train_loss_epoch=0.382]Epoch 173: 100%|##########| 1/1 [00:00<00:00, 28.39it/s, v_num=61, train_loss_step=0.382, train_loss_epoch=0.382]Epoch 173: 100%|##########| 1/1 [00:00<00:00, 28.23it/s, v_num=61, train_loss_step=0.336, train_loss_epoch=0.382]Epoch 173: 100%|##########| 1/1 [00:00<00:00, 27.97it/s, v_num=61, train_loss_step=0.336, train_loss_epoch=0.336]Epoch 173: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.336, train_loss_epoch=0.336] Epoch 174: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.336, train_loss_epoch=0.336]Epoch 174: 100%|##########| 1/1 [00:00<00:00, 28.82it/s, v_num=61, train_loss_step=0.336, train_loss_epoch=0.336]Epoch 174: 100%|##########| 1/1 [00:00<00:00, 28.65it/s, v_num=61, train_loss_step=0.363, train_loss_epoch=0.336]Epoch 174: 100%|##########| 1/1 [00:00<00:00, 28.38it/s, v_num=61, train_loss_step=0.363, train_loss_epoch=0.363]Epoch 174: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.363, train_loss_epoch=0.363] Epoch 175: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.363, train_loss_epoch=0.363]Epoch 175: 100%|##########| 1/1 [00:00<00:00, 23.93it/s, v_num=61, train_loss_step=0.363, train_loss_epoch=0.363]Epoch 175: 100%|##########| 1/1 [00:00<00:00, 23.80it/s, v_num=61, train_loss_step=0.334, train_loss_epoch=0.363]Epoch 175: 100%|##########| 1/1 [00:00<00:00, 23.27it/s, v_num=61, train_loss_step=0.334, train_loss_epoch=0.334]Epoch 175: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.334, train_loss_epoch=0.334] Epoch 176: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.334, train_loss_epoch=0.334]Epoch 176: 100%|##########| 1/1 [00:00<00:00, 26.30it/s, v_num=61, train_loss_step=0.334, train_loss_epoch=0.334]Epoch 176: 100%|##########| 1/1 [00:00<00:00, 26.16it/s, v_num=61, train_loss_step=0.358, train_loss_epoch=0.334]Epoch 176: 100%|##########| 1/1 [00:00<00:00, 25.94it/s, v_num=61, train_loss_step=0.358, train_loss_epoch=0.358]Epoch 176: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.358, train_loss_epoch=0.358] Epoch 177: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.358, train_loss_epoch=0.358]Epoch 177: 100%|##########| 1/1 [00:00<00:00, 28.62it/s, v_num=61, train_loss_step=0.358, train_loss_epoch=0.358]Epoch 177: 100%|##########| 1/1 [00:00<00:00, 28.44it/s, v_num=61, train_loss_step=0.345, train_loss_epoch=0.358]Epoch 177: 100%|##########| 1/1 [00:00<00:00, 28.17it/s, v_num=61, train_loss_step=0.345, train_loss_epoch=0.345]Epoch 177: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.345, train_loss_epoch=0.345] Epoch 178: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.345, train_loss_epoch=0.345]Epoch 178: 100%|##########| 1/1 [00:00<00:00, 28.45it/s, v_num=61, train_loss_step=0.345, train_loss_epoch=0.345]Epoch 178: 100%|##########| 1/1 [00:00<00:00, 28.07it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.345]Epoch 178: 100%|##########| 1/1 [00:00<00:00, 27.63it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346]Epoch 178: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346] Epoch 179: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346]Epoch 179: 100%|##########| 1/1 [00:00<00:00, 27.78it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346]Epoch 179: 100%|##########| 1/1 [00:00<00:00, 27.60it/s, v_num=61, train_loss_step=0.356, train_loss_epoch=0.346]Epoch 179: 100%|##########| 1/1 [00:00<00:00, 27.12it/s, v_num=61, train_loss_step=0.356, train_loss_epoch=0.356]Epoch 179: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.356, train_loss_epoch=0.356] Epoch 180: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.356, train_loss_epoch=0.356]Epoch 180: 100%|##########| 1/1 [00:00<00:00, 25.65it/s, v_num=61, train_loss_step=0.356, train_loss_epoch=0.356]Epoch 180: 100%|##########| 1/1 [00:00<00:00, 25.49it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.356]Epoch 180: 100%|##########| 1/1 [00:00<00:00, 25.16it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 180: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377] Epoch 181: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 181: 100%|##########| 1/1 [00:00<00:00, 26.20it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 181: 100%|##########| 1/1 [00:00<00:00, 26.06it/s, v_num=61, train_loss_step=0.345, train_loss_epoch=0.377]Epoch 181: 100%|##########| 1/1 [00:00<00:00, 25.82it/s, v_num=61, train_loss_step=0.345, train_loss_epoch=0.345]Epoch 181: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.345, train_loss_epoch=0.345] Epoch 182: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.345, train_loss_epoch=0.345]Epoch 182: 100%|##########| 1/1 [00:00<00:00, 25.23it/s, v_num=61, train_loss_step=0.345, train_loss_epoch=0.345]Epoch 182: 100%|##########| 1/1 [00:00<00:00, 25.09it/s, v_num=61, train_loss_step=0.361, train_loss_epoch=0.345]Epoch 182: 100%|##########| 1/1 [00:00<00:00, 24.86it/s, v_num=61, train_loss_step=0.361, train_loss_epoch=0.361]Epoch 182: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.361, train_loss_epoch=0.361] Epoch 183: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.361, train_loss_epoch=0.361]Epoch 183: 100%|##########| 1/1 [00:00<00:00, 27.02it/s, v_num=61, train_loss_step=0.361, train_loss_epoch=0.361]Epoch 183: 100%|##########| 1/1 [00:00<00:00, 26.87it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.361]Epoch 183: 100%|##########| 1/1 [00:00<00:00, 26.62it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346]Epoch 183: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346] Epoch 184: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346]Epoch 184: 100%|##########| 1/1 [00:00<00:00, 27.27it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346]Epoch 184: 100%|##########| 1/1 [00:00<00:00, 27.11it/s, v_num=61, train_loss_step=0.329, train_loss_epoch=0.346]Epoch 184: 100%|##########| 1/1 [00:00<00:00, 26.86it/s, v_num=61, train_loss_step=0.329, train_loss_epoch=0.329]Epoch 184: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.329, train_loss_epoch=0.329] Epoch 185: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.329, train_loss_epoch=0.329]Epoch 185: 100%|##########| 1/1 [00:00<00:00, 27.55it/s, v_num=61, train_loss_step=0.329, train_loss_epoch=0.329]Epoch 185: 100%|##########| 1/1 [00:00<00:00, 27.38it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.329]Epoch 185: 100%|##########| 1/1 [00:00<00:00, 27.11it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 185: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377] Epoch 186: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 186: 100%|##########| 1/1 [00:00<00:00, 25.98it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 186: 100%|##########| 1/1 [00:00<00:00, 25.80it/s, v_num=61, train_loss_step=0.336, train_loss_epoch=0.377]Epoch 186: 100%|##########| 1/1 [00:00<00:00, 25.51it/s, v_num=61, train_loss_step=0.336, train_loss_epoch=0.336]Epoch 186: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.336, train_loss_epoch=0.336] Epoch 187: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.336, train_loss_epoch=0.336]Epoch 187: 100%|##########| 1/1 [00:00<00:00, 20.96it/s, v_num=61, train_loss_step=0.336, train_loss_epoch=0.336]Epoch 187: 100%|##########| 1/1 [00:00<00:00, 20.86it/s, v_num=61, train_loss_step=0.364, train_loss_epoch=0.336]Epoch 187: 100%|##########| 1/1 [00:00<00:00, 20.69it/s, v_num=61, train_loss_step=0.364, train_loss_epoch=0.364]Epoch 187: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.364, train_loss_epoch=0.364] Epoch 188: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.364, train_loss_epoch=0.364]Epoch 188: 100%|##########| 1/1 [00:00<00:00, 24.38it/s, v_num=61, train_loss_step=0.364, train_loss_epoch=0.364]Epoch 188: 100%|##########| 1/1 [00:00<00:00, 24.24it/s, v_num=61, train_loss_step=0.324, train_loss_epoch=0.364]Epoch 188: 100%|##########| 1/1 [00:00<00:00, 24.03it/s, v_num=61, train_loss_step=0.324, train_loss_epoch=0.324]Epoch 188: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.324, train_loss_epoch=0.324] Epoch 189: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.324, train_loss_epoch=0.324]Epoch 189: 100%|##########| 1/1 [00:00<00:00, 21.73it/s, v_num=61, train_loss_step=0.324, train_loss_epoch=0.324]Epoch 189: 100%|##########| 1/1 [00:00<00:00, 21.63it/s, v_num=61, train_loss_step=0.341, train_loss_epoch=0.324]Epoch 189: 100%|##########| 1/1 [00:00<00:00, 21.46it/s, v_num=61, train_loss_step=0.341, train_loss_epoch=0.341]Epoch 189: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.341, train_loss_epoch=0.341] Epoch 190: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.341, train_loss_epoch=0.341]Epoch 190: 100%|##########| 1/1 [00:00<00:00, 25.70it/s, v_num=61, train_loss_step=0.341, train_loss_epoch=0.341]Epoch 190: 100%|##########| 1/1 [00:00<00:00, 25.53it/s, v_num=61, train_loss_step=0.366, train_loss_epoch=0.341]Epoch 190: 100%|##########| 1/1 [00:00<00:00, 25.30it/s, v_num=61, train_loss_step=0.366, train_loss_epoch=0.366]Epoch 190: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.366, train_loss_epoch=0.366] Epoch 191: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.366, train_loss_epoch=0.366]Epoch 191: 100%|##########| 1/1 [00:00<00:00, 25.31it/s, v_num=61, train_loss_step=0.366, train_loss_epoch=0.366]Epoch 191: 100%|##########| 1/1 [00:00<00:00, 25.17it/s, v_num=61, train_loss_step=0.330, train_loss_epoch=0.366]Epoch 191: 100%|##########| 1/1 [00:00<00:00, 24.95it/s, v_num=61, train_loss_step=0.330, train_loss_epoch=0.330]Epoch 191: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.330, train_loss_epoch=0.330] Epoch 192: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.330, train_loss_epoch=0.330]Epoch 192: 100%|##########| 1/1 [00:00<00:00, 25.56it/s, v_num=61, train_loss_step=0.330, train_loss_epoch=0.330]Epoch 192: 100%|##########| 1/1 [00:00<00:00, 25.42it/s, v_num=61, train_loss_step=0.374, train_loss_epoch=0.330]Epoch 192: 100%|##########| 1/1 [00:00<00:00, 25.19it/s, v_num=61, train_loss_step=0.374, train_loss_epoch=0.374]Epoch 192: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.374, train_loss_epoch=0.374] Epoch 193: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.374, train_loss_epoch=0.374]Epoch 193: 100%|##########| 1/1 [00:00<00:00, 27.51it/s, v_num=61, train_loss_step=0.374, train_loss_epoch=0.374]Epoch 193: 100%|##########| 1/1 [00:00<00:00, 27.35it/s, v_num=61, train_loss_step=0.329, train_loss_epoch=0.374]Epoch 193: 100%|##########| 1/1 [00:00<00:00, 27.10it/s, v_num=61, train_loss_step=0.329, train_loss_epoch=0.329]Epoch 193: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.329, train_loss_epoch=0.329] Epoch 194: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.329, train_loss_epoch=0.329]Epoch 194: 100%|##########| 1/1 [00:00<00:00, 26.87it/s, v_num=61, train_loss_step=0.329, train_loss_epoch=0.329]Epoch 194: 100%|##########| 1/1 [00:00<00:00, 26.73it/s, v_num=61, train_loss_step=0.323, train_loss_epoch=0.329]Epoch 194: 100%|##########| 1/1 [00:00<00:00, 26.50it/s, v_num=61, train_loss_step=0.323, train_loss_epoch=0.323]Epoch 194: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.323, train_loss_epoch=0.323] Epoch 195: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.323, train_loss_epoch=0.323]Epoch 195: 100%|##########| 1/1 [00:00<00:00, 29.46it/s, v_num=61, train_loss_step=0.323, train_loss_epoch=0.323]Epoch 195: 100%|##########| 1/1 [00:00<00:00, 29.28it/s, v_num=61, train_loss_step=0.312, train_loss_epoch=0.323]Epoch 195: 100%|##########| 1/1 [00:00<00:00, 28.99it/s, v_num=61, train_loss_step=0.312, train_loss_epoch=0.312]Epoch 195: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.312, train_loss_epoch=0.312] Epoch 196: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.312, train_loss_epoch=0.312]Epoch 196: 100%|##########| 1/1 [00:00<00:00, 28.59it/s, v_num=61, train_loss_step=0.312, train_loss_epoch=0.312]Epoch 196: 100%|##########| 1/1 [00:00<00:00, 28.43it/s, v_num=61, train_loss_step=0.347, train_loss_epoch=0.312]Epoch 196: 100%|##########| 1/1 [00:00<00:00, 28.17it/s, v_num=61, train_loss_step=0.347, train_loss_epoch=0.347]Epoch 196: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.347, train_loss_epoch=0.347] Epoch 197: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.347, train_loss_epoch=0.347]Epoch 197: 100%|##########| 1/1 [00:00<00:00, 29.33it/s, v_num=61, train_loss_step=0.347, train_loss_epoch=0.347]Epoch 197: 100%|##########| 1/1 [00:00<00:00, 29.16it/s, v_num=61, train_loss_step=0.333, train_loss_epoch=0.347]Epoch 197: 100%|##########| 1/1 [00:00<00:00, 28.89it/s, v_num=61, train_loss_step=0.333, train_loss_epoch=0.333]Epoch 197: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.333, train_loss_epoch=0.333] Epoch 198: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.333, train_loss_epoch=0.333]Epoch 198: 100%|##########| 1/1 [00:00<00:00, 28.70it/s, v_num=61, train_loss_step=0.333, train_loss_epoch=0.333]Epoch 198: 100%|##########| 1/1 [00:00<00:00, 28.52it/s, v_num=61, train_loss_step=0.327, train_loss_epoch=0.333]Epoch 198: 100%|##########| 1/1 [00:00<00:00, 28.13it/s, v_num=61, train_loss_step=0.327, train_loss_epoch=0.327]Epoch 198: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.327, train_loss_epoch=0.327] Epoch 199: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.327, train_loss_epoch=0.327]Epoch 199: 100%|##########| 1/1 [00:00<00:00, 25.39it/s, v_num=61, train_loss_step=0.327, train_loss_epoch=0.327]Epoch 199: 100%|##########| 1/1 [00:00<00:00, 25.24it/s, v_num=61, train_loss_step=0.326, train_loss_epoch=0.327]
## Validation: | | 0/? [00:00<?, ?it/s][A
## Validation: 0%| | 0/1 [00:00<?, ?it/s][A
## Validation DataLoader 0: 0%| | 0/1 [00:00<?, ?it/s][A
## Validation DataLoader 0: 100%|##########| 1/1 [00:00<00:00, 2841.67it/s][A
## [AEpoch 199: 100%|##########| 1/1 [00:00<00:00, 23.00it/s, v_num=61, train_loss_step=0.326, train_loss_epoch=0.327]Epoch 199: 100%|##########| 1/1 [00:00<00:00, 22.70it/s, v_num=61, train_loss_step=0.326, train_loss_epoch=0.326]Epoch 199: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.326, train_loss_epoch=0.326] Epoch 200: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.326, train_loss_epoch=0.326]Epoch 200: 100%|##########| 1/1 [00:00<00:00, 18.54it/s, v_num=61, train_loss_step=0.326, train_loss_epoch=0.326]Epoch 200: 100%|##########| 1/1 [00:00<00:00, 18.46it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.326]Epoch 200: 100%|##########| 1/1 [00:00<00:00, 18.33it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346]Epoch 200: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346] Epoch 201: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346]Epoch 201: 100%|##########| 1/1 [00:00<00:00, 26.12it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346]Epoch 201: 100%|##########| 1/1 [00:00<00:00, 25.97it/s, v_num=61, train_loss_step=0.303, train_loss_epoch=0.346]Epoch 201: 100%|##########| 1/1 [00:00<00:00, 25.74it/s, v_num=61, train_loss_step=0.303, train_loss_epoch=0.303]Epoch 201: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.303, train_loss_epoch=0.303] Epoch 202: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.303, train_loss_epoch=0.303]Epoch 202: 100%|##########| 1/1 [00:00<00:00, 27.30it/s, v_num=61, train_loss_step=0.303, train_loss_epoch=0.303]Epoch 202: 100%|##########| 1/1 [00:00<00:00, 27.15it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.303]Epoch 202: 100%|##########| 1/1 [00:00<00:00, 26.91it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331]Epoch 202: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331] Epoch 203: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331]Epoch 203: 100%|##########| 1/1 [00:00<00:00, 28.01it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331]Epoch 203: 100%|##########| 1/1 [00:00<00:00, 27.85it/s, v_num=61, train_loss_step=0.315, train_loss_epoch=0.331]Epoch 203: 100%|##########| 1/1 [00:00<00:00, 27.58it/s, v_num=61, train_loss_step=0.315, train_loss_epoch=0.315]Epoch 203: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.315, train_loss_epoch=0.315] Epoch 204: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.315, train_loss_epoch=0.315]Epoch 204: 100%|##########| 1/1 [00:00<00:00, 27.08it/s, v_num=61, train_loss_step=0.315, train_loss_epoch=0.315]Epoch 204: 100%|##########| 1/1 [00:00<00:00, 26.90it/s, v_num=61, train_loss_step=0.333, train_loss_epoch=0.315]Epoch 204: 100%|##########| 1/1 [00:00<00:00, 26.65it/s, v_num=61, train_loss_step=0.333, train_loss_epoch=0.333]Epoch 204: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.333, train_loss_epoch=0.333] Epoch 205: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.333, train_loss_epoch=0.333]Epoch 205: 100%|##########| 1/1 [00:00<00:00, 29.13it/s, v_num=61, train_loss_step=0.333, train_loss_epoch=0.333]Epoch 205: 100%|##########| 1/1 [00:00<00:00, 28.96it/s, v_num=61, train_loss_step=0.317, train_loss_epoch=0.333]Epoch 205: 100%|##########| 1/1 [00:00<00:00, 28.69it/s, v_num=61, train_loss_step=0.317, train_loss_epoch=0.317]Epoch 205: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.317, train_loss_epoch=0.317] Epoch 206: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.317, train_loss_epoch=0.317]Epoch 206: 100%|##########| 1/1 [00:00<00:00, 28.69it/s, v_num=61, train_loss_step=0.317, train_loss_epoch=0.317]Epoch 206: 100%|##########| 1/1 [00:00<00:00, 28.52it/s, v_num=61, train_loss_step=0.322, train_loss_epoch=0.317]Epoch 206: 100%|##########| 1/1 [00:00<00:00, 28.26it/s, v_num=61, train_loss_step=0.322, train_loss_epoch=0.322]Epoch 206: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.322, train_loss_epoch=0.322] Epoch 207: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.322, train_loss_epoch=0.322]Epoch 207: 100%|##########| 1/1 [00:00<00:00, 27.79it/s, v_num=61, train_loss_step=0.322, train_loss_epoch=0.322]Epoch 207: 100%|##########| 1/1 [00:00<00:00, 27.63it/s, v_num=61, train_loss_step=0.310, train_loss_epoch=0.322]Epoch 207: 100%|##########| 1/1 [00:00<00:00, 27.35it/s, v_num=61, train_loss_step=0.310, train_loss_epoch=0.310]Epoch 207: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.310, train_loss_epoch=0.310] Epoch 208: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.310, train_loss_epoch=0.310]Epoch 208: 100%|##########| 1/1 [00:00<00:00, 28.68it/s, v_num=61, train_loss_step=0.310, train_loss_epoch=0.310]Epoch 208: 100%|##########| 1/1 [00:00<00:00, 28.50it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.310]Epoch 208: 100%|##########| 1/1 [00:00<00:00, 28.12it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 208: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377] Epoch 209: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 209: 100%|##########| 1/1 [00:00<00:00, 25.50it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 209: 100%|##########| 1/1 [00:00<00:00, 25.35it/s, v_num=61, train_loss_step=0.325, train_loss_epoch=0.377]Epoch 209: 100%|##########| 1/1 [00:00<00:00, 25.14it/s, v_num=61, train_loss_step=0.325, train_loss_epoch=0.325]Epoch 209: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.325, train_loss_epoch=0.325] Epoch 210: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.325, train_loss_epoch=0.325]Epoch 210: 100%|##########| 1/1 [00:00<00:00, 23.99it/s, v_num=61, train_loss_step=0.325, train_loss_epoch=0.325]Epoch 210: 100%|##########| 1/1 [00:00<00:00, 23.76it/s, v_num=61, train_loss_step=0.307, train_loss_epoch=0.325]Epoch 210: 100%|##########| 1/1 [00:00<00:00, 23.47it/s, v_num=61, train_loss_step=0.307, train_loss_epoch=0.307]Epoch 210: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.307, train_loss_epoch=0.307] Epoch 211: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.307, train_loss_epoch=0.307]Epoch 211: 100%|##########| 1/1 [00:00<00:00, 10.62it/s, v_num=61, train_loss_step=0.307, train_loss_epoch=0.307]Epoch 211: 100%|##########| 1/1 [00:00<00:00, 10.59it/s, v_num=61, train_loss_step=0.363, train_loss_epoch=0.307]Epoch 211: 100%|##########| 1/1 [00:00<00:00, 10.51it/s, v_num=61, train_loss_step=0.363, train_loss_epoch=0.363]Epoch 211: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.363, train_loss_epoch=0.363] Epoch 212: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.363, train_loss_epoch=0.363]Epoch 212: 100%|##########| 1/1 [00:00<00:00, 21.16it/s, v_num=61, train_loss_step=0.363, train_loss_epoch=0.363]Epoch 212: 100%|##########| 1/1 [00:00<00:00, 20.99it/s, v_num=61, train_loss_step=0.321, train_loss_epoch=0.363]Epoch 212: 100%|##########| 1/1 [00:00<00:00, 20.72it/s, v_num=61, train_loss_step=0.321, train_loss_epoch=0.321]Epoch 212: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.321, train_loss_epoch=0.321] Epoch 213: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.321, train_loss_epoch=0.321]Epoch 213: 100%|##########| 1/1 [00:00<00:00, 23.28it/s, v_num=61, train_loss_step=0.321, train_loss_epoch=0.321]Epoch 213: 100%|##########| 1/1 [00:00<00:00, 23.16it/s, v_num=61, train_loss_step=0.325, train_loss_epoch=0.321]Epoch 213: 100%|##########| 1/1 [00:00<00:00, 22.95it/s, v_num=61, train_loss_step=0.325, train_loss_epoch=0.325]Epoch 213: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.325, train_loss_epoch=0.325] Epoch 214: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.325, train_loss_epoch=0.325]Epoch 214: 100%|##########| 1/1 [00:00<00:00, 25.54it/s, v_num=61, train_loss_step=0.325, train_loss_epoch=0.325]Epoch 214: 100%|##########| 1/1 [00:00<00:00, 25.26it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.325]Epoch 214: 100%|##########| 1/1 [00:00<00:00, 24.95it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 214: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377] Epoch 215: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 215: 100%|##########| 1/1 [00:00<00:00, 25.40it/s, v_num=61, train_loss_step=0.377, train_loss_epoch=0.377]Epoch 215: 100%|##########| 1/1 [00:00<00:00, 25.26it/s, v_num=61, train_loss_step=0.311, train_loss_epoch=0.377]Epoch 215: 100%|##########| 1/1 [00:00<00:00, 25.04it/s, v_num=61, train_loss_step=0.311, train_loss_epoch=0.311]Epoch 215: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.311, train_loss_epoch=0.311] Epoch 216: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.311, train_loss_epoch=0.311]Epoch 216: 100%|##########| 1/1 [00:00<00:00, 26.80it/s, v_num=61, train_loss_step=0.311, train_loss_epoch=0.311]Epoch 216: 100%|##########| 1/1 [00:00<00:00, 26.63it/s, v_num=61, train_loss_step=0.333, train_loss_epoch=0.311]Epoch 216: 100%|##########| 1/1 [00:00<00:00, 26.38it/s, v_num=61, train_loss_step=0.333, train_loss_epoch=0.333]Epoch 216: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.333, train_loss_epoch=0.333] Epoch 217: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.333, train_loss_epoch=0.333]Epoch 217: 100%|##########| 1/1 [00:00<00:00, 26.19it/s, v_num=61, train_loss_step=0.333, train_loss_epoch=0.333]Epoch 217: 100%|##########| 1/1 [00:00<00:00, 26.05it/s, v_num=61, train_loss_step=0.317, train_loss_epoch=0.333]Epoch 217: 100%|##########| 1/1 [00:00<00:00, 25.79it/s, v_num=61, train_loss_step=0.317, train_loss_epoch=0.317]Epoch 217: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.317, train_loss_epoch=0.317] Epoch 218: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.317, train_loss_epoch=0.317]Epoch 218: 100%|##########| 1/1 [00:00<00:00, 26.75it/s, v_num=61, train_loss_step=0.317, train_loss_epoch=0.317]Epoch 218: 100%|##########| 1/1 [00:00<00:00, 26.60it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.317]Epoch 218: 100%|##########| 1/1 [00:00<00:00, 26.30it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331]Epoch 218: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331] Epoch 219: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331]Epoch 219: 100%|##########| 1/1 [00:00<00:00, 27.67it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331]Epoch 219: 100%|##########| 1/1 [00:00<00:00, 27.51it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.331]Epoch 219: 100%|##########| 1/1 [00:00<00:00, 27.26it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346]Epoch 219: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346] Epoch 220: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346]Epoch 220: 100%|##########| 1/1 [00:00<00:00, 26.96it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346]Epoch 220: 100%|##########| 1/1 [00:00<00:00, 26.76it/s, v_num=61, train_loss_step=0.332, train_loss_epoch=0.346]Epoch 220: 100%|##########| 1/1 [00:00<00:00, 26.51it/s, v_num=61, train_loss_step=0.332, train_loss_epoch=0.332]Epoch 220: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.332, train_loss_epoch=0.332] Epoch 221: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.332, train_loss_epoch=0.332]Epoch 221: 100%|##########| 1/1 [00:00<00:00, 28.99it/s, v_num=61, train_loss_step=0.332, train_loss_epoch=0.332]Epoch 221: 100%|##########| 1/1 [00:00<00:00, 28.82it/s, v_num=61, train_loss_step=0.318, train_loss_epoch=0.332]Epoch 221: 100%|##########| 1/1 [00:00<00:00, 28.55it/s, v_num=61, train_loss_step=0.318, train_loss_epoch=0.318]Epoch 221: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.318, train_loss_epoch=0.318] Epoch 222: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.318, train_loss_epoch=0.318]Epoch 222: 100%|##########| 1/1 [00:00<00:00, 29.03it/s, v_num=61, train_loss_step=0.318, train_loss_epoch=0.318]Epoch 222: 100%|##########| 1/1 [00:00<00:00, 28.85it/s, v_num=61, train_loss_step=0.308, train_loss_epoch=0.318]Epoch 222: 100%|##########| 1/1 [00:00<00:00, 28.58it/s, v_num=61, train_loss_step=0.308, train_loss_epoch=0.308]Epoch 222: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.308, train_loss_epoch=0.308] Epoch 223: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.308, train_loss_epoch=0.308]Epoch 223: 100%|##########| 1/1 [00:00<00:00, 29.48it/s, v_num=61, train_loss_step=0.308, train_loss_epoch=0.308]Epoch 223: 100%|##########| 1/1 [00:00<00:00, 29.30it/s, v_num=61, train_loss_step=0.323, train_loss_epoch=0.308]Epoch 223: 100%|##########| 1/1 [00:00<00:00, 29.03it/s, v_num=61, train_loss_step=0.323, train_loss_epoch=0.323]Epoch 223: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.323, train_loss_epoch=0.323] Epoch 224: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.323, train_loss_epoch=0.323]Epoch 224: 100%|##########| 1/1 [00:00<00:00, 28.47it/s, v_num=61, train_loss_step=0.323, train_loss_epoch=0.323]Epoch 224: 100%|##########| 1/1 [00:00<00:00, 28.31it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.323]Epoch 224: 100%|##########| 1/1 [00:00<00:00, 28.04it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296]Epoch 224: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296] Epoch 225: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296]Epoch 225: 100%|##########| 1/1 [00:00<00:00, 28.71it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296]Epoch 225: 100%|##########| 1/1 [00:00<00:00, 28.55it/s, v_num=61, train_loss_step=0.305, train_loss_epoch=0.296]Epoch 225: 100%|##########| 1/1 [00:00<00:00, 28.27it/s, v_num=61, train_loss_step=0.305, train_loss_epoch=0.305]Epoch 225: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.305, train_loss_epoch=0.305] Epoch 226: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.305, train_loss_epoch=0.305]Epoch 226: 100%|##########| 1/1 [00:00<00:00, 27.58it/s, v_num=61, train_loss_step=0.305, train_loss_epoch=0.305]Epoch 226: 100%|##########| 1/1 [00:00<00:00, 27.42it/s, v_num=61, train_loss_step=0.300, train_loss_epoch=0.305]Epoch 226: 100%|##########| 1/1 [00:00<00:00, 27.18it/s, v_num=61, train_loss_step=0.300, train_loss_epoch=0.300]Epoch 226: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.300, train_loss_epoch=0.300] Epoch 227: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.300, train_loss_epoch=0.300]Epoch 227: 100%|##########| 1/1 [00:00<00:00, 27.91it/s, v_num=61, train_loss_step=0.300, train_loss_epoch=0.300]Epoch 227: 100%|##########| 1/1 [00:00<00:00, 27.73it/s, v_num=61, train_loss_step=0.306, train_loss_epoch=0.300]Epoch 227: 100%|##########| 1/1 [00:00<00:00, 27.47it/s, v_num=61, train_loss_step=0.306, train_loss_epoch=0.306]Epoch 227: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.306, train_loss_epoch=0.306] Epoch 228: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.306, train_loss_epoch=0.306]Epoch 228: 100%|##########| 1/1 [00:00<00:00, 27.66it/s, v_num=61, train_loss_step=0.306, train_loss_epoch=0.306]Epoch 228: 100%|##########| 1/1 [00:00<00:00, 27.49it/s, v_num=61, train_loss_step=0.308, train_loss_epoch=0.306]Epoch 228: 100%|##########| 1/1 [00:00<00:00, 27.22it/s, v_num=61, train_loss_step=0.308, train_loss_epoch=0.308]Epoch 228: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.308, train_loss_epoch=0.308] Epoch 229: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.308, train_loss_epoch=0.308]Epoch 229: 100%|##########| 1/1 [00:00<00:00, 27.56it/s, v_num=61, train_loss_step=0.308, train_loss_epoch=0.308]Epoch 229: 100%|##########| 1/1 [00:00<00:00, 27.40it/s, v_num=61, train_loss_step=0.294, train_loss_epoch=0.308]Epoch 229: 100%|##########| 1/1 [00:00<00:00, 27.15it/s, v_num=61, train_loss_step=0.294, train_loss_epoch=0.294]Epoch 229: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.294, train_loss_epoch=0.294] Epoch 230: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.294, train_loss_epoch=0.294]Epoch 230: 100%|##########| 1/1 [00:00<00:00, 27.82it/s, v_num=61, train_loss_step=0.294, train_loss_epoch=0.294]Epoch 230: 100%|##########| 1/1 [00:00<00:00, 27.65it/s, v_num=61, train_loss_step=0.339, train_loss_epoch=0.294]Epoch 230: 100%|##########| 1/1 [00:00<00:00, 27.39it/s, v_num=61, train_loss_step=0.339, train_loss_epoch=0.339]Epoch 230: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.339, train_loss_epoch=0.339] Epoch 231: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.339, train_loss_epoch=0.339]Epoch 231: 100%|##########| 1/1 [00:00<00:00, 26.86it/s, v_num=61, train_loss_step=0.339, train_loss_epoch=0.339]Epoch 231: 100%|##########| 1/1 [00:00<00:00, 26.70it/s, v_num=61, train_loss_step=0.330, train_loss_epoch=0.339]Epoch 231: 100%|##########| 1/1 [00:00<00:00, 26.36it/s, v_num=61, train_loss_step=0.330, train_loss_epoch=0.330]Epoch 231: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.330, train_loss_epoch=0.330] Epoch 232: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.330, train_loss_epoch=0.330]Epoch 232: 100%|##########| 1/1 [00:00<00:00, 26.73it/s, v_num=61, train_loss_step=0.330, train_loss_epoch=0.330]Epoch 232: 100%|##########| 1/1 [00:00<00:00, 26.57it/s, v_num=61, train_loss_step=0.320, train_loss_epoch=0.330]Epoch 232: 100%|##########| 1/1 [00:00<00:00, 26.31it/s, v_num=61, train_loss_step=0.320, train_loss_epoch=0.320]Epoch 232: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.320, train_loss_epoch=0.320] Epoch 233: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.320, train_loss_epoch=0.320]Epoch 233: 100%|##########| 1/1 [00:00<00:00, 26.41it/s, v_num=61, train_loss_step=0.320, train_loss_epoch=0.320]Epoch 233: 100%|##########| 1/1 [00:00<00:00, 26.25it/s, v_num=61, train_loss_step=0.294, train_loss_epoch=0.320]Epoch 233: 100%|##########| 1/1 [00:00<00:00, 26.01it/s, v_num=61, train_loss_step=0.294, train_loss_epoch=0.294]Epoch 233: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.294, train_loss_epoch=0.294] Epoch 234: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.294, train_loss_epoch=0.294]Epoch 234: 100%|##########| 1/1 [00:00<00:00, 24.23it/s, v_num=61, train_loss_step=0.294, train_loss_epoch=0.294]Epoch 234: 100%|##########| 1/1 [00:00<00:00, 24.09it/s, v_num=61, train_loss_step=0.300, train_loss_epoch=0.294]Epoch 234: 100%|##########| 1/1 [00:00<00:00, 23.88it/s, v_num=61, train_loss_step=0.300, train_loss_epoch=0.300]Epoch 234: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.300, train_loss_epoch=0.300] Epoch 235: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.300, train_loss_epoch=0.300]Epoch 235: 100%|##########| 1/1 [00:00<00:00, 26.46it/s, v_num=61, train_loss_step=0.300, train_loss_epoch=0.300]Epoch 235: 100%|##########| 1/1 [00:00<00:00, 26.31it/s, v_num=61, train_loss_step=0.316, train_loss_epoch=0.300]Epoch 235: 100%|##########| 1/1 [00:00<00:00, 26.08it/s, v_num=61, train_loss_step=0.316, train_loss_epoch=0.316]Epoch 235: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.316, train_loss_epoch=0.316] Epoch 236: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.316, train_loss_epoch=0.316]Epoch 236: 100%|##########| 1/1 [00:00<00:00, 25.46it/s, v_num=61, train_loss_step=0.316, train_loss_epoch=0.316]Epoch 236: 100%|##########| 1/1 [00:00<00:00, 25.32it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.316]Epoch 236: 100%|##########| 1/1 [00:00<00:00, 25.09it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346]Epoch 236: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346] Epoch 237: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346]Epoch 237: 100%|##########| 1/1 [00:00<00:00, 26.66it/s, v_num=61, train_loss_step=0.346, train_loss_epoch=0.346]Epoch 237: 100%|##########| 1/1 [00:00<00:00, 26.51it/s, v_num=61, train_loss_step=0.350, train_loss_epoch=0.346]Epoch 237: 100%|##########| 1/1 [00:00<00:00, 26.28it/s, v_num=61, train_loss_step=0.350, train_loss_epoch=0.350]Epoch 237: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.350, train_loss_epoch=0.350] Epoch 238: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.350, train_loss_epoch=0.350]Epoch 238: 100%|##########| 1/1 [00:00<00:00, 27.70it/s, v_num=61, train_loss_step=0.350, train_loss_epoch=0.350]Epoch 238: 100%|##########| 1/1 [00:00<00:00, 27.55it/s, v_num=61, train_loss_step=0.326, train_loss_epoch=0.350]Epoch 238: 100%|##########| 1/1 [00:00<00:00, 27.31it/s, v_num=61, train_loss_step=0.326, train_loss_epoch=0.326]Epoch 238: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.326, train_loss_epoch=0.326] Epoch 239: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.326, train_loss_epoch=0.326]Epoch 239: 100%|##########| 1/1 [00:00<00:00, 28.68it/s, v_num=61, train_loss_step=0.326, train_loss_epoch=0.326]Epoch 239: 100%|##########| 1/1 [00:00<00:00, 28.49it/s, v_num=61, train_loss_step=0.350, train_loss_epoch=0.326]Epoch 239: 100%|##########| 1/1 [00:00<00:00, 28.22it/s, v_num=61, train_loss_step=0.350, train_loss_epoch=0.350]Epoch 239: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.350, train_loss_epoch=0.350] Epoch 240: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.350, train_loss_epoch=0.350]Epoch 240: 100%|##########| 1/1 [00:00<00:00, 28.97it/s, v_num=61, train_loss_step=0.350, train_loss_epoch=0.350]Epoch 240: 100%|##########| 1/1 [00:00<00:00, 28.81it/s, v_num=61, train_loss_step=0.290, train_loss_epoch=0.350]Epoch 240: 100%|##########| 1/1 [00:00<00:00, 28.54it/s, v_num=61, train_loss_step=0.290, train_loss_epoch=0.290]Epoch 240: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.290, train_loss_epoch=0.290] Epoch 241: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.290, train_loss_epoch=0.290]Epoch 241: 100%|##########| 1/1 [00:00<00:00, 29.17it/s, v_num=61, train_loss_step=0.290, train_loss_epoch=0.290]Epoch 241: 100%|##########| 1/1 [00:00<00:00, 28.99it/s, v_num=61, train_loss_step=0.320, train_loss_epoch=0.290]Epoch 241: 100%|##########| 1/1 [00:00<00:00, 28.72it/s, v_num=61, train_loss_step=0.320, train_loss_epoch=0.320]Epoch 241: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.320, train_loss_epoch=0.320] Epoch 242: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.320, train_loss_epoch=0.320]Epoch 242: 100%|##########| 1/1 [00:00<00:00, 27.65it/s, v_num=61, train_loss_step=0.320, train_loss_epoch=0.320]Epoch 242: 100%|##########| 1/1 [00:00<00:00, 27.48it/s, v_num=61, train_loss_step=0.318, train_loss_epoch=0.320]Epoch 242: 100%|##########| 1/1 [00:00<00:00, 27.10it/s, v_num=61, train_loss_step=0.318, train_loss_epoch=0.318]Epoch 242: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.318, train_loss_epoch=0.318] Epoch 243: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.318, train_loss_epoch=0.318]Epoch 243: 100%|##########| 1/1 [00:00<00:00, 21.15it/s, v_num=61, train_loss_step=0.318, train_loss_epoch=0.318]Epoch 243: 100%|##########| 1/1 [00:00<00:00, 21.04it/s, v_num=61, train_loss_step=0.319, train_loss_epoch=0.318]Epoch 243: 100%|##########| 1/1 [00:00<00:00, 20.88it/s, v_num=61, train_loss_step=0.319, train_loss_epoch=0.319]Epoch 243: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.319, train_loss_epoch=0.319] Epoch 244: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.319, train_loss_epoch=0.319]Epoch 244: 100%|##########| 1/1 [00:00<00:00, 23.85it/s, v_num=61, train_loss_step=0.319, train_loss_epoch=0.319]Epoch 244: 100%|##########| 1/1 [00:00<00:00, 23.63it/s, v_num=61, train_loss_step=0.286, train_loss_epoch=0.319]Epoch 244: 100%|##########| 1/1 [00:00<00:00, 23.41it/s, v_num=61, train_loss_step=0.286, train_loss_epoch=0.286]Epoch 244: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.286, train_loss_epoch=0.286] Epoch 245: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.286, train_loss_epoch=0.286]Epoch 245: 100%|##########| 1/1 [00:00<00:00, 26.15it/s, v_num=61, train_loss_step=0.286, train_loss_epoch=0.286]Epoch 245: 100%|##########| 1/1 [00:00<00:00, 26.00it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.286]Epoch 245: 100%|##########| 1/1 [00:00<00:00, 25.16it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296]Epoch 245: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296] Epoch 246: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296]Epoch 246: 100%|##########| 1/1 [00:00<00:00, 25.00it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296]Epoch 246: 100%|##########| 1/1 [00:00<00:00, 24.86it/s, v_num=61, train_loss_step=0.294, train_loss_epoch=0.296]Epoch 246: 100%|##########| 1/1 [00:00<00:00, 24.64it/s, v_num=61, train_loss_step=0.294, train_loss_epoch=0.294]Epoch 246: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.294, train_loss_epoch=0.294] Epoch 247: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.294, train_loss_epoch=0.294]Epoch 247: 100%|##########| 1/1 [00:00<00:00, 27.90it/s, v_num=61, train_loss_step=0.294, train_loss_epoch=0.294]Epoch 247: 100%|##########| 1/1 [00:00<00:00, 27.73it/s, v_num=61, train_loss_step=0.298, train_loss_epoch=0.294]Epoch 247: 100%|##########| 1/1 [00:00<00:00, 27.47it/s, v_num=61, train_loss_step=0.298, train_loss_epoch=0.298]Epoch 247: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.298, train_loss_epoch=0.298] Epoch 248: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.298, train_loss_epoch=0.298]Epoch 248: 100%|##########| 1/1 [00:00<00:00, 29.00it/s, v_num=61, train_loss_step=0.298, train_loss_epoch=0.298]Epoch 248: 100%|##########| 1/1 [00:00<00:00, 28.83it/s, v_num=61, train_loss_step=0.308, train_loss_epoch=0.298]Epoch 248: 100%|##########| 1/1 [00:00<00:00, 28.57it/s, v_num=61, train_loss_step=0.308, train_loss_epoch=0.308]Epoch 248: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.308, train_loss_epoch=0.308] Epoch 249: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.308, train_loss_epoch=0.308]Epoch 249: 100%|##########| 1/1 [00:00<00:00, 28.35it/s, v_num=61, train_loss_step=0.308, train_loss_epoch=0.308]Epoch 249: 100%|##########| 1/1 [00:00<00:00, 28.19it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.308]Epoch 249: 100%|##########| 1/1 [00:00<00:00, 27.58it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277]Epoch 249: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277] Epoch 250: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277]Epoch 250: 100%|##########| 1/1 [00:00<00:00, 28.60it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277]Epoch 250: 100%|##########| 1/1 [00:00<00:00, 28.44it/s, v_num=61, train_loss_step=0.332, train_loss_epoch=0.277]Epoch 250: 100%|##########| 1/1 [00:00<00:00, 28.17it/s, v_num=61, train_loss_step=0.332, train_loss_epoch=0.332]Epoch 250: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.332, train_loss_epoch=0.332] Epoch 251: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.332, train_loss_epoch=0.332]Epoch 251: 100%|##########| 1/1 [00:00<00:00, 23.79it/s, v_num=61, train_loss_step=0.332, train_loss_epoch=0.332]Epoch 251: 100%|##########| 1/1 [00:00<00:00, 23.67it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.332]Epoch 251: 100%|##########| 1/1 [00:00<00:00, 23.47it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282]Epoch 251: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282] Epoch 252: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282]Epoch 252: 100%|##########| 1/1 [00:00<00:00, 24.58it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282]Epoch 252: 100%|##########| 1/1 [00:00<00:00, 24.40it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.282]Epoch 252: 100%|##########| 1/1 [00:00<00:00, 24.18it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275]Epoch 252: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275] Epoch 253: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275]Epoch 253: 100%|##########| 1/1 [00:00<00:00, 25.77it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275]Epoch 253: 100%|##########| 1/1 [00:00<00:00, 25.62it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.275]Epoch 253: 100%|##########| 1/1 [00:00<00:00, 25.39it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331]Epoch 253: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331] Epoch 254: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331]Epoch 254: 100%|##########| 1/1 [00:00<00:00, 27.16it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331]Epoch 254: 100%|##########| 1/1 [00:00<00:00, 27.00it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.331]Epoch 254: 100%|##########| 1/1 [00:00<00:00, 26.74it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 254: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297] Epoch 255: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 255: 100%|##########| 1/1 [00:00<00:00, 28.02it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 255: 100%|##########| 1/1 [00:00<00:00, 27.85it/s, v_num=61, train_loss_step=0.311, train_loss_epoch=0.297]Epoch 255: 100%|##########| 1/1 [00:00<00:00, 27.59it/s, v_num=61, train_loss_step=0.311, train_loss_epoch=0.311]Epoch 255: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.311, train_loss_epoch=0.311] Epoch 256: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.311, train_loss_epoch=0.311]Epoch 256: 100%|##########| 1/1 [00:00<00:00, 27.08it/s, v_num=61, train_loss_step=0.311, train_loss_epoch=0.311]Epoch 256: 100%|##########| 1/1 [00:00<00:00, 26.86it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.311]Epoch 256: 100%|##########| 1/1 [00:00<00:00, 26.52it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281]Epoch 256: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281] Epoch 257: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281]Epoch 257: 100%|##########| 1/1 [00:00<00:00, 26.25it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281]Epoch 257: 100%|##########| 1/1 [00:00<00:00, 26.05it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.281]Epoch 257: 100%|##########| 1/1 [00:00<00:00, 25.67it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 257: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297] Epoch 258: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 258: 100%|##########| 1/1 [00:00<00:00, 27.20it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 258: 100%|##########| 1/1 [00:00<00:00, 27.04it/s, v_num=61, train_loss_step=0.330, train_loss_epoch=0.297]Epoch 258: 100%|##########| 1/1 [00:00<00:00, 26.79it/s, v_num=61, train_loss_step=0.330, train_loss_epoch=0.330]Epoch 258: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.330, train_loss_epoch=0.330] Epoch 259: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.330, train_loss_epoch=0.330]Epoch 259: 100%|##########| 1/1 [00:00<00:00, 27.63it/s, v_num=61, train_loss_step=0.330, train_loss_epoch=0.330]Epoch 259: 100%|##########| 1/1 [00:00<00:00, 27.46it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.330]Epoch 259: 100%|##########| 1/1 [00:00<00:00, 27.20it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279]Epoch 259: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279] Epoch 260: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279]Epoch 260: 100%|##########| 1/1 [00:00<00:00, 27.85it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279]Epoch 260: 100%|##########| 1/1 [00:00<00:00, 27.69it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.279]Epoch 260: 100%|##########| 1/1 [00:00<00:00, 27.43it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 260: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297] Epoch 261: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 261: 100%|##########| 1/1 [00:00<00:00, 25.43it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 261: 100%|##########| 1/1 [00:00<00:00, 25.20it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.297]Epoch 261: 100%|##########| 1/1 [00:00<00:00, 24.46it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277]Epoch 261: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277] Epoch 262: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277]Epoch 262: 100%|##########| 1/1 [00:00<00:00, 25.04it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277]Epoch 262: 100%|##########| 1/1 [00:00<00:00, 24.90it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277]Epoch 262: 100%|##########| 1/1 [00:00<00:00, 24.68it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277]Epoch 262: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277] Epoch 263: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277]Epoch 263: 100%|##########| 1/1 [00:00<00:00, 23.47it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277]Epoch 263: 100%|##########| 1/1 [00:00<00:00, 23.35it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.277]Epoch 263: 100%|##########| 1/1 [00:00<00:00, 23.15it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 263: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260] Epoch 264: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 264: 100%|##########| 1/1 [00:00<00:00, 25.53it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 264: 100%|##########| 1/1 [00:00<00:00, 25.38it/s, v_num=61, train_loss_step=0.309, train_loss_epoch=0.260]Epoch 264: 100%|##########| 1/1 [00:00<00:00, 25.15it/s, v_num=61, train_loss_step=0.309, train_loss_epoch=0.309]Epoch 264: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.309, train_loss_epoch=0.309] Epoch 265: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.309, train_loss_epoch=0.309]Epoch 265: 100%|##########| 1/1 [00:00<00:00, 24.89it/s, v_num=61, train_loss_step=0.309, train_loss_epoch=0.309]Epoch 265: 100%|##########| 1/1 [00:00<00:00, 24.76it/s, v_num=61, train_loss_step=0.299, train_loss_epoch=0.309]Epoch 265: 100%|##########| 1/1 [00:00<00:00, 24.54it/s, v_num=61, train_loss_step=0.299, train_loss_epoch=0.299]Epoch 265: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.299, train_loss_epoch=0.299] Epoch 266: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.299, train_loss_epoch=0.299]Epoch 266: 100%|##########| 1/1 [00:00<00:00, 25.57it/s, v_num=61, train_loss_step=0.299, train_loss_epoch=0.299]Epoch 266: 100%|##########| 1/1 [00:00<00:00, 25.42it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.299]Epoch 266: 100%|##########| 1/1 [00:00<00:00, 25.19it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262]Epoch 266: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262] Epoch 267: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262]Epoch 267: 100%|##########| 1/1 [00:00<00:00, 25.92it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262]Epoch 267: 100%|##########| 1/1 [00:00<00:00, 25.77it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.262]Epoch 267: 100%|##########| 1/1 [00:00<00:00, 25.53it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295]Epoch 267: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295] Epoch 268: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295]Epoch 268: 100%|##########| 1/1 [00:00<00:00, 25.90it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295]Epoch 268: 100%|##########| 1/1 [00:00<00:00, 25.76it/s, v_num=61, train_loss_step=0.280, train_loss_epoch=0.295]Epoch 268: 100%|##########| 1/1 [00:00<00:00, 25.52it/s, v_num=61, train_loss_step=0.280, train_loss_epoch=0.280]Epoch 268: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.280, train_loss_epoch=0.280] Epoch 269: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.280, train_loss_epoch=0.280]Epoch 269: 100%|##########| 1/1 [00:00<00:00, 27.83it/s, v_num=61, train_loss_step=0.280, train_loss_epoch=0.280]Epoch 269: 100%|##########| 1/1 [00:00<00:00, 27.66it/s, v_num=61, train_loss_step=0.299, train_loss_epoch=0.280]Epoch 269: 100%|##########| 1/1 [00:00<00:00, 27.39it/s, v_num=61, train_loss_step=0.299, train_loss_epoch=0.299]Epoch 269: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.299, train_loss_epoch=0.299] Epoch 270: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.299, train_loss_epoch=0.299]Epoch 270: 100%|##########| 1/1 [00:00<00:00, 28.18it/s, v_num=61, train_loss_step=0.299, train_loss_epoch=0.299]Epoch 270: 100%|##########| 1/1 [00:00<00:00, 28.01it/s, v_num=61, train_loss_step=0.302, train_loss_epoch=0.299]Epoch 270: 100%|##########| 1/1 [00:00<00:00, 27.75it/s, v_num=61, train_loss_step=0.302, train_loss_epoch=0.302]Epoch 270: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.302, train_loss_epoch=0.302] Epoch 271: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.302, train_loss_epoch=0.302]Epoch 271: 100%|##########| 1/1 [00:00<00:00, 27.40it/s, v_num=61, train_loss_step=0.302, train_loss_epoch=0.302]Epoch 271: 100%|##########| 1/1 [00:00<00:00, 27.24it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.302]Epoch 271: 100%|##########| 1/1 [00:00<00:00, 26.99it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279]Epoch 271: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279] Epoch 272: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279]Epoch 272: 100%|##########| 1/1 [00:00<00:00, 26.01it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279]Epoch 272: 100%|##########| 1/1 [00:00<00:00, 25.86it/s, v_num=61, train_loss_step=0.269, train_loss_epoch=0.279]Epoch 272: 100%|##########| 1/1 [00:00<00:00, 25.63it/s, v_num=61, train_loss_step=0.269, train_loss_epoch=0.269]Epoch 272: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.269, train_loss_epoch=0.269] Epoch 273: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.269, train_loss_epoch=0.269]Epoch 273: 100%|##########| 1/1 [00:00<00:00, 23.20it/s, v_num=61, train_loss_step=0.269, train_loss_epoch=0.269]Epoch 273: 100%|##########| 1/1 [00:00<00:00, 23.07it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.269]Epoch 273: 100%|##########| 1/1 [00:00<00:00, 22.85it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282]Epoch 273: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282] Epoch 274: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282]Epoch 274: 100%|##########| 1/1 [00:00<00:00, 21.74it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282]Epoch 274: 100%|##########| 1/1 [00:00<00:00, 21.63it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.282]Epoch 274: 100%|##########| 1/1 [00:00<00:00, 21.47it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 274: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274] Epoch 275: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 275: 100%|##########| 1/1 [00:00<00:00, 11.51it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 275: 100%|##########| 1/1 [00:00<00:00, 11.36it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.274]Epoch 275: 100%|##########| 1/1 [00:00<00:00, 11.28it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275]Epoch 275: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275] Epoch 276: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275]Epoch 276: 100%|##########| 1/1 [00:00<00:00, 18.40it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275]Epoch 276: 100%|##########| 1/1 [00:00<00:00, 18.27it/s, v_num=61, train_loss_step=0.290, train_loss_epoch=0.275]Epoch 276: 100%|##########| 1/1 [00:00<00:00, 18.10it/s, v_num=61, train_loss_step=0.290, train_loss_epoch=0.290]Epoch 276: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.290, train_loss_epoch=0.290] Epoch 277: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.290, train_loss_epoch=0.290]Epoch 277: 100%|##########| 1/1 [00:00<00:00, 19.03it/s, v_num=61, train_loss_step=0.290, train_loss_epoch=0.290]Epoch 277: 100%|##########| 1/1 [00:00<00:00, 18.94it/s, v_num=61, train_loss_step=0.301, train_loss_epoch=0.290]Epoch 277: 100%|##########| 1/1 [00:00<00:00, 18.82it/s, v_num=61, train_loss_step=0.301, train_loss_epoch=0.301]Epoch 277: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.301, train_loss_epoch=0.301] Epoch 278: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.301, train_loss_epoch=0.301]Epoch 278: 100%|##########| 1/1 [00:00<00:00, 26.23it/s, v_num=61, train_loss_step=0.301, train_loss_epoch=0.301]Epoch 278: 100%|##########| 1/1 [00:00<00:00, 26.02it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.301]Epoch 278: 100%|##########| 1/1 [00:00<00:00, 25.69it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 278: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274] Epoch 279: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 279: 100%|##########| 1/1 [00:00<00:00, 19.04it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 279: 100%|##########| 1/1 [00:00<00:00, 18.96it/s, v_num=61, train_loss_step=0.284, train_loss_epoch=0.274]Epoch 279: 100%|##########| 1/1 [00:00<00:00, 18.83it/s, v_num=61, train_loss_step=0.284, train_loss_epoch=0.284]Epoch 279: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.284, train_loss_epoch=0.284] Epoch 280: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.284, train_loss_epoch=0.284]Epoch 280: 100%|##########| 1/1 [00:00<00:00, 22.87it/s, v_num=61, train_loss_step=0.284, train_loss_epoch=0.284]Epoch 280: 100%|##########| 1/1 [00:00<00:00, 22.69it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.284]Epoch 280: 100%|##########| 1/1 [00:00<00:00, 22.35it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 280: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257] Epoch 281: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 281: 100%|##########| 1/1 [00:00<00:00, 21.13it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 281: 100%|##########| 1/1 [00:00<00:00, 21.00it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.257]Epoch 281: 100%|##########| 1/1 [00:00<00:00, 20.78it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 281: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274] Epoch 282: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 282: 100%|##########| 1/1 [00:00<00:00, 25.07it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 282: 100%|##########| 1/1 [00:00<00:00, 24.94it/s, v_num=61, train_loss_step=0.292, train_loss_epoch=0.274]Epoch 282: 100%|##########| 1/1 [00:00<00:00, 24.73it/s, v_num=61, train_loss_step=0.292, train_loss_epoch=0.292]Epoch 282: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.292, train_loss_epoch=0.292] Epoch 283: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.292, train_loss_epoch=0.292]Epoch 283: 100%|##########| 1/1 [00:00<00:00, 24.21it/s, v_num=61, train_loss_step=0.292, train_loss_epoch=0.292]Epoch 283: 100%|##########| 1/1 [00:00<00:00, 24.08it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.292]Epoch 283: 100%|##########| 1/1 [00:00<00:00, 23.88it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 283: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267] Epoch 284: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 284: 100%|##########| 1/1 [00:00<00:00, 25.91it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 284: 100%|##########| 1/1 [00:00<00:00, 25.64it/s, v_num=61, train_loss_step=0.323, train_loss_epoch=0.267]Epoch 284: 100%|##########| 1/1 [00:00<00:00, 25.15it/s, v_num=61, train_loss_step=0.323, train_loss_epoch=0.323]Epoch 284: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.323, train_loss_epoch=0.323] Epoch 285: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.323, train_loss_epoch=0.323]Epoch 285: 100%|##########| 1/1 [00:00<00:00, 27.04it/s, v_num=61, train_loss_step=0.323, train_loss_epoch=0.323]Epoch 285: 100%|##########| 1/1 [00:00<00:00, 26.89it/s, v_num=61, train_loss_step=0.301, train_loss_epoch=0.323]Epoch 285: 100%|##########| 1/1 [00:00<00:00, 26.65it/s, v_num=61, train_loss_step=0.301, train_loss_epoch=0.301]Epoch 285: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.301, train_loss_epoch=0.301] Epoch 286: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.301, train_loss_epoch=0.301]Epoch 286: 100%|##########| 1/1 [00:00<00:00, 26.35it/s, v_num=61, train_loss_step=0.301, train_loss_epoch=0.301]Epoch 286: 100%|##########| 1/1 [00:00<00:00, 26.20it/s, v_num=61, train_loss_step=0.311, train_loss_epoch=0.301]Epoch 286: 100%|##########| 1/1 [00:00<00:00, 25.97it/s, v_num=61, train_loss_step=0.311, train_loss_epoch=0.311]Epoch 286: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.311, train_loss_epoch=0.311] Epoch 287: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.311, train_loss_epoch=0.311]Epoch 287: 100%|##########| 1/1 [00:00<00:00, 27.66it/s, v_num=61, train_loss_step=0.311, train_loss_epoch=0.311]Epoch 287: 100%|##########| 1/1 [00:00<00:00, 27.51it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.311]Epoch 287: 100%|##########| 1/1 [00:00<00:00, 27.25it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295]Epoch 287: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295] Epoch 288: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295]Epoch 288: 100%|##########| 1/1 [00:00<00:00, 25.66it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295]Epoch 288: 100%|##########| 1/1 [00:00<00:00, 25.46it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.295]Epoch 288: 100%|##########| 1/1 [00:00<00:00, 25.17it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296]Epoch 288: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296] Epoch 289: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296]Epoch 289: 100%|##########| 1/1 [00:00<00:00, 23.12it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296]Epoch 289: 100%|##########| 1/1 [00:00<00:00, 23.00it/s, v_num=61, train_loss_step=0.289, train_loss_epoch=0.296]Epoch 289: 100%|##########| 1/1 [00:00<00:00, 22.81it/s, v_num=61, train_loss_step=0.289, train_loss_epoch=0.289]Epoch 289: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.289, train_loss_epoch=0.289] Epoch 290: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.289, train_loss_epoch=0.289]Epoch 290: 100%|##########| 1/1 [00:00<00:00, 26.46it/s, v_num=61, train_loss_step=0.289, train_loss_epoch=0.289]Epoch 290: 100%|##########| 1/1 [00:00<00:00, 26.30it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.289]Epoch 290: 100%|##########| 1/1 [00:00<00:00, 26.06it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 290: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268] Epoch 291: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 291: 100%|##########| 1/1 [00:00<00:00, 24.03it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 291: 100%|##########| 1/1 [00:00<00:00, 23.88it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.268]Epoch 291: 100%|##########| 1/1 [00:00<00:00, 23.52it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 291: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254] Epoch 292: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 292: 100%|##########| 1/1 [00:00<00:00, 23.52it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 292: 100%|##########| 1/1 [00:00<00:00, 23.39it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.254]Epoch 292: 100%|##########| 1/1 [00:00<00:00, 23.19it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285]Epoch 292: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285] Epoch 293: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285]Epoch 293: 100%|##########| 1/1 [00:00<00:00, 23.79it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285]Epoch 293: 100%|##########| 1/1 [00:00<00:00, 23.65it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.285]Epoch 293: 100%|##########| 1/1 [00:00<00:00, 23.39it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 293: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297] Epoch 294: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 294: 100%|##########| 1/1 [00:00<00:00, 25.83it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 294: 100%|##########| 1/1 [00:00<00:00, 25.68it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.297]Epoch 294: 100%|##########| 1/1 [00:00<00:00, 25.45it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279]Epoch 294: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279] Epoch 295: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279]Epoch 295: 100%|##########| 1/1 [00:00<00:00, 25.58it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279]Epoch 295: 100%|##########| 1/1 [00:00<00:00, 25.43it/s, v_num=61, train_loss_step=0.304, train_loss_epoch=0.279]Epoch 295: 100%|##########| 1/1 [00:00<00:00, 25.11it/s, v_num=61, train_loss_step=0.304, train_loss_epoch=0.304]Epoch 295: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.304, train_loss_epoch=0.304] Epoch 296: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.304, train_loss_epoch=0.304]Epoch 296: 100%|##########| 1/1 [00:00<00:00, 25.00it/s, v_num=61, train_loss_step=0.304, train_loss_epoch=0.304]Epoch 296: 100%|##########| 1/1 [00:00<00:00, 24.81it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.304]Epoch 296: 100%|##########| 1/1 [00:00<00:00, 24.56it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 296: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260] Epoch 297: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 297: 100%|##########| 1/1 [00:00<00:00, 25.63it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 297: 100%|##########| 1/1 [00:00<00:00, 25.49it/s, v_num=61, train_loss_step=0.280, train_loss_epoch=0.260]Epoch 297: 100%|##########| 1/1 [00:00<00:00, 25.26it/s, v_num=61, train_loss_step=0.280, train_loss_epoch=0.280]Epoch 297: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.280, train_loss_epoch=0.280] Epoch 298: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.280, train_loss_epoch=0.280]Epoch 298: 100%|##########| 1/1 [00:00<00:00, 25.43it/s, v_num=61, train_loss_step=0.280, train_loss_epoch=0.280]Epoch 298: 100%|##########| 1/1 [00:00<00:00, 25.28it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.280]Epoch 298: 100%|##########| 1/1 [00:00<00:00, 25.05it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266]Epoch 298: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266] Epoch 299: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266]Epoch 299: 100%|##########| 1/1 [00:00<00:00, 22.32it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266]Epoch 299: 100%|##########| 1/1 [00:00<00:00, 22.21it/s, v_num=61, train_loss_step=0.288, train_loss_epoch=0.266]
## Validation: | | 0/? [00:00<?, ?it/s][A
## Validation: 0%| | 0/1 [00:00<?, ?it/s][A
## Validation DataLoader 0: 0%| | 0/1 [00:00<?, ?it/s][A
## Validation DataLoader 0: 100%|##########| 1/1 [00:00<00:00, 2768.52it/s][A
## [AEpoch 299: 100%|##########| 1/1 [00:00<00:00, 20.81it/s, v_num=61, train_loss_step=0.288, train_loss_epoch=0.266]Epoch 299: 100%|##########| 1/1 [00:00<00:00, 20.61it/s, v_num=61, train_loss_step=0.288, train_loss_epoch=0.288]Epoch 299: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.288, train_loss_epoch=0.288] Epoch 300: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.288, train_loss_epoch=0.288]Epoch 300: 100%|##########| 1/1 [00:00<00:00, 22.44it/s, v_num=61, train_loss_step=0.288, train_loss_epoch=0.288]Epoch 300: 100%|##########| 1/1 [00:00<00:00, 22.32it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.288]Epoch 300: 100%|##########| 1/1 [00:00<00:00, 22.13it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279]Epoch 300: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279] Epoch 301: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279]Epoch 301: 100%|##########| 1/1 [00:00<00:00, 15.12it/s, v_num=61, train_loss_step=0.279, train_loss_epoch=0.279]Epoch 301: 100%|##########| 1/1 [00:00<00:00, 15.02it/s, v_num=61, train_loss_step=0.278, train_loss_epoch=0.279]Epoch 301: 100%|##########| 1/1 [00:00<00:00, 14.81it/s, v_num=61, train_loss_step=0.278, train_loss_epoch=0.278]Epoch 301: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.278, train_loss_epoch=0.278] Epoch 302: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.278, train_loss_epoch=0.278]Epoch 302: 100%|##########| 1/1 [00:00<00:00, 15.53it/s, v_num=61, train_loss_step=0.278, train_loss_epoch=0.278]Epoch 302: 100%|##########| 1/1 [00:00<00:00, 15.43it/s, v_num=61, train_loss_step=0.273, train_loss_epoch=0.278]Epoch 302: 100%|##########| 1/1 [00:00<00:00, 15.20it/s, v_num=61, train_loss_step=0.273, train_loss_epoch=0.273]Epoch 302: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.273, train_loss_epoch=0.273] Epoch 303: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.273, train_loss_epoch=0.273]Epoch 303: 100%|##########| 1/1 [00:00<00:00, 14.42it/s, v_num=61, train_loss_step=0.273, train_loss_epoch=0.273]Epoch 303: 100%|##########| 1/1 [00:00<00:00, 14.31it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.273]Epoch 303: 100%|##########| 1/1 [00:00<00:00, 14.19it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 303: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263] Epoch 304: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 304: 100%|##########| 1/1 [00:00<00:00, 19.69it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 304: 100%|##########| 1/1 [00:00<00:00, 19.60it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.263]Epoch 304: 100%|##########| 1/1 [00:00<00:00, 19.46it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285]Epoch 304: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285] Epoch 305: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285]Epoch 305: 100%|##########| 1/1 [00:00<00:00, 25.03it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285]Epoch 305: 100%|##########| 1/1 [00:00<00:00, 24.89it/s, v_num=61, train_loss_step=0.280, train_loss_epoch=0.285]Epoch 305: 100%|##########| 1/1 [00:00<00:00, 24.66it/s, v_num=61, train_loss_step=0.280, train_loss_epoch=0.280]Epoch 305: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.280, train_loss_epoch=0.280] Epoch 306: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.280, train_loss_epoch=0.280]Epoch 306: 100%|##########| 1/1 [00:00<00:00, 27.08it/s, v_num=61, train_loss_step=0.280, train_loss_epoch=0.280]Epoch 306: 100%|##########| 1/1 [00:00<00:00, 26.92it/s, v_num=61, train_loss_step=0.318, train_loss_epoch=0.280]Epoch 306: 100%|##########| 1/1 [00:00<00:00, 26.67it/s, v_num=61, train_loss_step=0.318, train_loss_epoch=0.318]Epoch 306: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.318, train_loss_epoch=0.318] Epoch 307: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.318, train_loss_epoch=0.318]Epoch 307: 100%|##########| 1/1 [00:00<00:00, 24.05it/s, v_num=61, train_loss_step=0.318, train_loss_epoch=0.318]Epoch 307: 100%|##########| 1/1 [00:00<00:00, 23.89it/s, v_num=61, train_loss_step=0.289, train_loss_epoch=0.318]Epoch 307: 100%|##########| 1/1 [00:00<00:00, 23.66it/s, v_num=61, train_loss_step=0.289, train_loss_epoch=0.289]Epoch 307: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.289, train_loss_epoch=0.289] Epoch 308: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.289, train_loss_epoch=0.289]Epoch 308: 100%|##########| 1/1 [00:00<00:00, 21.62it/s, v_num=61, train_loss_step=0.289, train_loss_epoch=0.289]Epoch 308: 100%|##########| 1/1 [00:00<00:00, 21.52it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.289]Epoch 308: 100%|##########| 1/1 [00:00<00:00, 21.35it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 308: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297] Epoch 309: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 309: 100%|##########| 1/1 [00:00<00:00, 24.66it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 309: 100%|##########| 1/1 [00:00<00:00, 24.52it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.297]Epoch 309: 100%|##########| 1/1 [00:00<00:00, 24.31it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283]Epoch 309: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283] Epoch 310: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283]Epoch 310: 100%|##########| 1/1 [00:00<00:00, 22.43it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283]Epoch 310: 100%|##########| 1/1 [00:00<00:00, 22.29it/s, v_num=61, train_loss_step=0.313, train_loss_epoch=0.283]Epoch 310: 100%|##########| 1/1 [00:00<00:00, 22.07it/s, v_num=61, train_loss_step=0.313, train_loss_epoch=0.313]Epoch 310: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.313, train_loss_epoch=0.313] Epoch 311: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.313, train_loss_epoch=0.313]Epoch 311: 100%|##########| 1/1 [00:00<00:00, 24.99it/s, v_num=61, train_loss_step=0.313, train_loss_epoch=0.313]Epoch 311: 100%|##########| 1/1 [00:00<00:00, 24.85it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.313]Epoch 311: 100%|##########| 1/1 [00:00<00:00, 24.63it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266]Epoch 311: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266] Epoch 312: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266]Epoch 312: 100%|##########| 1/1 [00:00<00:00, 26.48it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266]Epoch 312: 100%|##########| 1/1 [00:00<00:00, 26.33it/s, v_num=61, train_loss_step=0.287, train_loss_epoch=0.266]Epoch 312: 100%|##########| 1/1 [00:00<00:00, 26.09it/s, v_num=61, train_loss_step=0.287, train_loss_epoch=0.287]Epoch 312: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.287, train_loss_epoch=0.287] Epoch 313: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.287, train_loss_epoch=0.287]Epoch 313: 100%|##########| 1/1 [00:00<00:00, 20.86it/s, v_num=61, train_loss_step=0.287, train_loss_epoch=0.287]Epoch 313: 100%|##########| 1/1 [00:00<00:00, 20.71it/s, v_num=61, train_loss_step=0.278, train_loss_epoch=0.287]Epoch 313: 100%|##########| 1/1 [00:00<00:00, 20.50it/s, v_num=61, train_loss_step=0.278, train_loss_epoch=0.278]Epoch 313: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.278, train_loss_epoch=0.278] Epoch 314: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.278, train_loss_epoch=0.278]Epoch 314: 100%|##########| 1/1 [00:00<00:00, 18.29it/s, v_num=61, train_loss_step=0.278, train_loss_epoch=0.278]Epoch 314: 100%|##########| 1/1 [00:00<00:00, 18.20it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.278]Epoch 314: 100%|##########| 1/1 [00:00<00:00, 18.06it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331]Epoch 314: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331] Epoch 315: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331]Epoch 315: 100%|##########| 1/1 [00:00<00:00, 16.81it/s, v_num=61, train_loss_step=0.331, train_loss_epoch=0.331]Epoch 315: 100%|##########| 1/1 [00:00<00:00, 16.73it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.331]Epoch 315: 100%|##########| 1/1 [00:00<00:00, 16.62it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265]Epoch 315: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265] Epoch 316: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265]Epoch 316: 100%|##########| 1/1 [00:00<00:00, 21.69it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265]Epoch 316: 100%|##########| 1/1 [00:00<00:00, 21.59it/s, v_num=61, train_loss_step=0.324, train_loss_epoch=0.265]Epoch 316: 100%|##########| 1/1 [00:00<00:00, 21.42it/s, v_num=61, train_loss_step=0.324, train_loss_epoch=0.324]Epoch 316: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.324, train_loss_epoch=0.324] Epoch 317: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.324, train_loss_epoch=0.324]Epoch 317: 100%|##########| 1/1 [00:00<00:00, 21.51it/s, v_num=61, train_loss_step=0.324, train_loss_epoch=0.324]Epoch 317: 100%|##########| 1/1 [00:00<00:00, 21.41it/s, v_num=61, train_loss_step=0.316, train_loss_epoch=0.324]Epoch 317: 100%|##########| 1/1 [00:00<00:00, 21.25it/s, v_num=61, train_loss_step=0.316, train_loss_epoch=0.316]Epoch 317: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.316, train_loss_epoch=0.316] Epoch 318: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.316, train_loss_epoch=0.316]Epoch 318: 100%|##########| 1/1 [00:00<00:00, 19.84it/s, v_num=61, train_loss_step=0.316, train_loss_epoch=0.316]Epoch 318: 100%|##########| 1/1 [00:00<00:00, 19.67it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.316]Epoch 318: 100%|##########| 1/1 [00:00<00:00, 19.39it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275]Epoch 318: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275] Epoch 319: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275]Epoch 319: 100%|##########| 1/1 [00:00<00:00, 7.84it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275]Epoch 319: 100%|##########| 1/1 [00:00<00:00, 7.81it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.275]Epoch 319: 100%|##########| 1/1 [00:00<00:00, 7.77it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296]Epoch 319: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296] Epoch 320: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296]Epoch 320: 100%|##########| 1/1 [00:00<00:00, 8.00it/s, v_num=61, train_loss_step=0.296, train_loss_epoch=0.296]Epoch 320: 100%|##########| 1/1 [00:00<00:00, 7.94it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.296]Epoch 320: 100%|##########| 1/1 [00:00<00:00, 7.89it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282]Epoch 320: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282] Epoch 321: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282]Epoch 321: 100%|##########| 1/1 [00:00<00:00, 19.68it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282]Epoch 321: 100%|##########| 1/1 [00:00<00:00, 19.51it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.282]Epoch 321: 100%|##########| 1/1 [00:00<00:00, 19.26it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295]Epoch 321: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295] Epoch 322: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295]Epoch 322: 100%|##########| 1/1 [00:00<00:00, 24.33it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295]Epoch 322: 100%|##########| 1/1 [00:00<00:00, 24.20it/s, v_num=61, train_loss_step=0.301, train_loss_epoch=0.295]Epoch 322: 100%|##########| 1/1 [00:00<00:00, 23.99it/s, v_num=61, train_loss_step=0.301, train_loss_epoch=0.301]Epoch 322: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.301, train_loss_epoch=0.301] Epoch 323: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.301, train_loss_epoch=0.301]Epoch 323: 100%|##########| 1/1 [00:00<00:00, 24.89it/s, v_num=61, train_loss_step=0.301, train_loss_epoch=0.301]Epoch 323: 100%|##########| 1/1 [00:00<00:00, 24.76it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.301]Epoch 323: 100%|##########| 1/1 [00:00<00:00, 24.54it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251]Epoch 323: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251] Epoch 324: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251]Epoch 324: 100%|##########| 1/1 [00:00<00:00, 20.52it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251]Epoch 324: 100%|##########| 1/1 [00:00<00:00, 20.36it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.251]Epoch 324: 100%|##########| 1/1 [00:00<00:00, 20.02it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 324: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263] Epoch 325: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 325: 100%|##########| 1/1 [00:00<00:00, 20.51it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 325: 100%|##########| 1/1 [00:00<00:00, 20.39it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.263]Epoch 325: 100%|##########| 1/1 [00:00<00:00, 20.23it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266]Epoch 325: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266] Epoch 326: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266]Epoch 326: 100%|##########| 1/1 [00:00<00:00, 22.06it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266]Epoch 326: 100%|##########| 1/1 [00:00<00:00, 21.88it/s, v_num=61, train_loss_step=0.298, train_loss_epoch=0.266]Epoch 326: 100%|##########| 1/1 [00:00<00:00, 21.67it/s, v_num=61, train_loss_step=0.298, train_loss_epoch=0.298]Epoch 326: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.298, train_loss_epoch=0.298] Epoch 327: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.298, train_loss_epoch=0.298]Epoch 327: 100%|##########| 1/1 [00:00<00:00, 16.87it/s, v_num=61, train_loss_step=0.298, train_loss_epoch=0.298]Epoch 327: 100%|##########| 1/1 [00:00<00:00, 16.71it/s, v_num=61, train_loss_step=0.276, train_loss_epoch=0.298]Epoch 327: 100%|##########| 1/1 [00:00<00:00, 16.44it/s, v_num=61, train_loss_step=0.276, train_loss_epoch=0.276]Epoch 327: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.276, train_loss_epoch=0.276] Epoch 328: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.276, train_loss_epoch=0.276]Epoch 328: 100%|##########| 1/1 [00:00<00:00, 16.30it/s, v_num=61, train_loss_step=0.276, train_loss_epoch=0.276]Epoch 328: 100%|##########| 1/1 [00:00<00:00, 16.20it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.276]Epoch 328: 100%|##########| 1/1 [00:00<00:00, 16.10it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275]Epoch 328: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275] Epoch 329: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275]Epoch 329: 100%|##########| 1/1 [00:00<00:00, 19.07it/s, v_num=61, train_loss_step=0.275, train_loss_epoch=0.275]Epoch 329: 100%|##########| 1/1 [00:00<00:00, 18.95it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.275]Epoch 329: 100%|##########| 1/1 [00:00<00:00, 18.80it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 329: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274] Epoch 330: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 330: 100%|##########| 1/1 [00:00<00:00, 20.77it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 330: 100%|##########| 1/1 [00:00<00:00, 20.67it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.274]Epoch 330: 100%|##########| 1/1 [00:00<00:00, 20.53it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285]Epoch 330: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285] Epoch 331: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285]Epoch 331: 100%|##########| 1/1 [00:00<00:00, 20.85it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285]Epoch 331: 100%|##########| 1/1 [00:00<00:00, 20.75it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.285]Epoch 331: 100%|##########| 1/1 [00:00<00:00, 20.59it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 331: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267] Epoch 332: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 332: 100%|##########| 1/1 [00:00<00:00, 13.22it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 332: 100%|##########| 1/1 [00:00<00:00, 13.17it/s, v_num=61, train_loss_step=0.258, train_loss_epoch=0.267]Epoch 332: 100%|##########| 1/1 [00:00<00:00, 13.07it/s, v_num=61, train_loss_step=0.258, train_loss_epoch=0.258]Epoch 332: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.258, train_loss_epoch=0.258] Epoch 333: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.258, train_loss_epoch=0.258]Epoch 333: 100%|##########| 1/1 [00:00<00:00, 13.32it/s, v_num=61, train_loss_step=0.258, train_loss_epoch=0.258]Epoch 333: 100%|##########| 1/1 [00:00<00:00, 13.28it/s, v_num=61, train_loss_step=0.261, train_loss_epoch=0.258]Epoch 333: 100%|##########| 1/1 [00:00<00:00, 13.21it/s, v_num=61, train_loss_step=0.261, train_loss_epoch=0.261]Epoch 333: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.261, train_loss_epoch=0.261] Epoch 334: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.261, train_loss_epoch=0.261]Epoch 334: 100%|##########| 1/1 [00:00<00:00, 22.40it/s, v_num=61, train_loss_step=0.261, train_loss_epoch=0.261]Epoch 334: 100%|##########| 1/1 [00:00<00:00, 22.28it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.261]Epoch 334: 100%|##########| 1/1 [00:00<00:00, 22.10it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 334: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246] Epoch 335: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 335: 100%|##########| 1/1 [00:00<00:00, 18.99it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 335: 100%|##########| 1/1 [00:00<00:00, 18.90it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.246]Epoch 335: 100%|##########| 1/1 [00:00<00:00, 18.77it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 335: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267] Epoch 336: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 336: 100%|##########| 1/1 [00:00<00:00, 17.57it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 336: 100%|##########| 1/1 [00:00<00:00, 17.50it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.267]Epoch 336: 100%|##########| 1/1 [00:00<00:00, 17.39it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266]Epoch 336: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266] Epoch 337: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266]Epoch 337: 100%|##########| 1/1 [00:00<00:00, 12.27it/s, v_num=61, train_loss_step=0.266, train_loss_epoch=0.266]Epoch 337: 100%|##########| 1/1 [00:00<00:00, 12.22it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.266]Epoch 337: 100%|##########| 1/1 [00:00<00:00, 12.10it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283]Epoch 337: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283] Epoch 338: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283]Epoch 338: 100%|##########| 1/1 [00:00<00:00, 13.53it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283]Epoch 338: 100%|##########| 1/1 [00:00<00:00, 13.47it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.283]Epoch 338: 100%|##########| 1/1 [00:00<00:00, 13.30it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 338: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264] Epoch 339: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 339: 100%|##########| 1/1 [00:00<00:00, 16.17it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 339: 100%|##########| 1/1 [00:00<00:00, 16.11it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 339: 100%|##########| 1/1 [00:00<00:00, 15.99it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 339: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264] Epoch 340: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 340: 100%|##########| 1/1 [00:00<00:00, 12.56it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 340: 100%|##########| 1/1 [00:00<00:00, 12.50it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.264]Epoch 340: 100%|##########| 1/1 [00:00<00:00, 12.41it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 340: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268] Epoch 341: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 341: 100%|##########| 1/1 [00:00<00:00, 16.47it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 341: 100%|##########| 1/1 [00:00<00:00, 16.24it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 341: 100%|##########| 1/1 [00:00<00:00, 15.88it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 341: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268] Epoch 342: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 342: 100%|##########| 1/1 [00:00<00:00, 11.61it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 342: 100%|##########| 1/1 [00:00<00:00, 11.56it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.268]Epoch 342: 100%|##########| 1/1 [00:00<00:00, 11.48it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281]Epoch 342: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281] Epoch 343: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281]Epoch 343: 100%|##########| 1/1 [00:00<00:00, 13.92it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281]Epoch 343: 100%|##########| 1/1 [00:00<00:00, 13.84it/s, v_num=61, train_loss_step=0.290, train_loss_epoch=0.281]Epoch 343: 100%|##########| 1/1 [00:00<00:00, 13.68it/s, v_num=61, train_loss_step=0.290, train_loss_epoch=0.290]Epoch 343: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.290, train_loss_epoch=0.290] Epoch 344: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.290, train_loss_epoch=0.290]Epoch 344: 100%|##########| 1/1 [00:00<00:00, 18.31it/s, v_num=61, train_loss_step=0.290, train_loss_epoch=0.290]Epoch 344: 100%|##########| 1/1 [00:00<00:00, 18.23it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.290]Epoch 344: 100%|##########| 1/1 [00:00<00:00, 18.11it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281]Epoch 344: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281] Epoch 345: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281]Epoch 345: 100%|##########| 1/1 [00:00<00:00, 17.47it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281]Epoch 345: 100%|##########| 1/1 [00:00<00:00, 17.38it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.281]Epoch 345: 100%|##########| 1/1 [00:00<00:00, 17.27it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 345: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264] Epoch 346: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 346: 100%|##########| 1/1 [00:00<00:00, 20.74it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 346: 100%|##########| 1/1 [00:00<00:00, 20.64it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.264]Epoch 346: 100%|##########| 1/1 [00:00<00:00, 20.49it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 346: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254] Epoch 347: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 347: 100%|##########| 1/1 [00:00<00:00, 12.88it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 347: 100%|##########| 1/1 [00:00<00:00, 12.84it/s, v_num=61, train_loss_step=0.261, train_loss_epoch=0.254]Epoch 347: 100%|##########| 1/1 [00:00<00:00, 12.76it/s, v_num=61, train_loss_step=0.261, train_loss_epoch=0.261]Epoch 347: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.261, train_loss_epoch=0.261] Epoch 348: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.261, train_loss_epoch=0.261]Epoch 348: 100%|##########| 1/1 [00:00<00:00, 14.76it/s, v_num=61, train_loss_step=0.261, train_loss_epoch=0.261]Epoch 348: 100%|##########| 1/1 [00:00<00:00, 14.68it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.261]Epoch 348: 100%|##########| 1/1 [00:00<00:00, 14.51it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 348: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263] Epoch 349: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 349: 100%|##########| 1/1 [00:00<00:00, 17.57it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 349: 100%|##########| 1/1 [00:00<00:00, 17.50it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.263]Epoch 349: 100%|##########| 1/1 [00:00<00:00, 17.14it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 349: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260] Epoch 350: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 350: 100%|##########| 1/1 [00:00<00:00, 15.40it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 350: 100%|##########| 1/1 [00:00<00:00, 15.33it/s, v_num=61, train_loss_step=0.276, train_loss_epoch=0.260]Epoch 350: 100%|##########| 1/1 [00:00<00:00, 15.15it/s, v_num=61, train_loss_step=0.276, train_loss_epoch=0.276]Epoch 350: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.276, train_loss_epoch=0.276] Epoch 351: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.276, train_loss_epoch=0.276]Epoch 351: 100%|##########| 1/1 [00:00<00:00, 9.38it/s, v_num=61, train_loss_step=0.276, train_loss_epoch=0.276]Epoch 351: 100%|##########| 1/1 [00:00<00:00, 9.33it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.276]Epoch 351: 100%|##########| 1/1 [00:00<00:00, 9.28it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 351: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268] Epoch 352: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 352: 100%|##########| 1/1 [00:00<00:00, 15.96it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 352: 100%|##########| 1/1 [00:00<00:00, 15.90it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.268]Epoch 352: 100%|##########| 1/1 [00:00<00:00, 15.79it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277]Epoch 352: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277] Epoch 353: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277]Epoch 353: 100%|##########| 1/1 [00:00<00:00, 11.24it/s, v_num=61, train_loss_step=0.277, train_loss_epoch=0.277]Epoch 353: 100%|##########| 1/1 [00:00<00:00, 11.16it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.277]Epoch 353: 100%|##########| 1/1 [00:00<00:00, 11.04it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 353: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257] Epoch 354: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 354: 100%|##########| 1/1 [00:00<00:00, 13.41it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 354: 100%|##########| 1/1 [00:00<00:00, 13.35it/s, v_num=61, train_loss_step=0.261, train_loss_epoch=0.257]Epoch 354: 100%|##########| 1/1 [00:00<00:00, 13.24it/s, v_num=61, train_loss_step=0.261, train_loss_epoch=0.261]Epoch 354: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.261, train_loss_epoch=0.261] Epoch 355: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.261, train_loss_epoch=0.261]Epoch 355: 100%|##########| 1/1 [00:00<00:00, 17.34it/s, v_num=61, train_loss_step=0.261, train_loss_epoch=0.261]Epoch 355: 100%|##########| 1/1 [00:00<00:00, 17.23it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.261]Epoch 355: 100%|##########| 1/1 [00:00<00:00, 17.05it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 355: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267] Epoch 356: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 356: 100%|##########| 1/1 [00:00<00:00, 18.48it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 356: 100%|##########| 1/1 [00:00<00:00, 18.40it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.267]Epoch 356: 100%|##########| 1/1 [00:00<00:00, 18.23it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 356: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268] Epoch 357: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 357: 100%|##########| 1/1 [00:00<00:00, 20.28it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 357: 100%|##########| 1/1 [00:00<00:00, 20.17it/s, v_num=61, train_loss_step=0.256, train_loss_epoch=0.268]Epoch 357: 100%|##########| 1/1 [00:00<00:00, 19.94it/s, v_num=61, train_loss_step=0.256, train_loss_epoch=0.256]Epoch 357: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.256, train_loss_epoch=0.256] Epoch 358: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.256, train_loss_epoch=0.256]Epoch 358: 100%|##########| 1/1 [00:00<00:00, 18.57it/s, v_num=61, train_loss_step=0.256, train_loss_epoch=0.256]Epoch 358: 100%|##########| 1/1 [00:00<00:00, 18.45it/s, v_num=61, train_loss_step=0.258, train_loss_epoch=0.256]Epoch 358: 100%|##########| 1/1 [00:00<00:00, 18.27it/s, v_num=61, train_loss_step=0.258, train_loss_epoch=0.258]Epoch 358: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.258, train_loss_epoch=0.258] Epoch 359: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.258, train_loss_epoch=0.258]Epoch 359: 100%|##########| 1/1 [00:00<00:00, 16.14it/s, v_num=61, train_loss_step=0.258, train_loss_epoch=0.258]Epoch 359: 100%|##########| 1/1 [00:00<00:00, 16.02it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.258]Epoch 359: 100%|##########| 1/1 [00:00<00:00, 15.85it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 359: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263] Epoch 360: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 360: 100%|##########| 1/1 [00:00<00:00, 18.64it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 360: 100%|##########| 1/1 [00:00<00:00, 18.55it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.263]Epoch 360: 100%|##########| 1/1 [00:00<00:00, 18.42it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285]Epoch 360: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285] Epoch 361: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285]Epoch 361: 100%|##########| 1/1 [00:00<00:00, 18.73it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285]Epoch 361: 100%|##########| 1/1 [00:00<00:00, 18.64it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.285]Epoch 361: 100%|##########| 1/1 [00:00<00:00, 18.47it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 361: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257] Epoch 362: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 362: 100%|##########| 1/1 [00:00<00:00, 20.12it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 362: 100%|##########| 1/1 [00:00<00:00, 20.02it/s, v_num=61, train_loss_step=0.269, train_loss_epoch=0.257]Epoch 362: 100%|##########| 1/1 [00:00<00:00, 19.72it/s, v_num=61, train_loss_step=0.269, train_loss_epoch=0.269]Epoch 362: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.269, train_loss_epoch=0.269] Epoch 363: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.269, train_loss_epoch=0.269]Epoch 363: 100%|##########| 1/1 [00:00<00:00, 14.42it/s, v_num=61, train_loss_step=0.269, train_loss_epoch=0.269]Epoch 363: 100%|##########| 1/1 [00:00<00:00, 14.36it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.269]Epoch 363: 100%|##########| 1/1 [00:00<00:00, 14.23it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 363: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257] Epoch 364: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 364: 100%|##########| 1/1 [00:00<00:00, 16.14it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 364: 100%|##########| 1/1 [00:00<00:00, 16.07it/s, v_num=61, train_loss_step=0.292, train_loss_epoch=0.257]Epoch 364: 100%|##########| 1/1 [00:00<00:00, 15.93it/s, v_num=61, train_loss_step=0.292, train_loss_epoch=0.292]Epoch 364: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.292, train_loss_epoch=0.292] Epoch 365: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.292, train_loss_epoch=0.292]Epoch 365: 100%|##########| 1/1 [00:00<00:00, 11.00it/s, v_num=61, train_loss_step=0.292, train_loss_epoch=0.292]Epoch 365: 100%|##########| 1/1 [00:00<00:00, 10.96it/s, v_num=61, train_loss_step=0.270, train_loss_epoch=0.292]Epoch 365: 100%|##########| 1/1 [00:00<00:00, 10.83it/s, v_num=61, train_loss_step=0.270, train_loss_epoch=0.270]Epoch 365: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.270, train_loss_epoch=0.270] Epoch 366: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.270, train_loss_epoch=0.270]Epoch 366: 100%|##########| 1/1 [00:00<00:00, 18.31it/s, v_num=61, train_loss_step=0.270, train_loss_epoch=0.270]Epoch 366: 100%|##########| 1/1 [00:00<00:00, 18.22it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.270]Epoch 366: 100%|##########| 1/1 [00:00<00:00, 18.03it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 366: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264] Epoch 367: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 367: 100%|##########| 1/1 [00:00<00:00, 21.91it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 367: 100%|##########| 1/1 [00:00<00:00, 21.77it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.264]Epoch 367: 100%|##########| 1/1 [00:00<00:00, 21.59it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 367: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260] Epoch 368: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 368: 100%|##########| 1/1 [00:00<00:00, 24.52it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 368: 100%|##########| 1/1 [00:00<00:00, 24.38it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.260]Epoch 368: 100%|##########| 1/1 [00:00<00:00, 24.17it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 368: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267] Epoch 369: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 369: 100%|##########| 1/1 [00:00<00:00, 27.96it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 369: 100%|##########| 1/1 [00:00<00:00, 27.80it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.267]Epoch 369: 100%|##########| 1/1 [00:00<00:00, 27.55it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281]Epoch 369: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281] Epoch 370: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281]Epoch 370: 100%|##########| 1/1 [00:00<00:00, 29.45it/s, v_num=61, train_loss_step=0.281, train_loss_epoch=0.281]Epoch 370: 100%|##########| 1/1 [00:00<00:00, 29.28it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.281]Epoch 370: 100%|##########| 1/1 [00:00<00:00, 29.01it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295]Epoch 370: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295] Epoch 371: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295]Epoch 371: 100%|##########| 1/1 [00:00<00:00, 27.52it/s, v_num=61, train_loss_step=0.295, train_loss_epoch=0.295]Epoch 371: 100%|##########| 1/1 [00:00<00:00, 27.33it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.295]Epoch 371: 100%|##########| 1/1 [00:00<00:00, 27.07it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 371: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250] Epoch 372: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 372: 100%|##########| 1/1 [00:00<00:00, 28.55it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 372: 100%|##########| 1/1 [00:00<00:00, 28.38it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.250]Epoch 372: 100%|##########| 1/1 [00:00<00:00, 28.11it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265]Epoch 372: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265] Epoch 373: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265]Epoch 373: 100%|##########| 1/1 [00:00<00:00, 29.10it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265]Epoch 373: 100%|##########| 1/1 [00:00<00:00, 28.93it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.265]Epoch 373: 100%|##########| 1/1 [00:00<00:00, 28.59it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 373: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274] Epoch 374: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 374: 100%|##########| 1/1 [00:00<00:00, 29.01it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 374: 100%|##########| 1/1 [00:00<00:00, 28.84it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 374: 100%|##########| 1/1 [00:00<00:00, 28.57it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 374: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274] Epoch 375: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 375: 100%|##########| 1/1 [00:00<00:00, 29.30it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 375: 100%|##########| 1/1 [00:00<00:00, 29.13it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.274]Epoch 375: 100%|##########| 1/1 [00:00<00:00, 28.86it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262]Epoch 375: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262] Epoch 376: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262]Epoch 376: 100%|##########| 1/1 [00:00<00:00, 28.62it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262]Epoch 376: 100%|##########| 1/1 [00:00<00:00, 28.46it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.262]Epoch 376: 100%|##########| 1/1 [00:00<00:00, 28.20it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 376: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254] Epoch 377: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 377: 100%|##########| 1/1 [00:00<00:00, 26.31it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 377: 100%|##########| 1/1 [00:00<00:00, 26.16it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 377: 100%|##########| 1/1 [00:00<00:00, 25.91it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 377: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254] Epoch 378: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 378: 100%|##########| 1/1 [00:00<00:00, 21.69it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 378: 100%|##########| 1/1 [00:00<00:00, 21.57it/s, v_num=61, train_loss_step=0.287, train_loss_epoch=0.254]Epoch 378: 100%|##########| 1/1 [00:00<00:00, 21.40it/s, v_num=61, train_loss_step=0.287, train_loss_epoch=0.287]Epoch 378: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.287, train_loss_epoch=0.287] Epoch 379: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.287, train_loss_epoch=0.287]Epoch 379: 100%|##########| 1/1 [00:00<00:00, 27.03it/s, v_num=61, train_loss_step=0.287, train_loss_epoch=0.287]Epoch 379: 100%|##########| 1/1 [00:00<00:00, 26.88it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.287]Epoch 379: 100%|##########| 1/1 [00:00<00:00, 26.63it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 379: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250] Epoch 380: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 380: 100%|##########| 1/1 [00:00<00:00, 27.36it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 380: 100%|##########| 1/1 [00:00<00:00, 27.16it/s, v_num=61, train_loss_step=0.259, train_loss_epoch=0.250]Epoch 380: 100%|##########| 1/1 [00:00<00:00, 26.85it/s, v_num=61, train_loss_step=0.259, train_loss_epoch=0.259]Epoch 380: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.259, train_loss_epoch=0.259] Epoch 381: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.259, train_loss_epoch=0.259]Epoch 381: 100%|##########| 1/1 [00:00<00:00, 27.80it/s, v_num=61, train_loss_step=0.259, train_loss_epoch=0.259]Epoch 381: 100%|##########| 1/1 [00:00<00:00, 27.64it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.259]Epoch 381: 100%|##########| 1/1 [00:00<00:00, 27.39it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243]Epoch 381: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243] Epoch 382: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243]Epoch 382: 100%|##########| 1/1 [00:00<00:00, 24.07it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243]Epoch 382: 100%|##########| 1/1 [00:00<00:00, 23.94it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.243]Epoch 382: 100%|##########| 1/1 [00:00<00:00, 23.74it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252]Epoch 382: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252] Epoch 383: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252]Epoch 383: 100%|##########| 1/1 [00:00<00:00, 24.64it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252]Epoch 383: 100%|##########| 1/1 [00:00<00:00, 24.50it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.252]Epoch 383: 100%|##########| 1/1 [00:00<00:00, 24.29it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265]Epoch 383: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265] Epoch 384: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265]Epoch 384: 100%|##########| 1/1 [00:00<00:00, 24.56it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265]Epoch 384: 100%|##########| 1/1 [00:00<00:00, 24.43it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.265]Epoch 384: 100%|##########| 1/1 [00:00<00:00, 24.21it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 384: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246] Epoch 385: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 385: 100%|##########| 1/1 [00:00<00:00, 26.04it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 385: 100%|##########| 1/1 [00:00<00:00, 25.89it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.246]Epoch 385: 100%|##########| 1/1 [00:00<00:00, 25.66it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285]Epoch 385: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285] Epoch 386: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285]Epoch 386: 100%|##########| 1/1 [00:00<00:00, 26.98it/s, v_num=61, train_loss_step=0.285, train_loss_epoch=0.285]Epoch 386: 100%|##########| 1/1 [00:00<00:00, 26.82it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.285]Epoch 386: 100%|##########| 1/1 [00:00<00:00, 26.57it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 386: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267] Epoch 387: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 387: 100%|##########| 1/1 [00:00<00:00, 28.03it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 387: 100%|##########| 1/1 [00:00<00:00, 27.87it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.267]Epoch 387: 100%|##########| 1/1 [00:00<00:00, 27.62it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 387: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264] Epoch 388: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 388: 100%|##########| 1/1 [00:00<00:00, 26.41it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 388: 100%|##########| 1/1 [00:00<00:00, 26.23it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 388: 100%|##########| 1/1 [00:00<00:00, 25.96it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 388: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264] Epoch 389: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 389: 100%|##########| 1/1 [00:00<00:00, 25.55it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 389: 100%|##########| 1/1 [00:00<00:00, 25.41it/s, v_num=61, train_loss_step=0.241, train_loss_epoch=0.264]Epoch 389: 100%|##########| 1/1 [00:00<00:00, 25.18it/s, v_num=61, train_loss_step=0.241, train_loss_epoch=0.241]Epoch 389: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.241, train_loss_epoch=0.241] Epoch 390: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.241, train_loss_epoch=0.241]Epoch 390: 100%|##########| 1/1 [00:00<00:00, 23.30it/s, v_num=61, train_loss_step=0.241, train_loss_epoch=0.241]Epoch 390: 100%|##########| 1/1 [00:00<00:00, 23.14it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.241]Epoch 390: 100%|##########| 1/1 [00:00<00:00, 22.89it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283]Epoch 390: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283] Epoch 391: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283]Epoch 391: 100%|##########| 1/1 [00:00<00:00, 24.88it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283]Epoch 391: 100%|##########| 1/1 [00:00<00:00, 24.74it/s, v_num=61, train_loss_step=0.256, train_loss_epoch=0.283]Epoch 391: 100%|##########| 1/1 [00:00<00:00, 24.51it/s, v_num=61, train_loss_step=0.256, train_loss_epoch=0.256]Epoch 391: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.256, train_loss_epoch=0.256] Epoch 392: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.256, train_loss_epoch=0.256]Epoch 392: 100%|##########| 1/1 [00:00<00:00, 22.83it/s, v_num=61, train_loss_step=0.256, train_loss_epoch=0.256]Epoch 392: 100%|##########| 1/1 [00:00<00:00, 22.72it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.256]Epoch 392: 100%|##########| 1/1 [00:00<00:00, 22.54it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245]Epoch 392: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245] Epoch 393: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245]Epoch 393: 100%|##########| 1/1 [00:00<00:00, 23.57it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245]Epoch 393: 100%|##########| 1/1 [00:00<00:00, 23.44it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.245]Epoch 393: 100%|##########| 1/1 [00:00<00:00, 23.24it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262]Epoch 393: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262] Epoch 394: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262]Epoch 394: 100%|##########| 1/1 [00:00<00:00, 24.05it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262]Epoch 394: 100%|##########| 1/1 [00:00<00:00, 23.92it/s, v_num=61, train_loss_step=0.240, train_loss_epoch=0.262]Epoch 394: 100%|##########| 1/1 [00:00<00:00, 23.70it/s, v_num=61, train_loss_step=0.240, train_loss_epoch=0.240]Epoch 394: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.240, train_loss_epoch=0.240] Epoch 395: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.240, train_loss_epoch=0.240]Epoch 395: 100%|##########| 1/1 [00:00<00:00, 26.64it/s, v_num=61, train_loss_step=0.240, train_loss_epoch=0.240]Epoch 395: 100%|##########| 1/1 [00:00<00:00, 26.49it/s, v_num=61, train_loss_step=0.270, train_loss_epoch=0.240]Epoch 395: 100%|##########| 1/1 [00:00<00:00, 26.25it/s, v_num=61, train_loss_step=0.270, train_loss_epoch=0.270]Epoch 395: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.270, train_loss_epoch=0.270] Epoch 396: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.270, train_loss_epoch=0.270]Epoch 396: 100%|##########| 1/1 [00:00<00:00, 27.29it/s, v_num=61, train_loss_step=0.270, train_loss_epoch=0.270]Epoch 396: 100%|##########| 1/1 [00:00<00:00, 27.13it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.270]Epoch 396: 100%|##########| 1/1 [00:00<00:00, 26.89it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 396: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267] Epoch 397: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 397: 100%|##########| 1/1 [00:00<00:00, 23.09it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 397: 100%|##########| 1/1 [00:00<00:00, 22.97it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.267]Epoch 397: 100%|##########| 1/1 [00:00<00:00, 22.64it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 397: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247] Epoch 398: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 398: 100%|##########| 1/1 [00:00<00:00, 22.45it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 398: 100%|##########| 1/1 [00:00<00:00, 22.33it/s, v_num=61, train_loss_step=0.249, train_loss_epoch=0.247]Epoch 398: 100%|##########| 1/1 [00:00<00:00, 22.15it/s, v_num=61, train_loss_step=0.249, train_loss_epoch=0.249]Epoch 398: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.249, train_loss_epoch=0.249] Epoch 399: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.249, train_loss_epoch=0.249]Epoch 399: 100%|##########| 1/1 [00:00<00:00, 22.28it/s, v_num=61, train_loss_step=0.249, train_loss_epoch=0.249]Epoch 399: 100%|##########| 1/1 [00:00<00:00, 22.17it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.249]
## Validation: | | 0/? [00:00<?, ?it/s][A
## Validation: 0%| | 0/1 [00:00<?, ?it/s][A
## Validation DataLoader 0: 0%| | 0/1 [00:00<?, ?it/s][A
## Validation DataLoader 0: 100%|##########| 1/1 [00:00<00:00, 2090.88it/s][A
## [AEpoch 399: 100%|##########| 1/1 [00:00<00:00, 20.87it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.249]Epoch 399: 100%|##########| 1/1 [00:00<00:00, 20.71it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245]Epoch 399: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245] Epoch 400: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245]Epoch 400: 100%|##########| 1/1 [00:00<00:00, 28.29it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245]Epoch 400: 100%|##########| 1/1 [00:00<00:00, 28.13it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.245]Epoch 400: 100%|##########| 1/1 [00:00<00:00, 27.88it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 400: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250] Epoch 401: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 401: 100%|##########| 1/1 [00:00<00:00, 26.91it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 401: 100%|##########| 1/1 [00:00<00:00, 26.76it/s, v_num=61, train_loss_step=0.256, train_loss_epoch=0.250]Epoch 401: 100%|##########| 1/1 [00:00<00:00, 26.53it/s, v_num=61, train_loss_step=0.256, train_loss_epoch=0.256]Epoch 401: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.256, train_loss_epoch=0.256] Epoch 402: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.256, train_loss_epoch=0.256]Epoch 402: 100%|##########| 1/1 [00:00<00:00, 28.61it/s, v_num=61, train_loss_step=0.256, train_loss_epoch=0.256]Epoch 402: 100%|##########| 1/1 [00:00<00:00, 28.44it/s, v_num=61, train_loss_step=0.237, train_loss_epoch=0.256]Epoch 402: 100%|##########| 1/1 [00:00<00:00, 28.17it/s, v_num=61, train_loss_step=0.237, train_loss_epoch=0.237]Epoch 402: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.237, train_loss_epoch=0.237] Epoch 403: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.237, train_loss_epoch=0.237]Epoch 403: 100%|##########| 1/1 [00:00<00:00, 28.41it/s, v_num=61, train_loss_step=0.237, train_loss_epoch=0.237]Epoch 403: 100%|##########| 1/1 [00:00<00:00, 28.25it/s, v_num=61, train_loss_step=0.259, train_loss_epoch=0.237]Epoch 403: 100%|##########| 1/1 [00:00<00:00, 27.99it/s, v_num=61, train_loss_step=0.259, train_loss_epoch=0.259]Epoch 403: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.259, train_loss_epoch=0.259] Epoch 404: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.259, train_loss_epoch=0.259]Epoch 404: 100%|##########| 1/1 [00:00<00:00, 28.78it/s, v_num=61, train_loss_step=0.259, train_loss_epoch=0.259]Epoch 404: 100%|##########| 1/1 [00:00<00:00, 28.61it/s, v_num=61, train_loss_step=0.273, train_loss_epoch=0.259]Epoch 404: 100%|##########| 1/1 [00:00<00:00, 28.35it/s, v_num=61, train_loss_step=0.273, train_loss_epoch=0.273]Epoch 404: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.273, train_loss_epoch=0.273] Epoch 405: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.273, train_loss_epoch=0.273]Epoch 405: 100%|##########| 1/1 [00:00<00:00, 28.70it/s, v_num=61, train_loss_step=0.273, train_loss_epoch=0.273]Epoch 405: 100%|##########| 1/1 [00:00<00:00, 28.53it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.273]Epoch 405: 100%|##########| 1/1 [00:00<00:00, 28.26it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 405: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297] Epoch 406: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 406: 100%|##########| 1/1 [00:00<00:00, 28.88it/s, v_num=61, train_loss_step=0.297, train_loss_epoch=0.297]Epoch 406: 100%|##########| 1/1 [00:00<00:00, 28.70it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.297]Epoch 406: 100%|##########| 1/1 [00:00<00:00, 28.41it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251]Epoch 406: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251] Epoch 407: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251]Epoch 407: 100%|##########| 1/1 [00:00<00:00, 28.49it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251]Epoch 407: 100%|##########| 1/1 [00:00<00:00, 28.33it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.251]Epoch 407: 100%|##########| 1/1 [00:00<00:00, 28.07it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 407: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250] Epoch 408: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 408: 100%|##########| 1/1 [00:00<00:00, 26.25it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 408: 100%|##########| 1/1 [00:00<00:00, 26.10it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.250]Epoch 408: 100%|##########| 1/1 [00:00<00:00, 25.79it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245]Epoch 408: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245] Epoch 409: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245]Epoch 409: 100%|##########| 1/1 [00:00<00:00, 27.65it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245]Epoch 409: 100%|##########| 1/1 [00:00<00:00, 27.49it/s, v_num=61, train_loss_step=0.241, train_loss_epoch=0.245]Epoch 409: 100%|##########| 1/1 [00:00<00:00, 27.25it/s, v_num=61, train_loss_step=0.241, train_loss_epoch=0.241]Epoch 409: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.241, train_loss_epoch=0.241] Epoch 410: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.241, train_loss_epoch=0.241]Epoch 410: 100%|##########| 1/1 [00:00<00:00, 28.36it/s, v_num=61, train_loss_step=0.241, train_loss_epoch=0.241]Epoch 410: 100%|##########| 1/1 [00:00<00:00, 28.19it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.241]Epoch 410: 100%|##########| 1/1 [00:00<00:00, 27.94it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251]Epoch 410: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251] Epoch 411: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251]Epoch 411: 100%|##########| 1/1 [00:00<00:00, 27.07it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251]Epoch 411: 100%|##########| 1/1 [00:00<00:00, 26.92it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.251]Epoch 411: 100%|##########| 1/1 [00:00<00:00, 26.68it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 411: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250] Epoch 412: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 412: 100%|##########| 1/1 [00:00<00:00, 26.72it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 412: 100%|##########| 1/1 [00:00<00:00, 26.45it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.250]Epoch 412: 100%|##########| 1/1 [00:00<00:00, 26.19it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 412: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257] Epoch 413: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 413: 100%|##########| 1/1 [00:00<00:00, 25.82it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 413: 100%|##########| 1/1 [00:00<00:00, 25.67it/s, v_num=61, train_loss_step=0.258, train_loss_epoch=0.257]Epoch 413: 100%|##########| 1/1 [00:00<00:00, 25.44it/s, v_num=61, train_loss_step=0.258, train_loss_epoch=0.258]Epoch 413: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.258, train_loss_epoch=0.258] Epoch 414: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.258, train_loss_epoch=0.258]Epoch 414: 100%|##########| 1/1 [00:00<00:00, 27.14it/s, v_num=61, train_loss_step=0.258, train_loss_epoch=0.258]Epoch 414: 100%|##########| 1/1 [00:00<00:00, 26.99it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.258]Epoch 414: 100%|##########| 1/1 [00:00<00:00, 26.75it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 414: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260] Epoch 415: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 415: 100%|##########| 1/1 [00:00<00:00, 28.72it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 415: 100%|##########| 1/1 [00:00<00:00, 28.55it/s, v_num=61, train_loss_step=0.233, train_loss_epoch=0.260]Epoch 415: 100%|##########| 1/1 [00:00<00:00, 28.28it/s, v_num=61, train_loss_step=0.233, train_loss_epoch=0.233]Epoch 415: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.233, train_loss_epoch=0.233] Epoch 416: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.233, train_loss_epoch=0.233]Epoch 416: 100%|##########| 1/1 [00:00<00:00, 26.22it/s, v_num=61, train_loss_step=0.233, train_loss_epoch=0.233]Epoch 416: 100%|##########| 1/1 [00:00<00:00, 26.07it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.233]Epoch 416: 100%|##########| 1/1 [00:00<00:00, 25.84it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 416: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274] Epoch 417: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 417: 100%|##########| 1/1 [00:00<00:00, 17.93it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 417: 100%|##########| 1/1 [00:00<00:00, 17.84it/s, v_num=61, train_loss_step=0.272, train_loss_epoch=0.274]Epoch 417: 100%|##########| 1/1 [00:00<00:00, 17.55it/s, v_num=61, train_loss_step=0.272, train_loss_epoch=0.272]Epoch 417: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.272, train_loss_epoch=0.272] Epoch 418: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.272, train_loss_epoch=0.272]Epoch 418: 100%|##########| 1/1 [00:00<00:00, 19.36it/s, v_num=61, train_loss_step=0.272, train_loss_epoch=0.272]Epoch 418: 100%|##########| 1/1 [00:00<00:00, 19.27it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.272]Epoch 418: 100%|##########| 1/1 [00:00<00:00, 19.14it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 418: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263] Epoch 419: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 419: 100%|##########| 1/1 [00:00<00:00, 19.28it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 419: 100%|##########| 1/1 [00:00<00:00, 19.19it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.263]Epoch 419: 100%|##########| 1/1 [00:00<00:00, 19.05it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 419: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254] Epoch 420: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 420: 100%|##########| 1/1 [00:00<00:00, 20.14it/s, v_num=61, train_loss_step=0.254, train_loss_epoch=0.254]Epoch 420: 100%|##########| 1/1 [00:00<00:00, 20.04it/s, v_num=61, train_loss_step=0.240, train_loss_epoch=0.254]Epoch 420: 100%|##########| 1/1 [00:00<00:00, 19.89it/s, v_num=61, train_loss_step=0.240, train_loss_epoch=0.240]Epoch 420: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.240, train_loss_epoch=0.240] Epoch 421: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.240, train_loss_epoch=0.240]Epoch 421: 100%|##########| 1/1 [00:00<00:00, 20.52it/s, v_num=61, train_loss_step=0.240, train_loss_epoch=0.240]Epoch 421: 100%|##########| 1/1 [00:00<00:00, 20.42it/s, v_num=61, train_loss_step=0.244, train_loss_epoch=0.240]Epoch 421: 100%|##########| 1/1 [00:00<00:00, 20.27it/s, v_num=61, train_loss_step=0.244, train_loss_epoch=0.244]Epoch 421: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.244, train_loss_epoch=0.244] Epoch 422: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.244, train_loss_epoch=0.244]Epoch 422: 100%|##########| 1/1 [00:00<00:00, 24.49it/s, v_num=61, train_loss_step=0.244, train_loss_epoch=0.244]Epoch 422: 100%|##########| 1/1 [00:00<00:00, 24.35it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.244]Epoch 422: 100%|##########| 1/1 [00:00<00:00, 24.10it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 422: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247] Epoch 423: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 423: 100%|##########| 1/1 [00:00<00:00, 21.80it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 423: 100%|##########| 1/1 [00:00<00:00, 21.70it/s, v_num=61, train_loss_step=0.242, train_loss_epoch=0.247]Epoch 423: 100%|##########| 1/1 [00:00<00:00, 21.52it/s, v_num=61, train_loss_step=0.242, train_loss_epoch=0.242]Epoch 423: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.242, train_loss_epoch=0.242] Epoch 424: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.242, train_loss_epoch=0.242]Epoch 424: 100%|##########| 1/1 [00:00<00:00, 23.34it/s, v_num=61, train_loss_step=0.242, train_loss_epoch=0.242]Epoch 424: 100%|##########| 1/1 [00:00<00:00, 23.21it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.242]Epoch 424: 100%|##########| 1/1 [00:00<00:00, 22.92it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 424: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264] Epoch 425: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 425: 100%|##########| 1/1 [00:00<00:00, 12.64it/s, v_num=61, train_loss_step=0.264, train_loss_epoch=0.264]Epoch 425: 100%|##########| 1/1 [00:00<00:00, 12.60it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.264]Epoch 425: 100%|##########| 1/1 [00:00<00:00, 12.54it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 425: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246] Epoch 426: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 426: 100%|##########| 1/1 [00:00<00:00, 25.51it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 426: 100%|##########| 1/1 [00:00<00:00, 25.36it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.246]Epoch 426: 100%|##########| 1/1 [00:00<00:00, 25.12it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 426: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260] Epoch 427: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 427: 100%|##########| 1/1 [00:00<00:00, 23.58it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 427: 100%|##########| 1/1 [00:00<00:00, 23.45it/s, v_num=61, train_loss_step=0.225, train_loss_epoch=0.260]Epoch 427: 100%|##########| 1/1 [00:00<00:00, 23.25it/s, v_num=61, train_loss_step=0.225, train_loss_epoch=0.225]Epoch 427: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.225, train_loss_epoch=0.225] Epoch 428: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.225, train_loss_epoch=0.225]Epoch 428: 100%|##########| 1/1 [00:00<00:00, 20.37it/s, v_num=61, train_loss_step=0.225, train_loss_epoch=0.225]Epoch 428: 100%|##########| 1/1 [00:00<00:00, 20.27it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.225]Epoch 428: 100%|##########| 1/1 [00:00<00:00, 20.12it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 428: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247] Epoch 429: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 429: 100%|##########| 1/1 [00:00<00:00, 23.82it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 429: 100%|##########| 1/1 [00:00<00:00, 23.69it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.247]Epoch 429: 100%|##########| 1/1 [00:00<00:00, 23.49it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 429: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263] Epoch 430: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 430: 100%|##########| 1/1 [00:00<00:00, 27.68it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 430: 100%|##########| 1/1 [00:00<00:00, 27.51it/s, v_num=61, train_loss_step=0.235, train_loss_epoch=0.263]Epoch 430: 100%|##########| 1/1 [00:00<00:00, 27.09it/s, v_num=61, train_loss_step=0.235, train_loss_epoch=0.235]Epoch 430: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.235, train_loss_epoch=0.235] Epoch 431: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.235, train_loss_epoch=0.235]Epoch 431: 100%|##########| 1/1 [00:00<00:00, 22.36it/s, v_num=61, train_loss_step=0.235, train_loss_epoch=0.235]Epoch 431: 100%|##########| 1/1 [00:00<00:00, 22.25it/s, v_num=61, train_loss_step=0.234, train_loss_epoch=0.235]Epoch 431: 100%|##########| 1/1 [00:00<00:00, 22.07it/s, v_num=61, train_loss_step=0.234, train_loss_epoch=0.234]Epoch 431: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.234, train_loss_epoch=0.234] Epoch 432: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.234, train_loss_epoch=0.234]Epoch 432: 100%|##########| 1/1 [00:00<00:00, 24.93it/s, v_num=61, train_loss_step=0.234, train_loss_epoch=0.234]Epoch 432: 100%|##########| 1/1 [00:00<00:00, 24.79it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.234]Epoch 432: 100%|##########| 1/1 [00:00<00:00, 24.57it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 432: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246] Epoch 433: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 433: 100%|##########| 1/1 [00:00<00:00, 24.25it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 433: 100%|##########| 1/1 [00:00<00:00, 24.09it/s, v_num=61, train_loss_step=0.239, train_loss_epoch=0.246]Epoch 433: 100%|##########| 1/1 [00:00<00:00, 23.85it/s, v_num=61, train_loss_step=0.239, train_loss_epoch=0.239]Epoch 433: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.239, train_loss_epoch=0.239] Epoch 434: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.239, train_loss_epoch=0.239]Epoch 434: 100%|##########| 1/1 [00:00<00:00, 23.75it/s, v_num=61, train_loss_step=0.239, train_loss_epoch=0.239]Epoch 434: 100%|##########| 1/1 [00:00<00:00, 23.60it/s, v_num=61, train_loss_step=0.225, train_loss_epoch=0.239]Epoch 434: 100%|##########| 1/1 [00:00<00:00, 23.35it/s, v_num=61, train_loss_step=0.225, train_loss_epoch=0.225]Epoch 434: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.225, train_loss_epoch=0.225] Epoch 435: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.225, train_loss_epoch=0.225]Epoch 435: 100%|##########| 1/1 [00:00<00:00, 23.56it/s, v_num=61, train_loss_step=0.225, train_loss_epoch=0.225]Epoch 435: 100%|##########| 1/1 [00:00<00:00, 23.41it/s, v_num=61, train_loss_step=0.244, train_loss_epoch=0.225]Epoch 435: 100%|##########| 1/1 [00:00<00:00, 23.15it/s, v_num=61, train_loss_step=0.244, train_loss_epoch=0.244]Epoch 435: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.244, train_loss_epoch=0.244] Epoch 436: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.244, train_loss_epoch=0.244]Epoch 436: 100%|##########| 1/1 [00:00<00:00, 21.42it/s, v_num=61, train_loss_step=0.244, train_loss_epoch=0.244]Epoch 436: 100%|##########| 1/1 [00:00<00:00, 21.30it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.244]Epoch 436: 100%|##########| 1/1 [00:00<00:00, 21.02it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252]Epoch 436: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252] Epoch 437: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252]Epoch 437: 100%|##########| 1/1 [00:00<00:00, 18.77it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252]Epoch 437: 100%|##########| 1/1 [00:00<00:00, 18.67it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.252]Epoch 437: 100%|##########| 1/1 [00:00<00:00, 18.46it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 437: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250] Epoch 438: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 438: 100%|##########| 1/1 [00:00<00:00, 22.17it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 438: 100%|##########| 1/1 [00:00<00:00, 21.98it/s, v_num=61, train_loss_step=0.255, train_loss_epoch=0.250]Epoch 438: 100%|##########| 1/1 [00:00<00:00, 21.78it/s, v_num=61, train_loss_step=0.255, train_loss_epoch=0.255]Epoch 438: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.255, train_loss_epoch=0.255] Epoch 439: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.255, train_loss_epoch=0.255]Epoch 439: 100%|##########| 1/1 [00:00<00:00, 23.49it/s, v_num=61, train_loss_step=0.255, train_loss_epoch=0.255]Epoch 439: 100%|##########| 1/1 [00:00<00:00, 23.37it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.255]Epoch 439: 100%|##########| 1/1 [00:00<00:00, 23.17it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 439: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268] Epoch 440: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 440: 100%|##########| 1/1 [00:00<00:00, 23.88it/s, v_num=61, train_loss_step=0.268, train_loss_epoch=0.268]Epoch 440: 100%|##########| 1/1 [00:00<00:00, 23.72it/s, v_num=61, train_loss_step=0.237, train_loss_epoch=0.268]Epoch 440: 100%|##########| 1/1 [00:00<00:00, 23.50it/s, v_num=61, train_loss_step=0.237, train_loss_epoch=0.237]Epoch 440: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.237, train_loss_epoch=0.237] Epoch 441: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.237, train_loss_epoch=0.237]Epoch 441: 100%|##########| 1/1 [00:00<00:00, 22.88it/s, v_num=61, train_loss_step=0.237, train_loss_epoch=0.237]Epoch 441: 100%|##########| 1/1 [00:00<00:00, 22.73it/s, v_num=61, train_loss_step=0.271, train_loss_epoch=0.237]Epoch 441: 100%|##########| 1/1 [00:00<00:00, 22.51it/s, v_num=61, train_loss_step=0.271, train_loss_epoch=0.271]Epoch 441: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.271, train_loss_epoch=0.271] Epoch 442: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.271, train_loss_epoch=0.271]Epoch 442: 100%|##########| 1/1 [00:00<00:00, 23.14it/s, v_num=61, train_loss_step=0.271, train_loss_epoch=0.271]Epoch 442: 100%|##########| 1/1 [00:00<00:00, 23.02it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.271]Epoch 442: 100%|##########| 1/1 [00:00<00:00, 22.83it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262]Epoch 442: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262] Epoch 443: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262]Epoch 443: 100%|##########| 1/1 [00:00<00:00, 16.31it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262]Epoch 443: 100%|##########| 1/1 [00:00<00:00, 16.24it/s, v_num=61, train_loss_step=0.269, train_loss_epoch=0.262]Epoch 443: 100%|##########| 1/1 [00:00<00:00, 16.01it/s, v_num=61, train_loss_step=0.269, train_loss_epoch=0.269]Epoch 443: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.269, train_loss_epoch=0.269] Epoch 444: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.269, train_loss_epoch=0.269]Epoch 444: 100%|##########| 1/1 [00:00<00:00, 20.63it/s, v_num=61, train_loss_step=0.269, train_loss_epoch=0.269]Epoch 444: 100%|##########| 1/1 [00:00<00:00, 20.49it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.269]Epoch 444: 100%|##########| 1/1 [00:00<00:00, 20.29it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262]Epoch 444: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262] Epoch 445: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262]Epoch 445: 100%|##########| 1/1 [00:00<00:00, 16.31it/s, v_num=61, train_loss_step=0.262, train_loss_epoch=0.262]Epoch 445: 100%|##########| 1/1 [00:00<00:00, 16.20it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.262]Epoch 445: 100%|##########| 1/1 [00:00<00:00, 15.99it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245]Epoch 445: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245] Epoch 446: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245]Epoch 446: 100%|##########| 1/1 [00:00<00:00, 20.76it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245]Epoch 446: 100%|##########| 1/1 [00:00<00:00, 20.66it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.245]Epoch 446: 100%|##########| 1/1 [00:00<00:00, 20.51it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251]Epoch 446: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251] Epoch 447: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251]Epoch 447: 100%|##########| 1/1 [00:00<00:00, 17.61it/s, v_num=61, train_loss_step=0.251, train_loss_epoch=0.251]Epoch 447: 100%|##########| 1/1 [00:00<00:00, 17.54it/s, v_num=61, train_loss_step=0.220, train_loss_epoch=0.251]Epoch 447: 100%|##########| 1/1 [00:00<00:00, 17.42it/s, v_num=61, train_loss_step=0.220, train_loss_epoch=0.220]Epoch 447: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.220, train_loss_epoch=0.220] Epoch 448: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.220, train_loss_epoch=0.220]Epoch 448: 100%|##########| 1/1 [00:00<00:00, 6.71it/s, v_num=61, train_loss_step=0.220, train_loss_epoch=0.220]Epoch 448: 100%|##########| 1/1 [00:00<00:00, 6.68it/s, v_num=61, train_loss_step=0.278, train_loss_epoch=0.220]Epoch 448: 100%|##########| 1/1 [00:00<00:00, 6.62it/s, v_num=61, train_loss_step=0.278, train_loss_epoch=0.278]Epoch 448: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.278, train_loss_epoch=0.278] Epoch 449: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.278, train_loss_epoch=0.278]Epoch 449: 100%|##########| 1/1 [00:00<00:00, 13.07it/s, v_num=61, train_loss_step=0.278, train_loss_epoch=0.278]Epoch 449: 100%|##########| 1/1 [00:00<00:00, 13.01it/s, v_num=61, train_loss_step=0.237, train_loss_epoch=0.278]Epoch 449: 100%|##########| 1/1 [00:00<00:00, 12.82it/s, v_num=61, train_loss_step=0.237, train_loss_epoch=0.237]Epoch 449: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.237, train_loss_epoch=0.237] Epoch 450: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.237, train_loss_epoch=0.237]Epoch 450: 100%|##########| 1/1 [00:00<00:00, 15.63it/s, v_num=61, train_loss_step=0.237, train_loss_epoch=0.237]Epoch 450: 100%|##########| 1/1 [00:00<00:00, 15.55it/s, v_num=61, train_loss_step=0.236, train_loss_epoch=0.237]Epoch 450: 100%|##########| 1/1 [00:00<00:00, 15.42it/s, v_num=61, train_loss_step=0.236, train_loss_epoch=0.236]Epoch 450: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.236, train_loss_epoch=0.236] Epoch 451: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.236, train_loss_epoch=0.236]Epoch 451: 100%|##########| 1/1 [00:00<00:00, 20.30it/s, v_num=61, train_loss_step=0.236, train_loss_epoch=0.236]Epoch 451: 100%|##########| 1/1 [00:00<00:00, 20.20it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.236]Epoch 451: 100%|##########| 1/1 [00:00<00:00, 20.01it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 451: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267] Epoch 452: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 452: 100%|##########| 1/1 [00:00<00:00, 21.20it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 452: 100%|##########| 1/1 [00:00<00:00, 21.05it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.267]Epoch 452: 100%|##########| 1/1 [00:00<00:00, 20.66it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252]Epoch 452: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252] Epoch 453: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252]Epoch 453: 100%|##########| 1/1 [00:00<00:00, 17.29it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252]Epoch 453: 100%|##########| 1/1 [00:00<00:00, 17.21it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.252]Epoch 453: 100%|##########| 1/1 [00:00<00:00, 17.10it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 453: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250] Epoch 454: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 454: 100%|##########| 1/1 [00:00<00:00, 15.88it/s, v_num=61, train_loss_step=0.250, train_loss_epoch=0.250]Epoch 454: 100%|##########| 1/1 [00:00<00:00, 15.83it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.250]Epoch 454: 100%|##########| 1/1 [00:00<00:00, 15.66it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283]Epoch 454: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283] Epoch 455: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283]Epoch 455: 100%|##########| 1/1 [00:00<00:00, 16.17it/s, v_num=61, train_loss_step=0.283, train_loss_epoch=0.283]Epoch 455: 100%|##########| 1/1 [00:00<00:00, 16.09it/s, v_num=61, train_loss_step=0.236, train_loss_epoch=0.283]Epoch 455: 100%|##########| 1/1 [00:00<00:00, 15.98it/s, v_num=61, train_loss_step=0.236, train_loss_epoch=0.236]Epoch 455: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.236, train_loss_epoch=0.236] Epoch 456: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.236, train_loss_epoch=0.236]Epoch 456: 100%|##########| 1/1 [00:00<00:00, 14.53it/s, v_num=61, train_loss_step=0.236, train_loss_epoch=0.236]Epoch 456: 100%|##########| 1/1 [00:00<00:00, 14.44it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.236]Epoch 456: 100%|##########| 1/1 [00:00<00:00, 14.30it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 456: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260] Epoch 457: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 457: 100%|##########| 1/1 [00:00<00:00, 17.55it/s, v_num=61, train_loss_step=0.260, train_loss_epoch=0.260]Epoch 457: 100%|##########| 1/1 [00:00<00:00, 17.40it/s, v_num=61, train_loss_step=0.234, train_loss_epoch=0.260]Epoch 457: 100%|##########| 1/1 [00:00<00:00, 17.28it/s, v_num=61, train_loss_step=0.234, train_loss_epoch=0.234]Epoch 457: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.234, train_loss_epoch=0.234] Epoch 458: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.234, train_loss_epoch=0.234]Epoch 458: 100%|##########| 1/1 [00:00<00:00, 14.78it/s, v_num=61, train_loss_step=0.234, train_loss_epoch=0.234]Epoch 458: 100%|##########| 1/1 [00:00<00:00, 14.70it/s, v_num=61, train_loss_step=0.273, train_loss_epoch=0.234]Epoch 458: 100%|##########| 1/1 [00:00<00:00, 14.55it/s, v_num=61, train_loss_step=0.273, train_loss_epoch=0.273]Epoch 458: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.273, train_loss_epoch=0.273] Epoch 459: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.273, train_loss_epoch=0.273]Epoch 459: 100%|##########| 1/1 [00:00<00:00, 18.99it/s, v_num=61, train_loss_step=0.273, train_loss_epoch=0.273]Epoch 459: 100%|##########| 1/1 [00:00<00:00, 18.91it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.273]Epoch 459: 100%|##########| 1/1 [00:00<00:00, 18.78it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 459: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274] Epoch 460: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 460: 100%|##########| 1/1 [00:00<00:00, 14.64it/s, v_num=61, train_loss_step=0.274, train_loss_epoch=0.274]Epoch 460: 100%|##########| 1/1 [00:00<00:00, 14.56it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.274]Epoch 460: 100%|##########| 1/1 [00:00<00:00, 14.30it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282]Epoch 460: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282] Epoch 461: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282]Epoch 461: 100%|##########| 1/1 [00:00<00:00, 23.54it/s, v_num=61, train_loss_step=0.282, train_loss_epoch=0.282]Epoch 461: 100%|##########| 1/1 [00:00<00:00, 23.41it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.282]Epoch 461: 100%|##########| 1/1 [00:00<00:00, 23.21it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 461: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247] Epoch 462: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 462: 100%|##########| 1/1 [00:00<00:00, 20.70it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 462: 100%|##########| 1/1 [00:00<00:00, 20.53it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 462: 100%|##########| 1/1 [00:00<00:00, 20.35it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 462: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247] Epoch 463: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 463: 100%|##########| 1/1 [00:00<00:00, 9.80it/s, v_num=61, train_loss_step=0.247, train_loss_epoch=0.247]Epoch 463: 100%|##########| 1/1 [00:00<00:00, 9.77it/s, v_num=61, train_loss_step=0.255, train_loss_epoch=0.247]Epoch 463: 100%|##########| 1/1 [00:00<00:00, 9.70it/s, v_num=61, train_loss_step=0.255, train_loss_epoch=0.255]Epoch 463: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.255, train_loss_epoch=0.255] Epoch 464: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.255, train_loss_epoch=0.255]Epoch 464: 100%|##########| 1/1 [00:00<00:00, 12.81it/s, v_num=61, train_loss_step=0.255, train_loss_epoch=0.255]Epoch 464: 100%|##########| 1/1 [00:00<00:00, 12.76it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.255]Epoch 464: 100%|##########| 1/1 [00:00<00:00, 12.63it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243]Epoch 464: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243] Epoch 465: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243]Epoch 465: 100%|##########| 1/1 [00:00<00:00, 14.79it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243]Epoch 465: 100%|##########| 1/1 [00:00<00:00, 14.64it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.243]Epoch 465: 100%|##########| 1/1 [00:00<00:00, 14.36it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265]Epoch 465: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265] Epoch 466: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265]Epoch 466: 100%|##########| 1/1 [00:00<00:00, 7.63it/s, v_num=61, train_loss_step=0.265, train_loss_epoch=0.265]Epoch 466: 100%|##########| 1/1 [00:00<00:00, 7.59it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.265]Epoch 466: 100%|##########| 1/1 [00:00<00:00, 7.54it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252]Epoch 466: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252] Epoch 467: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252]Epoch 467: 100%|##########| 1/1 [00:00<00:00, 8.12it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252]Epoch 467: 100%|##########| 1/1 [00:00<00:00, 8.03it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.252]Epoch 467: 100%|##########| 1/1 [00:00<00:00, 7.93it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 467: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257] Epoch 468: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 468: 100%|##########| 1/1 [00:00<00:00, 18.17it/s, v_num=61, train_loss_step=0.257, train_loss_epoch=0.257]Epoch 468: 100%|##########| 1/1 [00:00<00:00, 18.09it/s, v_num=61, train_loss_step=0.244, train_loss_epoch=0.257]Epoch 468: 100%|##########| 1/1 [00:00<00:00, 17.98it/s, v_num=61, train_loss_step=0.244, train_loss_epoch=0.244]Epoch 468: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.244, train_loss_epoch=0.244] Epoch 469: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.244, train_loss_epoch=0.244]Epoch 469: 100%|##########| 1/1 [00:00<00:00, 16.88it/s, v_num=61, train_loss_step=0.244, train_loss_epoch=0.244]Epoch 469: 100%|##########| 1/1 [00:00<00:00, 16.80it/s, v_num=61, train_loss_step=0.242, train_loss_epoch=0.244]Epoch 469: 100%|##########| 1/1 [00:00<00:00, 16.69it/s, v_num=61, train_loss_step=0.242, train_loss_epoch=0.242]Epoch 469: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.242, train_loss_epoch=0.242] Epoch 470: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.242, train_loss_epoch=0.242]Epoch 470: 100%|##########| 1/1 [00:00<00:00, 16.45it/s, v_num=61, train_loss_step=0.242, train_loss_epoch=0.242]Epoch 470: 100%|##########| 1/1 [00:00<00:00, 16.37it/s, v_num=61, train_loss_step=0.230, train_loss_epoch=0.242]Epoch 470: 100%|##########| 1/1 [00:00<00:00, 16.26it/s, v_num=61, train_loss_step=0.230, train_loss_epoch=0.230]Epoch 470: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.230, train_loss_epoch=0.230] Epoch 471: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.230, train_loss_epoch=0.230]Epoch 471: 100%|##########| 1/1 [00:00<00:00, 15.75it/s, v_num=61, train_loss_step=0.230, train_loss_epoch=0.230]Epoch 471: 100%|##########| 1/1 [00:00<00:00, 15.66it/s, v_num=61, train_loss_step=0.248, train_loss_epoch=0.230]Epoch 471: 100%|##########| 1/1 [00:00<00:00, 15.45it/s, v_num=61, train_loss_step=0.248, train_loss_epoch=0.248]Epoch 471: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.248, train_loss_epoch=0.248] Epoch 472: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.248, train_loss_epoch=0.248]Epoch 472: 100%|##########| 1/1 [00:00<00:00, 12.07it/s, v_num=61, train_loss_step=0.248, train_loss_epoch=0.248]Epoch 472: 100%|##########| 1/1 [00:00<00:00, 12.02it/s, v_num=61, train_loss_step=0.235, train_loss_epoch=0.248]Epoch 472: 100%|##########| 1/1 [00:00<00:00, 11.90it/s, v_num=61, train_loss_step=0.235, train_loss_epoch=0.235]Epoch 472: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.235, train_loss_epoch=0.235] Epoch 473: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.235, train_loss_epoch=0.235]Epoch 473: 100%|##########| 1/1 [00:00<00:00, 10.77it/s, v_num=61, train_loss_step=0.235, train_loss_epoch=0.235]Epoch 473: 100%|##########| 1/1 [00:00<00:00, 10.73it/s, v_num=61, train_loss_step=0.225, train_loss_epoch=0.235]Epoch 473: 100%|##########| 1/1 [00:00<00:00, 10.67it/s, v_num=61, train_loss_step=0.225, train_loss_epoch=0.225]Epoch 473: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.225, train_loss_epoch=0.225] Epoch 474: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.225, train_loss_epoch=0.225]Epoch 474: 100%|##########| 1/1 [00:00<00:00, 11.09it/s, v_num=61, train_loss_step=0.225, train_loss_epoch=0.225]Epoch 474: 100%|##########| 1/1 [00:00<00:00, 11.05it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.225]Epoch 474: 100%|##########| 1/1 [00:00<00:00, 10.98it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252]Epoch 474: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252] Epoch 475: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252]Epoch 475: 100%|##########| 1/1 [00:00<00:00, 14.79it/s, v_num=61, train_loss_step=0.252, train_loss_epoch=0.252]Epoch 475: 100%|##########| 1/1 [00:00<00:00, 14.66it/s, v_num=61, train_loss_step=0.230, train_loss_epoch=0.252]Epoch 475: 100%|##########| 1/1 [00:00<00:00, 14.30it/s, v_num=61, train_loss_step=0.230, train_loss_epoch=0.230]Epoch 475: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.230, train_loss_epoch=0.230] Epoch 476: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.230, train_loss_epoch=0.230]Epoch 476: 100%|##########| 1/1 [00:00<00:00, 14.12it/s, v_num=61, train_loss_step=0.230, train_loss_epoch=0.230]Epoch 476: 100%|##########| 1/1 [00:00<00:00, 14.06it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.230]Epoch 476: 100%|##########| 1/1 [00:00<00:00, 13.98it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243]Epoch 476: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243] Epoch 477: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243]Epoch 477: 100%|##########| 1/1 [00:00<00:00, 23.37it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243]Epoch 477: 100%|##########| 1/1 [00:00<00:00, 23.21it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.243]Epoch 477: 100%|##########| 1/1 [00:00<00:00, 22.72it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 477: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267] Epoch 478: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 478: 100%|##########| 1/1 [00:00<00:00, 23.53it/s, v_num=61, train_loss_step=0.267, train_loss_epoch=0.267]Epoch 478: 100%|##########| 1/1 [00:00<00:00, 23.41it/s, v_num=61, train_loss_step=0.235, train_loss_epoch=0.267]Epoch 478: 100%|##########| 1/1 [00:00<00:00, 23.21it/s, v_num=61, train_loss_step=0.235, train_loss_epoch=0.235]Epoch 478: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.235, train_loss_epoch=0.235] Epoch 479: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.235, train_loss_epoch=0.235]Epoch 479: 100%|##########| 1/1 [00:00<00:00, 12.55it/s, v_num=61, train_loss_step=0.235, train_loss_epoch=0.235]Epoch 479: 100%|##########| 1/1 [00:00<00:00, 12.51it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.235]Epoch 479: 100%|##########| 1/1 [00:00<00:00, 12.45it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 479: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263] Epoch 480: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 480: 100%|##########| 1/1 [00:00<00:00, 19.73it/s, v_num=61, train_loss_step=0.263, train_loss_epoch=0.263]Epoch 480: 100%|##########| 1/1 [00:00<00:00, 19.64it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.263]Epoch 480: 100%|##########| 1/1 [00:00<00:00, 19.50it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 480: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246] Epoch 481: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 481: 100%|##########| 1/1 [00:00<00:00, 17.95it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 481: 100%|##########| 1/1 [00:00<00:00, 17.87it/s, v_num=61, train_loss_step=0.221, train_loss_epoch=0.246]Epoch 481: 100%|##########| 1/1 [00:00<00:00, 17.74it/s, v_num=61, train_loss_step=0.221, train_loss_epoch=0.221]Epoch 481: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.221, train_loss_epoch=0.221] Epoch 482: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.221, train_loss_epoch=0.221]Epoch 482: 100%|##########| 1/1 [00:00<00:00, 20.66it/s, v_num=61, train_loss_step=0.221, train_loss_epoch=0.221]Epoch 482: 100%|##########| 1/1 [00:00<00:00, 20.56it/s, v_num=61, train_loss_step=0.241, train_loss_epoch=0.221]Epoch 482: 100%|##########| 1/1 [00:00<00:00, 20.41it/s, v_num=61, train_loss_step=0.241, train_loss_epoch=0.241]Epoch 482: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.241, train_loss_epoch=0.241] Epoch 483: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.241, train_loss_epoch=0.241]Epoch 483: 100%|##########| 1/1 [00:00<00:00, 20.04it/s, v_num=61, train_loss_step=0.241, train_loss_epoch=0.241]Epoch 483: 100%|##########| 1/1 [00:00<00:00, 19.90it/s, v_num=61, train_loss_step=0.238, train_loss_epoch=0.241]Epoch 483: 100%|##########| 1/1 [00:00<00:00, 19.73it/s, v_num=61, train_loss_step=0.238, train_loss_epoch=0.238]Epoch 483: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.238, train_loss_epoch=0.238] Epoch 484: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.238, train_loss_epoch=0.238]Epoch 484: 100%|##########| 1/1 [00:00<00:00, 10.61it/s, v_num=61, train_loss_step=0.238, train_loss_epoch=0.238]Epoch 484: 100%|##########| 1/1 [00:00<00:00, 10.57it/s, v_num=61, train_loss_step=0.214, train_loss_epoch=0.238]Epoch 484: 100%|##########| 1/1 [00:00<00:00, 10.53it/s, v_num=61, train_loss_step=0.214, train_loss_epoch=0.214]Epoch 484: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.214, train_loss_epoch=0.214] Epoch 485: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.214, train_loss_epoch=0.214]Epoch 485: 100%|##########| 1/1 [00:00<00:00, 23.49it/s, v_num=61, train_loss_step=0.214, train_loss_epoch=0.214]Epoch 485: 100%|##########| 1/1 [00:00<00:00, 23.36it/s, v_num=61, train_loss_step=0.221, train_loss_epoch=0.214]Epoch 485: 100%|##########| 1/1 [00:00<00:00, 23.17it/s, v_num=61, train_loss_step=0.221, train_loss_epoch=0.221]Epoch 485: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.221, train_loss_epoch=0.221] Epoch 486: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.221, train_loss_epoch=0.221]Epoch 486: 100%|##########| 1/1 [00:00<00:00, 24.21it/s, v_num=61, train_loss_step=0.221, train_loss_epoch=0.221]Epoch 486: 100%|##########| 1/1 [00:00<00:00, 24.07it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.221]Epoch 486: 100%|##########| 1/1 [00:00<00:00, 23.86it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243]Epoch 486: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243] Epoch 487: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243]Epoch 487: 100%|##########| 1/1 [00:00<00:00, 26.01it/s, v_num=61, train_loss_step=0.243, train_loss_epoch=0.243]Epoch 487: 100%|##########| 1/1 [00:00<00:00, 25.86it/s, v_num=61, train_loss_step=0.236, train_loss_epoch=0.243]Epoch 487: 100%|##########| 1/1 [00:00<00:00, 25.64it/s, v_num=61, train_loss_step=0.236, train_loss_epoch=0.236]Epoch 487: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.236, train_loss_epoch=0.236] Epoch 488: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.236, train_loss_epoch=0.236]Epoch 488: 100%|##########| 1/1 [00:00<00:00, 26.53it/s, v_num=61, train_loss_step=0.236, train_loss_epoch=0.236]Epoch 488: 100%|##########| 1/1 [00:00<00:00, 26.29it/s, v_num=61, train_loss_step=0.238, train_loss_epoch=0.236]Epoch 488: 100%|##########| 1/1 [00:00<00:00, 25.86it/s, v_num=61, train_loss_step=0.238, train_loss_epoch=0.238]Epoch 488: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.238, train_loss_epoch=0.238] Epoch 489: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.238, train_loss_epoch=0.238]Epoch 489: 100%|##########| 1/1 [00:00<00:00, 16.20it/s, v_num=61, train_loss_step=0.238, train_loss_epoch=0.238]Epoch 489: 100%|##########| 1/1 [00:00<00:00, 16.14it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.238]Epoch 489: 100%|##########| 1/1 [00:00<00:00, 16.04it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 489: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246] Epoch 490: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 490: 100%|##########| 1/1 [00:00<00:00, 16.15it/s, v_num=61, train_loss_step=0.246, train_loss_epoch=0.246]Epoch 490: 100%|##########| 1/1 [00:00<00:00, 16.09it/s, v_num=61, train_loss_step=0.210, train_loss_epoch=0.246]Epoch 490: 100%|##########| 1/1 [00:00<00:00, 15.99it/s, v_num=61, train_loss_step=0.210, train_loss_epoch=0.210]Epoch 490: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.210, train_loss_epoch=0.210] Epoch 491: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.210, train_loss_epoch=0.210]Epoch 491: 100%|##########| 1/1 [00:00<00:00, 16.24it/s, v_num=61, train_loss_step=0.210, train_loss_epoch=0.210]Epoch 491: 100%|##########| 1/1 [00:00<00:00, 16.18it/s, v_num=61, train_loss_step=0.212, train_loss_epoch=0.210]Epoch 491: 100%|##########| 1/1 [00:00<00:00, 15.62it/s, v_num=61, train_loss_step=0.212, train_loss_epoch=0.212]Epoch 491: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.212, train_loss_epoch=0.212] Epoch 492: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.212, train_loss_epoch=0.212]Epoch 492: 100%|##########| 1/1 [00:00<00:00, 13.54it/s, v_num=61, train_loss_step=0.212, train_loss_epoch=0.212]Epoch 492: 100%|##########| 1/1 [00:00<00:00, 13.50it/s, v_num=61, train_loss_step=0.238, train_loss_epoch=0.212]Epoch 492: 100%|##########| 1/1 [00:00<00:00, 13.41it/s, v_num=61, train_loss_step=0.238, train_loss_epoch=0.238]Epoch 492: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.238, train_loss_epoch=0.238] Epoch 493: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.238, train_loss_epoch=0.238]Epoch 493: 100%|##########| 1/1 [00:00<00:00, 21.52it/s, v_num=61, train_loss_step=0.238, train_loss_epoch=0.238]Epoch 493: 100%|##########| 1/1 [00:00<00:00, 21.41it/s, v_num=61, train_loss_step=0.221, train_loss_epoch=0.238]Epoch 493: 100%|##########| 1/1 [00:00<00:00, 21.19it/s, v_num=61, train_loss_step=0.221, train_loss_epoch=0.221]Epoch 493: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.221, train_loss_epoch=0.221] Epoch 494: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.221, train_loss_epoch=0.221]Epoch 494: 100%|##########| 1/1 [00:00<00:00, 24.07it/s, v_num=61, train_loss_step=0.221, train_loss_epoch=0.221]Epoch 494: 100%|##########| 1/1 [00:00<00:00, 23.94it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.221]Epoch 494: 100%|##########| 1/1 [00:00<00:00, 23.66it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245]Epoch 494: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245] Epoch 495: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245]Epoch 495: 100%|##########| 1/1 [00:00<00:00, 20.67it/s, v_num=61, train_loss_step=0.245, train_loss_epoch=0.245]Epoch 495: 100%|##########| 1/1 [00:00<00:00, 20.49it/s, v_num=61, train_loss_step=0.249, train_loss_epoch=0.245]Epoch 495: 100%|##########| 1/1 [00:00<00:00, 20.30it/s, v_num=61, train_loss_step=0.249, train_loss_epoch=0.249]Epoch 495: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.249, train_loss_epoch=0.249] Epoch 496: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.249, train_loss_epoch=0.249]Epoch 496: 100%|##########| 1/1 [00:00<00:00, 22.47it/s, v_num=61, train_loss_step=0.249, train_loss_epoch=0.249]Epoch 496: 100%|##########| 1/1 [00:00<00:00, 22.34it/s, v_num=61, train_loss_step=0.232, train_loss_epoch=0.249]Epoch 496: 100%|##########| 1/1 [00:00<00:00, 22.13it/s, v_num=61, train_loss_step=0.232, train_loss_epoch=0.232]Epoch 496: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.232, train_loss_epoch=0.232] Epoch 497: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.232, train_loss_epoch=0.232]Epoch 497: 100%|##########| 1/1 [00:00<00:00, 23.67it/s, v_num=61, train_loss_step=0.232, train_loss_epoch=0.232]Epoch 497: 100%|##########| 1/1 [00:00<00:00, 23.47it/s, v_num=61, train_loss_step=0.224, train_loss_epoch=0.232]Epoch 497: 100%|##########| 1/1 [00:00<00:00, 23.15it/s, v_num=61, train_loss_step=0.224, train_loss_epoch=0.224]Epoch 497: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.224, train_loss_epoch=0.224] Epoch 498: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.224, train_loss_epoch=0.224]Epoch 498: 100%|##########| 1/1 [00:00<00:00, 23.89it/s, v_num=61, train_loss_step=0.224, train_loss_epoch=0.224]Epoch 498: 100%|##########| 1/1 [00:00<00:00, 23.76it/s, v_num=61, train_loss_step=0.224, train_loss_epoch=0.224]Epoch 498: 100%|##########| 1/1 [00:00<00:00, 23.56it/s, v_num=61, train_loss_step=0.224, train_loss_epoch=0.224]Epoch 498: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.224, train_loss_epoch=0.224] Epoch 499: 0%| | 0/1 [00:00<?, ?it/s, v_num=61, train_loss_step=0.224, train_loss_epoch=0.224]Epoch 499: 100%|##########| 1/1 [00:00<00:00, 20.02it/s, v_num=61, train_loss_step=0.224, train_loss_epoch=0.224]Epoch 499: 100%|##########| 1/1 [00:00<00:00, 19.93it/s, v_num=61, train_loss_step=0.227, train_loss_epoch=0.224]
## Validation: | | 0/? [00:00<?, ?it/s][A
## Validation: 0%| | 0/1 [00:00<?, ?it/s][A
## Validation DataLoader 0: 0%| | 0/1 [00:00<?, ?it/s][A
## Validation DataLoader 0: 100%|##########| 1/1 [00:00<00:00, 2639.59it/s][A
## [AEpoch 499: 100%|##########| 1/1 [00:00<00:00, 18.91it/s, v_num=61, train_loss_step=0.227, train_loss_epoch=0.224]Epoch 499: 100%|##########| 1/1 [00:00<00:00, 18.77it/s, v_num=61, train_loss_step=0.227, train_loss_epoch=0.227]Epoch 499: 100%|##########| 1/1 [00:00<00:00, 18.44it/s, v_num=61, train_loss_step=0.227, train_loss_epoch=0.227]
## Sanity Checking: | | 0/? [00:00<?, ?it/s]Sanity Checking: 0%| | 0/1 [00:00<?, ?it/s]Sanity Checking DataLoader 0: 0%| | 0/1 [00:00<?, ?it/s]Sanity Checking DataLoader 0: 100%|##########| 1/1 [00:00<00:00, 2398.12it/s] Training: | | 0/? [00:00<?, ?it/s]Training: 0%| | 0/1 [00:00<?, ?it/s]Epoch 0: 0%| | 0/1 [00:00<?, ?it/s] Epoch 0: 100%|##########| 1/1 [00:00<00:00, 3.97it/s]Epoch 0: 100%|##########| 1/1 [00:00<00:00, 3.96it/s, v_num=62, train_loss_step=53.90]Epoch 0: 100%|##########| 1/1 [00:00<00:00, 3.96it/s, v_num=62, train_loss_step=53.90, train_loss_epoch=53.90]Epoch 0: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=53.90, train_loss_epoch=53.90] Epoch 1: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=53.90, train_loss_epoch=53.90]Epoch 1: 100%|##########| 1/1 [00:00<00:00, 3.53it/s, v_num=62, train_loss_step=53.90, train_loss_epoch=53.90]Epoch 1: 100%|##########| 1/1 [00:00<00:00, 3.53it/s, v_num=62, train_loss_step=68.40, train_loss_epoch=53.90]Epoch 1: 100%|##########| 1/1 [00:00<00:00, 3.52it/s, v_num=62, train_loss_step=68.40, train_loss_epoch=68.40]Epoch 1: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=68.40, train_loss_epoch=68.40] Epoch 2: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=68.40, train_loss_epoch=68.40]Epoch 2: 100%|##########| 1/1 [00:00<00:00, 3.62it/s, v_num=62, train_loss_step=68.40, train_loss_epoch=68.40]Epoch 2: 100%|##########| 1/1 [00:00<00:00, 3.62it/s, v_num=62, train_loss_step=52.80, train_loss_epoch=68.40]Epoch 2: 100%|##########| 1/1 [00:00<00:00, 3.61it/s, v_num=62, train_loss_step=52.80, train_loss_epoch=52.80]Epoch 2: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=52.80, train_loss_epoch=52.80] Epoch 3: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=52.80, train_loss_epoch=52.80]Epoch 3: 100%|##########| 1/1 [00:00<00:00, 4.19it/s, v_num=62, train_loss_step=52.80, train_loss_epoch=52.80]Epoch 3: 100%|##########| 1/1 [00:00<00:00, 4.19it/s, v_num=62, train_loss_step=51.20, train_loss_epoch=52.80]Epoch 3: 100%|##########| 1/1 [00:00<00:00, 4.18it/s, v_num=62, train_loss_step=51.20, train_loss_epoch=51.20]Epoch 3: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=51.20, train_loss_epoch=51.20] Epoch 4: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=51.20, train_loss_epoch=51.20]Epoch 4: 100%|##########| 1/1 [00:00<00:00, 4.72it/s, v_num=62, train_loss_step=51.20, train_loss_epoch=51.20]Epoch 4: 100%|##########| 1/1 [00:00<00:00, 4.72it/s, v_num=62, train_loss_step=47.70, train_loss_epoch=51.20]Epoch 4: 100%|##########| 1/1 [00:00<00:00, 4.71it/s, v_num=62, train_loss_step=47.70, train_loss_epoch=47.70]Epoch 4: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=47.70, train_loss_epoch=47.70] Epoch 5: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=47.70, train_loss_epoch=47.70]Epoch 5: 100%|##########| 1/1 [00:00<00:00, 4.94it/s, v_num=62, train_loss_step=47.70, train_loss_epoch=47.70]Epoch 5: 100%|##########| 1/1 [00:00<00:00, 4.94it/s, v_num=62, train_loss_step=46.20, train_loss_epoch=47.70]Epoch 5: 100%|##########| 1/1 [00:00<00:00, 4.93it/s, v_num=62, train_loss_step=46.20, train_loss_epoch=46.20]Epoch 5: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=46.20, train_loss_epoch=46.20] Epoch 6: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=46.20, train_loss_epoch=46.20]Epoch 6: 100%|##########| 1/1 [00:00<00:00, 3.88it/s, v_num=62, train_loss_step=46.20, train_loss_epoch=46.20]Epoch 6: 100%|##########| 1/1 [00:00<00:00, 3.88it/s, v_num=62, train_loss_step=43.70, train_loss_epoch=46.20]Epoch 6: 100%|##########| 1/1 [00:00<00:00, 3.87it/s, v_num=62, train_loss_step=43.70, train_loss_epoch=43.70]Epoch 6: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=43.70, train_loss_epoch=43.70] Epoch 7: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=43.70, train_loss_epoch=43.70]Epoch 7: 100%|##########| 1/1 [00:00<00:00, 4.50it/s, v_num=62, train_loss_step=43.70, train_loss_epoch=43.70]Epoch 7: 100%|##########| 1/1 [00:00<00:00, 4.50it/s, v_num=62, train_loss_step=41.50, train_loss_epoch=43.70]Epoch 7: 100%|##########| 1/1 [00:00<00:00, 4.49it/s, v_num=62, train_loss_step=41.50, train_loss_epoch=41.50]Epoch 7: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=41.50, train_loss_epoch=41.50] Epoch 8: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=41.50, train_loss_epoch=41.50]Epoch 8: 100%|##########| 1/1 [00:00<00:00, 4.14it/s, v_num=62, train_loss_step=41.50, train_loss_epoch=41.50]Epoch 8: 100%|##########| 1/1 [00:00<00:00, 4.13it/s, v_num=62, train_loss_step=40.40, train_loss_epoch=41.50]Epoch 8: 100%|##########| 1/1 [00:00<00:00, 4.13it/s, v_num=62, train_loss_step=40.40, train_loss_epoch=40.40]Epoch 8: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=40.40, train_loss_epoch=40.40] Epoch 9: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=40.40, train_loss_epoch=40.40]Epoch 9: 100%|##########| 1/1 [00:00<00:00, 3.61it/s, v_num=62, train_loss_step=40.40, train_loss_epoch=40.40]Epoch 9: 100%|##########| 1/1 [00:00<00:00, 3.60it/s, v_num=62, train_loss_step=35.80, train_loss_epoch=40.40]Epoch 9: 100%|##########| 1/1 [00:00<00:00, 3.60it/s, v_num=62, train_loss_step=35.80, train_loss_epoch=35.80]Epoch 9: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=35.80, train_loss_epoch=35.80] Epoch 10: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=35.80, train_loss_epoch=35.80]Epoch 10: 100%|##########| 1/1 [00:00<00:00, 4.01it/s, v_num=62, train_loss_step=35.80, train_loss_epoch=35.80]Epoch 10: 100%|##########| 1/1 [00:00<00:00, 4.00it/s, v_num=62, train_loss_step=35.10, train_loss_epoch=35.80]Epoch 10: 100%|##########| 1/1 [00:00<00:00, 4.00it/s, v_num=62, train_loss_step=35.10, train_loss_epoch=35.10]Epoch 10: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=35.10, train_loss_epoch=35.10] Epoch 11: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=35.10, train_loss_epoch=35.10]Epoch 11: 100%|##########| 1/1 [00:00<00:00, 4.78it/s, v_num=62, train_loss_step=35.10, train_loss_epoch=35.10]Epoch 11: 100%|##########| 1/1 [00:00<00:00, 4.77it/s, v_num=62, train_loss_step=37.20, train_loss_epoch=35.10]Epoch 11: 100%|##########| 1/1 [00:00<00:00, 4.77it/s, v_num=62, train_loss_step=37.20, train_loss_epoch=37.20]Epoch 11: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=37.20, train_loss_epoch=37.20] Epoch 12: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=37.20, train_loss_epoch=37.20]Epoch 12: 100%|##########| 1/1 [00:00<00:00, 4.73it/s, v_num=62, train_loss_step=37.20, train_loss_epoch=37.20]Epoch 12: 100%|##########| 1/1 [00:00<00:00, 4.72it/s, v_num=62, train_loss_step=30.10, train_loss_epoch=37.20]Epoch 12: 100%|##########| 1/1 [00:00<00:00, 4.72it/s, v_num=62, train_loss_step=30.10, train_loss_epoch=30.10]Epoch 12: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=30.10, train_loss_epoch=30.10] Epoch 13: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=30.10, train_loss_epoch=30.10]Epoch 13: 100%|##########| 1/1 [00:00<00:00, 4.92it/s, v_num=62, train_loss_step=30.10, train_loss_epoch=30.10]Epoch 13: 100%|##########| 1/1 [00:00<00:00, 4.91it/s, v_num=62, train_loss_step=28.90, train_loss_epoch=30.10]Epoch 13: 100%|##########| 1/1 [00:00<00:00, 4.90it/s, v_num=62, train_loss_step=28.90, train_loss_epoch=28.90]Epoch 13: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=28.90, train_loss_epoch=28.90] Epoch 14: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=28.90, train_loss_epoch=28.90]Epoch 14: 100%|##########| 1/1 [00:00<00:00, 4.70it/s, v_num=62, train_loss_step=28.90, train_loss_epoch=28.90]Epoch 14: 100%|##########| 1/1 [00:00<00:00, 4.70it/s, v_num=62, train_loss_step=30.80, train_loss_epoch=28.90]Epoch 14: 100%|##########| 1/1 [00:00<00:00, 4.69it/s, v_num=62, train_loss_step=30.80, train_loss_epoch=30.80]Epoch 14: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=30.80, train_loss_epoch=30.80] Epoch 15: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=30.80, train_loss_epoch=30.80]Epoch 15: 100%|##########| 1/1 [00:00<00:00, 5.14it/s, v_num=62, train_loss_step=30.80, train_loss_epoch=30.80]Epoch 15: 100%|##########| 1/1 [00:00<00:00, 5.14it/s, v_num=62, train_loss_step=25.50, train_loss_epoch=30.80]Epoch 15: 100%|##########| 1/1 [00:00<00:00, 5.13it/s, v_num=62, train_loss_step=25.50, train_loss_epoch=25.50]Epoch 15: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=25.50, train_loss_epoch=25.50] Epoch 16: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=25.50, train_loss_epoch=25.50]Epoch 16: 100%|##########| 1/1 [00:00<00:00, 5.20it/s, v_num=62, train_loss_step=25.50, train_loss_epoch=25.50]Epoch 16: 100%|##########| 1/1 [00:00<00:00, 5.19it/s, v_num=62, train_loss_step=27.10, train_loss_epoch=25.50]Epoch 16: 100%|##########| 1/1 [00:00<00:00, 5.18it/s, v_num=62, train_loss_step=27.10, train_loss_epoch=27.10]Epoch 16: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=27.10, train_loss_epoch=27.10] Epoch 17: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=27.10, train_loss_epoch=27.10]Epoch 17: 100%|##########| 1/1 [00:00<00:00, 4.61it/s, v_num=62, train_loss_step=27.10, train_loss_epoch=27.10]Epoch 17: 100%|##########| 1/1 [00:00<00:00, 4.61it/s, v_num=62, train_loss_step=24.30, train_loss_epoch=27.10]Epoch 17: 100%|##########| 1/1 [00:00<00:00, 4.60it/s, v_num=62, train_loss_step=24.30, train_loss_epoch=24.30]Epoch 17: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=24.30, train_loss_epoch=24.30] Epoch 18: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=24.30, train_loss_epoch=24.30]Epoch 18: 100%|##########| 1/1 [00:00<00:00, 5.18it/s, v_num=62, train_loss_step=24.30, train_loss_epoch=24.30]Epoch 18: 100%|##########| 1/1 [00:00<00:00, 5.18it/s, v_num=62, train_loss_step=24.30, train_loss_epoch=24.30]Epoch 18: 100%|##########| 1/1 [00:00<00:00, 5.17it/s, v_num=62, train_loss_step=24.30, train_loss_epoch=24.30]Epoch 18: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=24.30, train_loss_epoch=24.30] Epoch 19: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=24.30, train_loss_epoch=24.30]Epoch 19: 100%|##########| 1/1 [00:00<00:00, 5.17it/s, v_num=62, train_loss_step=24.30, train_loss_epoch=24.30]Epoch 19: 100%|##########| 1/1 [00:00<00:00, 5.16it/s, v_num=62, train_loss_step=23.70, train_loss_epoch=24.30]Epoch 19: 100%|##########| 1/1 [00:00<00:00, 5.15it/s, v_num=62, train_loss_step=23.70, train_loss_epoch=23.70]Epoch 19: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=23.70, train_loss_epoch=23.70] Epoch 20: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=23.70, train_loss_epoch=23.70]Epoch 20: 100%|##########| 1/1 [00:00<00:00, 5.39it/s, v_num=62, train_loss_step=23.70, train_loss_epoch=23.70]Epoch 20: 100%|##########| 1/1 [00:00<00:00, 5.39it/s, v_num=62, train_loss_step=23.30, train_loss_epoch=23.70]Epoch 20: 100%|##########| 1/1 [00:00<00:00, 5.38it/s, v_num=62, train_loss_step=23.30, train_loss_epoch=23.30]Epoch 20: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=23.30, train_loss_epoch=23.30] Epoch 21: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=23.30, train_loss_epoch=23.30]Epoch 21: 100%|##########| 1/1 [00:00<00:00, 5.28it/s, v_num=62, train_loss_step=23.30, train_loss_epoch=23.30]Epoch 21: 100%|##########| 1/1 [00:00<00:00, 5.27it/s, v_num=62, train_loss_step=21.90, train_loss_epoch=23.30]Epoch 21: 100%|##########| 1/1 [00:00<00:00, 5.26it/s, v_num=62, train_loss_step=21.90, train_loss_epoch=21.90]Epoch 21: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=21.90, train_loss_epoch=21.90] Epoch 22: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=21.90, train_loss_epoch=21.90]Epoch 22: 100%|##########| 1/1 [00:00<00:00, 5.16it/s, v_num=62, train_loss_step=21.90, train_loss_epoch=21.90]Epoch 22: 100%|##########| 1/1 [00:00<00:00, 5.15it/s, v_num=62, train_loss_step=21.70, train_loss_epoch=21.90]Epoch 22: 100%|##########| 1/1 [00:00<00:00, 5.14it/s, v_num=62, train_loss_step=21.70, train_loss_epoch=21.70]Epoch 22: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=21.70, train_loss_epoch=21.70] Epoch 23: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=21.70, train_loss_epoch=21.70]Epoch 23: 100%|##########| 1/1 [00:00<00:00, 5.26it/s, v_num=62, train_loss_step=21.70, train_loss_epoch=21.70]Epoch 23: 100%|##########| 1/1 [00:00<00:00, 5.26it/s, v_num=62, train_loss_step=20.70, train_loss_epoch=21.70]Epoch 23: 100%|##########| 1/1 [00:00<00:00, 5.25it/s, v_num=62, train_loss_step=20.70, train_loss_epoch=20.70]Epoch 23: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=20.70, train_loss_epoch=20.70] Epoch 24: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=20.70, train_loss_epoch=20.70]Epoch 24: 100%|##########| 1/1 [00:00<00:00, 5.08it/s, v_num=62, train_loss_step=20.70, train_loss_epoch=20.70]Epoch 24: 100%|##########| 1/1 [00:00<00:00, 5.07it/s, v_num=62, train_loss_step=20.80, train_loss_epoch=20.70]Epoch 24: 100%|##########| 1/1 [00:00<00:00, 5.06it/s, v_num=62, train_loss_step=20.80, train_loss_epoch=20.80]Epoch 24: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=20.80, train_loss_epoch=20.80] Epoch 25: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=20.80, train_loss_epoch=20.80]Epoch 25: 100%|##########| 1/1 [00:00<00:00, 5.39it/s, v_num=62, train_loss_step=20.80, train_loss_epoch=20.80]Epoch 25: 100%|##########| 1/1 [00:00<00:00, 5.38it/s, v_num=62, train_loss_step=20.00, train_loss_epoch=20.80]Epoch 25: 100%|##########| 1/1 [00:00<00:00, 5.37it/s, v_num=62, train_loss_step=20.00, train_loss_epoch=20.00]Epoch 25: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=20.00, train_loss_epoch=20.00] Epoch 26: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=20.00, train_loss_epoch=20.00]Epoch 26: 100%|##########| 1/1 [00:00<00:00, 5.22it/s, v_num=62, train_loss_step=20.00, train_loss_epoch=20.00]Epoch 26: 100%|##########| 1/1 [00:00<00:00, 5.21it/s, v_num=62, train_loss_step=19.20, train_loss_epoch=20.00]Epoch 26: 100%|##########| 1/1 [00:00<00:00, 5.20it/s, v_num=62, train_loss_step=19.20, train_loss_epoch=19.20]Epoch 26: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=19.20, train_loss_epoch=19.20] Epoch 27: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=19.20, train_loss_epoch=19.20]Epoch 27: 100%|##########| 1/1 [00:00<00:00, 5.25it/s, v_num=62, train_loss_step=19.20, train_loss_epoch=19.20]Epoch 27: 100%|##########| 1/1 [00:00<00:00, 5.24it/s, v_num=62, train_loss_step=19.30, train_loss_epoch=19.20]Epoch 27: 100%|##########| 1/1 [00:00<00:00, 5.23it/s, v_num=62, train_loss_step=19.30, train_loss_epoch=19.30]Epoch 27: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=19.30, train_loss_epoch=19.30] Epoch 28: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=19.30, train_loss_epoch=19.30]Epoch 28: 100%|##########| 1/1 [00:00<00:00, 5.28it/s, v_num=62, train_loss_step=19.30, train_loss_epoch=19.30]Epoch 28: 100%|##########| 1/1 [00:00<00:00, 5.28it/s, v_num=62, train_loss_step=18.50, train_loss_epoch=19.30]Epoch 28: 100%|##########| 1/1 [00:00<00:00, 5.27it/s, v_num=62, train_loss_step=18.50, train_loss_epoch=18.50]Epoch 28: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=18.50, train_loss_epoch=18.50] Epoch 29: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=18.50, train_loss_epoch=18.50]Epoch 29: 100%|##########| 1/1 [00:00<00:00, 5.07it/s, v_num=62, train_loss_step=18.50, train_loss_epoch=18.50]Epoch 29: 100%|##########| 1/1 [00:00<00:00, 5.06it/s, v_num=62, train_loss_step=19.20, train_loss_epoch=18.50]Epoch 29: 100%|##########| 1/1 [00:00<00:00, 5.05it/s, v_num=62, train_loss_step=19.20, train_loss_epoch=19.20]Epoch 29: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=19.20, train_loss_epoch=19.20] Epoch 30: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=19.20, train_loss_epoch=19.20]Epoch 30: 100%|##########| 1/1 [00:00<00:00, 5.41it/s, v_num=62, train_loss_step=19.20, train_loss_epoch=19.20]Epoch 30: 100%|##########| 1/1 [00:00<00:00, 5.40it/s, v_num=62, train_loss_step=17.40, train_loss_epoch=19.20]Epoch 30: 100%|##########| 1/1 [00:00<00:00, 5.39it/s, v_num=62, train_loss_step=17.40, train_loss_epoch=17.40]Epoch 30: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=17.40, train_loss_epoch=17.40] Epoch 31: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=17.40, train_loss_epoch=17.40]Epoch 31: 100%|##########| 1/1 [00:00<00:00, 5.24it/s, v_num=62, train_loss_step=17.40, train_loss_epoch=17.40]Epoch 31: 100%|##########| 1/1 [00:00<00:00, 5.23it/s, v_num=62, train_loss_step=17.10, train_loss_epoch=17.40]Epoch 31: 100%|##########| 1/1 [00:00<00:00, 5.22it/s, v_num=62, train_loss_step=17.10, train_loss_epoch=17.10]Epoch 31: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=17.10, train_loss_epoch=17.10] Epoch 32: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=17.10, train_loss_epoch=17.10]Epoch 32: 100%|##########| 1/1 [00:00<00:00, 5.12it/s, v_num=62, train_loss_step=17.10, train_loss_epoch=17.10]Epoch 32: 100%|##########| 1/1 [00:00<00:00, 5.11it/s, v_num=62, train_loss_step=16.60, train_loss_epoch=17.10]Epoch 32: 100%|##########| 1/1 [00:00<00:00, 5.10it/s, v_num=62, train_loss_step=16.60, train_loss_epoch=16.60]Epoch 32: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=16.60, train_loss_epoch=16.60] Epoch 33: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=16.60, train_loss_epoch=16.60]Epoch 33: 100%|##########| 1/1 [00:00<00:00, 5.67it/s, v_num=62, train_loss_step=16.60, train_loss_epoch=16.60]Epoch 33: 100%|##########| 1/1 [00:00<00:00, 5.66it/s, v_num=62, train_loss_step=15.80, train_loss_epoch=16.60]Epoch 33: 100%|##########| 1/1 [00:00<00:00, 5.65it/s, v_num=62, train_loss_step=15.80, train_loss_epoch=15.80]Epoch 33: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=15.80, train_loss_epoch=15.80] Epoch 34: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=15.80, train_loss_epoch=15.80]Epoch 34: 100%|##########| 1/1 [00:00<00:00, 5.28it/s, v_num=62, train_loss_step=15.80, train_loss_epoch=15.80]Epoch 34: 100%|##########| 1/1 [00:00<00:00, 5.27it/s, v_num=62, train_loss_step=15.50, train_loss_epoch=15.80]Epoch 34: 100%|##########| 1/1 [00:00<00:00, 5.26it/s, v_num=62, train_loss_step=15.50, train_loss_epoch=15.50]Epoch 34: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=15.50, train_loss_epoch=15.50] Epoch 35: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=15.50, train_loss_epoch=15.50]Epoch 35: 100%|##########| 1/1 [00:00<00:00, 4.14it/s, v_num=62, train_loss_step=15.50, train_loss_epoch=15.50]Epoch 35: 100%|##########| 1/1 [00:00<00:00, 4.14it/s, v_num=62, train_loss_step=15.30, train_loss_epoch=15.50]Epoch 35: 100%|##########| 1/1 [00:00<00:00, 4.13it/s, v_num=62, train_loss_step=15.30, train_loss_epoch=15.30]Epoch 35: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=15.30, train_loss_epoch=15.30] Epoch 36: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=15.30, train_loss_epoch=15.30]Epoch 36: 100%|##########| 1/1 [00:00<00:00, 4.38it/s, v_num=62, train_loss_step=15.30, train_loss_epoch=15.30]Epoch 36: 100%|##########| 1/1 [00:00<00:00, 4.37it/s, v_num=62, train_loss_step=15.50, train_loss_epoch=15.30]Epoch 36: 100%|##########| 1/1 [00:00<00:00, 4.37it/s, v_num=62, train_loss_step=15.50, train_loss_epoch=15.50]Epoch 36: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=15.50, train_loss_epoch=15.50] Epoch 37: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=15.50, train_loss_epoch=15.50]Epoch 37: 100%|##########| 1/1 [00:00<00:00, 5.29it/s, v_num=62, train_loss_step=15.50, train_loss_epoch=15.50]Epoch 37: 100%|##########| 1/1 [00:00<00:00, 5.29it/s, v_num=62, train_loss_step=15.00, train_loss_epoch=15.50]Epoch 37: 100%|##########| 1/1 [00:00<00:00, 5.28it/s, v_num=62, train_loss_step=15.00, train_loss_epoch=15.00]Epoch 37: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=15.00, train_loss_epoch=15.00] Epoch 38: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=15.00, train_loss_epoch=15.00]Epoch 38: 100%|##########| 1/1 [00:00<00:00, 5.20it/s, v_num=62, train_loss_step=15.00, train_loss_epoch=15.00]Epoch 38: 100%|##########| 1/1 [00:00<00:00, 5.19it/s, v_num=62, train_loss_step=15.20, train_loss_epoch=15.00]Epoch 38: 100%|##########| 1/1 [00:00<00:00, 5.18it/s, v_num=62, train_loss_step=15.20, train_loss_epoch=15.20]Epoch 38: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=15.20, train_loss_epoch=15.20] Epoch 39: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=15.20, train_loss_epoch=15.20]Epoch 39: 100%|##########| 1/1 [00:00<00:00, 5.03it/s, v_num=62, train_loss_step=15.20, train_loss_epoch=15.20]Epoch 39: 100%|##########| 1/1 [00:00<00:00, 5.02it/s, v_num=62, train_loss_step=14.50, train_loss_epoch=15.20]Epoch 39: 100%|##########| 1/1 [00:00<00:00, 5.01it/s, v_num=62, train_loss_step=14.50, train_loss_epoch=14.50]Epoch 39: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.50, train_loss_epoch=14.50] Epoch 40: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.50, train_loss_epoch=14.50]Epoch 40: 100%|##########| 1/1 [00:00<00:00, 4.79it/s, v_num=62, train_loss_step=14.50, train_loss_epoch=14.50]Epoch 40: 100%|##########| 1/1 [00:00<00:00, 4.78it/s, v_num=62, train_loss_step=14.60, train_loss_epoch=14.50]Epoch 40: 100%|##########| 1/1 [00:00<00:00, 4.77it/s, v_num=62, train_loss_step=14.60, train_loss_epoch=14.60]Epoch 40: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.60, train_loss_epoch=14.60] Epoch 41: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.60, train_loss_epoch=14.60]Epoch 41: 100%|##########| 1/1 [00:00<00:00, 4.19it/s, v_num=62, train_loss_step=14.60, train_loss_epoch=14.60]Epoch 41: 100%|##########| 1/1 [00:00<00:00, 4.19it/s, v_num=62, train_loss_step=14.00, train_loss_epoch=14.60]Epoch 41: 100%|##########| 1/1 [00:00<00:00, 4.18it/s, v_num=62, train_loss_step=14.00, train_loss_epoch=14.00]Epoch 41: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.00, train_loss_epoch=14.00] Epoch 42: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.00, train_loss_epoch=14.00]Epoch 42: 100%|##########| 1/1 [00:00<00:00, 4.06it/s, v_num=62, train_loss_step=14.00, train_loss_epoch=14.00]Epoch 42: 100%|##########| 1/1 [00:00<00:00, 4.05it/s, v_num=62, train_loss_step=14.20, train_loss_epoch=14.00]Epoch 42: 100%|##########| 1/1 [00:00<00:00, 4.05it/s, v_num=62, train_loss_step=14.20, train_loss_epoch=14.20]Epoch 42: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.20, train_loss_epoch=14.20] Epoch 43: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.20, train_loss_epoch=14.20]Epoch 43: 100%|##########| 1/1 [00:00<00:00, 5.12it/s, v_num=62, train_loss_step=14.20, train_loss_epoch=14.20]Epoch 43: 100%|##########| 1/1 [00:00<00:00, 5.11it/s, v_num=62, train_loss_step=14.00, train_loss_epoch=14.20]Epoch 43: 100%|##########| 1/1 [00:00<00:00, 5.10it/s, v_num=62, train_loss_step=14.00, train_loss_epoch=14.00]Epoch 43: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.00, train_loss_epoch=14.00] Epoch 44: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.00, train_loss_epoch=14.00]Epoch 44: 100%|##########| 1/1 [00:00<00:00, 5.12it/s, v_num=62, train_loss_step=14.00, train_loss_epoch=14.00]Epoch 44: 100%|##########| 1/1 [00:00<00:00, 5.11it/s, v_num=62, train_loss_step=14.00, train_loss_epoch=14.00]Epoch 44: 100%|##########| 1/1 [00:00<00:00, 5.10it/s, v_num=62, train_loss_step=14.00, train_loss_epoch=14.00]Epoch 44: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.00, train_loss_epoch=14.00] Epoch 45: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.00, train_loss_epoch=14.00]Epoch 45: 100%|##########| 1/1 [00:00<00:00, 5.03it/s, v_num=62, train_loss_step=14.00, train_loss_epoch=14.00]Epoch 45: 100%|##########| 1/1 [00:00<00:00, 5.02it/s, v_num=62, train_loss_step=14.30, train_loss_epoch=14.00]Epoch 45: 100%|##########| 1/1 [00:00<00:00, 5.01it/s, v_num=62, train_loss_step=14.30, train_loss_epoch=14.30]Epoch 45: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.30, train_loss_epoch=14.30] Epoch 46: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.30, train_loss_epoch=14.30]Epoch 46: 100%|##########| 1/1 [00:00<00:00, 4.47it/s, v_num=62, train_loss_step=14.30, train_loss_epoch=14.30]Epoch 46: 100%|##########| 1/1 [00:00<00:00, 4.46it/s, v_num=62, train_loss_step=14.20, train_loss_epoch=14.30]Epoch 46: 100%|##########| 1/1 [00:00<00:00, 4.45it/s, v_num=62, train_loss_step=14.20, train_loss_epoch=14.20]Epoch 46: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.20, train_loss_epoch=14.20] Epoch 47: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=14.20, train_loss_epoch=14.20]Epoch 47: 100%|##########| 1/1 [00:00<00:00, 3.86it/s, v_num=62, train_loss_step=14.20, train_loss_epoch=14.20]Epoch 47: 100%|##########| 1/1 [00:00<00:00, 3.84it/s, v_num=62, train_loss_step=13.30, train_loss_epoch=14.20]Epoch 47: 100%|##########| 1/1 [00:00<00:00, 3.84it/s, v_num=62, train_loss_step=13.30, train_loss_epoch=13.30]Epoch 47: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.30, train_loss_epoch=13.30] Epoch 48: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.30, train_loss_epoch=13.30]Epoch 48: 100%|##########| 1/1 [00:00<00:00, 4.82it/s, v_num=62, train_loss_step=13.30, train_loss_epoch=13.30]Epoch 48: 100%|##########| 1/1 [00:00<00:00, 4.81it/s, v_num=62, train_loss_step=13.90, train_loss_epoch=13.30]Epoch 48: 100%|##########| 1/1 [00:00<00:00, 4.80it/s, v_num=62, train_loss_step=13.90, train_loss_epoch=13.90]Epoch 48: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.90, train_loss_epoch=13.90] Epoch 49: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.90, train_loss_epoch=13.90]Epoch 49: 100%|##########| 1/1 [00:00<00:00, 5.41it/s, v_num=62, train_loss_step=13.90, train_loss_epoch=13.90]Epoch 49: 100%|##########| 1/1 [00:00<00:00, 5.41it/s, v_num=62, train_loss_step=13.70, train_loss_epoch=13.90]Epoch 49: 100%|##########| 1/1 [00:00<00:00, 5.39it/s, v_num=62, train_loss_step=13.70, train_loss_epoch=13.70]Epoch 49: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.70, train_loss_epoch=13.70] Epoch 50: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.70, train_loss_epoch=13.70]Epoch 50: 100%|##########| 1/1 [00:00<00:00, 5.12it/s, v_num=62, train_loss_step=13.70, train_loss_epoch=13.70]Epoch 50: 100%|##########| 1/1 [00:00<00:00, 5.11it/s, v_num=62, train_loss_step=13.40, train_loss_epoch=13.70]Epoch 50: 100%|##########| 1/1 [00:00<00:00, 5.10it/s, v_num=62, train_loss_step=13.40, train_loss_epoch=13.40]Epoch 50: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.40, train_loss_epoch=13.40] Epoch 51: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.40, train_loss_epoch=13.40]Epoch 51: 100%|##########| 1/1 [00:00<00:00, 5.03it/s, v_num=62, train_loss_step=13.40, train_loss_epoch=13.40]Epoch 51: 100%|##########| 1/1 [00:00<00:00, 5.03it/s, v_num=62, train_loss_step=12.70, train_loss_epoch=13.40]Epoch 51: 100%|##########| 1/1 [00:00<00:00, 5.02it/s, v_num=62, train_loss_step=12.70, train_loss_epoch=12.70]Epoch 51: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.70, train_loss_epoch=12.70] Epoch 52: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.70, train_loss_epoch=12.70]Epoch 52: 100%|##########| 1/1 [00:00<00:00, 4.99it/s, v_num=62, train_loss_step=12.70, train_loss_epoch=12.70]Epoch 52: 100%|##########| 1/1 [00:00<00:00, 4.98it/s, v_num=62, train_loss_step=13.40, train_loss_epoch=12.70]Epoch 52: 100%|##########| 1/1 [00:00<00:00, 4.97it/s, v_num=62, train_loss_step=13.40, train_loss_epoch=13.40]Epoch 52: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.40, train_loss_epoch=13.40] Epoch 53: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.40, train_loss_epoch=13.40]Epoch 53: 100%|##########| 1/1 [00:00<00:00, 5.18it/s, v_num=62, train_loss_step=13.40, train_loss_epoch=13.40]Epoch 53: 100%|##########| 1/1 [00:00<00:00, 5.18it/s, v_num=62, train_loss_step=12.80, train_loss_epoch=13.40]Epoch 53: 100%|##########| 1/1 [00:00<00:00, 5.17it/s, v_num=62, train_loss_step=12.80, train_loss_epoch=12.80]Epoch 53: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.80, train_loss_epoch=12.80] Epoch 54: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.80, train_loss_epoch=12.80]Epoch 54: 100%|##########| 1/1 [00:00<00:00, 5.21it/s, v_num=62, train_loss_step=12.80, train_loss_epoch=12.80]Epoch 54: 100%|##########| 1/1 [00:00<00:00, 5.21it/s, v_num=62, train_loss_step=13.20, train_loss_epoch=12.80]Epoch 54: 100%|##########| 1/1 [00:00<00:00, 5.20it/s, v_num=62, train_loss_step=13.20, train_loss_epoch=13.20]Epoch 54: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.20, train_loss_epoch=13.20] Epoch 55: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.20, train_loss_epoch=13.20]Epoch 55: 100%|##########| 1/1 [00:00<00:00, 5.50it/s, v_num=62, train_loss_step=13.20, train_loss_epoch=13.20]Epoch 55: 100%|##########| 1/1 [00:00<00:00, 5.49it/s, v_num=62, train_loss_step=12.80, train_loss_epoch=13.20]Epoch 55: 100%|##########| 1/1 [00:00<00:00, 5.48it/s, v_num=62, train_loss_step=12.80, train_loss_epoch=12.80]Epoch 55: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.80, train_loss_epoch=12.80] Epoch 56: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.80, train_loss_epoch=12.80]Epoch 56: 100%|##########| 1/1 [00:00<00:00, 5.51it/s, v_num=62, train_loss_step=12.80, train_loss_epoch=12.80]Epoch 56: 100%|##########| 1/1 [00:00<00:00, 5.50it/s, v_num=62, train_loss_step=12.80, train_loss_epoch=12.80]Epoch 56: 100%|##########| 1/1 [00:00<00:00, 5.49it/s, v_num=62, train_loss_step=12.80, train_loss_epoch=12.80]Epoch 56: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.80, train_loss_epoch=12.80] Epoch 57: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.80, train_loss_epoch=12.80]Epoch 57: 100%|##########| 1/1 [00:00<00:00, 5.66it/s, v_num=62, train_loss_step=12.80, train_loss_epoch=12.80]Epoch 57: 100%|##########| 1/1 [00:00<00:00, 5.65it/s, v_num=62, train_loss_step=12.90, train_loss_epoch=12.80]Epoch 57: 100%|##########| 1/1 [00:00<00:00, 5.64it/s, v_num=62, train_loss_step=12.90, train_loss_epoch=12.90]Epoch 57: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.90, train_loss_epoch=12.90] Epoch 58: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.90, train_loss_epoch=12.90]Epoch 58: 100%|##########| 1/1 [00:00<00:00, 5.51it/s, v_num=62, train_loss_step=12.90, train_loss_epoch=12.90]Epoch 58: 100%|##########| 1/1 [00:00<00:00, 5.50it/s, v_num=62, train_loss_step=13.10, train_loss_epoch=12.90]Epoch 58: 100%|##########| 1/1 [00:00<00:00, 5.49it/s, v_num=62, train_loss_step=13.10, train_loss_epoch=13.10]Epoch 58: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.10, train_loss_epoch=13.10] Epoch 59: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.10, train_loss_epoch=13.10]Epoch 59: 100%|##########| 1/1 [00:00<00:00, 5.03it/s, v_num=62, train_loss_step=13.10, train_loss_epoch=13.10]Epoch 59: 100%|##########| 1/1 [00:00<00:00, 5.03it/s, v_num=62, train_loss_step=13.10, train_loss_epoch=13.10]Epoch 59: 100%|##########| 1/1 [00:00<00:00, 5.02it/s, v_num=62, train_loss_step=13.10, train_loss_epoch=13.10]Epoch 59: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.10, train_loss_epoch=13.10] Epoch 60: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=13.10, train_loss_epoch=13.10]Epoch 60: 100%|##########| 1/1 [00:00<00:00, 4.52it/s, v_num=62, train_loss_step=13.10, train_loss_epoch=13.10]Epoch 60: 100%|##########| 1/1 [00:00<00:00, 4.51it/s, v_num=62, train_loss_step=12.20, train_loss_epoch=13.10]Epoch 60: 100%|##########| 1/1 [00:00<00:00, 4.50it/s, v_num=62, train_loss_step=12.20, train_loss_epoch=12.20]Epoch 60: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.20, train_loss_epoch=12.20] Epoch 61: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.20, train_loss_epoch=12.20]Epoch 61: 100%|##########| 1/1 [00:00<00:00, 4.96it/s, v_num=62, train_loss_step=12.20, train_loss_epoch=12.20]Epoch 61: 100%|##########| 1/1 [00:00<00:00, 4.96it/s, v_num=62, train_loss_step=12.60, train_loss_epoch=12.20]Epoch 61: 100%|##########| 1/1 [00:00<00:00, 4.95it/s, v_num=62, train_loss_step=12.60, train_loss_epoch=12.60]Epoch 61: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.60, train_loss_epoch=12.60] Epoch 62: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.60, train_loss_epoch=12.60]Epoch 62: 100%|##########| 1/1 [00:00<00:00, 5.13it/s, v_num=62, train_loss_step=12.60, train_loss_epoch=12.60]Epoch 62: 100%|##########| 1/1 [00:00<00:00, 5.12it/s, v_num=62, train_loss_step=12.50, train_loss_epoch=12.60]Epoch 62: 100%|##########| 1/1 [00:00<00:00, 5.11it/s, v_num=62, train_loss_step=12.50, train_loss_epoch=12.50]Epoch 62: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.50, train_loss_epoch=12.50] Epoch 63: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.50, train_loss_epoch=12.50]Epoch 63: 100%|##########| 1/1 [00:00<00:00, 4.96it/s, v_num=62, train_loss_step=12.50, train_loss_epoch=12.50]Epoch 63: 100%|##########| 1/1 [00:00<00:00, 4.95it/s, v_num=62, train_loss_step=12.10, train_loss_epoch=12.50]Epoch 63: 100%|##########| 1/1 [00:00<00:00, 4.94it/s, v_num=62, train_loss_step=12.10, train_loss_epoch=12.10]Epoch 63: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.10, train_loss_epoch=12.10] Epoch 64: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.10, train_loss_epoch=12.10]Epoch 64: 100%|##########| 1/1 [00:00<00:00, 5.37it/s, v_num=62, train_loss_step=12.10, train_loss_epoch=12.10]Epoch 64: 100%|##########| 1/1 [00:00<00:00, 5.37it/s, v_num=62, train_loss_step=12.50, train_loss_epoch=12.10]Epoch 64: 100%|##########| 1/1 [00:00<00:00, 5.36it/s, v_num=62, train_loss_step=12.50, train_loss_epoch=12.50]Epoch 64: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.50, train_loss_epoch=12.50] Epoch 65: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.50, train_loss_epoch=12.50]Epoch 65: 100%|##########| 1/1 [00:00<00:00, 5.33it/s, v_num=62, train_loss_step=12.50, train_loss_epoch=12.50]Epoch 65: 100%|##########| 1/1 [00:00<00:00, 5.32it/s, v_num=62, train_loss_step=12.30, train_loss_epoch=12.50]Epoch 65: 100%|##########| 1/1 [00:00<00:00, 5.31it/s, v_num=62, train_loss_step=12.30, train_loss_epoch=12.30]Epoch 65: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.30, train_loss_epoch=12.30] Epoch 66: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.30, train_loss_epoch=12.30]Epoch 66: 100%|##########| 1/1 [00:00<00:00, 5.17it/s, v_num=62, train_loss_step=12.30, train_loss_epoch=12.30]Epoch 66: 100%|##########| 1/1 [00:00<00:00, 5.16it/s, v_num=62, train_loss_step=12.20, train_loss_epoch=12.30]Epoch 66: 100%|##########| 1/1 [00:00<00:00, 5.15it/s, v_num=62, train_loss_step=12.20, train_loss_epoch=12.20]Epoch 66: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.20, train_loss_epoch=12.20] Epoch 67: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.20, train_loss_epoch=12.20]Epoch 67: 100%|##########| 1/1 [00:00<00:00, 5.19it/s, v_num=62, train_loss_step=12.20, train_loss_epoch=12.20]Epoch 67: 100%|##########| 1/1 [00:00<00:00, 5.19it/s, v_num=62, train_loss_step=12.30, train_loss_epoch=12.20]Epoch 67: 100%|##########| 1/1 [00:00<00:00, 5.18it/s, v_num=62, train_loss_step=12.30, train_loss_epoch=12.30]Epoch 67: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.30, train_loss_epoch=12.30] Epoch 68: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.30, train_loss_epoch=12.30]Epoch 68: 100%|##########| 1/1 [00:00<00:00, 5.25it/s, v_num=62, train_loss_step=12.30, train_loss_epoch=12.30]Epoch 68: 100%|##########| 1/1 [00:00<00:00, 5.24it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=12.30]Epoch 68: 100%|##########| 1/1 [00:00<00:00, 5.23it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80]Epoch 68: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80] Epoch 69: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80]Epoch 69: 100%|##########| 1/1 [00:00<00:00, 5.12it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80]Epoch 69: 100%|##########| 1/1 [00:00<00:00, 5.12it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80]Epoch 69: 100%|##########| 1/1 [00:00<00:00, 5.11it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80]Epoch 69: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80] Epoch 70: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80]Epoch 70: 100%|##########| 1/1 [00:00<00:00, 5.71it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80]Epoch 70: 100%|##########| 1/1 [00:00<00:00, 5.70it/s, v_num=62, train_loss_step=12.00, train_loss_epoch=11.80]Epoch 70: 100%|##########| 1/1 [00:00<00:00, 5.69it/s, v_num=62, train_loss_step=12.00, train_loss_epoch=12.00]Epoch 70: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.00, train_loss_epoch=12.00] Epoch 71: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.00, train_loss_epoch=12.00]Epoch 71: 100%|##########| 1/1 [00:00<00:00, 5.58it/s, v_num=62, train_loss_step=12.00, train_loss_epoch=12.00]Epoch 71: 100%|##########| 1/1 [00:00<00:00, 5.58it/s, v_num=62, train_loss_step=11.90, train_loss_epoch=12.00]Epoch 71: 100%|##########| 1/1 [00:00<00:00, 5.57it/s, v_num=62, train_loss_step=11.90, train_loss_epoch=11.90]Epoch 71: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.90, train_loss_epoch=11.90] Epoch 72: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.90, train_loss_epoch=11.90]Epoch 72: 100%|##########| 1/1 [00:00<00:00, 5.41it/s, v_num=62, train_loss_step=11.90, train_loss_epoch=11.90]Epoch 72: 100%|##########| 1/1 [00:00<00:00, 5.41it/s, v_num=62, train_loss_step=12.10, train_loss_epoch=11.90]Epoch 72: 100%|##########| 1/1 [00:00<00:00, 5.40it/s, v_num=62, train_loss_step=12.10, train_loss_epoch=12.10]Epoch 72: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.10, train_loss_epoch=12.10] Epoch 73: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=12.10, train_loss_epoch=12.10]Epoch 73: 100%|##########| 1/1 [00:00<00:00, 5.62it/s, v_num=62, train_loss_step=12.10, train_loss_epoch=12.10]Epoch 73: 100%|##########| 1/1 [00:00<00:00, 5.61it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=12.10]Epoch 73: 100%|##########| 1/1 [00:00<00:00, 5.60it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80]Epoch 73: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80] Epoch 74: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80]Epoch 74: 100%|##########| 1/1 [00:00<00:00, 5.48it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80]Epoch 74: 100%|##########| 1/1 [00:00<00:00, 5.47it/s, v_num=62, train_loss_step=11.90, train_loss_epoch=11.80]Epoch 74: 100%|##########| 1/1 [00:00<00:00, 5.46it/s, v_num=62, train_loss_step=11.90, train_loss_epoch=11.90]Epoch 74: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.90, train_loss_epoch=11.90] Epoch 75: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.90, train_loss_epoch=11.90]Epoch 75: 100%|##########| 1/1 [00:00<00:00, 5.46it/s, v_num=62, train_loss_step=11.90, train_loss_epoch=11.90]Epoch 75: 100%|##########| 1/1 [00:00<00:00, 5.46it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.90]Epoch 75: 100%|##########| 1/1 [00:00<00:00, 5.45it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50]Epoch 75: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50] Epoch 76: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50]Epoch 76: 100%|##########| 1/1 [00:00<00:00, 5.70it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50]Epoch 76: 100%|##########| 1/1 [00:00<00:00, 5.69it/s, v_num=62, train_loss_step=11.90, train_loss_epoch=11.50]Epoch 76: 100%|##########| 1/1 [00:00<00:00, 5.68it/s, v_num=62, train_loss_step=11.90, train_loss_epoch=11.90]Epoch 76: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.90, train_loss_epoch=11.90] Epoch 77: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.90, train_loss_epoch=11.90]Epoch 77: 100%|##########| 1/1 [00:00<00:00, 5.17it/s, v_num=62, train_loss_step=11.90, train_loss_epoch=11.90]Epoch 77: 100%|##########| 1/1 [00:00<00:00, 5.17it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.90]Epoch 77: 100%|##########| 1/1 [00:00<00:00, 5.16it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50]Epoch 77: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50] Epoch 78: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50]Epoch 78: 100%|##########| 1/1 [00:00<00:00, 5.49it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50]Epoch 78: 100%|##########| 1/1 [00:00<00:00, 5.49it/s, v_num=62, train_loss_step=11.70, train_loss_epoch=11.50]Epoch 78: 100%|##########| 1/1 [00:00<00:00, 5.48it/s, v_num=62, train_loss_step=11.70, train_loss_epoch=11.70]Epoch 78: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.70, train_loss_epoch=11.70] Epoch 79: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.70, train_loss_epoch=11.70]Epoch 79: 100%|##########| 1/1 [00:00<00:00, 5.67it/s, v_num=62, train_loss_step=11.70, train_loss_epoch=11.70]Epoch 79: 100%|##########| 1/1 [00:00<00:00, 5.66it/s, v_num=62, train_loss_step=11.70, train_loss_epoch=11.70]Epoch 79: 100%|##########| 1/1 [00:00<00:00, 5.65it/s, v_num=62, train_loss_step=11.70, train_loss_epoch=11.70]Epoch 79: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.70, train_loss_epoch=11.70] Epoch 80: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.70, train_loss_epoch=11.70]Epoch 80: 100%|##########| 1/1 [00:00<00:00, 5.47it/s, v_num=62, train_loss_step=11.70, train_loss_epoch=11.70]Epoch 80: 100%|##########| 1/1 [00:00<00:00, 5.46it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.70]Epoch 80: 100%|##########| 1/1 [00:00<00:00, 5.45it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50]Epoch 80: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50] Epoch 81: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50]Epoch 81: 100%|##########| 1/1 [00:00<00:00, 5.18it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50]Epoch 81: 100%|##########| 1/1 [00:00<00:00, 5.18it/s, v_num=62, train_loss_step=11.40, train_loss_epoch=11.50]Epoch 81: 100%|##########| 1/1 [00:00<00:00, 5.17it/s, v_num=62, train_loss_step=11.40, train_loss_epoch=11.40]Epoch 81: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.40, train_loss_epoch=11.40] Epoch 82: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.40, train_loss_epoch=11.40]Epoch 82: 100%|##########| 1/1 [00:00<00:00, 5.61it/s, v_num=62, train_loss_step=11.40, train_loss_epoch=11.40]Epoch 82: 100%|##########| 1/1 [00:00<00:00, 5.60it/s, v_num=62, train_loss_step=11.60, train_loss_epoch=11.40]Epoch 82: 100%|##########| 1/1 [00:00<00:00, 5.59it/s, v_num=62, train_loss_step=11.60, train_loss_epoch=11.60]Epoch 82: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.60, train_loss_epoch=11.60] Epoch 83: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.60, train_loss_epoch=11.60]Epoch 83: 100%|##########| 1/1 [00:00<00:00, 5.54it/s, v_num=62, train_loss_step=11.60, train_loss_epoch=11.60]Epoch 83: 100%|##########| 1/1 [00:00<00:00, 5.53it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.60]Epoch 83: 100%|##########| 1/1 [00:00<00:00, 5.52it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50]Epoch 83: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50] Epoch 84: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50]Epoch 84: 100%|##########| 1/1 [00:00<00:00, 6.05it/s, v_num=62, train_loss_step=11.50, train_loss_epoch=11.50]Epoch 84: 100%|##########| 1/1 [00:00<00:00, 6.04it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.50]Epoch 84: 100%|##########| 1/1 [00:00<00:00, 6.03it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20]Epoch 84: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20] Epoch 85: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20]Epoch 85: 100%|##########| 1/1 [00:00<00:00, 5.25it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20]Epoch 85: 100%|##########| 1/1 [00:00<00:00, 5.24it/s, v_num=62, train_loss_step=10.90, train_loss_epoch=11.20]Epoch 85: 100%|##########| 1/1 [00:00<00:00, 5.23it/s, v_num=62, train_loss_step=10.90, train_loss_epoch=10.90]Epoch 85: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=10.90, train_loss_epoch=10.90] Epoch 86: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=10.90, train_loss_epoch=10.90]Epoch 86: 100%|##########| 1/1 [00:00<00:00, 4.21it/s, v_num=62, train_loss_step=10.90, train_loss_epoch=10.90]Epoch 86: 100%|##########| 1/1 [00:00<00:00, 4.20it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=10.90]Epoch 86: 100%|##########| 1/1 [00:00<00:00, 4.20it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20]Epoch 86: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20] Epoch 87: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20]Epoch 87: 100%|##########| 1/1 [00:00<00:00, 3.51it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20]Epoch 87: 100%|##########| 1/1 [00:00<00:00, 3.51it/s, v_num=62, train_loss_step=11.30, train_loss_epoch=11.20]Epoch 87: 100%|##########| 1/1 [00:00<00:00, 3.50it/s, v_num=62, train_loss_step=11.30, train_loss_epoch=11.30]Epoch 87: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.30, train_loss_epoch=11.30] Epoch 88: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.30, train_loss_epoch=11.30]Epoch 88: 100%|##########| 1/1 [00:00<00:00, 4.11it/s, v_num=62, train_loss_step=11.30, train_loss_epoch=11.30]Epoch 88: 100%|##########| 1/1 [00:00<00:00, 4.10it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.30]Epoch 88: 100%|##########| 1/1 [00:00<00:00, 4.10it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80]Epoch 88: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80] Epoch 89: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80]Epoch 89: 100%|##########| 1/1 [00:00<00:00, 4.48it/s, v_num=62, train_loss_step=11.80, train_loss_epoch=11.80]Epoch 89: 100%|##########| 1/1 [00:00<00:00, 4.47it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.80]Epoch 89: 100%|##########| 1/1 [00:00<00:00, 4.46it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20]Epoch 89: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20] Epoch 90: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20]Epoch 90: 100%|##########| 1/1 [00:00<00:00, 3.42it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20]Epoch 90: 100%|##########| 1/1 [00:00<00:00, 3.42it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.20]Epoch 90: 100%|##########| 1/1 [00:00<00:00, 3.42it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 90: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00] Epoch 91: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 91: 100%|##########| 1/1 [00:00<00:00, 3.99it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 91: 100%|##########| 1/1 [00:00<00:00, 3.98it/s, v_num=62, train_loss_step=10.90, train_loss_epoch=11.00]Epoch 91: 100%|##########| 1/1 [00:00<00:00, 3.97it/s, v_num=62, train_loss_step=10.90, train_loss_epoch=10.90]Epoch 91: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=10.90, train_loss_epoch=10.90] Epoch 92: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=10.90, train_loss_epoch=10.90]Epoch 92: 100%|##########| 1/1 [00:00<00:00, 4.09it/s, v_num=62, train_loss_step=10.90, train_loss_epoch=10.90]Epoch 92: 100%|##########| 1/1 [00:00<00:00, 4.08it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=10.90]Epoch 92: 100%|##########| 1/1 [00:00<00:00, 4.08it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20]Epoch 92: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20] Epoch 93: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20]Epoch 93: 100%|##########| 1/1 [00:00<00:00, 4.89it/s, v_num=62, train_loss_step=11.20, train_loss_epoch=11.20]Epoch 93: 100%|##########| 1/1 [00:00<00:00, 4.89it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.20]Epoch 93: 100%|##########| 1/1 [00:00<00:00, 4.88it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 93: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00] Epoch 94: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 94: 100%|##########| 1/1 [00:00<00:00, 4.38it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 94: 100%|##########| 1/1 [00:00<00:00, 4.37it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 94: 100%|##########| 1/1 [00:00<00:00, 4.36it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 94: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00] Epoch 95: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 95: 100%|##########| 1/1 [00:00<00:00, 4.19it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 95: 100%|##########| 1/1 [00:00<00:00, 4.18it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 95: 100%|##########| 1/1 [00:00<00:00, 4.17it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 95: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00] Epoch 96: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 96: 100%|##########| 1/1 [00:00<00:00, 5.05it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 96: 100%|##########| 1/1 [00:00<00:00, 5.04it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 96: 100%|##########| 1/1 [00:00<00:00, 5.03it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 96: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00] Epoch 97: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 97: 100%|##########| 1/1 [00:00<00:00, 5.20it/s, v_num=62, train_loss_step=11.00, train_loss_epoch=11.00]Epoch 97: 100%|##########| 1/1 [00:00<00:00, 5.19it/s, v_num=62, train_loss_step=10.90, train_loss_epoch=11.00]Epoch 97: 100%|##########| 1/1 [00:00<00:00, 5.18it/s, v_num=62, train_loss_step=10.90, train_loss_epoch=10.90]Epoch 97: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=10.90, train_loss_epoch=10.90] Epoch 98: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=10.90, train_loss_epoch=10.90]Epoch 98: 100%|##########| 1/1 [00:00<00:00, 4.89it/s, v_num=62, train_loss_step=10.90, train_loss_epoch=10.90]Epoch 98: 100%|##########| 1/1 [00:00<00:00, 4.88it/s, v_num=62, train_loss_step=10.80, train_loss_epoch=10.90]Epoch 98: 100%|##########| 1/1 [00:00<00:00, 4.87it/s, v_num=62, train_loss_step=10.80, train_loss_epoch=10.80]Epoch 98: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=10.80, train_loss_epoch=10.80] Epoch 99: 0%| | 0/1 [00:00<?, ?it/s, v_num=62, train_loss_step=10.80, train_loss_epoch=10.80]Epoch 99: 100%|##########| 1/1 [00:00<00:00, 4.98it/s, v_num=62, train_loss_step=10.80, train_loss_epoch=10.80]Epoch 99: 100%|##########| 1/1 [00:00<00:00, 4.97it/s, v_num=62, train_loss_step=10.80, train_loss_epoch=10.80]
## Validation: | | 0/? [00:00<?, ?it/s][A
## Validation: 0%| | 0/1 [00:00<?, ?it/s][A
## Validation DataLoader 0: 0%| | 0/1 [00:00<?, ?it/s][A
## Validation DataLoader 0: 100%|##########| 1/1 [00:00<00:00, 3113.81it/s][A
## [AEpoch 99: 100%|##########| 1/1 [00:00<00:00, 4.87it/s, v_num=62, train_loss_step=10.80, train_loss_epoch=10.80]Epoch 99: 100%|##########| 1/1 [00:00<00:00, 4.86it/s, v_num=62, train_loss_step=10.80, train_loss_epoch=10.80]Epoch 99: 100%|##########| 1/1 [00:00<00:00, 4.85it/s, v_num=62, train_loss_step=10.80, train_loss_epoch=10.80]模型训练好了以后，用来预测数据，再将预测的结果显示出来（部分）。
Y_hat_df = nf.predict()## Predicting: | | 0/? [00:00<?, ?it/s]Predicting: 0%| | 0/1 [00:00<?, ?it/s]Predicting DataLoader 0: 0%| | 0/1 [00:00<?, ?it/s]Predicting DataLoader 0: 100%|##########| 1/1 [00:00<00:00, 386.57it/s]Predicting DataLoader 0: 100%|##########| 1/1 [00:00<00:00, 358.03it/s]
## Predicting: | | 0/? [00:00<?, ?it/s]Predicting: 0%| | 0/1 [00:00<?, ?it/s]Predicting DataLoader 0: 0%| | 0/1 [00:00<?, ?it/s]Predicting DataLoader 0: 100%|##########| 1/1 [00:00<00:00, 510.19it/s]Predicting DataLoader 0: 100%|##########| 1/1 [00:00<00:00, 460.81it/s]Y_hat_df.head()## unique_id ds LSTM NHITS
## 0 1.0 1961-01-31 451.280151 443.462952
## 1 1.0 1961-02-28 426.057983 450.322266
## 2 1.0 1961-03-31 472.260956 476.497803
## 3 1.0 1961-04-30 512.429321 494.912170
## 4 1.0 1961-05-31 520.509644 506.548981最后，将原始数据和预测数据在同一张图里显示出来。
from utilsforecast.plotting import plot_series
fig = plot_series(df=Y_df, forecasts_df=Y_hat_df)
fig.savefig('img/NHITS.png', bbox_inches='tight')
神经网络模型的预测结果
6 运行环境
sessioninfo::session_info()## ─ Session info ───────────────────────────────────────────────────────────────
## setting value
## version R version 4.4.3 (2025-02-28)
## os macOS Sequoia 15.4
## system x86_64, darwin20
## ui X11
## language (EN)
## collate en_US.UTF-8
## ctype en_US.UTF-8
## tz Asia/Shanghai
## date 2025-04-04
## pandoc 3.6.4 @ /usr/local/bin/ (via rmarkdown)
## quarto 1.6.42 @ /usr/local/bin/quarto
##
## ─ Packages ───────────────────────────────────────────────────────────────────
## ! package * version date (UTC) lib source
## blogdown 1.21 2025-03-15 [1] CRAN (R 4.4.1)
## bookdown 0.42 2025-01-07 [1] CRAN (R 4.4.1)
## bslib 0.9.0 2025-01-30 [1] CRAN (R 4.4.1)
## cachem 1.1.0 2024-05-16 [1] CRAN (R 4.4.0)
## cli 3.6.4 2025-02-13 [1] CRAN (R 4.4.1)
## colorspace 2.1-1 2024-07-26 [1] CRAN (R 4.4.1)
## data.table 1.17.0 2025-02-22 [1] CRAN (R 4.4.3)
## digest 0.6.37 2024-08-19 [1] CRAN (R 4.4.1)
## dplyr 1.1.4 2023-11-17 [1] CRAN (R 4.3.2)
## evaluate 1.0.3 2025-01-10 [1] CRAN (R 4.4.2)
## farver 2.1.2 2024-05-13 [1] CRAN (R 4.4.0)
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## ggplot2 * 3.5.1.9000 2025-03-26 [1] Github (tidyverse/ggplot2@183e7ad)
## glue 1.8.0 2024-09-30 [1] CRAN (R 4.4.1)
## gridExtra 2.3 2017-09-09 [1] CRAN (R 4.3.0)
## gtable 0.3.6 2024-10-25 [1] CRAN (R 4.4.1)
## htmltools 0.5.8.1 2024-04-04 [1] CRAN (R 4.3.3)
## jquerylib 0.1.4 2021-04-26 [1] CRAN (R 4.3.0)
## jsonlite 2.0.0 2025-03-27 [1] CRAN (R 4.4.1)
## knitr 1.50 2025-03-16 [1] CRAN (R 4.4.1)
## labeling 0.4.3 2023-08-29 [1] CRAN (R 4.3.0)
## R lattice 0.22-7 <NA> [2] <NA>
## lifecycle 1.0.4 2023-11-07 [1] CRAN (R 4.3.0)
## magrittr 2.0.3 2022-03-30 [1] CRAN (R 4.3.0)
## Matrix 1.7-3 2025-03-11 [1] CRAN (R 4.4.1)
## mgcv * 1.9-2 2025-04-02 [2] CRAN (R 4.4.3)
## munsell 0.5.1 2024-04-01 [1] CRAN (R 4.3.2)
## nlme * 3.1-168 2025-03-31 [2] CRAN (R 4.4.1)
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## pkgconfig 2.0.3 2019-09-22 [1] CRAN (R 4.3.0)
## png 0.1-8 2022-11-29 [1] CRAN (R 4.3.0)
## purrr 1.0.4 2025-02-05 [1] CRAN (R 4.4.1)
## R6 2.6.1 2025-02-15 [1] CRAN (R 4.4.1)
## Rcpp 1.0.14 2025-01-12 [1] CRAN (R 4.4.1)
## reticulate 1.42.0 2025-03-25 [1] CRAN (R 4.4.1)
## rlang 1.1.5 2025-01-17 [1] CRAN (R 4.4.1)
## rmarkdown 2.29 2024-11-04 [1] CRAN (R 4.4.1)
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## sass 0.4.9 2024-03-15 [1] CRAN (R 4.3.2)
## scales 1.3.0 2023-11-28 [1] CRAN (R 4.3.2)
## sessioninfo 1.2.3 2025-02-05 [1] CRAN (R 4.4.1)
## stringi 1.8.7 2025-03-27 [1] CRAN (R 4.4.1)
## stringr 1.5.1 2023-11-14 [1] CRAN (R 4.3.0)
## tibble 3.2.1 2023-03-20 [1] CRAN (R 4.3.0)
## tidyr 1.3.1 2024-01-24 [1] CRAN (R 4.3.2)
## tidyselect 1.2.1 2024-03-11 [1] CRAN (R 4.3.3)
## vctrs 0.6.5 2023-12-01 [1] CRAN (R 4.3.2)
## withr 3.0.2 2024-10-28 [1] CRAN (R 4.4.1)
## xfun 0.52 2025-04-02 [1] CRAN (R 4.4.3)
## xgboost * 3.0.0.1 2025-03-28 [1] https://dmlc.r-universe.dev (R 4.4.3)
## yaml 2.3.10 2024-07-26 [1] CRAN (R 4.4.1)
## zoo 1.8-13 2023-11-27 [1] R-Forge (R 4.3.2)
##
## [1] /Library/Frameworks/R.framework/Versions/4.3-x86_64/Resources/library
## [2] /Library/Frameworks/R.framework/Versions/4.4-x86_64/Resources/library
##
## * ── Packages attached to the search path.
## R ── Package was removed from disk.
##
## ─ Python configuration ───────────────────────────────────────────────────────
## python: /opt/.virtualenvs/r-reticulate/bin/python
## libpython: /usr/local/opt/python@3.12/Frameworks/Python.framework/Versions/3.12/lib/python3.12/config-3.12-darwin/libpython3.12.dylib
## pythonhome: /opt/.virtualenvs/r-reticulate:/opt/.virtualenvs/r-reticulate
## virtualenv: /opt/.virtualenvs/r-reticulate/bin/activate_this.py
## version: 3.12.9 (main, Feb 4 2025, 14:38:38) [Clang 16.0.0 (clang-1600.0.26.6)]
## numpy: /opt/.virtualenvs/r-reticulate/lib/python3.12/site-packages/numpy
## numpy_version: 1.26.4
##
## NOTE: Python version was forced by RETICULATE_PYTHON
##
## ──────────────────────────────────────────────────────────────────────────────7 参考文献
Chen, Tianqi, and Carlos Guestrin. 2016. “XGBoost: A Scalable Tree Boosting System.” In, 785794. KDD ’16. New York, NY, USA: Association for Computing Machinery. https://doi.org/10.1145/2939672.2939785.
Friedman, Jerome H. 2001. “Greedy Function Approximation: A Gradient Boosting Machine.” The Annals of Statistics 29 (5): 1189–1232. https://doi.org/10.1214/aos/1013203451.
Friedman, Jerome, Trevor Hastie, and Robert Tibshirani. 2000. “Additive Logistic Regression: A Statistical View of Boosting (with Discussion and a Rejoinder by the Authors).” The Annals of Statistics 28 (2): 337–407. https://doi.org/10.1214/aos/1016218223.
Simon N. Wood, Gavin Shaddick, Zheyuan Li, and Nicole H. Augustin. 2017. “Generalized Additive Models for Gigadata: Modeling the u.k. Black Smoke Network Daily Data.” Journal of the American Statistical Association 112 (519): 1199–1210. https://doi.org/10.1080/01621459.2016.1195744.
Wood, Simon N. 2017. Generalized Additive Models: An Introduction with R. 2nd ed. Boca Raton, Florida: Chapman; Hall/CRC. https://doi.org/10.1201/9781315370279.