【HW1】Regression0.1李宏毅2021/2022春机器学习课程笔记EP5(P11-P12)
从今天开始我将学习李宏毅教授的机器学习视频，下面是课程的连接(强推)李宏毅2021/2022春机器学习课程_哔哩哔哩_bilibili。一共有155个视频，争取都学习完成吧。
那么首先这门课程需要有一定的代码基础，简单学习一下Python的基本用法，还有里面的NumPy库等等的基本知识。再就是数学方面的基础啦，微积分、线性代数和概率论的基础都是听懂这门课必须的。
这里是这门课程的作业1，那因为本人比较废，基础还没有很好，这里先放一个基本没有什么改动的助教的程序作为HW1的0.1版本，这里因为没有什么改动，这个model也很废啦，这里的loss比较大。等之后有了数学和程序上的基础之后，一定会回来补一个效果好一点的1.0版本！
下载数据
# 下载数据
!gdown --id '1kLSW_-cW2Huj7bh84YTdimGBOJaODiOS' --output covid.train.csv
!gdown --id '1iiI5qROrAhZn-o4FPqsE97bMzDEFvIdg' --output covid.test.csv/usr/local/lib/python3.10/dist-packages/gdown/cli.py:138: FutureWarning: Option `–id` was deprecated in version 4.3.1 and will be removed in 5.0. You don’t need to pass it anymore to use a file ID. warnings.warn( Downloading… From: https://drive.google.com/uc?id=1kLSW_-cW2Huj7bh84YTdimGBOJaODiOS To: /content/covid.train.csv 100% 2.49M/2.49M [00:00<00:00, 171MB/s] /usr/local/lib/python3.10/dist-packages/gdown/cli.py:138: FutureWarning: Option `–id` was deprecated in version 4.3.1 and will be removed in 5.0. You don’t need to pass it anymore to use a file ID. warnings.warn( Downloading… From: https://drive.google.com/uc?id=1iiI5qROrAhZn-o4FPqsE97bMzDEFvIdg To: /content/covid.test.csv 100% 993k/993k [00:00<00:00, 117MB/s]
导入包
# 导入必要的包
# 数据的操作
import math
import numpy as np
# 读取和写入数据
import pandas as pd
import os
import csv
# 进度条
from tqdm import tqdm
# Pytorch
import torch
import torch.nn as nn
from torch.utils.data import Dataset, DataLoader, random_split
# 绘图
from torch.utils.tensorboard import SummaryWriter一些重要函数的定义
# 一些重要的函数（无需修改此处代码）
def same_seed(seed):
'''Fixes random number generator seeds for reproducibility.'''
torch.backends.cudnn.deterministic = True
torch.backends.cudnn.benchmark = False
np.random.seed(seed)
torch.manual_seed(seed)
if torch.cuda.is_available():
torch.cuda.manual_seed_all(seed)
def train_valid_split(data_set, valid_ratio, seed):
'''Split provided training data into training set and validation set'''
valid_set_size = int(valid_ratio * len(data_set))
train_set_size = len(data_set) - valid_set_size
train_set, valid_set = random_split(data_set, [train_set_size, valid_set_size], generator=torch.Generator().manual_seed(seed))
return np.array(train_set), np.array(valid_set)
def predict(test_loader, model, device):
model.eval() # 将模型设置为评价模式.
preds = []
for x in tqdm(test_loader):
x = x.to(device)
with torch.no_grad():
pred = model(x)
preds.append(pred.detach().cpu())
preds = torch.cat(preds, dim=0).numpy()
return predsdataset
# dataset
class COVID19Dataset(Dataset):
'''
x: Features.
y: Targets, if none, do prediction.
'''
def __init__(self, x, y=None):
if y is None:
self.y = y
else:
self.y = torch.FloatTensor(y)
self.x = torch.FloatTensor(x)
def __getitem__(self, idx):
if self.y is None:
return self.x[idx]
else:
return self.x[idx], self.y[idx]
def __len__(self):
return len(self.x)神经网络模型
class My_Model(nn.Module):
def __init__(self, input_dim):
super(My_Model, self).__init__()
# TODO: modify model's structure, be aware of dimensions.
self.layers = nn.Sequential(
nn.Linear(input_dim, 64),
nn.BatchNormld(64),
nn.Linear(16, 8),
nn.ReLU(),
nn.Linear(8, 1)
)
def forward(self, x):
x = self.layers(x)
x = x.squeeze(1) # (B, 1) -> (B)
return x# feature选择（此处需要修改代码，选择合适的）
def select_feat(train_data, valid_data, test_data, select_all=True):
'''Selects useful features to perform regression'''
y_train, y_valid = train_data[:,-1], valid_data[:,-1]
raw_x_train, raw_x_valid, raw_x_test = train_data[:,:-1], valid_data[:,:-1], test_data
if select_all:
feat_idx = list(range(raw_x_train.shape[1]))
else:
feat_idx = [0,1,2,3,4] # TODO: Select suitable feature columns.
return raw_x_train[:,feat_idx], raw_x_valid[:,feat_idx], raw_x_test[:,feat_idx], y_train, y_valid开始训练
# 训练循环
def trainer(train_loader, valid_loader, model, config, device):
criterion = nn.MSELoss(reduction='mean') # Define your loss function, do not modify this.
# Define your optimization algorithm.
# TODO: Please check https://pytorch.org/docs/stable/optim.html to get more available algorithms.
# TODO: L2 regularization (optimizer(weight decay...) or implement by your self).
optimizer = torch.optim.SGD(model.parameters(), lr=config['learning_rate'], momentum=0.9)
writer = SummaryWriter() # Writer of tensoboard.
if not os.path.isdir('./models'):
os.mkdir('./models') # Create directory of saving models.
n_epochs, best_loss, step, early_stop_count = config['n_epochs'], math.inf, 0, 0
for epoch in range(n_epochs):
model.train() # Set your model to train mode.
loss_record = []
# tqdm is a package to visualize your training progress.
train_pbar = tqdm(train_loader, position=0, leave=True)
for x, y in train_pbar:
optimizer.zero_grad() # Set gradient to zero.
x, y = x.to(device), y.to(device) # Move your data to device.
pred = model(x)
loss = criterion(pred, y)
loss.backward() # Compute gradient(backpropagation).
optimizer.step() # Update parameters.
step += 1
loss_record.append(loss.detach().item())
# Display current epoch number and loss on tqdm progress bar.
train_pbar.set_description(f'Epoch [{epoch+1}/{n_epochs}]')
train_pbar.set_postfix({'loss': loss.detach().item()})
mean_train_loss = sum(loss_record)/len(loss_record)
writer.add_scalar('Loss/train', mean_train_loss, step)
model.eval() # 将模型设置为评估模式
loss_record = []
for x, y in valid_loader:
x, y = x.to(device), y.to(device)
with torch.no_grad():
pred = model(x)
loss = criterion(pred, y)
loss_record.append(loss.item())
mean_valid_loss = sum(loss_record)/len(loss_record)
print(f'Epoch [{epoch+1}/{n_epochs}]: Train loss: {mean_train_loss:.4f}, Valid loss: {mean_valid_loss:.4f}')
writer.add_scalar('Loss/valid', mean_valid_loss, step)
if mean_valid_loss < best_loss:
best_loss = mean_valid_loss
torch.save(model.state_dict(), config['save_path']) # 保存效果最好的model
print('Saving model with loss {:.3f}...'.format(best_loss))
early_stop_count = 0
else:
early_stop_count += 1
if early_stop_count >= config['early_stop']:
print('\nModel is not improving, so we halt the training session.')
return# 配置
device = 'cuda' if torch.cuda.is_available() else 'cpu'
config = {
'seed': 5201314, # Your seed number, you can pick your lucky number. :)
'select_all': True, # Whether to use all features.
'valid_ratio': 0.2, # validation_size = train_size * valid_ratio
'n_epochs': 3000, # Number of epochs.
'batch_size': 256,
'learning_rate': 1e-5,
'early_stop': 400, # If model has not improved for this many consecutive epochs, stop training.
'save_path': './models/model.ckpt' # Your model will be saved here.
}# 从文件中读取训练、验证和测试集（此处代码不需要修改）
# Set seed for reproducibility
same_seed(config['seed'])
# train_data size: 2699 x 118 (id + 37 states + 16 features x 5 days)
# test_data size: 1078 x 117 (without last day's positive rate)
train_data, test_data = pd.read_csv('./covid.train.csv').values, pd.read_csv('./covid.test.csv').values
train_data, valid_data = train_valid_split(train_data, config['valid_ratio'], config['seed'])
# Print out the data size.
print(f"""train_data size: {train_data.shape}
valid_data size: {valid_data.shape}
test_data size: {test_data.shape}""")
# Select features
x_train, x_valid, x_test, y_train, y_valid = select_feat(train_data, valid_data, test_data, config['select_all'])
# Print out the number of features.
print(f'number of features: {x_train.shape[1]}')
train_dataset, valid_dataset, test_dataset = COVID19Dataset(x_train, y_train), \
COVID19Dataset(x_valid, y_valid), \
COVID19Dataset(x_test)
# Pytorch data loader loads pytorch dataset into batches.
train_loader = DataLoader(train_dataset, batch_size=config['batch_size'], shuffle=True, pin_memory=True)
valid_loader = DataLoader(valid_dataset, batch_size=config['batch_size'], shuffle=True, pin_memory=True)
test_loader = DataLoader(test_dataset, batch_size=config['batch_size'], shuffle=False, pin_memory=True)train_data size: (2160, 118) valid_data size: (539, 118) test_data size: (1078, 117) number of features: 117
# 开始训练
model = My_Model(input_dim=x_train.shape[1]).to(device) # put your model and data on the same computation device.
trainer(train_loader, valid_loader, model, config, device)Epoch [1/3000]: 100%|██████████| 9/9 [00:00<00:00, 40.58it/s, loss=60.4] Epoch [1/3000]: Train loss: 134.2442, Valid loss: 107.2154 Saving model with loss 107.215… Epoch [2/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.90it/s, loss=65.9] Epoch [2/3000]: Train loss: 69.8928, Valid loss: 50.8182 Saving model with loss 50.818… Epoch [3/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.13it/s, loss=61.8] Epoch [3/3000]: Train loss: 48.5299, Valid loss: 39.1161 Saving model with loss 39.116… Epoch [4/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.36it/s, loss=42] Epoch [4/3000]: Train loss: 39.2690, Valid loss: 39.9759 Epoch [5/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.29it/s, loss=37.6] Epoch [5/3000]: Train loss: 34.3680, Valid loss: 34.5855 Saving model with loss 34.586… Epoch [6/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.68it/s, loss=35.4] Epoch [6/3000]: Train loss: 32.7019, Valid loss: 34.4896 Saving model with loss 34.490… Epoch [7/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.51it/s, loss=30.4] Epoch [7/3000]: Train loss: 31.6557, Valid loss: 32.7823 Saving model with loss 32.782… Epoch [8/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.79it/s, loss=31.8] Epoch [8/3000]: Train loss: 31.0152, Valid loss: 28.5507 Saving model with loss 28.551… Epoch [9/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.02it/s, loss=28.6] Epoch [9/3000]: Train loss: 30.0828, Valid loss: 29.0465 Epoch [10/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.99it/s, loss=30] Epoch [10/3000]: Train loss: 29.1485, Valid loss: 29.9683 Epoch [11/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.27it/s, loss=30.9] Epoch [11/3000]: Train loss: 27.2044, Valid loss: 34.4240 Epoch [12/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.17it/s, loss=28.5] Epoch [12/3000]: Train loss: 30.4587, Valid loss: 30.5449 Epoch [13/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.42it/s, loss=26.4] Epoch [13/3000]: Train loss: 28.8501, Valid loss: 38.8157 Epoch [14/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.90it/s, loss=25.9] Epoch [14/3000]: Train loss: 30.4944, Valid loss: 23.6369 Saving model with loss 23.637… Epoch [15/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.32it/s, loss=20] Epoch [15/3000]: Train loss: 22.0876, Valid loss: 21.6633 Saving model with loss 21.663… Epoch [16/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.32it/s, loss=27.3] Epoch [16/3000]: Train loss: 21.9709, Valid loss: 21.4195 Saving model with loss 21.419… Epoch [17/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.66it/s, loss=18.6] Epoch [17/3000]: Train loss: 18.8818, Valid loss: 17.4514 Saving model with loss 17.451… Epoch [18/3000]: 100%|██████████| 9/9 [00:00<00:00, 64.24it/s, loss=16.5] Epoch [18/3000]: Train loss: 19.4508, Valid loss: 16.2921 Saving model with loss 16.292… Epoch [19/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.20it/s, loss=18.7] Epoch [19/3000]: Train loss: 17.1156, Valid loss: 12.4207 Saving model with loss 12.421… Epoch [20/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.92it/s, loss=16.1] Epoch [20/3000]: Train loss: 14.4296, Valid loss: 12.4151 Saving model with loss 12.415… Epoch [21/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.48it/s, loss=11.5] Epoch [21/3000]: Train loss: 12.4319, Valid loss: 10.2072 Saving model with loss 10.207… Epoch [22/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.95it/s, loss=8.66] Epoch [22/3000]: Train loss: 9.8818, Valid loss: 8.9822 Saving model with loss 8.982… Epoch [23/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.78it/s, loss=9.7] Epoch [23/3000]: Train loss: 9.4213, Valid loss: 8.1968 Saving model with loss 8.197… Epoch [24/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.83it/s, loss=5.93] Epoch [24/3000]: Train loss: 9.9804, Valid loss: 11.8338 Epoch [25/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.55it/s, loss=11.6] Epoch [25/3000]: Train loss: 13.3408, Valid loss: 18.9781 Epoch [26/3000]: 100%|██████████| 9/9 [00:00<00:00, 61.90it/s, loss=33.1] Epoch [26/3000]: Train loss: 32.1860, Valid loss: 16.0357 Epoch [27/3000]: 100%|██████████| 9/9 [00:00<00:00, 61.31it/s, loss=12.9] Epoch [27/3000]: Train loss: 22.0512, Valid loss: 33.8247 Epoch [28/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.68it/s, loss=12.2] Epoch [28/3000]: Train loss: 24.0428, Valid loss: 16.6571 Epoch [29/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.26it/s, loss=14.1] Epoch [29/3000]: Train loss: 16.1626, Valid loss: 16.0129 Epoch [30/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.71it/s, loss=10.7] Epoch [30/3000]: Train loss: 13.3843, Valid loss: 12.4442 Epoch [31/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.78it/s, loss=9.66] Epoch [31/3000]: Train loss: 10.6115, Valid loss: 8.4429 Epoch [32/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.50it/s, loss=5.79] Epoch [32/3000]: Train loss: 8.7251, Valid loss: 7.7099 Saving model with loss 7.710… Epoch [33/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.26it/s, loss=7.04] Epoch [33/3000]: Train loss: 7.5798, Valid loss: 9.9154 Epoch [34/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.90it/s, loss=6.23] Epoch [34/3000]: Train loss: 6.5563, Valid loss: 6.3966 Saving model with loss 6.397… Epoch [35/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.86it/s, loss=5.69] Epoch [35/3000]: Train loss: 6.4731, Valid loss: 7.4262 Epoch [36/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.99it/s, loss=10.7] Epoch [36/3000]: Train loss: 8.9447, Valid loss: 5.4290 Saving model with loss 5.429… Epoch [37/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.47it/s, loss=12.2] Epoch [37/3000]: Train loss: 11.0307, Valid loss: 11.2118 Epoch [38/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.59it/s, loss=14.3] Epoch [38/3000]: Train loss: 9.1679, Valid loss: 13.2716 Epoch [39/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.47it/s, loss=9.67] Epoch [39/3000]: Train loss: 9.2672, Valid loss: 5.1662 Saving model with loss 5.166… Epoch [40/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.44it/s, loss=5.38] Epoch [40/3000]: Train loss: 6.1469, Valid loss: 7.2424 Epoch [41/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.42it/s, loss=6.82] Epoch [41/3000]: Train loss: 9.1438, Valid loss: 9.3291 Epoch [42/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.45it/s, loss=6.46] Epoch [42/3000]: Train loss: 6.4275, Valid loss: 9.0060 Epoch [43/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.67it/s, loss=7.76] Epoch [43/3000]: Train loss: 7.3695, Valid loss: 8.7233 Epoch [44/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.75it/s, loss=8.71] Epoch [44/3000]: Train loss: 10.4881, Valid loss: 8.4301 Epoch [45/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.12it/s, loss=7.02] Epoch [45/3000]: Train loss: 6.3370, Valid loss: 6.7539 Epoch [46/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.23it/s, loss=6.79] Epoch [46/3000]: Train loss: 6.9762, Valid loss: 5.1519 Saving model with loss 5.152… Epoch [47/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.16it/s, loss=12.6] Epoch [47/3000]: Train loss: 8.0252, Valid loss: 6.0929 Epoch [48/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.62it/s, loss=5.15] Epoch [48/3000]: Train loss: 10.0831, Valid loss: 13.6923 Epoch [49/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.81it/s, loss=19.5] Epoch [49/3000]: Train loss: 10.1041, Valid loss: 5.7637 Epoch [50/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.18it/s, loss=13.4] Epoch [50/3000]: Train loss: 15.8717, Valid loss: 16.9793 Epoch [51/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.99it/s, loss=15.8] Epoch [51/3000]: Train loss: 16.1045, Valid loss: 11.8471 Epoch [52/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.27it/s, loss=10.3] Epoch [52/3000]: Train loss: 9.2534, Valid loss: 11.6942 Epoch [53/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.14it/s, loss=6.13] Epoch [53/3000]: Train loss: 7.6539, Valid loss: 6.2160 Epoch [54/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.78it/s, loss=5.24] Epoch [54/3000]: Train loss: 5.8872, Valid loss: 7.7716 Epoch [55/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.52it/s, loss=5.22] Epoch [55/3000]: Train loss: 5.6360, Valid loss: 9.0211 Epoch [56/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.34it/s, loss=7.99] Epoch [56/3000]: Train loss: 7.2826, Valid loss: 4.8358 Saving model with loss 4.836… Epoch [57/3000]: 100%|██████████| 9/9 [00:00<00:00, 101.35it/s, loss=6.17] Epoch [57/3000]: Train loss: 6.9167, Valid loss: 5.2359 Epoch [58/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.46it/s, loss=5.55] Epoch [58/3000]: Train loss: 6.0684, Valid loss: 5.0981 Epoch [59/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.20it/s, loss=4.34] Epoch [59/3000]: Train loss: 5.2447, Valid loss: 4.7420 Saving model with loss 4.742… Epoch [60/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.86it/s, loss=4.19] Epoch [60/3000]: Train loss: 5.1463, Valid loss: 5.6871 Epoch [61/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.07it/s, loss=5.6] Epoch [61/3000]: Train loss: 5.3699, Valid loss: 4.7326 Saving model with loss 4.733… Epoch [62/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.93it/s, loss=6.34] Epoch [62/3000]: Train loss: 5.6574, Valid loss: 9.1576 Epoch [63/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.27it/s, loss=6.9] Epoch [63/3000]: Train loss: 6.8773, Valid loss: 8.6423 Epoch [64/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.10it/s, loss=8.83] Epoch [64/3000]: Train loss: 7.5458, Valid loss: 19.9082 Epoch [65/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.33it/s, loss=6.92] Epoch [65/3000]: Train loss: 10.2717, Valid loss: 7.1131 Epoch [66/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.09it/s, loss=4.83] Epoch [66/3000]: Train loss: 6.4639, Valid loss: 7.4541 Epoch [67/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.15it/s, loss=8.43] Epoch [67/3000]: Train loss: 6.8725, Valid loss: 4.4729 Saving model with loss 4.473… Epoch [68/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.39it/s, loss=6.21] Epoch [68/3000]: Train loss: 6.3166, Valid loss: 6.1581 Epoch [69/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.45it/s, loss=6.08] Epoch [69/3000]: Train loss: 5.6579, Valid loss: 5.2739 Epoch [70/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.30it/s, loss=5.58] Epoch [70/3000]: Train loss: 5.9775, Valid loss: 4.2458 Saving model with loss 4.246… Epoch [71/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.55it/s, loss=6.64] Epoch [71/3000]: Train loss: 5.1997, Valid loss: 4.6836 Epoch [72/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.92it/s, loss=5.33] Epoch [72/3000]: Train loss: 5.1020, Valid loss: 5.7923 Epoch [73/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.73it/s, loss=7.81] Epoch [73/3000]: Train loss: 5.3418, Valid loss: 5.0120 Epoch [74/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.83it/s, loss=4.3] Epoch [74/3000]: Train loss: 5.1259, Valid loss: 4.7753 Epoch [75/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.63it/s, loss=4.14] Epoch [75/3000]: Train loss: 4.9914, Valid loss: 4.3291 Epoch [76/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.61it/s, loss=4.02] Epoch [76/3000]: Train loss: 4.8507, Valid loss: 4.8182 Epoch [77/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.16it/s, loss=5.13] Epoch [77/3000]: Train loss: 5.1651, Valid loss: 6.0180 Epoch [78/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.54it/s, loss=5.19] Epoch [78/3000]: Train loss: 5.7878, Valid loss: 4.5319 Epoch [79/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.62it/s, loss=6.04] Epoch [79/3000]: Train loss: 5.3894, Valid loss: 10.1033 Epoch [80/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.52it/s, loss=7.11] Epoch [80/3000]: Train loss: 7.6966, Valid loss: 5.4947 Epoch [81/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.80it/s, loss=5.96] Epoch [81/3000]: Train loss: 5.2925, Valid loss: 5.7169 Epoch [82/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.31it/s, loss=6.68] Epoch [82/3000]: Train loss: 5.2744, Valid loss: 4.3004 Epoch [83/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.45it/s, loss=4.63] Epoch [83/3000]: Train loss: 4.8566, Valid loss: 5.8771 Epoch [84/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.69it/s, loss=6.3] Epoch [84/3000]: Train loss: 5.5020, Valid loss: 5.1094 Epoch [85/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.03it/s, loss=5.91] Epoch [85/3000]: Train loss: 5.0469, Valid loss: 4.6944 Epoch [86/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.75it/s, loss=5.93] Epoch [86/3000]: Train loss: 5.2458, Valid loss: 5.7958 Epoch [87/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.59it/s, loss=7.36] Epoch [87/3000]: Train loss: 5.9925, Valid loss: 9.8730 Epoch [88/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.91it/s, loss=4.03] Epoch [88/3000]: Train loss: 6.0306, Valid loss: 5.1697 Epoch [89/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.72it/s, loss=5.52] Epoch [89/3000]: Train loss: 5.3395, Valid loss: 5.2358 Epoch [90/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.35it/s, loss=4.77] Epoch [90/3000]: Train loss: 5.0440, Valid loss: 4.9064 Epoch [91/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.76it/s, loss=5.74] Epoch [91/3000]: Train loss: 5.2340, Valid loss: 4.6369 Epoch [92/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.38it/s, loss=4.37] Epoch [92/3000]: Train loss: 5.5651, Valid loss: 6.8433 Epoch [93/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.96it/s, loss=4.59] Epoch [93/3000]: Train loss: 5.2933, Valid loss: 4.9206 Epoch [94/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.89it/s, loss=8.42] Epoch [94/3000]: Train loss: 6.0820, Valid loss: 5.3332 Epoch [95/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.98it/s, loss=7.08] Epoch [95/3000]: Train loss: 5.6603, Valid loss: 6.4858 Epoch [96/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.68it/s, loss=6.2] Epoch [96/3000]: Train loss: 6.2257, Valid loss: 4.8070 Epoch [97/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.36it/s, loss=7.55] Epoch [97/3000]: Train loss: 5.4888, Valid loss: 6.3677 Epoch [98/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.76it/s, loss=4.74] Epoch [98/3000]: Train loss: 6.2223, Valid loss: 6.6331 Epoch [99/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.58it/s, loss=5.63] Epoch [99/3000]: Train loss: 5.1486, Valid loss: 4.5765 Epoch [100/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.46it/s, loss=4.67] Epoch [100/3000]: Train loss: 4.6277, Valid loss: 4.2941 Epoch [101/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.48it/s, loss=4.84] Epoch [101/3000]: Train loss: 4.6787, Valid loss: 5.3106 Epoch [102/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.65it/s, loss=4.6] Epoch [102/3000]: Train loss: 4.5784, Valid loss: 5.4375 Epoch [103/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.68it/s, loss=6.31] Epoch [103/3000]: Train loss: 4.8502, Valid loss: 5.0352 Epoch [104/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.42it/s, loss=8.76] Epoch [104/3000]: Train loss: 6.4355, Valid loss: 4.7693 Epoch [105/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.93it/s, loss=6.26] Epoch [105/3000]: Train loss: 6.1696, Valid loss: 5.3224 Epoch [106/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.76it/s, loss=4.81] Epoch [106/3000]: Train loss: 5.3283, Valid loss: 4.2685 Epoch [107/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.87it/s, loss=7.03] Epoch [107/3000]: Train loss: 5.1029, Valid loss: 7.2745 Epoch [108/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.27it/s, loss=4.68] Epoch [108/3000]: Train loss: 6.3660, Valid loss: 8.9261 Epoch [109/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.04it/s, loss=5.1] Epoch [109/3000]: Train loss: 5.8981, Valid loss: 5.6107 Epoch [110/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.45it/s, loss=14.3] Epoch [110/3000]: Train loss: 7.2021, Valid loss: 4.3347 Epoch [111/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.42it/s, loss=9.66] Epoch [111/3000]: Train loss: 8.1064, Valid loss: 8.0436 Epoch [112/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.45it/s, loss=4.53] Epoch [112/3000]: Train loss: 8.3330, Valid loss: 6.4710 Epoch [113/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.99it/s, loss=5.49] Epoch [113/3000]: Train loss: 6.3823, Valid loss: 4.8922 Epoch [114/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.27it/s, loss=5.95] Epoch [114/3000]: Train loss: 4.8707, Valid loss: 4.3867 Epoch [115/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.12it/s, loss=4.71] Epoch [115/3000]: Train loss: 4.5322, Valid loss: 4.3616 Epoch [116/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.82it/s, loss=5.19] Epoch [116/3000]: Train loss: 4.4417, Valid loss: 4.4752 Epoch [117/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.59it/s, loss=3.91] Epoch [117/3000]: Train loss: 4.6651, Valid loss: 6.0288 Epoch [118/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.75it/s, loss=5.62] Epoch [118/3000]: Train loss: 5.1802, Valid loss: 4.5706 Epoch [119/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.45it/s, loss=4.67] Epoch [119/3000]: Train loss: 4.5130, Valid loss: 4.5350 Epoch [120/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.04it/s, loss=6.53] Epoch [120/3000]: Train loss: 4.5301, Valid loss: 5.0720 Epoch [121/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.99it/s, loss=5.16] Epoch [121/3000]: Train loss: 4.8847, Valid loss: 4.6268 Epoch [122/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.54it/s, loss=4.56] Epoch [122/3000]: Train loss: 4.9266, Valid loss: 4.9123 Epoch [123/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.54it/s, loss=4.31] Epoch [123/3000]: Train loss: 5.3361, Valid loss: 7.5062 Epoch [124/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.85it/s, loss=3.59] Epoch [124/3000]: Train loss: 5.0880, Valid loss: 4.5223 Epoch [125/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.75it/s, loss=7.19] Epoch [125/3000]: Train loss: 5.1378, Valid loss: 5.0874 Epoch [126/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.54it/s, loss=6.26] Epoch [126/3000]: Train loss: 5.4353, Valid loss: 3.9169 Saving model with loss 3.917… Epoch [127/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.34it/s, loss=5.01] Epoch [127/3000]: Train loss: 4.8225, Valid loss: 4.3509 Epoch [128/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.94it/s, loss=3.98] Epoch [128/3000]: Train loss: 4.1939, Valid loss: 4.9360 Epoch [129/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.78it/s, loss=3.66] Epoch [129/3000]: Train loss: 4.8958, Valid loss: 4.1419 Epoch [130/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.59it/s, loss=4.45] Epoch [130/3000]: Train loss: 4.9858, Valid loss: 7.1688 Epoch [131/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.98it/s, loss=5.58] Epoch [131/3000]: Train loss: 5.1056, Valid loss: 4.1460 Epoch [132/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.19it/s, loss=7.01] Epoch [132/3000]: Train loss: 5.5776, Valid loss: 4.2682 Epoch [133/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.08it/s, loss=5.39] Epoch [133/3000]: Train loss: 5.5475, Valid loss: 6.2174 Epoch [134/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.74it/s, loss=7.34] Epoch [134/3000]: Train loss: 6.0586, Valid loss: 4.5758 Epoch [135/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.21it/s, loss=4.55] Epoch [135/3000]: Train loss: 4.5242, Valid loss: 4.4844 Epoch [136/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.81it/s, loss=3.8] Epoch [136/3000]: Train loss: 4.1785, Valid loss: 4.9588 Epoch [137/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.22it/s, loss=3.61] Epoch [137/3000]: Train loss: 4.2948, Valid loss: 4.2003 Epoch [138/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.08it/s, loss=4.38] Epoch [138/3000]: Train loss: 4.4004, Valid loss: 4.0271 Epoch [139/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.91it/s, loss=5.83] Epoch [139/3000]: Train loss: 4.2946, Valid loss: 4.3631 Epoch [140/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.02it/s, loss=4.43] Epoch [140/3000]: Train loss: 4.6428, Valid loss: 3.8349 Saving model with loss 3.835… Epoch [141/3000]: 100%|██████████| 9/9 [00:00<00:00, 61.97it/s, loss=3.82] Epoch [141/3000]: Train loss: 4.1370, Valid loss: 3.9456 Epoch [142/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.84it/s, loss=4.34] Epoch [142/3000]: Train loss: 4.4120, Valid loss: 4.6749 Epoch [143/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.24it/s, loss=3.51] Epoch [143/3000]: Train loss: 4.4552, Valid loss: 4.3944 Epoch [144/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.09it/s, loss=7.01] Epoch [144/3000]: Train loss: 4.5564, Valid loss: 4.5261 Epoch [145/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.97it/s, loss=4.6] Epoch [145/3000]: Train loss: 4.6591, Valid loss: 5.3809 Epoch [146/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.37it/s, loss=5.54] Epoch [146/3000]: Train loss: 4.5953, Valid loss: 5.7183 Epoch [147/3000]: 100%|██████████| 9/9 [00:00<00:00, 16.24it/s, loss=5.21] Epoch [147/3000]: Train loss: 4.8688, Valid loss: 3.5958 Saving model with loss 3.596… Epoch [148/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.17it/s, loss=7.02] Epoch [148/3000]: Train loss: 4.7165, Valid loss: 5.0900 Epoch [149/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.15it/s, loss=5.55] Epoch [149/3000]: Train loss: 5.2597, Valid loss: 4.7220 Epoch [150/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.37it/s, loss=4.93] Epoch [150/3000]: Train loss: 4.5034, Valid loss: 4.5173 Epoch [151/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.96it/s, loss=3.83] Epoch [151/3000]: Train loss: 4.1816, Valid loss: 4.1162 Epoch [152/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.96it/s, loss=3.81] Epoch [152/3000]: Train loss: 4.6089, Valid loss: 4.4351 Epoch [153/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.61it/s, loss=4.63] Epoch [153/3000]: Train loss: 4.1288, Valid loss: 3.8985 Epoch [154/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.87it/s, loss=4.68] Epoch [154/3000]: Train loss: 4.0784, Valid loss: 4.3254 Epoch [155/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.47it/s, loss=5.75] Epoch [155/3000]: Train loss: 4.3953, Valid loss: 3.7075 Epoch [156/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.11it/s, loss=4.18] Epoch [156/3000]: Train loss: 5.0990, Valid loss: 4.6780 Epoch [157/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.19it/s, loss=3.36] Epoch [157/3000]: Train loss: 4.1913, Valid loss: 3.6111 Epoch [158/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.91it/s, loss=4.64] Epoch [158/3000]: Train loss: 4.4491, Valid loss: 5.0042 Epoch [159/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.76it/s, loss=2.75] Epoch [159/3000]: Train loss: 4.0061, Valid loss: 3.9012 Epoch [160/3000]: 100%|██████████| 9/9 [00:00<00:00, 66.79it/s, loss=3.08] Epoch [160/3000]: Train loss: 3.9456, Valid loss: 4.3474 Epoch [161/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.61it/s, loss=3.55] Epoch [161/3000]: Train loss: 3.8606, Valid loss: 4.4883 Epoch [162/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.32it/s, loss=4.23] Epoch [162/3000]: Train loss: 4.7574, Valid loss: 3.7486 Epoch [163/3000]: 100%|██████████| 9/9 [00:00<00:00, 64.11it/s, loss=5.7] Epoch [163/3000]: Train loss: 4.6782, Valid loss: 3.9779 Epoch [164/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.09it/s, loss=3.13] Epoch [164/3000]: Train loss: 3.8688, Valid loss: 4.0095 Epoch [165/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.78it/s, loss=2.79] Epoch [165/3000]: Train loss: 4.5146, Valid loss: 7.0961 Epoch [166/3000]: 100%|██████████| 9/9 [00:00<00:00, 66.10it/s, loss=4.69] Epoch [166/3000]: Train loss: 4.6096, Valid loss: 4.1647 Epoch [167/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.67it/s, loss=5.92] Epoch [167/3000]: Train loss: 5.2477, Valid loss: 6.8662 Epoch [168/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.13it/s, loss=3.21] Epoch [168/3000]: Train loss: 4.9744, Valid loss: 4.2112 Epoch [169/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.15it/s, loss=2.9] Epoch [169/3000]: Train loss: 3.8657, Valid loss: 3.2076 Saving model with loss 3.208… Epoch [170/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.24it/s, loss=4.32] Epoch [170/3000]: Train loss: 3.9355, Valid loss: 4.9453 Epoch [171/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.55it/s, loss=4.13] Epoch [171/3000]: Train loss: 3.9864, Valid loss: 4.7450 Epoch [172/3000]: 100%|██████████| 9/9 [00:00<00:00, 64.32it/s, loss=4] Epoch [172/3000]: Train loss: 3.8868, Valid loss: 5.1280 Epoch [173/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.40it/s, loss=3.59] Epoch [173/3000]: Train loss: 3.8392, Valid loss: 3.9974 Epoch [174/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.62it/s, loss=4.38] Epoch [174/3000]: Train loss: 4.0598, Valid loss: 4.1260 Epoch [175/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.01it/s, loss=2.96] Epoch [175/3000]: Train loss: 4.0784, Valid loss: 3.6258 Epoch [176/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.01it/s, loss=3.18] Epoch [176/3000]: Train loss: 3.9457, Valid loss: 3.8351 Epoch [177/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.04it/s, loss=4.82] Epoch [177/3000]: Train loss: 4.0083, Valid loss: 3.7869 Epoch [178/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.15it/s, loss=4.08] Epoch [178/3000]: Train loss: 3.9125, Valid loss: 4.1660 Epoch [179/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.93it/s, loss=5.49] Epoch [179/3000]: Train loss: 4.4943, Valid loss: 4.2810 Epoch [180/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.58it/s, loss=3.5] Epoch [180/3000]: Train loss: 4.0561, Valid loss: 4.8167 Epoch [181/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.18it/s, loss=4.87] Epoch [181/3000]: Train loss: 4.5515, Valid loss: 4.0600 Epoch [182/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.46it/s, loss=7.34] Epoch [182/3000]: Train loss: 4.8783, Valid loss: 4.0361 Epoch [183/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.42it/s, loss=3.36] Epoch [183/3000]: Train loss: 4.4009, Valid loss: 4.7119 Epoch [184/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.94it/s, loss=3.6] Epoch [184/3000]: Train loss: 3.5988, Valid loss: 5.0838 Epoch [185/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.30it/s, loss=4.32] Epoch [185/3000]: Train loss: 4.3409, Valid loss: 3.5829 Epoch [186/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.30it/s, loss=2.99] Epoch [186/3000]: Train loss: 3.9416, Valid loss: 4.1279 Epoch [187/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.33it/s, loss=4.08] Epoch [187/3000]: Train loss: 3.6799, Valid loss: 3.6425 Epoch [188/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.48it/s, loss=3.83] Epoch [188/3000]: Train loss: 3.6235, Valid loss: 3.8414 Epoch [189/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.63it/s, loss=3.91] Epoch [189/3000]: Train loss: 3.9013, Valid loss: 3.5066 Epoch [190/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.80it/s, loss=3.1] Epoch [190/3000]: Train loss: 3.6040, Valid loss: 4.0700 Epoch [191/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.96it/s, loss=4.51] Epoch [191/3000]: Train loss: 3.7702, Valid loss: 3.3988 Epoch [192/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.89it/s, loss=3.5] Epoch [192/3000]: Train loss: 4.1131, Valid loss: 5.0579 Epoch [193/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.86it/s, loss=3.25] Epoch [193/3000]: Train loss: 4.1048, Valid loss: 5.5603 Epoch [194/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.05it/s, loss=6.79] Epoch [194/3000]: Train loss: 4.3358, Valid loss: 4.5534 Epoch [195/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.37it/s, loss=4.7] Epoch [195/3000]: Train loss: 4.0694, Valid loss: 3.4387 Epoch [196/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.38it/s, loss=3.94] Epoch [196/3000]: Train loss: 4.0188, Valid loss: 4.2635 Epoch [197/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.68it/s, loss=3.31] Epoch [197/3000]: Train loss: 4.0231, Valid loss: 4.5048 Epoch [198/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.53it/s, loss=4.4] Epoch [198/3000]: Train loss: 4.0688, Valid loss: 4.2145 Epoch [199/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.36it/s, loss=4.41] Epoch [199/3000]: Train loss: 3.7014, Valid loss: 3.1410 Saving model with loss 3.141… Epoch [200/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.52it/s, loss=2.66] Epoch [200/3000]: Train loss: 4.0595, Valid loss: 3.3476 Epoch [201/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.97it/s, loss=3.06] Epoch [201/3000]: Train loss: 3.4061, Valid loss: 3.6355 Epoch [202/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.49it/s, loss=5.55] Epoch [202/3000]: Train loss: 4.2075, Valid loss: 4.4809 Epoch [203/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.26it/s, loss=3.96] Epoch [203/3000]: Train loss: 3.6693, Valid loss: 4.2122 Epoch [204/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.01it/s, loss=3.7] Epoch [204/3000]: Train loss: 4.9511, Valid loss: 4.1517 Epoch [205/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.79it/s, loss=4.63] Epoch [205/3000]: Train loss: 3.8322, Valid loss: 3.2353 Epoch [206/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.45it/s, loss=3.31] Epoch [206/3000]: Train loss: 3.3814, Valid loss: 6.9826 Epoch [207/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.09it/s, loss=4.04] Epoch [207/3000]: Train loss: 5.9746, Valid loss: 5.4514 Epoch [208/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.25it/s, loss=4.48] Epoch [208/3000]: Train loss: 4.9408, Valid loss: 3.4511 Epoch [209/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.09it/s, loss=4.23] Epoch [209/3000]: Train loss: 3.8655, Valid loss: 3.4540 Epoch [210/3000]: 100%|██████████| 9/9 [00:00<00:00, 63.83it/s, loss=2.98] Epoch [210/3000]: Train loss: 3.6149, Valid loss: 3.2508 Epoch [211/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.68it/s, loss=4.15] Epoch [211/3000]: Train loss: 3.6575, Valid loss: 3.3806 Epoch [212/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.11it/s, loss=3.05] Epoch [212/3000]: Train loss: 3.5362, Valid loss: 4.0708 Epoch [213/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.72it/s, loss=3.63] Epoch [213/3000]: Train loss: 3.3985, Valid loss: 3.6718 Epoch [214/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.67it/s, loss=3.51] Epoch [214/3000]: Train loss: 3.3315, Valid loss: 4.4399 Epoch [215/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.62it/s, loss=4.95] Epoch [215/3000]: Train loss: 3.7994, Valid loss: 4.5638 Epoch [216/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.19it/s, loss=3.86] Epoch [216/3000]: Train loss: 3.5756, Valid loss: 4.2292 Epoch [217/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.42it/s, loss=4.19] Epoch [217/3000]: Train loss: 3.7736, Valid loss: 4.0220 Epoch [218/3000]: 100%|██████████| 9/9 [00:00<00:00, 65.52it/s, loss=4.93] Epoch [218/3000]: Train loss: 4.2391, Valid loss: 3.3470 Epoch [219/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.94it/s, loss=3.53] Epoch [219/3000]: Train loss: 4.4351, Valid loss: 5.1350 Epoch [220/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.37it/s, loss=2.94] Epoch [220/3000]: Train loss: 4.2017, Valid loss: 5.0218 Epoch [221/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.86it/s, loss=3.12] Epoch [221/3000]: Train loss: 3.6408, Valid loss: 3.2254 Epoch [222/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.63it/s, loss=2.28] Epoch [222/3000]: Train loss: 3.3470, Valid loss: 2.9124 Saving model with loss 2.912… Epoch [223/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.99it/s, loss=2.66] Epoch [223/3000]: Train loss: 3.2976, Valid loss: 3.6696 Epoch [224/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.73it/s, loss=2.89] Epoch [224/3000]: Train loss: 3.5262, Valid loss: 3.4735 Epoch [225/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.14it/s, loss=4.58] Epoch [225/3000]: Train loss: 3.3800, Valid loss: 3.1767 Epoch [226/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.58it/s, loss=4.17] Epoch [226/3000]: Train loss: 4.0669, Valid loss: 4.6965 Epoch [227/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.75it/s, loss=3.64] Epoch [227/3000]: Train loss: 4.3847, Valid loss: 2.7333 Saving model with loss 2.733… Epoch [228/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.43it/s, loss=5.19] Epoch [228/3000]: Train loss: 3.9805, Valid loss: 5.1338 Epoch [229/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.17it/s, loss=3.67] Epoch [229/3000]: Train loss: 4.3312, Valid loss: 4.0675 Epoch [230/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.10it/s, loss=3.16] Epoch [230/3000]: Train loss: 3.3821, Valid loss: 3.3221 Epoch [231/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.27it/s, loss=2.61] Epoch [231/3000]: Train loss: 3.4721, Valid loss: 3.2543 Epoch [232/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.48it/s, loss=3.94] Epoch [232/3000]: Train loss: 3.5106, Valid loss: 3.3923 Epoch [233/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.92it/s, loss=3.47] Epoch [233/3000]: Train loss: 3.7327, Valid loss: 3.0450 Epoch [234/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.13it/s, loss=3.94] Epoch [234/3000]: Train loss: 3.3973, Valid loss: 3.4087 Epoch [235/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.55it/s, loss=2.98] Epoch [235/3000]: Train loss: 3.6104, Valid loss: 5.4746 Epoch [236/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.37it/s, loss=4.43] Epoch [236/3000]: Train loss: 3.7942, Valid loss: 5.1007 Epoch [237/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.99it/s, loss=3.83] Epoch [237/3000]: Train loss: 3.6529, Valid loss: 3.2828 Epoch [238/3000]: 100%|██████████| 9/9 [00:00<00:00, 102.57it/s, loss=3.93] Epoch [238/3000]: Train loss: 3.5422, Valid loss: 4.4208 Epoch [239/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.71it/s, loss=4.67] Epoch [239/3000]: Train loss: 3.9843, Valid loss: 3.3214 Epoch [240/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.86it/s, loss=3.59] Epoch [240/3000]: Train loss: 5.2755, Valid loss: 8.4945 Epoch [241/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.71it/s, loss=4.76] Epoch [241/3000]: Train loss: 5.1332, Valid loss: 10.6665 Epoch [242/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.60it/s, loss=2.34] Epoch [242/3000]: Train loss: 5.0831, Valid loss: 5.3177 Epoch [243/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.49it/s, loss=6.24] Epoch [243/3000]: Train loss: 5.4277, Valid loss: 5.0233 Epoch [244/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.35it/s, loss=3.8] Epoch [244/3000]: Train loss: 3.9871, Valid loss: 2.8787 Epoch [245/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.54it/s, loss=3.84] Epoch [245/3000]: Train loss: 3.2555, Valid loss: 3.2094 Epoch [246/3000]: 100%|██████████| 9/9 [00:00<00:00, 100.41it/s, loss=4.15] Epoch [246/3000]: Train loss: 3.2632, Valid loss: 3.4531 Epoch [247/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.62it/s, loss=3.05] Epoch [247/3000]: Train loss: 3.3420, Valid loss: 4.5930 Epoch [248/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.06it/s, loss=3.78] Epoch [248/3000]: Train loss: 3.9937, Valid loss: 3.3962 Epoch [249/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.33it/s, loss=2.99] Epoch [249/3000]: Train loss: 4.0547, Valid loss: 4.6689 Epoch [250/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.01it/s, loss=3.43] Epoch [250/3000]: Train loss: 3.3514, Valid loss: 4.9022 Epoch [251/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.85it/s, loss=2.79] Epoch [251/3000]: Train loss: 3.3956, Valid loss: 2.8043 Epoch [252/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.45it/s, loss=2.63] Epoch [252/3000]: Train loss: 3.0749, Valid loss: 3.4758 Epoch [253/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.87it/s, loss=2.93] Epoch [253/3000]: Train loss: 3.1217, Valid loss: 3.6469 Epoch [254/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.30it/s, loss=3.2] Epoch [254/3000]: Train loss: 3.3922, Valid loss: 3.4798 Epoch [255/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.99it/s, loss=4.54] Epoch [255/3000]: Train loss: 3.5154, Valid loss: 4.0122 Epoch [256/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.12it/s, loss=3.35] Epoch [256/3000]: Train loss: 3.4371, Valid loss: 2.6295 Saving model with loss 2.629… Epoch [257/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.77it/s, loss=2.98] Epoch [257/3000]: Train loss: 3.4610, Valid loss: 3.4699 Epoch [258/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.78it/s, loss=3.33] Epoch [258/3000]: Train loss: 3.3920, Valid loss: 3.7044 Epoch [259/3000]: 100%|██████████| 9/9 [00:00<00:00, 100.46it/s, loss=4.28] Epoch [259/3000]: Train loss: 4.7897, Valid loss: 3.1110 Epoch [260/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.86it/s, loss=3.41] Epoch [260/3000]: Train loss: 4.0719, Valid loss: 6.4923 Epoch [261/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.90it/s, loss=5] Epoch [261/3000]: Train loss: 5.1598, Valid loss: 3.3785 Epoch [262/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.27it/s, loss=2.76] Epoch [262/3000]: Train loss: 3.8172, Valid loss: 6.9712 Epoch [263/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.80it/s, loss=5.38] Epoch [263/3000]: Train loss: 4.7971, Valid loss: 3.2166 Epoch [264/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.76it/s, loss=2.91] Epoch [264/3000]: Train loss: 4.5982, Valid loss: 5.8494 Epoch [265/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.04it/s, loss=3.81] Epoch [265/3000]: Train loss: 4.8298, Valid loss: 3.2804 Epoch [266/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.08it/s, loss=3.9] Epoch [266/3000]: Train loss: 4.4718, Valid loss: 6.4424 Epoch [267/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.06it/s, loss=2.91] Epoch [267/3000]: Train loss: 4.6628, Valid loss: 4.8180 Epoch [268/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.26it/s, loss=4.18] Epoch [268/3000]: Train loss: 3.5536, Valid loss: 3.8395 Epoch [269/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.09it/s, loss=3.71] Epoch [269/3000]: Train loss: 3.1461, Valid loss: 3.0685 Epoch [270/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.05it/s, loss=6.1] Epoch [270/3000]: Train loss: 4.0421, Valid loss: 2.5871 Saving model with loss 2.587… Epoch [271/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.56it/s, loss=5.11] Epoch [271/3000]: Train loss: 3.8790, Valid loss: 4.9766 Epoch [272/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.45it/s, loss=4.59] Epoch [272/3000]: Train loss: 4.6469, Valid loss: 2.5954 Epoch [273/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.52it/s, loss=4.44] Epoch [273/3000]: Train loss: 3.4141, Valid loss: 3.0965 Epoch [274/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.80it/s, loss=2.99] Epoch [274/3000]: Train loss: 4.0383, Valid loss: 4.2406 Epoch [275/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.98it/s, loss=2.75] Epoch [275/3000]: Train loss: 3.0673, Valid loss: 3.4117 Epoch [276/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.60it/s, loss=2.81] Epoch [276/3000]: Train loss: 3.4035, Valid loss: 3.8177 Epoch [277/3000]: 100%|██████████| 9/9 [00:00<00:00, 104.40it/s, loss=2.86] Epoch [277/3000]: Train loss: 3.0706, Valid loss: 3.0178 Epoch [278/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.69it/s, loss=2.73] Epoch [278/3000]: Train loss: 2.8977, Valid loss: 2.5401 Saving model with loss 2.540… Epoch [279/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.26it/s, loss=4.04] Epoch [279/3000]: Train loss: 2.9624, Valid loss: 3.2029 Epoch [280/3000]: 100%|██████████| 9/9 [00:00<00:00, 104.96it/s, loss=3.97] Epoch [280/3000]: Train loss: 3.7819, Valid loss: 6.5071 Epoch [281/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.55it/s, loss=5.34] Epoch [281/3000]: Train loss: 4.4432, Valid loss: 3.6320 Epoch [282/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.96it/s, loss=3.8] Epoch [282/3000]: Train loss: 4.6380, Valid loss: 5.1866 Epoch [283/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.46it/s, loss=3.57] Epoch [283/3000]: Train loss: 3.6441, Valid loss: 2.8548 Epoch [284/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.86it/s, loss=7.04] Epoch [284/3000]: Train loss: 3.9739, Valid loss: 3.2106 Epoch [285/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.11it/s, loss=4.86] Epoch [285/3000]: Train loss: 4.4578, Valid loss: 3.4978 Epoch [286/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.97it/s, loss=3.61] Epoch [286/3000]: Train loss: 3.5237, Valid loss: 5.3191 Epoch [287/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.13it/s, loss=3.15] Epoch [287/3000]: Train loss: 3.5731, Valid loss: 2.8602 Epoch [288/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.83it/s, loss=2.98] Epoch [288/3000]: Train loss: 2.9154, Valid loss: 2.9545 Epoch [289/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.48it/s, loss=3.45] Epoch [289/3000]: Train loss: 3.0570, Valid loss: 4.1245 Epoch [290/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.68it/s, loss=4.67] Epoch [290/3000]: Train loss: 3.4999, Valid loss: 5.9955 Epoch [291/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.76it/s, loss=2.78] Epoch [291/3000]: Train loss: 3.8622, Valid loss: 3.4358 Epoch [292/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.69it/s, loss=4.48] Epoch [292/3000]: Train loss: 3.8656, Valid loss: 3.6706 Epoch [293/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.73it/s, loss=3.43] Epoch [293/3000]: Train loss: 3.2462, Valid loss: 2.7508 Epoch [294/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.43it/s, loss=2.1] Epoch [294/3000]: Train loss: 2.8351, Valid loss: 2.8868 Epoch [295/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.25it/s, loss=3.6] Epoch [295/3000]: Train loss: 3.1784, Valid loss: 3.3535 Epoch [296/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.86it/s, loss=2.87] Epoch [296/3000]: Train loss: 3.2517, Valid loss: 2.4981 Saving model with loss 2.498… Epoch [297/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.70it/s, loss=4.03] Epoch [297/3000]: Train loss: 3.3919, Valid loss: 4.1198 Epoch [298/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.64it/s, loss=2.86] Epoch [298/3000]: Train loss: 3.7716, Valid loss: 2.9484 Epoch [299/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.43it/s, loss=2.92] Epoch [299/3000]: Train loss: 2.8516, Valid loss: 3.2554 Epoch [300/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.21it/s, loss=3.31] Epoch [300/3000]: Train loss: 3.2842, Valid loss: 2.4619 Saving model with loss 2.462… Epoch [301/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.29it/s, loss=2.58] Epoch [301/3000]: Train loss: 2.8510, Valid loss: 2.5666 Epoch [302/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.90it/s, loss=3.09] Epoch [302/3000]: Train loss: 2.9875, Valid loss: 3.6627 Epoch [303/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.91it/s, loss=3.04] Epoch [303/3000]: Train loss: 2.8602, Valid loss: 3.0794 Epoch [304/3000]: 100%|██████████| 9/9 [00:00<00:00, 17.26it/s, loss=3.62] Epoch [304/3000]: Train loss: 3.0934, Valid loss: 3.1227 Epoch [305/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.22it/s, loss=3.05] Epoch [305/3000]: Train loss: 2.9018, Valid loss: 3.5898 Epoch [306/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.51it/s, loss=5.66] Epoch [306/3000]: Train loss: 3.7750, Valid loss: 6.7416 Epoch [307/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.12it/s, loss=3.58] Epoch [307/3000]: Train loss: 3.6324, Valid loss: 3.5795 Epoch [308/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.77it/s, loss=3.14] Epoch [308/3000]: Train loss: 2.9955, Valid loss: 2.8809 Epoch [309/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.11it/s, loss=2.49] Epoch [309/3000]: Train loss: 3.2752, Valid loss: 2.6057 Epoch [310/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.61it/s, loss=1.99] Epoch [310/3000]: Train loss: 2.9320, Valid loss: 3.1684 Epoch [311/3000]: 100%|██████████| 9/9 [00:00<00:00, 100.11it/s, loss=2.7] Epoch [311/3000]: Train loss: 3.0372, Valid loss: 3.4146 Epoch [312/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.38it/s, loss=2.94] Epoch [312/3000]: Train loss: 3.0822, Valid loss: 3.1031 Epoch [313/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.26it/s, loss=4.25] Epoch [313/3000]: Train loss: 2.9853, Valid loss: 2.6593 Epoch [314/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.34it/s, loss=3.34] Epoch [314/3000]: Train loss: 3.3308, Valid loss: 3.5130 Epoch [315/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.65it/s, loss=4.14] Epoch [315/3000]: Train loss: 3.0278, Valid loss: 4.1210 Epoch [316/3000]: 100%|██████████| 9/9 [00:00<00:00, 103.05it/s, loss=3.27] Epoch [316/3000]: Train loss: 3.0554, Valid loss: 3.1320 Epoch [317/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.30it/s, loss=2.88] Epoch [317/3000]: Train loss: 3.8156, Valid loss: 6.4564 Epoch [318/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.42it/s, loss=3.81] Epoch [318/3000]: Train loss: 4.0646, Valid loss: 3.9689 Epoch [319/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.10it/s, loss=3.45] Epoch [319/3000]: Train loss: 3.8134, Valid loss: 4.4446 Epoch [320/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.15it/s, loss=5.61] Epoch [320/3000]: Train loss: 4.2660, Valid loss: 3.9781 Epoch [321/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.71it/s, loss=7.95] Epoch [321/3000]: Train loss: 5.3725, Valid loss: 4.8789 Epoch [322/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.98it/s, loss=2.5] Epoch [322/3000]: Train loss: 4.2666, Valid loss: 3.1405 Epoch [323/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.63it/s, loss=2.4] Epoch [323/3000]: Train loss: 2.8328, Valid loss: 2.6067 Epoch [324/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.01it/s, loss=3] Epoch [324/3000]: Train loss: 2.9509, Valid loss: 2.9684 Epoch [325/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.82it/s, loss=2.52] Epoch [325/3000]: Train loss: 3.4400, Valid loss: 5.6546 Epoch [326/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.48it/s, loss=8.67] Epoch [326/3000]: Train loss: 4.4679, Valid loss: 6.1391 Epoch [327/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.58it/s, loss=2.98] Epoch [327/3000]: Train loss: 3.8706, Valid loss: 5.8560 Epoch [328/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.91it/s, loss=6.55] Epoch [328/3000]: Train loss: 5.0640, Valid loss: 4.4458 Epoch [329/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.18it/s, loss=2.26] Epoch [329/3000]: Train loss: 3.2477, Valid loss: 4.2497 Epoch [330/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.25it/s, loss=2.77] Epoch [330/3000]: Train loss: 2.8118, Valid loss: 3.4926 Epoch [331/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.28it/s, loss=3.38] Epoch [331/3000]: Train loss: 3.4455, Valid loss: 4.2721 Epoch [332/3000]: 100%|██████████| 9/9 [00:00<00:00, 103.26it/s, loss=6.75] Epoch [332/3000]: Train loss: 3.7624, Valid loss: 5.2285 Epoch [333/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.59it/s, loss=2.47] Epoch [333/3000]: Train loss: 3.4638, Valid loss: 2.9239 Epoch [334/3000]: 100%|██████████| 9/9 [00:00<00:00, 101.76it/s, loss=2.53] Epoch [334/3000]: Train loss: 2.9495, Valid loss: 3.4138 Epoch [335/3000]: 100%|██████████| 9/9 [00:00<00:00, 104.86it/s, loss=2.5] Epoch [335/3000]: Train loss: 2.8287, Valid loss: 2.4784 Epoch [336/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.09it/s, loss=2.51] Epoch [336/3000]: Train loss: 2.6776, Valid loss: 2.8056 Epoch [337/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.99it/s, loss=2.33] Epoch [337/3000]: Train loss: 2.8702, Valid loss: 3.7128 Epoch [338/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.20it/s, loss=3.19] Epoch [338/3000]: Train loss: 3.2051, Valid loss: 3.6362 Epoch [339/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.32it/s, loss=3.24] Epoch [339/3000]: Train loss: 3.0094, Valid loss: 2.7970 Epoch [340/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.00it/s, loss=3.85] Epoch [340/3000]: Train loss: 3.4108, Valid loss: 2.7561 Epoch [341/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.24it/s, loss=3.24] Epoch [341/3000]: Train loss: 3.5041, Valid loss: 3.1119 Epoch [342/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.53it/s, loss=3.6] Epoch [342/3000]: Train loss: 4.1326, Valid loss: 11.2525 Epoch [343/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.41it/s, loss=3.6] Epoch [343/3000]: Train loss: 4.7742, Valid loss: 3.1641 Epoch [344/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.24it/s, loss=3.21] Epoch [344/3000]: Train loss: 3.4504, Valid loss: 3.7801 Epoch [345/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.35it/s, loss=3.43] Epoch [345/3000]: Train loss: 2.9553, Valid loss: 3.4663 Epoch [346/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.49it/s, loss=2.08] Epoch [346/3000]: Train loss: 2.8073, Valid loss: 2.8425 Epoch [347/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.33it/s, loss=3.62] Epoch [347/3000]: Train loss: 3.2338, Valid loss: 4.0943 Epoch [348/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.96it/s, loss=3.95] Epoch [348/3000]: Train loss: 3.5725, Valid loss: 6.5409 Epoch [349/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.87it/s, loss=2.48] Epoch [349/3000]: Train loss: 5.9774, Valid loss: 6.9343 Epoch [350/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.16it/s, loss=4.26] Epoch [350/3000]: Train loss: 5.5974, Valid loss: 7.4151 Epoch [351/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.40it/s, loss=6.45] Epoch [351/3000]: Train loss: 5.8096, Valid loss: 5.4890 Epoch [352/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.49it/s, loss=3.12] Epoch [352/3000]: Train loss: 3.4961, Valid loss: 2.9939 Epoch [353/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.59it/s, loss=2.82] Epoch [353/3000]: Train loss: 3.2390, Valid loss: 5.7079 Epoch [354/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.60it/s, loss=6.18] Epoch [354/3000]: Train loss: 4.4285, Valid loss: 3.4510 Epoch [355/3000]: 100%|██████████| 9/9 [00:00<00:00, 88.66it/s, loss=3.26] Epoch [355/3000]: Train loss: 3.3214, Valid loss: 2.9046 Epoch [356/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.49it/s, loss=3.5] Epoch [356/3000]: Train loss: 3.5557, Valid loss: 3.7571 Epoch [357/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.08it/s, loss=3.82] Epoch [357/3000]: Train loss: 3.5230, Valid loss: 2.9421 Epoch [358/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.87it/s, loss=2.27] Epoch [358/3000]: Train loss: 2.7578, Valid loss: 3.9499 Epoch [359/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.01it/s, loss=3.1] Epoch [359/3000]: Train loss: 2.9557, Valid loss: 4.1616 Epoch [360/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.86it/s, loss=3.69] Epoch [360/3000]: Train loss: 3.0305, Valid loss: 2.9928 Epoch [361/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.87it/s, loss=2.51] Epoch [361/3000]: Train loss: 2.9525, Valid loss: 3.5110 Epoch [362/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.75it/s, loss=2.56] Epoch [362/3000]: Train loss: 2.6036, Valid loss: 2.9102 Epoch [363/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.49it/s, loss=2.27] Epoch [363/3000]: Train loss: 2.8204, Valid loss: 2.6886 Epoch [364/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.62it/s, loss=2.62] Epoch [364/3000]: Train loss: 2.6462, Valid loss: 3.1595 Epoch [365/3000]: 100%|██████████| 9/9 [00:00<00:00, 39.24it/s, loss=4.05] Epoch [365/3000]: Train loss: 3.2701, Valid loss: 4.8460 Epoch [366/3000]: 100%|██████████| 9/9 [00:00<00:00, 22.92it/s, loss=3.09] Epoch [366/3000]: Train loss: 3.4968, Valid loss: 2.6863 Epoch [367/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.79it/s, loss=2.31] Epoch [367/3000]: Train loss: 2.9613, Valid loss: 2.5769 Epoch [368/3000]: 100%|██████████| 9/9 [00:00<00:00, 104.36it/s, loss=3.3] Epoch [368/3000]: Train loss: 3.1499, Valid loss: 3.0976 Epoch [369/3000]: 100%|██████████| 9/9 [00:00<00:00, 100.33it/s, loss=5.59] Epoch [369/3000]: Train loss: 3.8831, Valid loss: 4.7759 Epoch [370/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.85it/s, loss=3.25] Epoch [370/3000]: Train loss: 3.9875, Valid loss: 3.3788 Epoch [371/3000]: 100%|██████████| 9/9 [00:00<00:00, 24.18it/s, loss=2.78] Epoch [371/3000]: Train loss: 2.8503, Valid loss: 3.0923 Epoch [372/3000]: 100%|██████████| 9/9 [00:00<00:00, 38.00it/s, loss=2.29] Epoch [372/3000]: Train loss: 2.6553, Valid loss: 2.7460 Epoch [373/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.98it/s, loss=3.34] Epoch [373/3000]: Train loss: 2.9150, Valid loss: 2.9464 Epoch [374/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.01it/s, loss=3.02] Epoch [374/3000]: Train loss: 2.7933, Valid loss: 2.6760 Epoch [375/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.49it/s, loss=2.53] Epoch [375/3000]: Train loss: 2.6363, Valid loss: 2.5503 Epoch [376/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.28it/s, loss=3.37] Epoch [376/3000]: Train loss: 2.7957, Valid loss: 3.7069 Epoch [377/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.91it/s, loss=2.63] Epoch [377/3000]: Train loss: 2.6777, Valid loss: 3.0898 Epoch [378/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.55it/s, loss=3.69] Epoch [378/3000]: Train loss: 2.9042, Valid loss: 2.7207 Epoch [379/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.27it/s, loss=2.38] Epoch [379/3000]: Train loss: 2.6926, Valid loss: 2.4202 Saving model with loss 2.420… Epoch [380/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.21it/s, loss=4.47] Epoch [380/3000]: Train loss: 3.8625, Valid loss: 3.3794 Epoch [381/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.23it/s, loss=2.22] Epoch [381/3000]: Train loss: 2.8881, Valid loss: 2.6855 Epoch [382/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.97it/s, loss=2.05] Epoch [382/3000]: Train loss: 3.0224, Valid loss: 4.5176 Epoch [383/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.71it/s, loss=2] Epoch [383/3000]: Train loss: 3.1794, Valid loss: 3.0745 Epoch [384/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.44it/s, loss=2.17] Epoch [384/3000]: Train loss: 2.5863, Valid loss: 2.7731 Epoch [385/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.69it/s, loss=2.64] Epoch [385/3000]: Train loss: 2.5956, Valid loss: 2.6479 Epoch [386/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.22it/s, loss=2.27] Epoch [386/3000]: Train loss: 2.5730, Valid loss: 3.0463 Epoch [387/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.15it/s, loss=3.35] Epoch [387/3000]: Train loss: 2.7428, Valid loss: 3.3197 Epoch [388/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.00it/s, loss=3.09] Epoch [388/3000]: Train loss: 2.8661, Valid loss: 2.3890 Saving model with loss 2.389… Epoch [389/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.69it/s, loss=2.69] Epoch [389/3000]: Train loss: 2.8660, Valid loss: 3.7570 Epoch [390/3000]: 100%|██████████| 9/9 [00:00<00:00, 33.47it/s, loss=2.66] Epoch [390/3000]: Train loss: 2.9908, Valid loss: 4.5333 Epoch [391/3000]: 100%|██████████| 9/9 [00:00<00:00, 19.84it/s, loss=2.89] Epoch [391/3000]: Train loss: 3.3818, Valid loss: 5.0894 Epoch [392/3000]: 100%|██████████| 9/9 [00:00<00:00, 40.29it/s, loss=4.63] Epoch [392/3000]: Train loss: 4.2243, Valid loss: 3.1908 Epoch [393/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.40it/s, loss=2.31] Epoch [393/3000]: Train loss: 4.2251, Valid loss: 2.8558 Epoch [394/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.84it/s, loss=3.25] Epoch [394/3000]: Train loss: 2.9713, Valid loss: 3.2750 Epoch [395/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.70it/s, loss=4.38] Epoch [395/3000]: Train loss: 3.7128, Valid loss: 2.2045 Saving model with loss 2.204… Epoch [396/3000]: 100%|██████████| 9/9 [00:00<00:00, 103.51it/s, loss=2.96] Epoch [396/3000]: Train loss: 3.1770, Valid loss: 2.8804 Epoch [397/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.01it/s, loss=2.51] Epoch [397/3000]: Train loss: 2.8124, Valid loss: 3.2777 Epoch [398/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.62it/s, loss=3.07] Epoch [398/3000]: Train loss: 2.5651, Valid loss: 4.0348 Epoch [399/3000]: 100%|██████████| 9/9 [00:00<00:00, 101.52it/s, loss=2.47] Epoch [399/3000]: Train loss: 3.2285, Valid loss: 2.9191 Epoch [400/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.80it/s, loss=2.5] Epoch [400/3000]: Train loss: 2.7568, Valid loss: 5.8635 Epoch [401/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.42it/s, loss=10.5] Epoch [401/3000]: Train loss: 6.2926, Valid loss: 6.6458 Epoch [402/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.76it/s, loss=36] Epoch [402/3000]: Train loss: 12.3286, Valid loss: 13.6048 Epoch [403/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.29it/s, loss=7.25] Epoch [403/3000]: Train loss: 16.3776, Valid loss: 21.7897 Epoch [404/3000]: 100%|██████████| 9/9 [00:00<00:00, 102.30it/s, loss=13.6] Epoch [404/3000]: Train loss: 12.7886, Valid loss: 5.3749 Epoch [405/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.48it/s, loss=3.8] Epoch [405/3000]: Train loss: 6.9331, Valid loss: 9.8167 Epoch [406/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.29it/s, loss=4.79] Epoch [406/3000]: Train loss: 6.5599, Valid loss: 5.6210 Epoch [407/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.66it/s, loss=4.37] Epoch [407/3000]: Train loss: 4.3391, Valid loss: 6.2812 Epoch [408/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.82it/s, loss=3.67] Epoch [408/3000]: Train loss: 3.8575, Valid loss: 2.8796 Epoch [409/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.58it/s, loss=3.87] Epoch [409/3000]: Train loss: 3.2361, Valid loss: 4.2406 Epoch [410/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.81it/s, loss=3.06] Epoch [410/3000]: Train loss: 3.2940, Valid loss: 2.8841 Epoch [411/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.32it/s, loss=3.27] Epoch [411/3000]: Train loss: 3.1220, Valid loss: 5.6690 Epoch [412/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.07it/s, loss=4.13] Epoch [412/3000]: Train loss: 3.9256, Valid loss: 3.1329 Epoch [413/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.32it/s, loss=2.89] Epoch [413/3000]: Train loss: 3.2429, Valid loss: 3.1381 Epoch [414/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.47it/s, loss=2.99] Epoch [414/3000]: Train loss: 3.3263, Valid loss: 2.6218 Epoch [415/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.10it/s, loss=3.05] Epoch [415/3000]: Train loss: 3.0642, Valid loss: 3.8203 Epoch [416/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.69it/s, loss=4.99] Epoch [416/3000]: Train loss: 4.8514, Valid loss: 12.0881 Epoch [417/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.12it/s, loss=14.2] Epoch [417/3000]: Train loss: 8.4050, Valid loss: 9.9255 Epoch [418/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.15it/s, loss=16.2] Epoch [418/3000]: Train loss: 9.9882, Valid loss: 6.9622 Epoch [419/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.52it/s, loss=4.74] Epoch [419/3000]: Train loss: 5.5279, Valid loss: 6.8381 Epoch [420/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.43it/s, loss=3.02] Epoch [420/3000]: Train loss: 3.7085, Valid loss: 2.7195 Epoch [421/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.29it/s, loss=3.89] Epoch [421/3000]: Train loss: 3.3102, Valid loss: 3.1201 Epoch [422/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.70it/s, loss=3.19] Epoch [422/3000]: Train loss: 3.7138, Valid loss: 3.0130 Epoch [423/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.39it/s, loss=4.35] Epoch [423/3000]: Train loss: 3.6732, Valid loss: 3.6994 Epoch [424/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.78it/s, loss=2.75] Epoch [424/3000]: Train loss: 3.1513, Valid loss: 3.0718 Epoch [425/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.05it/s, loss=3.13] Epoch [425/3000]: Train loss: 3.1830, Valid loss: 3.7720 Epoch [426/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.28it/s, loss=2.72] Epoch [426/3000]: Train loss: 3.4585, Valid loss: 4.7771 Epoch [427/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.67it/s, loss=5.91] Epoch [427/3000]: Train loss: 3.8906, Valid loss: 2.7681 Epoch [428/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.25it/s, loss=2.98] Epoch [428/3000]: Train loss: 3.1447, Valid loss: 2.8721 Epoch [429/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.13it/s, loss=3.2] Epoch [429/3000]: Train loss: 2.8861, Valid loss: 2.7360 Epoch [430/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.95it/s, loss=3.54] Epoch [430/3000]: Train loss: 2.8927, Valid loss: 2.5496 Epoch [431/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.15it/s, loss=2.12] Epoch [431/3000]: Train loss: 2.9023, Valid loss: 5.7397 Epoch [432/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.81it/s, loss=3.38] Epoch [432/3000]: Train loss: 3.6274, Valid loss: 4.0392 Epoch [433/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.97it/s, loss=3.44] Epoch [433/3000]: Train loss: 3.6331, Valid loss: 3.7493 Epoch [434/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.25it/s, loss=3.1] Epoch [434/3000]: Train loss: 2.8259, Valid loss: 3.6940 Epoch [435/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.01it/s, loss=3.8] Epoch [435/3000]: Train loss: 3.6410, Valid loss: 3.7170 Epoch [436/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.46it/s, loss=3.59] Epoch [436/3000]: Train loss: 3.0176, Valid loss: 4.9087 Epoch [437/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.04it/s, loss=4.82] Epoch [437/3000]: Train loss: 4.9971, Valid loss: 4.6024 Epoch [438/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.90it/s, loss=3.48] Epoch [438/3000]: Train loss: 3.8955, Valid loss: 5.3130 Epoch [439/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.75it/s, loss=2.75] Epoch [439/3000]: Train loss: 3.3036, Valid loss: 3.2723 Epoch [440/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.95it/s, loss=3.22] Epoch [440/3000]: Train loss: 2.8608, Valid loss: 2.9944 Epoch [441/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.17it/s, loss=4.2] Epoch [441/3000]: Train loss: 2.8937, Valid loss: 6.2373 Epoch [442/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.53it/s, loss=3.57] Epoch [442/3000]: Train loss: 3.9937, Valid loss: 4.0479 Epoch [443/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.30it/s, loss=3.67] Epoch [443/3000]: Train loss: 3.1385, Valid loss: 2.7464 Epoch [444/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.28it/s, loss=4.58] Epoch [444/3000]: Train loss: 3.2392, Valid loss: 2.8205 Epoch [445/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.10it/s, loss=2.97] Epoch [445/3000]: Train loss: 4.4301, Valid loss: 4.1801 Epoch [446/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.10it/s, loss=2.34] Epoch [446/3000]: Train loss: 3.0381, Valid loss: 2.5242 Epoch [447/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.84it/s, loss=2.99] Epoch [447/3000]: Train loss: 3.4018, Valid loss: 5.2090 Epoch [448/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.96it/s, loss=3.66] Epoch [448/3000]: Train loss: 3.6274, Valid loss: 4.1256 Epoch [449/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.35it/s, loss=3.56] Epoch [449/3000]: Train loss: 4.0709, Valid loss: 3.4506 Epoch [450/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.21it/s, loss=3.71] Epoch [450/3000]: Train loss: 3.5461, Valid loss: 4.0639 Epoch [451/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.21it/s, loss=3.37] Epoch [451/3000]: Train loss: 3.8035, Valid loss: 2.4226 Epoch [452/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.94it/s, loss=2.59] Epoch [452/3000]: Train loss: 2.7660, Valid loss: 2.8297 Epoch [453/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.67it/s, loss=3.48] Epoch [453/3000]: Train loss: 3.0293, Valid loss: 5.4717 Epoch [454/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.26it/s, loss=3.02] Epoch [454/3000]: Train loss: 3.7111, Valid loss: 2.4652 Epoch [455/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.89it/s, loss=2.4] Epoch [455/3000]: Train loss: 2.8762, Valid loss: 3.3572 Epoch [456/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.78it/s, loss=3.56] Epoch [456/3000]: Train loss: 2.8325, Valid loss: 3.0713 Epoch [457/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.31it/s, loss=3.38] Epoch [457/3000]: Train loss: 3.5340, Valid loss: 2.6300 Epoch [458/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.44it/s, loss=3.97] Epoch [458/3000]: Train loss: 4.3645, Valid loss: 5.6404 Epoch [459/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.93it/s, loss=2.67] Epoch [459/3000]: Train loss: 3.2311, Valid loss: 2.9755 Epoch [460/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.29it/s, loss=2.12] Epoch [460/3000]: Train loss: 2.6489, Valid loss: 2.8953 Epoch [461/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.75it/s, loss=2.28] Epoch [461/3000]: Train loss: 2.7590, Valid loss: 3.9783 Epoch [462/3000]: 100%|██████████| 9/9 [00:00<00:00, 17.89it/s, loss=3.93] Epoch [462/3000]: Train loss: 3.2317, Valid loss: 2.9334 Epoch [463/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.72it/s, loss=3.01] Epoch [463/3000]: Train loss: 2.9662, Valid loss: 2.7372 Epoch [464/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.25it/s, loss=1.8] Epoch [464/3000]: Train loss: 2.7374, Valid loss: 3.4904 Epoch [465/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.00it/s, loss=3.96] Epoch [465/3000]: Train loss: 3.0571, Valid loss: 4.0122 Epoch [466/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.68it/s, loss=3.61] Epoch [466/3000]: Train loss: 3.0489, Valid loss: 3.3783 Epoch [467/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.17it/s, loss=2.41] Epoch [467/3000]: Train loss: 3.0929, Valid loss: 2.6805 Epoch [468/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.02it/s, loss=2.72] Epoch [468/3000]: Train loss: 2.7422, Valid loss: 2.8651 Epoch [469/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.61it/s, loss=2.59] Epoch [469/3000]: Train loss: 2.6588, Valid loss: 3.0628 Epoch [470/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.21it/s, loss=4.11] Epoch [470/3000]: Train loss: 3.2769, Valid loss: 4.7475 Epoch [471/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.77it/s, loss=2.19] Epoch [471/3000]: Train loss: 3.7956, Valid loss: 3.0154 Epoch [472/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.06it/s, loss=4.4] Epoch [472/3000]: Train loss: 3.1666, Valid loss: 3.0074 Epoch [473/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.68it/s, loss=2.79] Epoch [473/3000]: Train loss: 2.8417, Valid loss: 5.2566 Epoch [474/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.08it/s, loss=3.42] Epoch [474/3000]: Train loss: 2.8095, Valid loss: 4.0360 Epoch [475/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.25it/s, loss=4.29] Epoch [475/3000]: Train loss: 4.1017, Valid loss: 4.4775 Epoch [476/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.74it/s, loss=3.22] Epoch [476/3000]: Train loss: 2.8787, Valid loss: 3.1419 Epoch [477/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.14it/s, loss=3.65] Epoch [477/3000]: Train loss: 3.1836, Valid loss: 3.5846 Epoch [478/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.59it/s, loss=2.92] Epoch [478/3000]: Train loss: 2.9483, Valid loss: 3.1968 Epoch [479/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.41it/s, loss=2.52] Epoch [479/3000]: Train loss: 2.7976, Valid loss: 2.3959 Epoch [480/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.48it/s, loss=2.89] Epoch [480/3000]: Train loss: 2.8191, Valid loss: 3.3128 Epoch [481/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.62it/s, loss=3.06] Epoch [481/3000]: Train loss: 3.5151, Valid loss: 4.8240 Epoch [482/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.15it/s, loss=2.95] Epoch [482/3000]: Train loss: 3.0630, Valid loss: 3.4282 Epoch [483/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.27it/s, loss=2.3] Epoch [483/3000]: Train loss: 3.0707, Valid loss: 3.1659 Epoch [484/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.66it/s, loss=2.6] Epoch [484/3000]: Train loss: 2.7651, Valid loss: 3.1546 Epoch [485/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.84it/s, loss=2.62] Epoch [485/3000]: Train loss: 2.7700, Valid loss: 2.4764 Epoch [486/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.10it/s, loss=3.42] Epoch [486/3000]: Train loss: 2.6984, Valid loss: 3.0341 Epoch [487/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.49it/s, loss=11.2] Epoch [487/3000]: Train loss: 4.4403, Valid loss: 17.0117 Epoch [488/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.69it/s, loss=19.5] Epoch [488/3000]: Train loss: 15.8401, Valid loss: 20.1903 Epoch [489/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.02it/s, loss=5.2] Epoch [489/3000]: Train loss: 11.6985, Valid loss: 6.0664 Epoch [490/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.59it/s, loss=3.6] Epoch [490/3000]: Train loss: 4.9335, Valid loss: 5.8675 Epoch [491/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.89it/s, loss=7.78] Epoch [491/3000]: Train loss: 5.2051, Valid loss: 3.4165 Epoch [492/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.07it/s, loss=5.11] Epoch [492/3000]: Train loss: 4.2499, Valid loss: 3.4294 Epoch [493/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.62it/s, loss=3.1] Epoch [493/3000]: Train loss: 3.1762, Valid loss: 7.3670 Epoch [494/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.23it/s, loss=6.34] Epoch [494/3000]: Train loss: 4.6036, Valid loss: 3.3444 Epoch [495/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.14it/s, loss=3.29] Epoch [495/3000]: Train loss: 3.8106, Valid loss: 4.3508 Epoch [496/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.83it/s, loss=3.58] Epoch [496/3000]: Train loss: 3.5781, Valid loss: 2.8628 Epoch [497/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.14it/s, loss=3.3] Epoch [497/3000]: Train loss: 2.6977, Valid loss: 2.9403 Epoch [498/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.07it/s, loss=3.03] Epoch [498/3000]: Train loss: 2.8719, Valid loss: 2.6411 Epoch [499/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.33it/s, loss=1.78] Epoch [499/3000]: Train loss: 2.5174, Valid loss: 2.5163 Epoch [500/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.06it/s, loss=3.11] Epoch [500/3000]: Train loss: 2.5963, Valid loss: 2.9316 Epoch [501/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.81it/s, loss=2.77] Epoch [501/3000]: Train loss: 2.8195, Valid loss: 2.2875 Epoch [502/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.63it/s, loss=2.98] Epoch [502/3000]: Train loss: 4.1152, Valid loss: 6.0365 Epoch [503/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.27it/s, loss=2.49] Epoch [503/3000]: Train loss: 3.6826, Valid loss: 2.8998 Epoch [504/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.26it/s, loss=4.5] Epoch [504/3000]: Train loss: 3.3610, Valid loss: 2.9274 Epoch [505/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.73it/s, loss=2.37] Epoch [505/3000]: Train loss: 3.3488, Valid loss: 7.2336 Epoch [506/3000]: 100%|██████████| 9/9 [00:00<00:00, 66.75it/s, loss=3.45] Epoch [506/3000]: Train loss: 3.8404, Valid loss: 3.2248 Epoch [507/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.36it/s, loss=2.46] Epoch [507/3000]: Train loss: 2.7418, Valid loss: 2.9692 Epoch [508/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.70it/s, loss=3.13] Epoch [508/3000]: Train loss: 3.0545, Valid loss: 3.4805 Epoch [509/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.46it/s, loss=3.37] Epoch [509/3000]: Train loss: 3.1896, Valid loss: 2.5817 Epoch [510/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.67it/s, loss=4.39] Epoch [510/3000]: Train loss: 3.0890, Valid loss: 4.5509 Epoch [511/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.99it/s, loss=3.52] Epoch [511/3000]: Train loss: 3.6172, Valid loss: 3.0488 Epoch [512/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.73it/s, loss=3.04] Epoch [512/3000]: Train loss: 3.5045, Valid loss: 4.3581 Epoch [513/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.05it/s, loss=6.6] Epoch [513/3000]: Train loss: 4.3861, Valid loss: 2.8028 Epoch [514/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.34it/s, loss=2.85] Epoch [514/3000]: Train loss: 3.6332, Valid loss: 4.9198 Epoch [515/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.02it/s, loss=2.87] Epoch [515/3000]: Train loss: 3.1620, Valid loss: 2.4178 Epoch [516/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.64it/s, loss=3.86] Epoch [516/3000]: Train loss: 2.8584, Valid loss: 6.1108 Epoch [517/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.18it/s, loss=3.05] Epoch [517/3000]: Train loss: 3.5481, Valid loss: 2.5959 Epoch [518/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.24it/s, loss=2.16] Epoch [518/3000]: Train loss: 3.1900, Valid loss: 2.8114 Epoch [519/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.65it/s, loss=2.14] Epoch [519/3000]: Train loss: 2.8547, Valid loss: 4.1752 Epoch [520/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.64it/s, loss=3.21] Epoch [520/3000]: Train loss: 3.2500, Valid loss: 2.6009 Epoch [521/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.64it/s, loss=2.71] Epoch [521/3000]: Train loss: 2.5122, Valid loss: 2.5676 Epoch [522/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.23it/s, loss=3.3] Epoch [522/3000]: Train loss: 2.6330, Valid loss: 3.9387 Epoch [523/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.59it/s, loss=2.85] Epoch [523/3000]: Train loss: 3.1182, Valid loss: 2.2492 Epoch [524/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.87it/s, loss=3.08] Epoch [524/3000]: Train loss: 2.5117, Valid loss: 5.1198 Epoch [525/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.72it/s, loss=6.31] Epoch [525/3000]: Train loss: 4.7467, Valid loss: 2.8812 Epoch [526/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.09it/s, loss=3.66] Epoch [526/3000]: Train loss: 4.0047, Valid loss: 3.1585 Epoch [527/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.69it/s, loss=2.5] Epoch [527/3000]: Train loss: 2.6775, Valid loss: 2.9030 Epoch [528/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.61it/s, loss=2.66] Epoch [528/3000]: Train loss: 2.4765, Valid loss: 2.4541 Epoch [529/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.59it/s, loss=2.87] Epoch [529/3000]: Train loss: 2.5036, Valid loss: 3.4864 Epoch [530/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.27it/s, loss=2.82] Epoch [530/3000]: Train loss: 2.6984, Valid loss: 3.0412 Epoch [531/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.72it/s, loss=2.63] Epoch [531/3000]: Train loss: 2.5396, Valid loss: 4.7338 Epoch [532/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.39it/s, loss=3.19] Epoch [532/3000]: Train loss: 3.9364, Valid loss: 2.4208 Epoch [533/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.48it/s, loss=4.61] Epoch [533/3000]: Train loss: 3.5655, Valid loss: 6.7029 Epoch [534/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.07it/s, loss=2.55] Epoch [534/3000]: Train loss: 3.5163, Valid loss: 4.3437 Epoch [535/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.00it/s, loss=4.35] Epoch [535/3000]: Train loss: 4.4360, Valid loss: 3.3007 Epoch [536/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.59it/s, loss=3.74] Epoch [536/3000]: Train loss: 3.0101, Valid loss: 4.6487 Epoch [537/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.05it/s, loss=3.55] Epoch [537/3000]: Train loss: 3.3689, Valid loss: 2.4006 Epoch [538/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.12it/s, loss=2.95] Epoch [538/3000]: Train loss: 3.2336, Valid loss: 2.3178 Epoch [539/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.18it/s, loss=2.38] Epoch [539/3000]: Train loss: 2.5088, Valid loss: 2.6000 Epoch [540/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.19it/s, loss=3.07] Epoch [540/3000]: Train loss: 2.4991, Valid loss: 2.4115 Epoch [541/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.86it/s, loss=4.81] Epoch [541/3000]: Train loss: 3.1559, Valid loss: 3.0052 Epoch [542/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.45it/s, loss=2.35] Epoch [542/3000]: Train loss: 3.0186, Valid loss: 3.0020 Epoch [543/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.13it/s, loss=2.43] Epoch [543/3000]: Train loss: 2.6677, Valid loss: 2.5364 Epoch [544/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.90it/s, loss=3.57] Epoch [544/3000]: Train loss: 2.9277, Valid loss: 2.2704 Epoch [545/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.09it/s, loss=2.2] Epoch [545/3000]: Train loss: 2.8573, Valid loss: 3.0948 Epoch [546/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.29it/s, loss=7.64] Epoch [546/3000]: Train loss: 3.8944, Valid loss: 5.4914 Epoch [547/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.26it/s, loss=2.6] Epoch [547/3000]: Train loss: 4.7816, Valid loss: 4.1140 Epoch [548/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.42it/s, loss=2.37] Epoch [548/3000]: Train loss: 3.1337, Valid loss: 3.6573 Epoch [549/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.89it/s, loss=4.16] Epoch [549/3000]: Train loss: 3.7297, Valid loss: 3.9265 Epoch [550/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.09it/s, loss=2.39] Epoch [550/3000]: Train loss: 2.8698, Valid loss: 2.6519 Epoch [551/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.93it/s, loss=2.29] Epoch [551/3000]: Train loss: 3.3595, Valid loss: 3.7313 Epoch [552/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.34it/s, loss=5.04] Epoch [552/3000]: Train loss: 4.3775, Valid loss: 4.7634 Epoch [553/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.81it/s, loss=2.98] Epoch [553/3000]: Train loss: 3.8454, Valid loss: 3.8588 Epoch [554/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.03it/s, loss=4.17] Epoch [554/3000]: Train loss: 3.1775, Valid loss: 3.1981 Epoch [555/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.27it/s, loss=2.65] Epoch [555/3000]: Train loss: 2.5629, Valid loss: 3.6634 Epoch [556/3000]: 100%|██████████| 9/9 [00:00<00:00, 104.08it/s, loss=2.19] Epoch [556/3000]: Train loss: 2.7709, Valid loss: 2.3835 Epoch [557/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.46it/s, loss=2.5] Epoch [557/3000]: Train loss: 2.3735, Valid loss: 2.7212 Epoch [558/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.74it/s, loss=2.51] Epoch [558/3000]: Train loss: 2.4336, Valid loss: 2.9481 Epoch [559/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.00it/s, loss=3.5] Epoch [559/3000]: Train loss: 2.7382, Valid loss: 5.4690 Epoch [560/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.37it/s, loss=3.29] Epoch [560/3000]: Train loss: 3.4269, Valid loss: 2.7617 Epoch [561/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.66it/s, loss=2.29] Epoch [561/3000]: Train loss: 2.5645, Valid loss: 3.2413 Epoch [562/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.61it/s, loss=2.67] Epoch [562/3000]: Train loss: 2.5185, Valid loss: 2.5099 Epoch [563/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.55it/s, loss=3.12] Epoch [563/3000]: Train loss: 2.5507, Valid loss: 2.4758 Epoch [564/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.31it/s, loss=2.66] Epoch [564/3000]: Train loss: 2.4615, Valid loss: 2.6301 Epoch [565/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.14it/s, loss=2.36] Epoch [565/3000]: Train loss: 2.4942, Valid loss: 2.6289 Epoch [566/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.22it/s, loss=4.22] Epoch [566/3000]: Train loss: 3.4040, Valid loss: 2.6129 Epoch [567/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.74it/s, loss=3.2] Epoch [567/3000]: Train loss: 3.2035, Valid loss: 2.9145 Epoch [568/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.98it/s, loss=3.86] Epoch [568/3000]: Train loss: 2.8981, Valid loss: 6.0288 Epoch [569/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.79it/s, loss=2.88] Epoch [569/3000]: Train loss: 3.1874, Valid loss: 2.7995 Epoch [570/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.75it/s, loss=3.86] Epoch [570/3000]: Train loss: 3.7331, Valid loss: 5.7574 Epoch [571/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.82it/s, loss=4.79] Epoch [571/3000]: Train loss: 4.9020, Valid loss: 5.1144 Epoch [572/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.51it/s, loss=3.49] Epoch [572/3000]: Train loss: 3.6340, Valid loss: 2.6116 Epoch [573/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.92it/s, loss=2.76] Epoch [573/3000]: Train loss: 2.8137, Valid loss: 3.5325 Epoch [574/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.18it/s, loss=2.19] Epoch [574/3000]: Train loss: 2.8845, Valid loss: 3.5842 Epoch [575/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.26it/s, loss=4.74] Epoch [575/3000]: Train loss: 3.0502, Valid loss: 2.6822 Epoch [576/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.07it/s, loss=3.46] Epoch [576/3000]: Train loss: 2.8815, Valid loss: 2.4284 Epoch [577/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.64it/s, loss=2.76] Epoch [577/3000]: Train loss: 3.0101, Valid loss: 2.8518 Epoch [578/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.66it/s, loss=2.36] Epoch [578/3000]: Train loss: 2.6349, Valid loss: 4.4351 Epoch [579/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.37it/s, loss=3.27] Epoch [579/3000]: Train loss: 3.7680, Valid loss: 3.5364 Epoch [580/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.17it/s, loss=4.06] Epoch [580/3000]: Train loss: 3.0235, Valid loss: 2.3764 Epoch [581/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.48it/s, loss=2.89] Epoch [581/3000]: Train loss: 2.6834, Valid loss: 3.4096 Epoch [582/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.53it/s, loss=1.65] Epoch [582/3000]: Train loss: 2.6111, Valid loss: 2.5888 Epoch [583/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.88it/s, loss=1.95] Epoch [583/3000]: Train loss: 2.4321, Valid loss: 2.1830 Saving model with loss 2.183… Epoch [584/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.51it/s, loss=1.99] Epoch [584/3000]: Train loss: 2.6085, Valid loss: 7.5134 Epoch [585/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.26it/s, loss=4.02] Epoch [585/3000]: Train loss: 4.7558, Valid loss: 3.7864 Epoch [586/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.44it/s, loss=3.9] Epoch [586/3000]: Train loss: 4.8327, Valid loss: 8.5719 Epoch [587/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.96it/s, loss=4.68] Epoch [587/3000]: Train loss: 5.6203, Valid loss: 7.0252 Epoch [588/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.13it/s, loss=4.53] Epoch [588/3000]: Train loss: 4.2268, Valid loss: 4.2182 Epoch [589/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.64it/s, loss=3.17] Epoch [589/3000]: Train loss: 3.6366, Valid loss: 3.0587 Epoch [590/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.89it/s, loss=2.32] Epoch [590/3000]: Train loss: 2.6737, Valid loss: 2.4303 Epoch [591/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.53it/s, loss=2.84] Epoch [591/3000]: Train loss: 2.4573, Valid loss: 2.9591 Epoch [592/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.94it/s, loss=2.62] Epoch [592/3000]: Train loss: 2.3529, Valid loss: 2.6064 Epoch [593/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.88it/s, loss=2.82] Epoch [593/3000]: Train loss: 2.5487, Valid loss: 2.1714 Saving model with loss 2.171… Epoch [594/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.32it/s, loss=2.19] Epoch [594/3000]: Train loss: 2.3334, Valid loss: 2.7479 Epoch [595/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.83it/s, loss=2.81] Epoch [595/3000]: Train loss: 2.4151, Valid loss: 2.2855 Epoch [596/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.59it/s, loss=2.06] Epoch [596/3000]: Train loss: 2.7631, Valid loss: 3.8653 Epoch [597/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.89it/s, loss=3.8] Epoch [597/3000]: Train loss: 3.8036, Valid loss: 2.4781 Epoch [598/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.59it/s, loss=2.91] Epoch [598/3000]: Train loss: 4.4944, Valid loss: 4.1893 Epoch [599/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.67it/s, loss=5.86] Epoch [599/3000]: Train loss: 3.3689, Valid loss: 3.2547 Epoch [600/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.75it/s, loss=2.58] Epoch [600/3000]: Train loss: 3.0438, Valid loss: 4.8965 Epoch [601/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.68it/s, loss=3.52] Epoch [601/3000]: Train loss: 3.7748, Valid loss: 3.0441 Epoch [602/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.31it/s, loss=2.56] Epoch [602/3000]: Train loss: 2.4322, Valid loss: 3.1856 Epoch [603/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.54it/s, loss=2.89] Epoch [603/3000]: Train loss: 2.4429, Valid loss: 2.9345 Epoch [604/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.94it/s, loss=2.81] Epoch [604/3000]: Train loss: 2.6206, Valid loss: 2.2307 Epoch [605/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.28it/s, loss=3.42] Epoch [605/3000]: Train loss: 3.0734, Valid loss: 2.5534 Epoch [606/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.95it/s, loss=1.73] Epoch [606/3000]: Train loss: 2.3244, Valid loss: 2.9435 Epoch [607/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.37it/s, loss=2.35] Epoch [607/3000]: Train loss: 2.2778, Valid loss: 2.5906 Epoch [608/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.28it/s, loss=2.12] Epoch [608/3000]: Train loss: 2.3669, Valid loss: 2.1742 Epoch [609/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.79it/s, loss=2.33] Epoch [609/3000]: Train loss: 2.4178, Valid loss: 2.7772 Epoch [610/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.20it/s, loss=2.34] Epoch [610/3000]: Train loss: 2.6550, Valid loss: 2.6113 Epoch [611/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.30it/s, loss=2.17] Epoch [611/3000]: Train loss: 2.2947, Valid loss: 2.9519 Epoch [612/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.85it/s, loss=2.43] Epoch [612/3000]: Train loss: 2.5230, Valid loss: 2.5056 Epoch [613/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.21it/s, loss=2.6] Epoch [613/3000]: Train loss: 2.9508, Valid loss: 7.0273 Epoch [614/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.44it/s, loss=3.5] Epoch [614/3000]: Train loss: 3.9763, Valid loss: 3.4693 Epoch [615/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.80it/s, loss=2.96] Epoch [615/3000]: Train loss: 3.2189, Valid loss: 4.9790 Epoch [616/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.84it/s, loss=2.22] Epoch [616/3000]: Train loss: 2.6656, Valid loss: 2.6547 Epoch [617/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.92it/s, loss=2.76] Epoch [617/3000]: Train loss: 2.4621, Valid loss: 2.3684 Epoch [618/3000]: 100%|██████████| 9/9 [00:00<00:00, 16.69it/s, loss=2.07] Epoch [618/3000]: Train loss: 2.2659, Valid loss: 2.1185 Saving model with loss 2.118… Epoch [619/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.07it/s, loss=2.72] Epoch [619/3000]: Train loss: 2.4653, Valid loss: 4.1851 Epoch [620/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.06it/s, loss=3.26] Epoch [620/3000]: Train loss: 3.0107, Valid loss: 3.0196 Epoch [621/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.44it/s, loss=2.5] Epoch [621/3000]: Train loss: 2.5267, Valid loss: 2.7389 Epoch [622/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.17it/s, loss=2.89] Epoch [622/3000]: Train loss: 2.4655, Valid loss: 2.3140 Epoch [623/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.70it/s, loss=2.62] Epoch [623/3000]: Train loss: 2.5478, Valid loss: 2.3983 Epoch [624/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.27it/s, loss=2.34] Epoch [624/3000]: Train loss: 2.6344, Valid loss: 3.3228 Epoch [625/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.89it/s, loss=4.23] Epoch [625/3000]: Train loss: 4.0349, Valid loss: 3.8820 Epoch [626/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.45it/s, loss=2.49] Epoch [626/3000]: Train loss: 3.5573, Valid loss: 6.3866 Epoch [627/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.14it/s, loss=6.56] Epoch [627/3000]: Train loss: 5.0252, Valid loss: 3.3455 Epoch [628/3000]: 100%|██████████| 9/9 [00:00<00:00, 101.60it/s, loss=4.28] Epoch [628/3000]: Train loss: 4.2937, Valid loss: 2.8359 Epoch [629/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.60it/s, loss=5.73] Epoch [629/3000]: Train loss: 3.8301, Valid loss: 5.8687 Epoch [630/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.33it/s, loss=2.8] Epoch [630/3000]: Train loss: 4.5554, Valid loss: 2.9069 Epoch [631/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.20it/s, loss=3.57] Epoch [631/3000]: Train loss: 3.8074, Valid loss: 2.6544 Epoch [632/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.66it/s, loss=2.37] Epoch [632/3000]: Train loss: 2.5809, Valid loss: 2.6594 Epoch [633/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.17it/s, loss=1.72] Epoch [633/3000]: Train loss: 2.4683, Valid loss: 2.4286 Epoch [634/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.81it/s, loss=3] Epoch [634/3000]: Train loss: 2.3995, Valid loss: 3.0279 Epoch [635/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.69it/s, loss=2.36] Epoch [635/3000]: Train loss: 2.5520, Valid loss: 3.6846 Epoch [636/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.81it/s, loss=1.99] Epoch [636/3000]: Train loss: 2.7479, Valid loss: 2.8573 Epoch [637/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.39it/s, loss=1.75] Epoch [637/3000]: Train loss: 2.5582, Valid loss: 3.3627 Epoch [638/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.52it/s, loss=3.28] Epoch [638/3000]: Train loss: 2.5588, Valid loss: 2.4242 Epoch [639/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.28it/s, loss=3.02] Epoch [639/3000]: Train loss: 2.6225, Valid loss: 2.6903 Epoch [640/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.70it/s, loss=2.58] Epoch [640/3000]: Train loss: 2.7146, Valid loss: 2.5211 Epoch [641/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.93it/s, loss=2.44] Epoch [641/3000]: Train loss: 2.4901, Valid loss: 3.0390 Epoch [642/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.09it/s, loss=2.41] Epoch [642/3000]: Train loss: 3.0298, Valid loss: 3.8754 Epoch [643/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.61it/s, loss=2.58] Epoch [643/3000]: Train loss: 2.7025, Valid loss: 2.5848 Epoch [644/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.44it/s, loss=2.53] Epoch [644/3000]: Train loss: 2.3920, Valid loss: 2.0791 Saving model with loss 2.079… Epoch [645/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.88it/s, loss=3.61] Epoch [645/3000]: Train loss: 2.3851, Valid loss: 2.2501 Epoch [646/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.16it/s, loss=2.22] Epoch [646/3000]: Train loss: 2.2790, Valid loss: 3.2215 Epoch [647/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.25it/s, loss=2.85] Epoch [647/3000]: Train loss: 2.4532, Valid loss: 3.5680 Epoch [648/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.50it/s, loss=2.3] Epoch [648/3000]: Train loss: 2.5675, Valid loss: 2.4016 Epoch [649/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.50it/s, loss=2.1] Epoch [649/3000]: Train loss: 2.2346, Valid loss: 3.0839 Epoch [650/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.79it/s, loss=3.48] Epoch [650/3000]: Train loss: 2.6913, Valid loss: 5.4512 Epoch [651/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.41it/s, loss=2.89] Epoch [651/3000]: Train loss: 3.7119, Valid loss: 2.6712 Epoch [652/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.55it/s, loss=3.46] Epoch [652/3000]: Train loss: 3.4462, Valid loss: 4.5703 Epoch [653/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.44it/s, loss=4.75] Epoch [653/3000]: Train loss: 3.9583, Valid loss: 4.6221 Epoch [654/3000]: 100%|██████████| 9/9 [00:00<00:00, 101.08it/s, loss=4.91] Epoch [654/3000]: Train loss: 4.1569, Valid loss: 4.5601 Epoch [655/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.28it/s, loss=1.65] Epoch [655/3000]: Train loss: 3.4206, Valid loss: 3.9113 Epoch [656/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.69it/s, loss=3.77] Epoch [656/3000]: Train loss: 3.2228, Valid loss: 2.5658 Epoch [657/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.10it/s, loss=2.45] Epoch [657/3000]: Train loss: 3.5734, Valid loss: 4.6903 Epoch [658/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.84it/s, loss=3.61] Epoch [658/3000]: Train loss: 3.1149, Valid loss: 2.6996 Epoch [659/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.39it/s, loss=2.69] Epoch [659/3000]: Train loss: 2.6486, Valid loss: 3.7775 Epoch [660/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.41it/s, loss=3.04] Epoch [660/3000]: Train loss: 2.7094, Valid loss: 2.6695 Epoch [661/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.32it/s, loss=2.29] Epoch [661/3000]: Train loss: 2.4245, Valid loss: 3.5819 Epoch [662/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.82it/s, loss=3.2] Epoch [662/3000]: Train loss: 2.8739, Valid loss: 2.0655 Saving model with loss 2.066… Epoch [663/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.49it/s, loss=1.58] Epoch [663/3000]: Train loss: 2.3290, Valid loss: 2.6541 Epoch [664/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.03it/s, loss=3.39] Epoch [664/3000]: Train loss: 2.5145, Valid loss: 1.9403 Saving model with loss 1.940… Epoch [665/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.14it/s, loss=2.62] Epoch [665/3000]: Train loss: 2.5405, Valid loss: 3.1732 Epoch [666/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.93it/s, loss=3.09] Epoch [666/3000]: Train loss: 2.6761, Valid loss: 2.5599 Epoch [667/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.50it/s, loss=2.14] Epoch [667/3000]: Train loss: 2.5081, Valid loss: 2.6800 Epoch [668/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.99it/s, loss=2.4] Epoch [668/3000]: Train loss: 2.5129, Valid loss: 3.3198 Epoch [669/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.30it/s, loss=3.71] Epoch [669/3000]: Train loss: 2.8122, Valid loss: 3.6785 Epoch [670/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.61it/s, loss=2.58] Epoch [670/3000]: Train loss: 2.4009, Valid loss: 2.6116 Epoch [671/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.24it/s, loss=1.94] Epoch [671/3000]: Train loss: 2.3034, Valid loss: 2.4541 Epoch [672/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.45it/s, loss=2.85] Epoch [672/3000]: Train loss: 2.2343, Valid loss: 2.4609 Epoch [673/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.81it/s, loss=2.19] Epoch [673/3000]: Train loss: 2.4299, Valid loss: 3.6618 Epoch [674/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.19it/s, loss=1.94] Epoch [674/3000]: Train loss: 2.4231, Valid loss: 2.8410 Epoch [675/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.44it/s, loss=2.79] Epoch [675/3000]: Train loss: 2.6580, Valid loss: 2.2161 Epoch [676/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.76it/s, loss=1.54] Epoch [676/3000]: Train loss: 2.1848, Valid loss: 2.1514 Epoch [677/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.51it/s, loss=2.38] Epoch [677/3000]: Train loss: 2.1831, Valid loss: 2.0987 Epoch [678/3000]: 100%|██████████| 9/9 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Valid loss: 2.3681 Epoch [686/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.08it/s, loss=2.19] Epoch [686/3000]: Train loss: 2.3890, Valid loss: 1.9705 Epoch [687/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.71it/s, loss=2.16] Epoch [687/3000]: Train loss: 2.2128, Valid loss: 2.4509 Epoch [688/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.95it/s, loss=2.23] Epoch [688/3000]: Train loss: 2.4273, Valid loss: 4.1685 Epoch [689/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.35it/s, loss=2.45] Epoch [689/3000]: Train loss: 2.7062, Valid loss: 2.3733 Epoch [690/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.57it/s, loss=2.19] Epoch [690/3000]: Train loss: 2.2862, Valid loss: 2.3982 Epoch [691/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.58it/s, loss=2.49] Epoch [691/3000]: Train loss: 2.3342, Valid loss: 3.2162 Epoch [692/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.36it/s, loss=2.77] Epoch [692/3000]: Train loss: 2.4409, Valid loss: 2.4623 Epoch [693/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.29it/s, loss=2.01] Epoch [693/3000]: Train loss: 2.2262, Valid loss: 2.6298 Epoch [694/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.28it/s, loss=2.18] Epoch [694/3000]: Train loss: 2.1750, Valid loss: 2.4802 Epoch [695/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.88it/s, loss=1.77] Epoch [695/3000]: Train loss: 2.2106, Valid loss: 2.7360 Epoch [696/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.64it/s, loss=2.22] Epoch [696/3000]: Train loss: 2.5811, Valid loss: 2.6797 Epoch [697/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.93it/s, loss=2.63] Epoch [697/3000]: Train loss: 2.3452, Valid loss: 3.3063 Epoch [698/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.64it/s, loss=2.62] Epoch [698/3000]: Train loss: 2.4495, Valid loss: 3.1375 Epoch [699/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.24it/s, loss=3.84] Epoch [699/3000]: Train loss: 2.8080, Valid loss: 3.2007 Epoch [700/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.48it/s, loss=2.92] Epoch [700/3000]: Train loss: 2.8156, Valid loss: 4.3485 Epoch [701/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.81it/s, loss=3.01] Epoch [701/3000]: Train loss: 3.0376, Valid loss: 3.0533 Epoch [702/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.72it/s, loss=4.09] Epoch [702/3000]: Train loss: 3.1303, Valid loss: 2.9586 Epoch [703/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.45it/s, loss=1.72] Epoch [703/3000]: Train loss: 2.8404, Valid loss: 3.1110 Epoch [704/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.64it/s, loss=2.34] Epoch [704/3000]: Train loss: 2.2877, Valid loss: 3.0061 Epoch [705/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.28it/s, loss=2.44] Epoch [705/3000]: Train loss: 2.4469, Valid loss: 3.2856 Epoch [706/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.20it/s, loss=2.64] Epoch [706/3000]: Train loss: 3.6272, Valid loss: 4.0980 Epoch [707/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.54it/s, loss=8.28] Epoch [707/3000]: Train loss: 3.9179, Valid loss: 5.5950 Epoch [708/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.36it/s, loss=2.26] Epoch [708/3000]: Train loss: 3.7030, Valid loss: 3.2367 Epoch [709/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.78it/s, loss=2.74] Epoch [709/3000]: Train loss: 2.5318, Valid loss: 2.8506 Epoch [710/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.52it/s, loss=2.78] Epoch [710/3000]: Train loss: 3.0241, Valid loss: 4.1639 Epoch [711/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.59it/s, loss=2.48] Epoch [711/3000]: Train loss: 2.7863, Valid loss: 3.5457 Epoch [712/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.12it/s, loss=6.43] Epoch [712/3000]: Train loss: 5.1775, Valid loss: 3.1130 Epoch [713/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.83it/s, loss=3.95] Epoch [713/3000]: Train loss: 5.1651, Valid loss: 4.8144 Epoch [714/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.54it/s, loss=2.48] Epoch [714/3000]: Train loss: 3.3449, Valid loss: 4.1916 Epoch [715/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.78it/s, loss=3.56] Epoch [715/3000]: Train loss: 3.2744, Valid loss: 5.4144 Epoch [716/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.49it/s, loss=3.63] Epoch [716/3000]: Train loss: 3.7139, Valid loss: 2.1360 Epoch [717/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.85it/s, loss=2.46] Epoch [717/3000]: Train loss: 2.7771, Valid loss: 2.2360 Epoch [718/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.14it/s, loss=2.75] Epoch [718/3000]: Train loss: 2.5377, Valid loss: 3.0562 Epoch [719/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.29it/s, loss=1.89] Epoch [719/3000]: Train loss: 2.5844, Valid loss: 3.0056 Epoch [720/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.33it/s, loss=1.97] Epoch [720/3000]: Train loss: 2.3509, Valid loss: 2.3527 Epoch [721/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.15it/s, loss=2.61] Epoch [721/3000]: Train loss: 2.5003, Valid loss: 2.3903 Epoch [722/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.42it/s, loss=1.93] Epoch [722/3000]: Train loss: 2.3846, Valid loss: 3.2830 Epoch [723/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.66it/s, loss=2.25] Epoch [723/3000]: Train loss: 2.4767, Valid loss: 2.6010 Epoch [724/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.05it/s, loss=3.66] Epoch [724/3000]: Train loss: 3.4291, Valid loss: 3.5681 Epoch [725/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.04it/s, loss=2.93] Epoch [725/3000]: Train loss: 2.9793, Valid loss: 3.3089 Epoch [726/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.98it/s, loss=3.53] Epoch [726/3000]: Train loss: 2.7546, Valid loss: 2.5692 Epoch [727/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.97it/s, loss=5.06] Epoch [727/3000]: Train loss: 2.9850, Valid loss: 6.8304 Epoch [728/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.41it/s, loss=4.81] Epoch [728/3000]: Train loss: 4.5845, Valid loss: 2.5113 Epoch [729/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.26it/s, loss=2.36] Epoch [729/3000]: Train loss: 2.9383, Valid loss: 3.3322 Epoch [730/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.18it/s, loss=2.17] Epoch [730/3000]: Train loss: 2.5290, Valid loss: 4.0481 Epoch [731/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.93it/s, loss=5.16] Epoch [731/3000]: Train loss: 3.4477, Valid loss: 3.6555 Epoch [732/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.78it/s, loss=3] Epoch [732/3000]: Train loss: 3.5019, Valid loss: 2.1563 Epoch [733/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.19it/s, loss=2.33] Epoch [733/3000]: Train loss: 2.5826, Valid loss: 3.4356 Epoch [734/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.45it/s, loss=1.98] Epoch [734/3000]: Train loss: 2.3175, Valid loss: 3.2097 Epoch [735/3000]: 100%|██████████| 9/9 [00:00<00:00, 63.67it/s, loss=5.16] Epoch [735/3000]: Train loss: 3.4923, Valid loss: 2.2369 Epoch [736/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.19it/s, loss=3.82] Epoch [736/3000]: Train loss: 2.7541, Valid loss: 3.0859 Epoch [737/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.92it/s, loss=1.81] Epoch [737/3000]: Train loss: 2.2826, Valid loss: 2.3301 Epoch [738/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.65it/s, loss=2.18] Epoch [738/3000]: Train loss: 2.2840, Valid loss: 2.1456 Epoch [739/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.58it/s, loss=2.38] Epoch [739/3000]: Train loss: 2.2017, Valid loss: 3.1072 Epoch [740/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.63it/s, loss=1.75] Epoch [740/3000]: Train loss: 2.4805, Valid loss: 2.6487 Epoch [741/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.06it/s, loss=2.68] Epoch [741/3000]: Train loss: 2.8420, Valid loss: 4.5216 Epoch [742/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.30it/s, loss=2.99] Epoch [742/3000]: Train loss: 2.8911, Valid loss: 4.3668 Epoch [743/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.27it/s, loss=3.59] Epoch [743/3000]: Train loss: 2.8609, Valid loss: 2.3045 Epoch [744/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.66it/s, loss=1.74] Epoch [744/3000]: Train loss: 2.1451, Valid loss: 2.7417 Epoch [745/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.72it/s, loss=2.96] Epoch [745/3000]: Train loss: 2.5182, Valid loss: 2.8971 Epoch [746/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.26it/s, loss=2.23] Epoch [746/3000]: Train loss: 2.7027, Valid loss: 4.4468 Epoch [747/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.66it/s, loss=2.83] Epoch [747/3000]: Train loss: 2.7673, Valid loss: 2.2748 Epoch [748/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.87it/s, loss=2.24] Epoch [748/3000]: Train loss: 2.1266, Valid loss: 2.3630 Epoch [749/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.14it/s, loss=1.96] Epoch [749/3000]: Train loss: 2.1391, Valid loss: 2.1074 Epoch [750/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.14it/s, loss=2.1] Epoch [750/3000]: Train loss: 2.2039, Valid loss: 2.3402 Epoch [751/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.09it/s, loss=2.65] Epoch [751/3000]: Train loss: 2.5267, Valid loss: 2.9579 Epoch [752/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.03it/s, loss=2.36] Epoch [752/3000]: Train loss: 2.3837, Valid loss: 2.8995 Epoch [753/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.55it/s, loss=2.6] Epoch [753/3000]: Train loss: 2.3364, Valid loss: 2.1849 Epoch [754/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.55it/s, loss=2.33] Epoch [754/3000]: Train loss: 2.2116, Valid loss: 2.5849 Epoch [755/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.29it/s, loss=2.16] Epoch [755/3000]: Train loss: 2.2066, Valid loss: 4.1677 Epoch [756/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.51it/s, loss=3.75] Epoch [756/3000]: Train loss: 2.8880, Valid loss: 2.3432 Epoch [757/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.36it/s, loss=3.16] Epoch [757/3000]: Train loss: 3.1326, Valid loss: 2.3646 Epoch [758/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.04it/s, loss=2.63] Epoch [758/3000]: Train loss: 2.7076, Valid loss: 3.0534 Epoch [759/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.99it/s, loss=2.24] Epoch [759/3000]: Train loss: 2.5494, Valid loss: 3.4094 Epoch [760/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.93it/s, loss=2.28] Epoch [760/3000]: Train loss: 2.5350, Valid loss: 3.1512 Epoch [761/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.65it/s, loss=2.62] Epoch [761/3000]: Train loss: 2.6099, Valid loss: 2.1727 Epoch [762/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.73it/s, loss=2.23] Epoch [762/3000]: Train loss: 2.7130, Valid loss: 4.2002 Epoch [763/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.88it/s, loss=4.18] Epoch [763/3000]: Train loss: 3.1757, Valid loss: 3.0510 Epoch [764/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.30it/s, loss=1.96] Epoch [764/3000]: Train loss: 2.6264, Valid loss: 2.2102 Epoch [765/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.36it/s, loss=1.92] Epoch [765/3000]: Train loss: 2.0944, Valid loss: 2.3231 Epoch [766/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.80it/s, loss=2.01] Epoch [766/3000]: Train loss: 2.1532, Valid loss: 2.2396 Epoch [767/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.20it/s, loss=3.11] Epoch [767/3000]: Train loss: 2.4559, Valid loss: 2.4042 Epoch [768/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.38it/s, loss=2.27] Epoch [768/3000]: Train loss: 2.4403, Valid loss: 5.3449 Epoch [769/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.22it/s, loss=4.94] Epoch [769/3000]: Train loss: 3.3639, Valid loss: 2.4257 Epoch [770/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.56it/s, loss=1.95] Epoch [770/3000]: Train loss: 2.9749, Valid loss: 4.4580 Epoch [771/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.37it/s, loss=3.69] Epoch [771/3000]: Train loss: 3.1536, Valid loss: 2.3526 Epoch [772/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.08it/s, loss=2.36] Epoch [772/3000]: Train loss: 2.4569, Valid loss: 2.6819 Epoch [773/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.61it/s, loss=1.88] Epoch [773/3000]: Train loss: 2.2942, Valid loss: 2.3112 Epoch [774/3000]: 100%|██████████| 9/9 [00:00<00:00, 18.22it/s, loss=2.72] Epoch [774/3000]: Train loss: 2.2765, Valid loss: 2.8759 Epoch [775/3000]: 100%|██████████| 9/9 [00:00<00:00, 106.28it/s, loss=1.75] Epoch [775/3000]: Train loss: 2.4222, Valid loss: 3.3676 Epoch [776/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.37it/s, loss=1.84] Epoch [776/3000]: Train loss: 2.2814, Valid loss: 2.1156 Epoch [777/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.15it/s, loss=2.93] Epoch [777/3000]: Train loss: 2.1157, Valid loss: 2.1304 Epoch [778/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.78it/s, loss=3.06] Epoch [778/3000]: Train loss: 2.3243, Valid loss: 2.2984 Epoch [779/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.66it/s, loss=1.97] Epoch [779/3000]: Train loss: 2.5684, Valid loss: 2.6099 Epoch [780/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.59it/s, loss=1.99] Epoch [780/3000]: Train loss: 2.2965, Valid loss: 2.3154 Epoch [781/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.13it/s, loss=2.48] Epoch [781/3000]: Train loss: 2.5133, Valid loss: 3.2515 Epoch [782/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.42it/s, loss=3.35] Epoch [782/3000]: Train loss: 4.2772, Valid loss: 2.1420 Epoch [783/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.59it/s, loss=2.37] Epoch [783/3000]: Train loss: 3.1728, Valid loss: 6.7172 Epoch [784/3000]: 100%|██████████| 9/9 [00:00<00:00, 100.11it/s, loss=3.84] Epoch [784/3000]: Train loss: 4.6818, Valid loss: 2.7038 Epoch [785/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.19it/s, loss=4.19] Epoch [785/3000]: Train loss: 3.0639, Valid loss: 2.2348 Epoch [786/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.63it/s, loss=2.83] Epoch [786/3000]: Train loss: 3.3995, Valid loss: 4.2882 Epoch [787/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.10it/s, loss=3.34] Epoch [787/3000]: Train loss: 3.1692, Valid loss: 2.3584 Epoch [788/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.06it/s, loss=2.3] Epoch [788/3000]: Train loss: 2.2552, Valid loss: 2.4221 Epoch [789/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.73it/s, loss=2.11] Epoch [789/3000]: Train loss: 2.3247, Valid loss: 2.7716 Epoch [790/3000]: 100%|██████████| 9/9 [00:00<00:00, 66.29it/s, loss=2.9] Epoch [790/3000]: Train loss: 3.3057, Valid loss: 3.7420 Epoch [791/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.36it/s, loss=5.53] Epoch [791/3000]: Train loss: 3.6044, Valid loss: 4.7485 Epoch [792/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.92it/s, loss=1.99] Epoch [792/3000]: Train loss: 3.1639, Valid loss: 3.1113 Epoch [793/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.41it/s, loss=2.53] Epoch [793/3000]: Train loss: 2.4302, Valid loss: 2.2509 Epoch [794/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.98it/s, loss=2.06] Epoch [794/3000]: Train loss: 2.1576, Valid loss: 2.9067 Epoch [795/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.36it/s, loss=3.35] Epoch [795/3000]: Train loss: 2.4144, Valid loss: 2.5407 Epoch [796/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.36it/s, loss=2.25] Epoch [796/3000]: Train loss: 2.3543, Valid loss: 2.5973 Epoch [797/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.51it/s, loss=1.69] Epoch [797/3000]: Train loss: 2.1499, Valid loss: 2.4979 Epoch [798/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.27it/s, loss=2.23] Epoch [798/3000]: Train loss: 2.2037, Valid loss: 2.3776 Epoch [799/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.31it/s, loss=1.56] Epoch [799/3000]: Train loss: 2.2762, Valid loss: 2.0624 Epoch [800/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.68it/s, loss=2.88] Epoch [800/3000]: Train loss: 2.1508, Valid loss: 2.8196 Epoch [801/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.00it/s, loss=3.2] Epoch [801/3000]: Train loss: 2.5665, Valid loss: 2.4627 Epoch [802/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.25it/s, loss=2.31] Epoch [802/3000]: Train loss: 3.0202, Valid loss: 5.1984 Epoch [803/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.67it/s, loss=3.7] Epoch [803/3000]: Train loss: 2.8955, Valid loss: 2.7984 Epoch [804/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.77it/s, loss=2.28] Epoch [804/3000]: Train loss: 2.3565, Valid loss: 2.3290 Epoch [805/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.20it/s, loss=1.93] Epoch [805/3000]: Train loss: 2.2755, Valid loss: 2.4139 Epoch [806/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.01it/s, loss=3.68] Epoch [806/3000]: Train loss: 2.5469, Valid loss: 2.7840 Epoch [807/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.40it/s, loss=1.37] Epoch [807/3000]: Train loss: 3.1902, Valid loss: 3.3694 Epoch [808/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.65it/s, loss=2.2] Epoch [808/3000]: Train loss: 2.3039, Valid loss: 2.0234 Epoch [809/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.25it/s, loss=2.14] Epoch [809/3000]: Train loss: 2.3174, Valid loss: 2.2693 Epoch [810/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.05it/s, loss=2.64] Epoch [810/3000]: Train loss: 2.3077, Valid loss: 2.4819 Epoch [811/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.11it/s, loss=1.85] Epoch [811/3000]: Train loss: 2.1487, Valid loss: 2.6050 Epoch [812/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.27it/s, loss=2.95] Epoch [812/3000]: Train loss: 2.2864, Valid loss: 3.0497 Epoch [813/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.07it/s, loss=2.61] Epoch [813/3000]: Train loss: 2.7491, Valid loss: 2.3695 Epoch [814/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.74it/s, loss=2.9] Epoch [814/3000]: Train loss: 3.3393, Valid loss: 3.3992 Epoch [815/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.87it/s, loss=2.65] Epoch [815/3000]: Train loss: 2.8985, Valid loss: 3.7377 Epoch [816/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.91it/s, loss=2.55] Epoch [816/3000]: Train loss: 2.3878, Valid loss: 2.6837 Epoch [817/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.79it/s, loss=1.6] Epoch [817/3000]: Train loss: 2.2873, Valid loss: 2.1450 Epoch [818/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.68it/s, loss=2.15] Epoch [818/3000]: Train loss: 2.0465, Valid loss: 2.6081 Epoch [819/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.42it/s, loss=2.41] Epoch [819/3000]: Train loss: 2.0998, Valid loss: 3.4995 Epoch [820/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.86it/s, loss=1.97] Epoch [820/3000]: Train loss: 2.4567, Valid loss: 2.2759 Epoch [821/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.87it/s, loss=1.92] Epoch [821/3000]: Train loss: 2.3125, Valid loss: 2.5369 Epoch [822/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.03it/s, loss=2.07] Epoch [822/3000]: Train loss: 2.3085, Valid loss: 2.9622 Epoch [823/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.36it/s, loss=3.71] Epoch [823/3000]: Train loss: 2.6831, Valid loss: 4.1392 Epoch [824/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.55it/s, loss=2.73] Epoch [824/3000]: Train loss: 2.5803, Valid loss: 2.2061 Epoch [825/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.75it/s, loss=1.8] Epoch [825/3000]: Train loss: 2.3754, Valid loss: 2.4249 Epoch [826/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.33it/s, loss=1.85] Epoch [826/3000]: Train loss: 2.0645, Valid loss: 2.5717 Epoch [827/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.46it/s, loss=2.64] Epoch [827/3000]: Train loss: 2.1440, Valid loss: 2.3166 Epoch [828/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.12it/s, loss=2.67] Epoch [828/3000]: Train loss: 2.3818, Valid loss: 3.7606 Epoch [829/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.59it/s, loss=3.98] Epoch [829/3000]: Train loss: 3.2636, Valid loss: 6.8539 Epoch [830/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.41it/s, loss=3.54] Epoch [830/3000]: Train loss: 3.4702, Valid loss: 3.5368 Epoch [831/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.64it/s, loss=3.35] Epoch [831/3000]: Train loss: 2.7041, Valid loss: 2.6873 Epoch [832/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.01it/s, loss=2.24] Epoch [832/3000]: Train loss: 2.3015, Valid loss: 2.3863 Epoch [833/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.03it/s, loss=1.98] Epoch [833/3000]: Train loss: 2.2055, Valid loss: 3.3000 Epoch [834/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.62it/s, loss=3.49] Epoch [834/3000]: Train loss: 3.0848, Valid loss: 2.5471 Epoch [835/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.44it/s, loss=1.31] Epoch [835/3000]: Train loss: 2.6865, Valid loss: 2.9010 Epoch [836/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.38it/s, loss=1.79] Epoch [836/3000]: Train loss: 2.1052, Valid loss: 2.5396 Epoch [837/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.08it/s, loss=1.71] Epoch [837/3000]: Train loss: 2.1150, Valid loss: 2.1872 Epoch [838/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.42it/s, loss=2.47] Epoch [838/3000]: Train loss: 2.1801, Valid loss: 2.5129 Epoch [839/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.32it/s, loss=1.84] Epoch [839/3000]: Train loss: 2.0296, Valid loss: 2.0137 Epoch [840/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.78it/s, loss=2.11] Epoch [840/3000]: Train loss: 2.4764, Valid loss: 3.7798 Epoch [841/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.25it/s, loss=1.9] Epoch [841/3000]: Train loss: 2.4510, Valid loss: 3.1116 Epoch [842/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.84it/s, loss=3.4] Epoch [842/3000]: Train loss: 3.2153, Valid loss: 4.7290 Epoch [843/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.57it/s, loss=3.36] Epoch [843/3000]: Train loss: 2.8108, Valid loss: 2.2275 Epoch [844/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.74it/s, loss=2.38] Epoch [844/3000]: Train loss: 2.6538, Valid loss: 3.2720 Epoch [845/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.32it/s, loss=2.64] Epoch [845/3000]: Train loss: 2.3694, Valid loss: 2.6815 Epoch [846/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.81it/s, loss=2.66] Epoch [846/3000]: Train loss: 2.5853, Valid loss: 2.9036 Epoch [847/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.73it/s, loss=2.04] Epoch [847/3000]: Train loss: 2.5462, Valid loss: 3.6156 Epoch [848/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.21it/s, loss=3.3] Epoch [848/3000]: Train loss: 3.0342, Valid loss: 6.4222 Epoch [849/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.57it/s, loss=4.56] Epoch [849/3000]: Train loss: 4.2875, Valid loss: 5.3043 Epoch [850/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.33it/s, loss=1.99] Epoch [850/3000]: Train loss: 3.1273, Valid loss: 2.7059 Epoch [851/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.35it/s, loss=2.22] Epoch [851/3000]: Train loss: 2.2874, Valid loss: 4.4700 Epoch [852/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.62it/s, loss=3.15] Epoch [852/3000]: Train loss: 3.8641, Valid loss: 3.0829 Epoch [853/3000]: 100%|██████████| 9/9 [00:00<00:00, 66.86it/s, loss=3.08] Epoch [853/3000]: Train loss: 3.0634, Valid loss: 2.9437 Epoch [854/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.49it/s, loss=1.7] Epoch [854/3000]: Train loss: 2.5333, Valid loss: 2.8875 Epoch [855/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.92it/s, loss=2.3] Epoch [855/3000]: Train loss: 2.6216, Valid loss: 3.2111 Epoch [856/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.63it/s, loss=2.06] Epoch [856/3000]: Train loss: 2.5271, Valid loss: 2.4412 Epoch [857/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.40it/s, loss=1.69] Epoch [857/3000]: Train loss: 2.1335, Valid loss: 2.0227 Epoch [858/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.61it/s, loss=2.4] Epoch [858/3000]: Train loss: 2.0972, Valid loss: 2.5107 Epoch [859/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.93it/s, loss=4.37] Epoch [859/3000]: Train loss: 2.6693, Valid loss: 2.7045 Epoch [860/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.36it/s, loss=1.85] Epoch [860/3000]: Train loss: 2.6099, Valid loss: 1.9490 Epoch [861/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.55it/s, loss=1.56] Epoch [861/3000]: Train loss: 2.0485, Valid loss: 2.8485 Epoch [862/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.04it/s, loss=3.6] Epoch [862/3000]: Train loss: 2.7017, Valid loss: 2.6872 Epoch [863/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.35it/s, loss=2.56] Epoch [863/3000]: Train loss: 2.7368, Valid loss: 3.4247 Epoch [864/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.86it/s, loss=2.08] Epoch [864/3000]: Train loss: 2.7538, Valid loss: 2.3674 Epoch [865/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.77it/s, loss=1.92] Epoch [865/3000]: Train loss: 2.3095, Valid loss: 2.7498 Epoch [866/3000]: 100%|██████████| 9/9 [00:00<00:00, 66.24it/s, loss=3.32] Epoch [866/3000]: Train loss: 2.3412, Valid loss: 2.6365 Epoch [867/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.88it/s, loss=1.58] Epoch [867/3000]: Train loss: 2.4126, Valid loss: 2.5921 Epoch [868/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.91it/s, loss=3.63] Epoch [868/3000]: Train loss: 2.6062, Valid loss: 3.6302 Epoch [869/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.45it/s, loss=2.04] Epoch [869/3000]: Train loss: 2.7519, Valid loss: 3.1693 Epoch [870/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.93it/s, loss=3.25] Epoch [870/3000]: Train loss: 2.9045, Valid loss: 2.5013 Epoch [871/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.62it/s, loss=2.66] Epoch [871/3000]: Train loss: 2.8114, Valid loss: 4.1369 Epoch [872/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.54it/s, loss=2.95] Epoch [872/3000]: Train loss: 2.9402, Valid loss: 2.0786 Epoch [873/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.06it/s, loss=2.95] Epoch [873/3000]: Train loss: 2.4181, Valid loss: 4.4071 Epoch [874/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.22it/s, loss=1.99] Epoch [874/3000]: Train loss: 2.9907, Valid loss: 2.1670 Epoch [875/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.10it/s, loss=1.98] Epoch [875/3000]: Train loss: 2.0673, Valid loss: 2.1030 Epoch [876/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.38it/s, loss=2.65] Epoch [876/3000]: Train loss: 2.1801, Valid loss: 2.2942 Epoch [877/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.34it/s, loss=1.77] Epoch [877/3000]: Train loss: 1.9787, Valid loss: 2.7296 Epoch [878/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.35it/s, loss=1.86] Epoch [878/3000]: Train loss: 2.0672, Valid loss: 2.7177 Epoch [879/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.23it/s, loss=2.56] Epoch [879/3000]: Train loss: 2.2602, Valid loss: 2.5951 Epoch [880/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.06it/s, loss=2.53] Epoch [880/3000]: Train loss: 2.4976, Valid loss: 2.3757 Epoch [881/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.12it/s, loss=2.01] Epoch [881/3000]: Train loss: 2.0402, Valid loss: 2.4053 Epoch [882/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.02it/s, loss=2.72] Epoch [882/3000]: Train loss: 2.2910, Valid loss: 1.9425 Epoch [883/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.41it/s, loss=2.05] Epoch [883/3000]: Train loss: 2.0362, Valid loss: 3.1791 Epoch [884/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.04it/s, loss=4] Epoch [884/3000]: Train loss: 3.2178, Valid loss: 3.0512 Epoch [885/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.13it/s, loss=3.15] Epoch [885/3000]: Train loss: 2.6637, Valid loss: 2.9566 Epoch [886/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.07it/s, loss=1.45] Epoch [886/3000]: Train loss: 2.4373, Valid loss: 2.1969 Epoch [887/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.62it/s, loss=2.35] Epoch [887/3000]: Train loss: 2.0670, Valid loss: 2.4368 Epoch [888/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.94it/s, loss=2.1] Epoch [888/3000]: Train loss: 2.1093, Valid loss: 2.9813 Epoch [889/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.95it/s, loss=2.01] Epoch [889/3000]: Train loss: 2.4776, Valid loss: 2.7474 Epoch [890/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.35it/s, loss=2.3] Epoch [890/3000]: Train loss: 2.2814, Valid loss: 2.2560 Epoch [891/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.79it/s, loss=2.12] Epoch [891/3000]: Train loss: 2.0626, Valid loss: 2.6138 Epoch [892/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.05it/s, loss=2.02] Epoch [892/3000]: Train loss: 2.6792, Valid loss: 3.0031 Epoch [893/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.12it/s, loss=2.46] Epoch [893/3000]: Train loss: 2.2775, Valid loss: 2.4251 Epoch [894/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.11it/s, loss=2.36] Epoch [894/3000]: Train loss: 2.1438, Valid loss: 3.1597 Epoch [895/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.89it/s, loss=2.34] Epoch [895/3000]: Train loss: 2.2325, Valid loss: 2.8278 Epoch [896/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.26it/s, loss=2.17] Epoch [896/3000]: Train loss: 2.3480, Valid loss: 2.0802 Epoch [897/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.20it/s, loss=1.98] Epoch [897/3000]: Train loss: 2.2947, Valid loss: 2.3422 Epoch [898/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.69it/s, loss=2.33] Epoch [898/3000]: Train loss: 2.1555, Valid loss: 2.3923 Epoch [899/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.60it/s, loss=2.65] Epoch [899/3000]: Train loss: 2.2700, Valid loss: 2.1813 Epoch [900/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.74it/s, loss=2.68] Epoch [900/3000]: Train loss: 2.1202, Valid loss: 2.5544 Epoch [901/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.30it/s, loss=2.02] Epoch [901/3000]: Train loss: 2.0669, Valid loss: 2.3239 Epoch [902/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.92it/s, loss=2.41] Epoch [902/3000]: Train loss: 1.9929, Valid loss: 2.2936 Epoch [903/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.72it/s, loss=2.67] Epoch [903/3000]: Train loss: 2.0729, Valid loss: 2.0862 Epoch [904/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.61it/s, loss=2.02] Epoch [904/3000]: Train loss: 2.3733, Valid loss: 2.1848 Epoch [905/3000]: 100%|██████████| 9/9 [00:00<00:00, 52.09it/s, loss=1.93] Epoch [905/3000]: Train loss: 2.2739, Valid loss: 3.5036 Epoch [906/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.10it/s, loss=2.85] Epoch [906/3000]: Train loss: 2.2002, Valid loss: 3.0927 Epoch [907/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.82it/s, loss=3.12] Epoch [907/3000]: Train loss: 2.3541, Valid loss: 3.2267 Epoch [908/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.75it/s, loss=1.84] Epoch [908/3000]: Train loss: 2.4689, Valid loss: 2.2507 Epoch [909/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.38it/s, loss=2.29] Epoch [909/3000]: Train loss: 2.1896, Valid loss: 2.3689 Epoch [910/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.98it/s, loss=2.49] Epoch [910/3000]: Train loss: 2.4626, Valid loss: 2.9757 Epoch [911/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.46it/s, loss=2.7] Epoch [911/3000]: Train loss: 2.4797, Valid loss: 2.0306 Epoch [912/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.04it/s, loss=3.41] Epoch [912/3000]: Train loss: 2.4831, Valid loss: 3.9007 Epoch [913/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.69it/s, loss=3.61] Epoch [913/3000]: Train loss: 3.2113, Valid loss: 2.9082 Epoch [914/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.82it/s, loss=5.75] Epoch [914/3000]: Train loss: 4.0151, Valid loss: 4.1958 Epoch [915/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.95it/s, loss=1.95] Epoch [915/3000]: Train loss: 3.0369, Valid loss: 6.3685 Epoch [916/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.79it/s, loss=3.31] Epoch [916/3000]: Train loss: 3.9303, Valid loss: 2.8043 Epoch [917/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.94it/s, loss=1.68] Epoch [917/3000]: Train loss: 3.4420, Valid loss: 3.6383 Epoch [918/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.06it/s, loss=1.97] Epoch [918/3000]: Train loss: 2.2353, Valid loss: 1.9567 Epoch [919/3000]: 100%|██████████| 9/9 [00:00<00:00, 65.74it/s, loss=2.01] Epoch [919/3000]: Train loss: 2.3713, Valid loss: 3.5012 Epoch [920/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.02it/s, loss=2.94] Epoch [920/3000]: Train loss: 2.6495, Valid loss: 2.5708 Epoch [921/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.95it/s, loss=2.13] Epoch [921/3000]: Train loss: 2.2062, Valid loss: 2.2666 Epoch [922/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.21it/s, loss=2.07] Epoch [922/3000]: Train loss: 2.0631, Valid loss: 2.1188 Epoch [923/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.38it/s, loss=2.6] Epoch [923/3000]: Train loss: 3.0046, Valid loss: 4.7100 Epoch [924/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.97it/s, loss=2.72] Epoch [924/3000]: Train loss: 2.6115, Valid loss: 2.4387 Epoch [925/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.72it/s, loss=1.78] Epoch [925/3000]: Train loss: 2.1129, Valid loss: 2.1061 Epoch [926/3000]: 100%|██████████| 9/9 [00:00<00:00, 66.70it/s, loss=1.81] Epoch [926/3000]: Train loss: 1.9497, Valid loss: 3.2694 Epoch [927/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.55it/s, loss=4.83] Epoch [927/3000]: Train loss: 3.2902, Valid loss: 2.3426 Epoch [928/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.47it/s, loss=2.84] Epoch [928/3000]: Train loss: 3.0260, Valid loss: 5.0188 Epoch [929/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.33it/s, loss=2.38] Epoch [929/3000]: Train loss: 4.1412, Valid loss: 6.9756 Epoch [930/3000]: 100%|██████████| 9/9 [00:00<00:00, 16.07it/s, loss=3.14] Epoch [930/3000]: Train loss: 4.8976, Valid loss: 7.7244 Epoch [931/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.91it/s, loss=5.07] Epoch [931/3000]: Train loss: 4.4371, Valid loss: 2.3374 Epoch [932/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.17it/s, loss=4.85] Epoch [932/3000]: Train loss: 3.3403, Valid loss: 3.8953 Epoch [933/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.95it/s, loss=3.29] Epoch [933/3000]: Train loss: 2.6462, Valid loss: 4.0221 Epoch [934/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.62it/s, loss=2.73] Epoch [934/3000]: Train loss: 2.3979, Valid loss: 2.6022 Epoch [935/3000]: 100%|██████████| 9/9 [00:00<00:00, 65.57it/s, loss=1.79] Epoch [935/3000]: Train loss: 2.0473, Valid loss: 2.2970 Epoch [936/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.60it/s, loss=2.25] Epoch [936/3000]: Train loss: 2.3213, Valid loss: 4.2771 Epoch [937/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.37it/s, loss=2.26] Epoch [937/3000]: Train loss: 2.7881, Valid loss: 2.8667 Epoch [938/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.39it/s, loss=2.12] Epoch [938/3000]: Train loss: 2.0967, Valid loss: 2.6100 Epoch [939/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.39it/s, loss=1.66] Epoch [939/3000]: Train loss: 1.9948, Valid loss: 2.1340 Epoch [940/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.56it/s, loss=2.07] Epoch [940/3000]: Train loss: 2.2086, Valid loss: 3.3330 Epoch [941/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.50it/s, loss=2.6] Epoch [941/3000]: Train loss: 2.5955, Valid loss: 2.2535 Epoch [942/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.89it/s, loss=1.99] Epoch [942/3000]: Train loss: 2.2653, Valid loss: 2.8166 Epoch [943/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.72it/s, loss=3.25] Epoch [943/3000]: Train loss: 2.3210, Valid loss: 3.9312 Epoch [944/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.74it/s, loss=2.17] Epoch [944/3000]: Train loss: 2.3949, Valid loss: 2.9773 Epoch [945/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.06it/s, loss=1.85] Epoch [945/3000]: Train loss: 2.2001, Valid loss: 2.1214 Epoch [946/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.26it/s, loss=2.43] Epoch [946/3000]: Train loss: 2.1671, Valid loss: 2.4949 Epoch [947/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.26it/s, loss=2.6] Epoch [947/3000]: Train loss: 2.3004, Valid loss: 3.3704 Epoch [948/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.05it/s, loss=2.45] Epoch [948/3000]: Train loss: 2.6889, Valid loss: 3.3064 Epoch [949/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.05it/s, loss=1.99] Epoch [949/3000]: Train loss: 2.5949, Valid loss: 2.5061 Epoch [950/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.74it/s, loss=3.35] Epoch [950/3000]: Train loss: 2.6194, Valid loss: 4.9724 Epoch [951/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.66it/s, loss=2.2] Epoch [951/3000]: Train loss: 2.6057, Valid loss: 2.0025 Epoch [952/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.03it/s, loss=2.1] Epoch [952/3000]: Train loss: 2.0790, Valid loss: 3.0761 Epoch [953/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.77it/s, loss=2.01] Epoch [953/3000]: Train loss: 2.0404, Valid loss: 2.1603 Epoch [954/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.19it/s, loss=2.1] Epoch [954/3000]: Train loss: 2.1094, Valid loss: 3.1278 Epoch [955/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.46it/s, loss=3.03] Epoch [955/3000]: Train loss: 2.4955, Valid loss: 3.0328 Epoch [956/3000]: 100%|██████████| 9/9 [00:00<00:00, 103.88it/s, loss=1.48] Epoch [956/3000]: Train loss: 2.2843, Valid loss: 2.4771 Epoch [957/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.88it/s, loss=1.89] Epoch [957/3000]: Train loss: 2.1496, Valid loss: 2.2188 Epoch [958/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.62it/s, loss=2.36] Epoch [958/3000]: Train loss: 2.1093, Valid loss: 3.0657 Epoch [959/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.47it/s, loss=2.46] Epoch [959/3000]: Train loss: 2.7053, Valid loss: 2.9420 Epoch [960/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.86it/s, loss=2.04] Epoch [960/3000]: Train loss: 2.7291, Valid loss: 2.2217 Epoch [961/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.11it/s, loss=2.12] Epoch [961/3000]: Train loss: 2.0954, Valid loss: 2.3010 Epoch [962/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.33it/s, loss=2.57] Epoch [962/3000]: Train loss: 2.0369, Valid loss: 2.5768 Epoch [963/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.59it/s, loss=2.91] Epoch [963/3000]: Train loss: 2.3613, Valid loss: 3.1313 Epoch [964/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.15it/s, loss=1.69] Epoch [964/3000]: Train loss: 2.6132, Valid loss: 3.7004 Epoch [965/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.12it/s, loss=5.45] Epoch [965/3000]: Train loss: 4.7332, Valid loss: 3.0305 Epoch [966/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.22it/s, loss=2.12] Epoch [966/3000]: Train loss: 2.9430, Valid loss: 2.0382 Epoch [967/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.00it/s, loss=2.1] Epoch [967/3000]: Train loss: 3.0905, Valid loss: 2.0838 Epoch [968/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.86it/s, loss=1.65] Epoch [968/3000]: Train loss: 2.0256, Valid loss: 3.1528 Epoch [969/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.17it/s, loss=1.87] Epoch [969/3000]: Train loss: 2.2391, Valid loss: 3.3495 Epoch [970/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.75it/s, loss=1.79] Epoch [970/3000]: Train loss: 2.6245, Valid loss: 2.6357 Epoch [971/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.59it/s, loss=3.89] Epoch [971/3000]: Train loss: 2.4228, Valid loss: 4.6926 Epoch [972/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.46it/s, loss=2.91] Epoch [972/3000]: Train loss: 2.7776, Valid loss: 2.0564 Epoch [973/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.15it/s, loss=2.31] Epoch [973/3000]: Train loss: 2.3609, Valid loss: 2.9462 Epoch [974/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.59it/s, loss=2.51] Epoch [974/3000]: Train loss: 2.3595, Valid loss: 2.0338 Epoch [975/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.03it/s, loss=2.03] Epoch [975/3000]: Train loss: 2.1098, Valid loss: 2.6080 Epoch [976/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.57it/s, loss=2.66] Epoch [976/3000]: Train loss: 2.4148, Valid loss: 2.4917 Epoch [977/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.89it/s, loss=2.14] Epoch [977/3000]: Train loss: 2.1704, Valid loss: 2.4740 Epoch [978/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.56it/s, loss=2.65] Epoch [978/3000]: Train loss: 2.2120, Valid loss: 2.3911 Epoch [979/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.14it/s, loss=1.7] Epoch [979/3000]: Train loss: 2.0427, Valid loss: 2.0137 Epoch [980/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.69it/s, loss=2.2] Epoch [980/3000]: Train loss: 2.0226, Valid loss: 2.4398 Epoch [981/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.84it/s, loss=2] Epoch [981/3000]: Train loss: 2.0125, Valid loss: 4.4904 Epoch [982/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.01it/s, loss=2.05] Epoch [982/3000]: Train loss: 2.4721, Valid loss: 2.0388 Epoch [983/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.73it/s, loss=2.17] Epoch [983/3000]: Train loss: 2.3436, Valid loss: 2.4680 Epoch [984/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.42it/s, loss=2.32] Epoch [984/3000]: Train loss: 2.8695, Valid loss: 3.2027 Epoch [985/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.33it/s, loss=1.5] Epoch [985/3000]: Train loss: 2.0732, Valid loss: 2.1571 Epoch [986/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.88it/s, loss=2.39] Epoch [986/3000]: Train loss: 2.0363, Valid loss: 2.1272 Epoch [987/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.66it/s, loss=2.46] Epoch [987/3000]: Train loss: 2.0879, Valid loss: 2.7579 Epoch [988/3000]: 100%|██████████| 9/9 [00:00<00:00, 65.92it/s, loss=1.69] Epoch [988/3000]: Train loss: 2.0326, Valid loss: 2.2296 Epoch [989/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.03it/s, loss=2.42] Epoch [989/3000]: Train loss: 2.1111, Valid loss: 2.2968 Epoch [990/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.59it/s, loss=2.04] Epoch [990/3000]: Train loss: 2.2624, Valid loss: 2.2719 Epoch [991/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.26it/s, loss=1.95] Epoch [991/3000]: Train loss: 1.9526, Valid loss: 2.0286 Epoch [992/3000]: 100%|██████████| 9/9 [00:00<00:00, 62.64it/s, loss=1.52] Epoch [992/3000]: Train loss: 1.9969, Valid loss: 2.4371 Epoch [993/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.01it/s, loss=1.76] Epoch [993/3000]: Train loss: 2.0880, Valid loss: 2.6027 Epoch [994/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.23it/s, loss=2.15] Epoch [994/3000]: Train loss: 2.2378, Valid loss: 2.3017 Epoch [995/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.32it/s, loss=1.96] Epoch [995/3000]: Train loss: 2.0193, Valid loss: 2.4376 Epoch [996/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.42it/s, loss=2.53] Epoch [996/3000]: Train loss: 2.1029, Valid loss: 3.3215 Epoch [997/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.18it/s, loss=2.42] Epoch [997/3000]: Train loss: 2.4056, Valid loss: 2.6862 Epoch [998/3000]: 100%|██████████| 9/9 [00:00<00:00, 63.65it/s, loss=1.69] Epoch [998/3000]: Train loss: 2.0405, Valid loss: 2.3032 Epoch [999/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.58it/s, loss=1.74] Epoch [999/3000]: Train loss: 2.1001, Valid loss: 2.2598 Epoch [1000/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.92it/s, loss=1.86] Epoch [1000/3000]: Train loss: 2.0641, Valid loss: 2.8542 Epoch [1001/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.00it/s, loss=1.9] Epoch [1001/3000]: Train loss: 2.3828, Valid loss: 3.6657 Epoch [1002/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.64it/s, loss=2.02] Epoch [1002/3000]: Train loss: 2.4294, Valid loss: 2.2234 Epoch [1003/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.07it/s, loss=2.75] Epoch [1003/3000]: Train loss: 2.2659, Valid loss: 2.2062 Epoch [1004/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.97it/s, loss=2.52] Epoch [1004/3000]: Train loss: 2.1813, Valid loss: 3.3185 Epoch [1005/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.68it/s, loss=2.15] Epoch [1005/3000]: Train loss: 2.6227, Valid loss: 2.4367 Epoch [1006/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.54it/s, loss=1.92] Epoch [1006/3000]: Train loss: 2.0849, Valid loss: 2.7231 Epoch [1007/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.81it/s, loss=2.18] Epoch [1007/3000]: Train loss: 2.2441, Valid loss: 3.0595 Epoch [1008/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.10it/s, loss=1.67] Epoch [1008/3000]: Train loss: 2.2299, Valid loss: 2.5243 Epoch [1009/3000]: 100%|██████████| 9/9 [00:00<00:00, 62.34it/s, loss=2.44] Epoch [1009/3000]: Train loss: 2.1809, Valid loss: 2.1872 Epoch [1010/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.18it/s, loss=1.61] Epoch [1010/3000]: Train loss: 2.0497, Valid loss: 2.6462 Epoch [1011/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.01it/s, loss=1.81] Epoch [1011/3000]: Train loss: 2.1178, Valid loss: 2.1910 Epoch [1012/3000]: 100%|██████████| 9/9 [00:00<00:00, 58.70it/s, loss=2.81] Epoch [1012/3000]: Train loss: 2.5254, Valid loss: 3.7281 Epoch [1013/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.38it/s, loss=3.62] Epoch [1013/3000]: Train loss: 2.7798, Valid loss: 1.9752 Epoch [1014/3000]: 100%|██████████| 9/9 [00:00<00:00, 63.94it/s, loss=1.47] Epoch [1014/3000]: Train loss: 2.1562, Valid loss: 1.9572 Epoch [1015/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.05it/s, loss=2.15] Epoch [1015/3000]: Train loss: 1.9697, Valid loss: 4.1624 Epoch [1016/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.67it/s, loss=3.04] Epoch [1016/3000]: Train loss: 2.7885, Valid loss: 2.3250 Epoch [1017/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.16it/s, loss=1.98] Epoch [1017/3000]: Train loss: 2.1062, Valid loss: 2.0646 Epoch [1018/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.92it/s, loss=2.71] Epoch [1018/3000]: Train loss: 2.1594, Valid loss: 2.1795 Epoch [1019/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.74it/s, loss=2.47] Epoch [1019/3000]: Train loss: 2.2191, Valid loss: 3.8692 Epoch [1020/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.58it/s, loss=1.86] Epoch [1020/3000]: Train loss: 2.4280, Valid loss: 2.0427 Epoch [1021/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.68it/s, loss=2.32] Epoch [1021/3000]: Train loss: 2.0096, Valid loss: 2.3074 Epoch [1022/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.12it/s, loss=2.32] Epoch [1022/3000]: Train loss: 2.2626, Valid loss: 2.3879 Epoch [1023/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.59it/s, loss=2.79] Epoch [1023/3000]: Train loss: 2.0926, Valid loss: 2.1472 Epoch [1024/3000]: 100%|██████████| 9/9 [00:00<00:00, 100.51it/s, loss=2.39] Epoch [1024/3000]: Train loss: 2.2135, Valid loss: 3.0137 Epoch [1025/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.61it/s, loss=1.91] Epoch [1025/3000]: Train loss: 2.3651, Valid loss: 2.3129 Epoch [1026/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.20it/s, loss=2.37] Epoch [1026/3000]: Train loss: 2.0644, Valid loss: 2.3775 Epoch [1027/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.96it/s, loss=1.43] Epoch [1027/3000]: Train loss: 1.8633, Valid loss: 2.6200 Epoch [1028/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.23it/s, loss=1.84] Epoch [1028/3000]: Train loss: 1.9453, Valid loss: 1.8791 Saving model with loss 1.879… Epoch [1029/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.79it/s, loss=2.11] Epoch [1029/3000]: Train loss: 2.0185, Valid loss: 2.8176 Epoch [1030/3000]: 100%|██████████| 9/9 [00:00<00:00, 61.53it/s, loss=1.59] Epoch [1030/3000]: Train loss: 2.0104, Valid loss: 1.7679 Saving model with loss 1.768… Epoch [1031/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.71it/s, loss=1.64] Epoch [1031/3000]: Train loss: 1.9484, Valid loss: 2.1067 Epoch [1032/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.05it/s, loss=2.07] Epoch [1032/3000]: Train loss: 2.0531, Valid loss: 1.9497 Epoch [1033/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.15it/s, loss=1.47] Epoch [1033/3000]: Train loss: 2.0849, Valid loss: 2.2711 Epoch [1034/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.67it/s, loss=1.45] Epoch [1034/3000]: Train loss: 2.0280, Valid loss: 2.2432 Epoch [1035/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.56it/s, loss=1.85] Epoch [1035/3000]: Train loss: 2.3867, Valid loss: 2.1267 Epoch [1036/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.78it/s, loss=2.75] Epoch [1036/3000]: Train loss: 2.1612, Valid loss: 3.1898 Epoch [1037/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.60it/s, loss=2.35] Epoch [1037/3000]: Train loss: 2.0822, Valid loss: 3.0279 Epoch [1038/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.52it/s, loss=2.71] Epoch [1038/3000]: Train loss: 2.1648, Valid loss: 2.1501 Epoch [1039/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.75it/s, loss=1.67] Epoch [1039/3000]: Train loss: 2.2515, Valid loss: 2.6710 Epoch [1040/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.19it/s, loss=2.04] Epoch [1040/3000]: Train loss: 2.2266, Valid loss: 1.9307 Epoch [1041/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.59it/s, loss=2.03] Epoch [1041/3000]: Train loss: 2.0912, Valid loss: 2.8922 Epoch [1042/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.95it/s, loss=2.2] Epoch [1042/3000]: Train loss: 1.9755, Valid loss: 2.5946 Epoch [1043/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.05it/s, loss=2.3] Epoch [1043/3000]: Train loss: 1.9623, Valid loss: 2.0344 Epoch [1044/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.24it/s, loss=2.31] Epoch [1044/3000]: Train loss: 2.0129, Valid loss: 2.2655 Epoch [1045/3000]: 100%|██████████| 9/9 [00:00<00:00, 102.21it/s, loss=2.81] Epoch [1045/3000]: Train loss: 2.2009, Valid loss: 2.3853 Epoch [1046/3000]: 100%|██████████| 9/9 [00:00<00:00, 102.32it/s, loss=2.69] Epoch [1046/3000]: Train loss: 2.3325, Valid loss: 3.5285 Epoch [1047/3000]: 100%|██████████| 9/9 [00:00<00:00, 101.78it/s, loss=2.63] Epoch [1047/3000]: Train loss: 2.5418, Valid loss: 3.6480 Epoch [1048/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.06it/s, loss=1.82] Epoch [1048/3000]: Train loss: 2.5795, Valid loss: 4.4380 Epoch [1049/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.39it/s, loss=3.83] Epoch [1049/3000]: Train loss: 3.3799, Valid loss: 2.6621 Epoch [1050/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.72it/s, loss=2.43] Epoch [1050/3000]: Train loss: 2.3231, Valid loss: 2.3659 Epoch [1051/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.03it/s, loss=2.32] Epoch [1051/3000]: Train loss: 2.1064, Valid loss: 2.4478 Epoch [1052/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.08it/s, loss=2.05] Epoch [1052/3000]: Train loss: 2.1899, Valid loss: 2.7660 Epoch [1053/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.73it/s, loss=2.37] Epoch [1053/3000]: Train loss: 2.2598, Valid loss: 2.4063 Epoch [1054/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.64it/s, loss=1.91] Epoch [1054/3000]: Train loss: 2.0547, Valid loss: 3.1613 Epoch [1055/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.08it/s, loss=2.06] Epoch [1055/3000]: Train loss: 2.4659, Valid loss: 2.1214 Epoch [1056/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.46it/s, loss=2.19] Epoch [1056/3000]: Train loss: 2.0581, Valid loss: 2.4068 Epoch [1057/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.78it/s, loss=1.77] Epoch [1057/3000]: Train loss: 2.0005, Valid loss: 1.9946 Epoch [1058/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.02it/s, loss=1.88] Epoch [1058/3000]: Train loss: 2.2118, Valid loss: 4.8308 Epoch [1059/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.25it/s, loss=2.99] Epoch [1059/3000]: Train loss: 2.7443, Valid loss: 1.9769 Epoch [1060/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.75it/s, loss=2.53] Epoch [1060/3000]: Train loss: 2.1432, Valid loss: 2.4222 Epoch [1061/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.52it/s, loss=2.16] Epoch [1061/3000]: Train loss: 1.9825, Valid loss: 2.4116 Epoch [1062/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.34it/s, loss=1.84] Epoch [1062/3000]: Train loss: 2.0326, Valid loss: 2.5910 Epoch [1063/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.38it/s, loss=1.32] Epoch [1063/3000]: Train loss: 2.0590, Valid loss: 2.1250 Epoch [1064/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.89it/s, loss=2.41] Epoch [1064/3000]: Train loss: 1.9173, Valid loss: 2.3065 Epoch [1065/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.11it/s, loss=1.29] Epoch [1065/3000]: Train loss: 1.9922, Valid loss: 1.8383 Epoch [1066/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.14it/s, loss=2.02] Epoch [1066/3000]: Train loss: 2.0248, Valid loss: 2.8981 Epoch [1067/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.58it/s, loss=2.66] Epoch [1067/3000]: Train loss: 2.4472, Valid loss: 2.1867 Epoch [1068/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.50it/s, loss=1.59] Epoch [1068/3000]: Train loss: 2.6691, Valid loss: 2.6492 Epoch [1069/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.48it/s, loss=2.18] Epoch [1069/3000]: Train loss: 2.1192, Valid loss: 2.1174 Epoch [1070/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.68it/s, loss=1.75] Epoch [1070/3000]: Train loss: 1.8910, Valid loss: 2.3717 Epoch [1071/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.79it/s, loss=1.57] Epoch [1071/3000]: Train loss: 2.1141, Valid loss: 2.6095 Epoch [1072/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.50it/s, loss=1.87] Epoch [1072/3000]: Train loss: 1.9414, Valid loss: 2.7032 Epoch [1073/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.47it/s, loss=1.63] Epoch [1073/3000]: Train loss: 1.9717, Valid loss: 2.0872 Epoch [1074/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.87it/s, loss=2.49] Epoch [1074/3000]: Train loss: 2.2414, Valid loss: 2.7155 Epoch [1075/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.52it/s, loss=4.82] Epoch [1075/3000]: Train loss: 2.7419, Valid loss: 2.4529 Epoch [1076/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.25it/s, loss=1.91] Epoch [1076/3000]: Train loss: 2.7485, Valid loss: 3.6566 Epoch [1077/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.63it/s, loss=2.06] Epoch [1077/3000]: Train loss: 1.9694, Valid loss: 2.5944 Epoch [1078/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.69it/s, loss=2.29] Epoch [1078/3000]: Train loss: 2.0096, Valid loss: 2.9836 Epoch [1079/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.16it/s, loss=1.57] Epoch [1079/3000]: Train loss: 2.3674, Valid loss: 2.6217 Epoch [1080/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.13it/s, loss=2.29] Epoch [1080/3000]: Train loss: 2.0295, Valid loss: 2.0952 Epoch [1081/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.52it/s, loss=1.77] Epoch [1081/3000]: Train loss: 2.4413, Valid loss: 2.2253 Epoch [1082/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.76it/s, loss=2.33] Epoch [1082/3000]: Train loss: 2.0323, Valid loss: 1.9956 Epoch [1083/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.07it/s, loss=1.88] Epoch [1083/3000]: Train loss: 2.1715, Valid loss: 2.3982 Epoch [1084/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.06it/s, loss=2.69] Epoch [1084/3000]: Train loss: 2.2746, Valid loss: 2.0398 Epoch [1085/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.87it/s, loss=2.22] Epoch [1085/3000]: Train loss: 1.9340, Valid loss: 2.3730 Epoch [1086/3000]: 100%|██████████| 9/9 [00:00<00:00, 18.03it/s, loss=1.85] Epoch [1086/3000]: Train loss: 2.1744, Valid loss: 2.7053 Epoch [1087/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.16it/s, loss=2.34] Epoch [1087/3000]: Train loss: 2.2340, Valid loss: 1.9861 Epoch [1088/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.62it/s, loss=2.35] Epoch [1088/3000]: Train loss: 2.7828, Valid loss: 3.0920 Epoch [1089/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.12it/s, loss=2.56] Epoch [1089/3000]: Train loss: 2.4650, Valid loss: 2.3381 Epoch [1090/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.11it/s, loss=2.1] Epoch [1090/3000]: Train loss: 1.9480, Valid loss: 2.2243 Epoch [1091/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.69it/s, loss=1.69] Epoch [1091/3000]: Train loss: 2.1121, Valid loss: 2.4451 Epoch [1092/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.11it/s, loss=2.07] Epoch [1092/3000]: Train loss: 2.1436, Valid loss: 2.7633 Epoch [1093/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.46it/s, loss=2.06] Epoch [1093/3000]: Train loss: 2.2063, Valid loss: 2.5687 Epoch [1094/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.85it/s, loss=2.61] Epoch [1094/3000]: Train loss: 2.3274, Valid loss: 2.6123 Epoch [1095/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.93it/s, loss=1.57] Epoch [1095/3000]: Train loss: 2.0340, Valid loss: 1.9792 Epoch [1096/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.28it/s, loss=2.22] Epoch [1096/3000]: Train loss: 2.1518, Valid loss: 3.6895 Epoch [1097/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.79it/s, loss=3.2] Epoch [1097/3000]: Train loss: 2.4032, Valid loss: 2.5281 Epoch [1098/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.47it/s, loss=2.59] Epoch [1098/3000]: Train loss: 2.4501, Valid loss: 2.5950 Epoch [1099/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.19it/s, loss=3.09] Epoch [1099/3000]: Train loss: 2.2170, Valid loss: 3.7861 Epoch [1100/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.97it/s, loss=2.03] Epoch [1100/3000]: Train loss: 2.1277, Valid loss: 2.5883 Epoch [1101/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.88it/s, loss=2.36] Epoch [1101/3000]: Train loss: 2.1391, Valid loss: 2.2211 Epoch [1102/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.81it/s, loss=2.5] Epoch [1102/3000]: Train loss: 3.0798, Valid loss: 2.9283 Epoch [1103/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.40it/s, loss=1.92] Epoch [1103/3000]: Train loss: 2.3848, Valid loss: 3.2628 Epoch [1104/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.02it/s, loss=2.19] Epoch [1104/3000]: Train loss: 2.4607, Valid loss: 2.6715 Epoch [1105/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.17it/s, loss=2.68] Epoch [1105/3000]: Train loss: 2.3147, Valid loss: 3.6739 Epoch [1106/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.21it/s, loss=2.35] Epoch [1106/3000]: Train loss: 3.1438, Valid loss: 3.7574 Epoch [1107/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.06it/s, loss=2.49] Epoch [1107/3000]: Train loss: 2.8547, Valid loss: 2.5453 Epoch [1108/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.24it/s, loss=1.6] Epoch [1108/3000]: Train loss: 2.6774, Valid loss: 2.9562 Epoch [1109/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.14it/s, loss=3.37] Epoch [1109/3000]: Train loss: 2.8459, Valid loss: 2.5497 Epoch [1110/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.65it/s, loss=1.94] Epoch [1110/3000]: Train loss: 2.1749, Valid loss: 2.5980 Epoch [1111/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.73it/s, loss=1.39] Epoch [1111/3000]: Train loss: 2.0200, Valid loss: 2.3895 Epoch [1112/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.39it/s, loss=1.3] Epoch [1112/3000]: Train loss: 1.8973, Valid loss: 2.0186 Epoch [1113/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.71it/s, loss=2.26] Epoch [1113/3000]: Train loss: 2.2974, Valid loss: 2.2092 Epoch [1114/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.37it/s, loss=1.6] Epoch [1114/3000]: Train loss: 1.8537, Valid loss: 2.1920 Epoch [1115/3000]: 100%|██████████| 9/9 [00:00<00:00, 60.59it/s, loss=2.27] Epoch [1115/3000]: Train loss: 1.9264, Valid loss: 2.4505 Epoch [1116/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.07it/s, loss=3.38] Epoch [1116/3000]: Train loss: 2.4390, Valid loss: 2.1021 Epoch [1117/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.55it/s, loss=1.84] Epoch [1117/3000]: Train loss: 2.2439, Valid loss: 4.3158 Epoch [1118/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.52it/s, loss=2.81] Epoch [1118/3000]: Train loss: 3.1312, Valid loss: 1.9630 Epoch [1119/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.81it/s, loss=2.48] Epoch [1119/3000]: Train loss: 2.0222, Valid loss: 2.5790 Epoch [1120/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.76it/s, loss=1.56] Epoch [1120/3000]: Train loss: 1.8984, Valid loss: 1.9421 Epoch [1121/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.05it/s, loss=2.21] Epoch [1121/3000]: Train loss: 2.7170, Valid loss: 3.9022 Epoch [1122/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.80it/s, loss=2.64] Epoch [1122/3000]: Train loss: 2.9730, Valid loss: 1.9501 Epoch [1123/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.63it/s, loss=2.98] Epoch [1123/3000]: Train loss: 2.3689, Valid loss: 2.0652 Epoch [1124/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.22it/s, loss=1.35] Epoch [1124/3000]: Train loss: 1.9819, Valid loss: 2.0387 Epoch [1125/3000]: 100%|██████████| 9/9 [00:00<00:00, 64.90it/s, loss=2.21] Epoch [1125/3000]: Train loss: 1.9650, Valid loss: 3.0097 Epoch [1126/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.30it/s, loss=2.67] Epoch [1126/3000]: Train loss: 2.6931, Valid loss: 1.9548 Epoch [1127/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.68it/s, loss=3.4] Epoch [1127/3000]: Train loss: 2.2653, Valid loss: 2.3290 Epoch [1128/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.57it/s, loss=1.64] Epoch [1128/3000]: Train loss: 2.4302, Valid loss: 3.2480 Epoch [1129/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.25it/s, loss=2.13] Epoch [1129/3000]: Train loss: 2.2159, Valid loss: 2.2742 Epoch [1130/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.33it/s, loss=2.49] Epoch [1130/3000]: Train loss: 2.0426, Valid loss: 3.3686 Epoch [1131/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.06it/s, loss=1.37] Epoch [1131/3000]: Train loss: 2.1192, Valid loss: 2.7189 Epoch [1132/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.27it/s, loss=3.45] Epoch [1132/3000]: Train loss: 2.4296, Valid loss: 2.5381 Epoch [1133/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.98it/s, loss=2.73] Epoch [1133/3000]: Train loss: 2.3534, Valid loss: 2.6687 Epoch [1134/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.46it/s, loss=1.81] Epoch [1134/3000]: Train loss: 1.9058, Valid loss: 2.6501 Epoch [1135/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.37it/s, loss=1.5] Epoch [1135/3000]: Train loss: 2.1228, Valid loss: 2.2408 Epoch [1136/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.36it/s, loss=1.99] Epoch [1136/3000]: Train loss: 2.0527, Valid loss: 2.9517 Epoch [1137/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.00it/s, loss=1.55] Epoch [1137/3000]: Train loss: 2.4134, Valid loss: 3.2472 Epoch [1138/3000]: 100%|██████████| 9/9 [00:00<00:00, 20.86it/s, loss=2.87] Epoch [1138/3000]: Train loss: 2.5617, Valid loss: 2.0178 Epoch [1139/3000]: 100%|██████████| 9/9 [00:00<00:00, 24.10it/s, loss=2.09] Epoch [1139/3000]: Train loss: 2.1060, Valid loss: 2.5948 Epoch [1140/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.63it/s, loss=3.51] Epoch [1140/3000]: Train loss: 2.8959, Valid loss: 2.1483 Epoch [1141/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.96it/s, loss=2.25] Epoch [1141/3000]: Train loss: 2.0809, Valid loss: 2.8335 Epoch [1142/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.59it/s, loss=2.83] Epoch [1142/3000]: Train loss: 2.2137, Valid loss: 2.1483 Epoch [1143/3000]: 100%|██████████| 9/9 [00:00<00:00, 44.07it/s, loss=3.27] Epoch [1143/3000]: Train loss: 3.2715, Valid loss: 4.4604 Epoch [1144/3000]: 100%|██████████| 9/9 [00:00<00:00, 19.14it/s, loss=5.7] Epoch [1144/3000]: Train loss: 4.5022, Valid loss: 2.3168 Epoch [1145/3000]: 100%|██████████| 9/9 [00:00<00:00, 47.91it/s, loss=2.56] Epoch [1145/3000]: Train loss: 2.8877, Valid loss: 2.2867 Epoch [1146/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.73it/s, loss=2.72] Epoch [1146/3000]: Train loss: 1.9712, Valid loss: 2.5072 Epoch [1147/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.06it/s, loss=2.24] Epoch [1147/3000]: Train loss: 2.1827, Valid loss: 2.1041 Epoch [1148/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.29it/s, loss=1.59] Epoch [1148/3000]: Train loss: 1.9945, Valid loss: 1.9968 Epoch [1149/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.62it/s, loss=3.92] Epoch [1149/3000]: Train loss: 2.7341, Valid loss: 3.1077 Epoch [1150/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.96it/s, loss=2.35] Epoch [1150/3000]: Train loss: 2.8353, Valid loss: 2.5634 Epoch [1151/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.43it/s, loss=2.25] Epoch [1151/3000]: Train loss: 2.0734, Valid loss: 2.0380 Epoch [1152/3000]: 100%|██████████| 9/9 [00:00<00:00, 66.03it/s, loss=1.83] Epoch [1152/3000]: Train loss: 2.1039, Valid loss: 2.8012 Epoch [1153/3000]: 100%|██████████| 9/9 [00:00<00:00, 59.81it/s, loss=2.4] Epoch [1153/3000]: Train loss: 2.1669, Valid loss: 2.1294 Epoch [1154/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.33it/s, loss=1.55] Epoch [1154/3000]: Train loss: 1.8946, Valid loss: 2.2131 Epoch [1155/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.81it/s, loss=2.4] Epoch [1155/3000]: Train loss: 1.9371, Valid loss: 2.2339 Epoch [1156/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.55it/s, loss=2.53] Epoch [1156/3000]: Train loss: 2.1178, Valid loss: 2.1705 Epoch [1157/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.15it/s, loss=2.37] Epoch [1157/3000]: Train loss: 1.9664, Valid loss: 2.2277 Epoch [1158/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.40it/s, loss=2.25] Epoch [1158/3000]: Train loss: 2.0340, Valid loss: 2.2424 Epoch [1159/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.53it/s, loss=2.16] Epoch [1159/3000]: Train loss: 2.0820, Valid loss: 2.5821 Epoch [1160/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.09it/s, loss=1.97] Epoch [1160/3000]: Train loss: 2.0145, Valid loss: 2.1060 Epoch [1161/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.61it/s, loss=2.48] Epoch [1161/3000]: Train loss: 2.0555, Valid loss: 2.4854 Epoch [1162/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.09it/s, loss=1.98] Epoch [1162/3000]: Train loss: 1.8847, Valid loss: 2.1596 Epoch [1163/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.18it/s, loss=2.39] Epoch [1163/3000]: Train loss: 1.9635, Valid loss: 2.3189 Epoch [1164/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.26it/s, loss=2.27] Epoch [1164/3000]: Train loss: 2.1244, Valid loss: 2.1817 Epoch [1165/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.40it/s, loss=1.82] Epoch [1165/3000]: Train loss: 1.9623, Valid loss: 2.2121 Epoch [1166/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.62it/s, loss=2.11] Epoch [1166/3000]: Train loss: 2.1043, Valid loss: 1.9843 Epoch [1167/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.06it/s, loss=1.42] Epoch [1167/3000]: Train loss: 1.8445, Valid loss: 2.3239 Epoch [1168/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.12it/s, loss=1.69] Epoch [1168/3000]: Train loss: 1.8607, Valid loss: 1.9228 Epoch [1169/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.14it/s, loss=3.45] Epoch [1169/3000]: Train loss: 2.3103, Valid loss: 2.6684 Epoch [1170/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.37it/s, loss=3.28] Epoch [1170/3000]: Train loss: 2.3347, Valid loss: 5.4839 Epoch [1171/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.91it/s, loss=1.87] Epoch [1171/3000]: Train loss: 2.5859, Valid loss: 2.6460 Epoch [1172/3000]: 100%|██████████| 9/9 [00:00<00:00, 66.06it/s, loss=2.33] Epoch [1172/3000]: Train loss: 2.2196, Valid loss: 2.4250 Epoch [1173/3000]: 100%|██████████| 9/9 [00:00<00:00, 61.56it/s, loss=1.65] Epoch [1173/3000]: Train loss: 1.9420, Valid loss: 2.3481 Epoch [1174/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.54it/s, loss=2.31] Epoch [1174/3000]: Train loss: 2.0912, Valid loss: 2.3928 Epoch [1175/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.55it/s, loss=1.89] Epoch [1175/3000]: Train loss: 2.0215, Valid loss: 2.1512 Epoch [1176/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.14it/s, loss=1.97] Epoch [1176/3000]: Train loss: 1.8648, Valid loss: 2.6259 Epoch [1177/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.03it/s, loss=2.83] Epoch [1177/3000]: Train loss: 1.9548, Valid loss: 2.3281 Epoch [1178/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.84it/s, loss=1.68] Epoch [1178/3000]: Train loss: 1.8958, Valid loss: 2.2941 Epoch [1179/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.31it/s, loss=1.18] Epoch [1179/3000]: Train loss: 2.2366, Valid loss: 4.0303 Epoch [1180/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.75it/s, loss=1.51] Epoch [1180/3000]: Train loss: 2.2681, Valid loss: 2.1389 Epoch [1181/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.85it/s, loss=1.79] Epoch [1181/3000]: Train loss: 1.8768, Valid loss: 1.9768 Epoch [1182/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.90it/s, loss=2.74] Epoch [1182/3000]: Train loss: 1.9210, Valid loss: 2.2629 Epoch [1183/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.14it/s, loss=2.36] Epoch [1183/3000]: Train loss: 1.9419, Valid loss: 2.0810 Epoch [1184/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.72it/s, loss=1.81] Epoch [1184/3000]: Train loss: 1.8356, Valid loss: 2.1134 Epoch [1185/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.31it/s, loss=2.35] Epoch [1185/3000]: Train loss: 1.8830, Valid loss: 2.7809 Epoch [1186/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.76it/s, loss=2.5] Epoch [1186/3000]: Train loss: 1.9910, Valid loss: 2.1686 Epoch [1187/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.63it/s, loss=2.8] Epoch [1187/3000]: Train loss: 2.1090, Valid loss: 2.2654 Epoch [1188/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.96it/s, loss=3.27] Epoch [1188/3000]: Train loss: 2.6013, Valid loss: 4.5275 Epoch [1189/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.49it/s, loss=2.52] Epoch [1189/3000]: Train loss: 2.6908, Valid loss: 2.3703 Epoch [1190/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.05it/s, loss=1.71] Epoch [1190/3000]: Train loss: 2.0621, Valid loss: 2.3011 Epoch [1191/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.47it/s, loss=2.1] Epoch [1191/3000]: Train loss: 2.0642, Valid loss: 2.2432 Epoch [1192/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.79it/s, loss=2.47] Epoch [1192/3000]: Train loss: 2.2150, Valid loss: 2.0781 Epoch [1193/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.38it/s, loss=1.46] Epoch [1193/3000]: Train loss: 2.0178, Valid loss: 2.3860 Epoch [1194/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.28it/s, loss=1.94] Epoch [1194/3000]: Train loss: 2.1196, Valid loss: 2.2684 Epoch [1195/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.80it/s, loss=1.71] Epoch [1195/3000]: Train loss: 1.9167, Valid loss: 2.3931 Epoch [1196/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.79it/s, loss=2.03] Epoch [1196/3000]: Train loss: 1.9488, Valid loss: 3.1122 Epoch [1197/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.15it/s, loss=2.04] Epoch [1197/3000]: Train loss: 2.0890, Valid loss: 2.4521 Epoch [1198/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.08it/s, loss=2.44] Epoch [1198/3000]: Train loss: 1.9874, Valid loss: 2.2615 Epoch [1199/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.11it/s, loss=2.17] Epoch [1199/3000]: Train loss: 2.3013, Valid loss: 1.9947 Epoch [1200/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.70it/s, loss=1.95] Epoch [1200/3000]: Train loss: 2.1663, Valid loss: 2.5180 Epoch [1201/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.05it/s, loss=2.38] Epoch [1201/3000]: Train loss: 2.0478, Valid loss: 2.4004 Epoch [1202/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.74it/s, loss=2.24] Epoch [1202/3000]: Train loss: 2.6118, Valid loss: 2.0748 Epoch [1203/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.13it/s, loss=1.79] Epoch [1203/3000]: Train loss: 2.1449, Valid loss: 3.1070 Epoch [1204/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.60it/s, loss=2.43] Epoch [1204/3000]: Train loss: 2.5425, Valid loss: 3.0045 Epoch [1205/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.06it/s, loss=4.28] Epoch [1205/3000]: Train loss: 4.0831, Valid loss: 2.1572 Epoch [1206/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.85it/s, loss=2.81] Epoch [1206/3000]: Train loss: 2.6286, Valid loss: 3.2204 Epoch [1207/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.00it/s, loss=2.02] Epoch [1207/3000]: Train loss: 2.1118, Valid loss: 2.0054 Epoch [1208/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.58it/s, loss=2.11] Epoch [1208/3000]: Train loss: 1.8677, Valid loss: 1.8192 Epoch [1209/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.98it/s, loss=2.07] Epoch [1209/3000]: Train loss: 1.8917, Valid loss: 2.2323 Epoch [1210/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.75it/s, loss=1.65] Epoch [1210/3000]: Train loss: 1.8892, Valid loss: 2.3779 Epoch [1211/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.54it/s, loss=1.89] Epoch [1211/3000]: Train loss: 1.9725, Valid loss: 2.2079 Epoch [1212/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.46it/s, loss=2.88] Epoch [1212/3000]: Train loss: 1.9325, Valid loss: 2.5892 Epoch [1213/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.53it/s, loss=2.27] Epoch [1213/3000]: Train loss: 2.2911, Valid loss: 1.8651 Epoch [1214/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.12it/s, loss=1.76] Epoch [1214/3000]: Train loss: 1.8669, Valid loss: 2.4392 Epoch [1215/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.80it/s, loss=2.62] Epoch [1215/3000]: Train loss: 2.1193, Valid loss: 2.5663 Epoch [1216/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.17it/s, loss=1.87] Epoch [1216/3000]: Train loss: 2.6517, Valid loss: 3.3593 Epoch [1217/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.63it/s, loss=1.54] Epoch [1217/3000]: Train loss: 2.4124, Valid loss: 4.0856 Epoch [1218/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.71it/s, loss=3.77] Epoch [1218/3000]: Train loss: 2.8194, Valid loss: 2.9130 Epoch [1219/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.55it/s, loss=1.87] Epoch [1219/3000]: Train loss: 2.2970, Valid loss: 2.6340 Epoch [1220/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.39it/s, loss=2.27] Epoch [1220/3000]: Train loss: 2.0610, Valid loss: 2.6346 Epoch [1221/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.91it/s, loss=1.77] Epoch [1221/3000]: Train loss: 2.5462, Valid loss: 1.9835 Epoch [1222/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.65it/s, loss=1.63] Epoch [1222/3000]: Train loss: 1.9142, Valid loss: 2.3496 Epoch [1223/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.31it/s, loss=1.66] Epoch [1223/3000]: Train loss: 1.8183, Valid loss: 2.0953 Epoch [1224/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.71it/s, loss=1.5] Epoch [1224/3000]: Train loss: 1.8634, Valid loss: 2.3626 Epoch [1225/3000]: 100%|██████████| 9/9 [00:00<00:00, 100.17it/s, loss=1.64] Epoch [1225/3000]: Train loss: 2.1552, Valid loss: 2.3480 Epoch [1226/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.27it/s, loss=1.43] Epoch [1226/3000]: Train loss: 1.8915, Valid loss: 2.3615 Epoch [1227/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.00it/s, loss=1.81] Epoch [1227/3000]: Train loss: 1.8957, Valid loss: 2.1655 Epoch [1228/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.49it/s, loss=1.46] Epoch [1228/3000]: Train loss: 1.8158, Valid loss: 2.4815 Epoch [1229/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.85it/s, loss=1.72] Epoch [1229/3000]: Train loss: 1.8434, Valid loss: 2.1581 Epoch [1230/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.59it/s, loss=1.9] Epoch [1230/3000]: Train loss: 2.0947, Valid loss: 2.6708 Epoch [1231/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.01it/s, loss=1.8] Epoch [1231/3000]: Train loss: 2.2346, Valid loss: 2.9262 Epoch [1232/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.34it/s, loss=2.61] Epoch [1232/3000]: Train loss: 2.5618, Valid loss: 2.5527 Epoch [1233/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.15it/s, loss=2.47] Epoch [1233/3000]: Train loss: 3.0747, Valid loss: 2.2874 Epoch [1234/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.24it/s, loss=2.19] Epoch [1234/3000]: Train loss: 2.7520, Valid loss: 4.2693 Epoch [1235/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.70it/s, loss=1.57] Epoch [1235/3000]: Train loss: 2.7746, Valid loss: 4.3747 Epoch [1236/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.35it/s, loss=3.51] Epoch [1236/3000]: Train loss: 4.1965, Valid loss: 4.7989 Epoch [1237/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.69it/s, loss=4.81] Epoch [1237/3000]: Train loss: 3.7426, Valid loss: 2.4824 Epoch [1238/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.51it/s, loss=1.68] Epoch [1238/3000]: Train loss: 2.7717, Valid loss: 3.5696 Epoch [1239/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.90it/s, loss=2.43] Epoch [1239/3000]: Train loss: 2.8987, Valid loss: 2.5390 Epoch [1240/3000]: 100%|██████████| 9/9 [00:00<00:00, 103.92it/s, loss=2.22] Epoch [1240/3000]: Train loss: 2.5268, Valid loss: 2.3522 Epoch [1241/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.38it/s, loss=1.83] Epoch [1241/3000]: Train loss: 1.9631, Valid loss: 2.7445 Epoch [1242/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.01it/s, loss=2.13] Epoch [1242/3000]: Train loss: 1.9232, Valid loss: 2.0807 Epoch [1243/3000]: 100%|██████████| 9/9 [00:00<00:00, 15.44it/s, loss=3.4] Epoch [1243/3000]: Train loss: 2.4431, Valid loss: 2.3220 Epoch [1244/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.32it/s, loss=2.33] Epoch [1244/3000]: Train loss: 2.5115, Valid loss: 3.6426 Epoch [1245/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.12it/s, loss=2.34] Epoch [1245/3000]: Train loss: 2.5096, Valid loss: 4.6335 Epoch [1246/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.92it/s, loss=2.25] Epoch [1246/3000]: Train loss: 2.8978, Valid loss: 2.5039 Epoch [1247/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.37it/s, loss=2.27] Epoch [1247/3000]: Train loss: 2.0396, Valid loss: 2.0009 Epoch [1248/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.89it/s, loss=1.99] Epoch [1248/3000]: Train loss: 1.9199, Valid loss: 2.1965 Epoch [1249/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.86it/s, loss=2.42] Epoch [1249/3000]: Train loss: 1.8837, Valid loss: 2.7129 Epoch [1250/3000]: 100%|██████████| 9/9 [00:00<00:00, 106.51it/s, loss=2.21] Epoch [1250/3000]: Train loss: 2.1166, Valid loss: 1.9533 Epoch [1251/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.51it/s, loss=1.61] Epoch [1251/3000]: Train loss: 2.7918, Valid loss: 3.4249 Epoch [1252/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.27it/s, loss=3.72] Epoch [1252/3000]: Train loss: 2.9671, Valid loss: 2.1194 Epoch [1253/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.92it/s, loss=3.49] Epoch [1253/3000]: Train loss: 2.4729, Valid loss: 2.4031 Epoch [1254/3000]: 100%|██████████| 9/9 [00:00<00:00, 102.45it/s, loss=1.91] Epoch [1254/3000]: Train loss: 2.0174, Valid loss: 2.7978 Epoch [1255/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.87it/s, loss=1.97] Epoch [1255/3000]: Train loss: 2.0828, Valid loss: 2.2647 Epoch [1256/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.65it/s, loss=2.13] Epoch [1256/3000]: Train loss: 2.2220, Valid loss: 2.1746 Epoch [1257/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.61it/s, loss=1.97] Epoch [1257/3000]: Train loss: 2.0378, Valid loss: 3.8440 Epoch [1258/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.60it/s, loss=3.2] Epoch [1258/3000]: Train loss: 2.2132, Valid loss: 3.6054 Epoch [1259/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.47it/s, loss=2.16] Epoch [1259/3000]: Train loss: 2.5446, Valid loss: 2.1956 Epoch [1260/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.77it/s, loss=1.29] Epoch [1260/3000]: Train loss: 1.8529, Valid loss: 1.7361 Saving model with loss 1.736… Epoch [1261/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.89it/s, loss=1.65] Epoch [1261/3000]: Train loss: 1.9233, Valid loss: 2.1894 Epoch [1262/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.68it/s, loss=1.58] Epoch [1262/3000]: Train loss: 1.9187, Valid loss: 4.3078 Epoch [1263/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.60it/s, loss=3.79] Epoch [1263/3000]: Train loss: 3.3315, Valid loss: 2.9537 Epoch [1264/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.99it/s, loss=2.26] Epoch [1264/3000]: Train loss: 4.2524, Valid loss: 3.7477 Epoch [1265/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.70it/s, loss=2.11] Epoch [1265/3000]: Train loss: 2.2797, Valid loss: 1.8620 Epoch [1266/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.15it/s, loss=2.45] Epoch [1266/3000]: Train loss: 2.1937, Valid loss: 2.6261 Epoch [1267/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.46it/s, loss=2.04] Epoch [1267/3000]: Train loss: 2.2113, Valid loss: 2.4735 Epoch [1268/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.09it/s, loss=2.11] Epoch [1268/3000]: Train loss: 2.2429, Valid loss: 2.1333 Epoch [1269/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.25it/s, loss=1.85] Epoch [1269/3000]: Train loss: 1.9080, Valid loss: 2.0181 Epoch [1270/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.74it/s, loss=2.16] Epoch [1270/3000]: Train loss: 1.8767, Valid loss: 4.4842 Epoch [1271/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.71it/s, loss=4.28] Epoch [1271/3000]: Train loss: 3.3671, Valid loss: 2.6835 Epoch [1272/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.71it/s, loss=1.98] Epoch [1272/3000]: Train loss: 2.5711, Valid loss: 3.0083 Epoch [1273/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.96it/s, loss=2.24] Epoch [1273/3000]: Train loss: 2.4354, Valid loss: 3.9281 Epoch [1274/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.63it/s, loss=2.26] Epoch [1274/3000]: Train loss: 2.2361, Valid loss: 2.0439 Epoch [1275/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.05it/s, loss=2.74] Epoch [1275/3000]: Train loss: 2.2270, Valid loss: 2.4846 Epoch [1276/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.40it/s, loss=1.61] Epoch [1276/3000]: Train loss: 1.9397, Valid loss: 3.7353 Epoch [1277/3000]: 100%|██████████| 9/9 [00:00<00:00, 30.97it/s, loss=2.49] Epoch [1277/3000]: Train loss: 2.6674, Valid loss: 2.1884 Epoch [1278/3000]: 100%|██████████| 9/9 [00:00<00:00, 57.97it/s, loss=4.12] Epoch [1278/3000]: Train loss: 2.5379, Valid loss: 2.0322 Epoch [1279/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.53it/s, loss=1.84] Epoch [1279/3000]: Train loss: 2.5156, Valid loss: 2.9358 Epoch [1280/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.22it/s, loss=1.93] Epoch [1280/3000]: Train loss: 2.1206, Valid loss: 2.2970 Epoch [1281/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.89it/s, loss=2.2] Epoch [1281/3000]: Train loss: 2.0384, Valid loss: 2.3808 Epoch [1282/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.33it/s, loss=2.18] Epoch [1282/3000]: Train loss: 1.9600, Valid loss: 2.0981 Epoch [1283/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.65it/s, loss=1.74] Epoch [1283/3000]: Train loss: 1.8960, Valid loss: 1.8405 Epoch [1284/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.06it/s, loss=1.95] Epoch [1284/3000]: Train loss: 1.8350, Valid loss: 1.9604 Epoch [1285/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.43it/s, loss=2.31] Epoch [1285/3000]: Train loss: 1.9490, Valid loss: 2.3340 Epoch [1286/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.81it/s, loss=1.82] Epoch [1286/3000]: Train loss: 2.0533, Valid loss: 2.0748 Epoch [1287/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.72it/s, loss=1.6] Epoch [1287/3000]: Train loss: 1.8200, Valid loss: 2.0201 Epoch [1288/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.82it/s, loss=2.37] Epoch [1288/3000]: Train loss: 1.9748, Valid loss: 1.8455 Epoch [1289/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.95it/s, loss=1.72] Epoch [1289/3000]: Train loss: 1.9532, Valid loss: 2.0633 Epoch [1290/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.32it/s, loss=1.55] Epoch [1290/3000]: Train loss: 1.8187, Valid loss: 2.4763 Epoch [1291/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.18it/s, loss=2.43] Epoch [1291/3000]: Train loss: 2.1052, Valid loss: 4.3102 Epoch [1292/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.94it/s, loss=2.12] Epoch [1292/3000]: Train loss: 2.4753, Valid loss: 3.0591 Epoch [1293/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.35it/s, loss=1.6] Epoch [1293/3000]: Train loss: 1.9828, Valid loss: 1.9201 Epoch [1294/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.32it/s, loss=2.19] Epoch [1294/3000]: Train loss: 1.9205, Valid loss: 2.8604 Epoch [1295/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.27it/s, loss=2.47] Epoch [1295/3000]: Train loss: 2.1526, Valid loss: 1.8648 Epoch [1296/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.22it/s, loss=2.48] Epoch [1296/3000]: Train loss: 2.3318, Valid loss: 3.9005 Epoch [1297/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.77it/s, loss=1.96] Epoch [1297/3000]: Train loss: 2.3606, Valid loss: 2.3403 Epoch [1298/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.97it/s, loss=2.06] Epoch [1298/3000]: Train loss: 1.9398, Valid loss: 2.6302 Epoch [1299/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.42it/s, loss=1.77] Epoch [1299/3000]: Train loss: 1.9913, Valid loss: 2.7400 Epoch [1300/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.81it/s, loss=3.37] Epoch [1300/3000]: Train loss: 2.4577, Valid loss: 2.7758 Epoch [1301/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.25it/s, loss=1.5] Epoch [1301/3000]: Train loss: 2.3943, Valid loss: 2.7928 Epoch [1302/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.62it/s, loss=2.83] Epoch [1302/3000]: Train loss: 2.2338, Valid loss: 2.1923 Epoch [1303/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.84it/s, loss=1.41] Epoch [1303/3000]: Train loss: 2.0190, Valid loss: 1.9032 Epoch [1304/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.47it/s, loss=1.89] Epoch [1304/3000]: Train loss: 1.8350, Valid loss: 3.2640 Epoch [1305/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.57it/s, loss=2.31] Epoch [1305/3000]: Train loss: 2.4697, Valid loss: 2.4843 Epoch [1306/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.21it/s, loss=2.3] Epoch [1306/3000]: Train loss: 1.8795, Valid loss: 2.5678 Epoch [1307/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.59it/s, loss=1.56] Epoch [1307/3000]: Train loss: 1.8452, Valid loss: 1.9527 Epoch [1308/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.30it/s, loss=1.96] Epoch [1308/3000]: Train loss: 1.8956, Valid loss: 2.5412 Epoch [1309/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.75it/s, loss=1.73] Epoch [1309/3000]: Train loss: 2.0412, Valid loss: 3.4324 Epoch [1310/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.30it/s, loss=2.15] Epoch [1310/3000]: Train loss: 2.1652, Valid loss: 2.1577 Epoch [1311/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.01it/s, loss=1.6] Epoch [1311/3000]: Train loss: 2.0133, Valid loss: 2.4978 Epoch [1312/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.12it/s, loss=1.54] Epoch [1312/3000]: Train loss: 1.8090, Valid loss: 2.1814 Epoch [1313/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.30it/s, loss=1.19] Epoch [1313/3000]: Train loss: 1.7954, Valid loss: 2.4969 Epoch [1314/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.87it/s, loss=2.31] Epoch [1314/3000]: Train loss: 2.2149, Valid loss: 2.3382 Epoch [1315/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.76it/s, loss=3.27] Epoch [1315/3000]: Train loss: 2.3538, Valid loss: 2.0675 Epoch [1316/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.22it/s, loss=2.77] Epoch [1316/3000]: Train loss: 2.9643, Valid loss: 3.4080 Epoch [1317/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.41it/s, loss=1.86] Epoch [1317/3000]: Train loss: 2.0484, Valid loss: 2.4092 Epoch [1318/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.85it/s, loss=3.01] Epoch [1318/3000]: Train loss: 1.9960, Valid loss: 3.9009 Epoch [1319/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.44it/s, loss=2.13] Epoch [1319/3000]: Train loss: 2.5960, Valid loss: 2.0658 Epoch [1320/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.60it/s, loss=1.85] Epoch [1320/3000]: Train loss: 1.9332, Valid loss: 2.0484 Epoch [1321/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.49it/s, loss=4.27] Epoch [1321/3000]: Train loss: 3.0175, Valid loss: 2.6706 Epoch [1322/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.93it/s, loss=2.13] Epoch [1322/3000]: Train loss: 2.5909, Valid loss: 3.3656 Epoch [1323/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.71it/s, loss=1.97] Epoch [1323/3000]: Train loss: 2.0559, Valid loss: 2.0674 Epoch [1324/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.95it/s, loss=1.99] Epoch [1324/3000]: Train loss: 2.4083, Valid loss: 2.8231 Epoch [1325/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.04it/s, loss=1.92] Epoch [1325/3000]: Train loss: 3.1865, Valid loss: 3.9600 Epoch [1326/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.28it/s, loss=2.1] Epoch [1326/3000]: Train loss: 2.0640, Valid loss: 2.4133 Epoch [1327/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.92it/s, loss=1.78] Epoch [1327/3000]: Train loss: 1.9360, Valid loss: 2.5759 Epoch [1328/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.78it/s, loss=2.45] Epoch [1328/3000]: Train loss: 2.1539, Valid loss: 2.2612 Epoch [1329/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.89it/s, loss=1.64] Epoch [1329/3000]: Train loss: 2.0123, Valid loss: 3.2160 Epoch [1330/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.44it/s, loss=1.83] Epoch [1330/3000]: Train loss: 2.2375, Valid loss: 2.3288 Epoch [1331/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.62it/s, loss=2.24] Epoch [1331/3000]: Train loss: 1.9990, Valid loss: 1.7556 Epoch [1332/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.06it/s, loss=2.13] Epoch [1332/3000]: Train loss: 1.8258, Valid loss: 2.9701 Epoch [1333/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.50it/s, loss=1.53] Epoch [1333/3000]: Train loss: 2.0306, Valid loss: 2.3402 Epoch [1334/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.87it/s, loss=1.58] Epoch [1334/3000]: Train loss: 1.9361, Valid loss: 1.9383 Epoch [1335/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.14it/s, loss=2.04] Epoch [1335/3000]: Train loss: 1.9615, Valid loss: 2.4499 Epoch [1336/3000]: 100%|██████████| 9/9 [00:00<00:00, 43.25it/s, loss=2.46] Epoch [1336/3000]: Train loss: 1.9759, Valid loss: 2.0309 Epoch [1337/3000]: 100%|██████████| 9/9 [00:00<00:00, 58.70it/s, loss=1.98] Epoch [1337/3000]: Train loss: 1.9230, Valid loss: 2.3282 Epoch [1338/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.70it/s, loss=1.74] Epoch [1338/3000]: Train loss: 1.8709, Valid loss: 2.5205 Epoch [1339/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.52it/s, loss=2.69] Epoch [1339/3000]: Train loss: 1.8889, Valid loss: 1.8427 Epoch [1340/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.60it/s, loss=2.55] Epoch [1340/3000]: Train loss: 1.9958, Valid loss: 1.8852 Epoch [1341/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.53it/s, loss=1.76] Epoch [1341/3000]: Train loss: 2.0647, Valid loss: 2.3528 Epoch [1342/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.46it/s, loss=3.29] Epoch [1342/3000]: Train loss: 1.9637, Valid loss: 2.3976 Epoch [1343/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.66it/s, loss=2.55] Epoch [1343/3000]: Train loss: 1.9649, Valid loss: 2.2327 Epoch [1344/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.93it/s, loss=2.02] Epoch [1344/3000]: Train loss: 2.5024, Valid loss: 4.6076 Epoch [1345/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.66it/s, loss=2.04] Epoch [1345/3000]: Train loss: 2.9222, Valid loss: 4.3388 Epoch [1346/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.96it/s, loss=1.87] Epoch [1346/3000]: Train loss: 3.1732, Valid loss: 4.7783 Epoch [1347/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.67it/s, loss=2.01] Epoch [1347/3000]: Train loss: 2.8847, Valid loss: 2.0668 Epoch [1348/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.63it/s, loss=2.05] Epoch [1348/3000]: Train loss: 2.3475, Valid loss: 1.8374 Epoch [1349/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.07it/s, loss=1.23] Epoch [1349/3000]: Train loss: 2.0649, Valid loss: 2.7382 Epoch [1350/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.99it/s, loss=3.54] Epoch [1350/3000]: Train loss: 2.4712, Valid loss: 2.5885 Epoch [1351/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.11it/s, loss=4.63] Epoch [1351/3000]: Train loss: 3.7117, Valid loss: 3.5049 Epoch [1352/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.75it/s, loss=2.6] Epoch [1352/3000]: Train loss: 3.0502, Valid loss: 2.4092 Epoch [1353/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.11it/s, loss=1.49] Epoch [1353/3000]: Train loss: 1.9739, Valid loss: 1.9525 Epoch [1354/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.75it/s, loss=1.99] Epoch [1354/3000]: Train loss: 1.8493, Valid loss: 2.4063 Epoch [1355/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.34it/s, loss=2.01] Epoch [1355/3000]: Train loss: 1.9684, Valid loss: 2.8272 Epoch [1356/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.06it/s, loss=1.97] Epoch [1356/3000]: Train loss: 2.0117, Valid loss: 1.9167 Epoch [1357/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.83it/s, loss=2.3] Epoch [1357/3000]: Train loss: 1.8365, Valid loss: 2.1864 Epoch [1358/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.51it/s, loss=2.13] Epoch [1358/3000]: Train loss: 1.8579, Valid loss: 2.1921 Epoch [1359/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.78it/s, loss=1.82] Epoch [1359/3000]: Train loss: 1.9613, Valid loss: 2.0551 Epoch [1360/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.02it/s, loss=1.9] Epoch [1360/3000]: Train loss: 1.8975, Valid loss: 2.3779 Epoch [1361/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.80it/s, loss=1.3] Epoch [1361/3000]: Train loss: 1.9046, Valid loss: 2.6207 Epoch [1362/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.37it/s, loss=2.24] Epoch [1362/3000]: Train loss: 1.9432, Valid loss: 3.1318 Epoch [1363/3000]: 100%|██████████| 9/9 [00:00<00:00, 100.53it/s, loss=1.44] Epoch [1363/3000]: Train loss: 2.0848, Valid loss: 2.4331 Epoch [1364/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.67it/s, loss=3.6] Epoch [1364/3000]: Train loss: 2.4125, Valid loss: 1.8900 Epoch [1365/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.30it/s, loss=2.95] Epoch [1365/3000]: Train loss: 2.1386, Valid loss: 1.7537 Epoch [1366/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.43it/s, loss=1.53] Epoch [1366/3000]: Train loss: 2.0526, Valid loss: 2.0748 Epoch [1367/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.38it/s, loss=1.17] Epoch [1367/3000]: Train loss: 1.9918, Valid loss: 2.6224 Epoch [1368/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.68it/s, loss=1.57] Epoch [1368/3000]: Train loss: 1.9957, Valid loss: 2.0422 Epoch [1369/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.03it/s, loss=2.58] Epoch [1369/3000]: Train loss: 1.8590, Valid loss: 2.0538 Epoch [1370/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.32it/s, loss=1.49] Epoch [1370/3000]: Train loss: 1.9116, Valid loss: 1.9742 Epoch [1371/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.78it/s, loss=1.6] Epoch [1371/3000]: Train loss: 1.8143, Valid loss: 1.8026 Epoch [1372/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.27it/s, loss=2.96] Epoch [1372/3000]: Train loss: 2.0325, Valid loss: 2.8860 Epoch [1373/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.58it/s, loss=2.28] Epoch [1373/3000]: Train loss: 2.0081, Valid loss: 1.8413 Epoch [1374/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.06it/s, loss=2.52] Epoch [1374/3000]: Train loss: 2.0761, Valid loss: 2.1709 Epoch [1375/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.36it/s, loss=1.89] Epoch [1375/3000]: Train loss: 2.1194, Valid loss: 2.2030 Epoch [1376/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.00it/s, loss=1.55] Epoch [1376/3000]: Train loss: 1.9200, Valid loss: 2.2540 Epoch [1377/3000]: 100%|██████████| 9/9 [00:00<00:00, 105.17it/s, loss=2.47] Epoch [1377/3000]: Train loss: 1.9245, Valid loss: 3.1455 Epoch [1378/3000]: 100%|██████████| 9/9 [00:00<00:00, 102.44it/s, loss=2.53] Epoch [1378/3000]: Train loss: 2.1338, Valid loss: 3.3530 Epoch [1379/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.21it/s, loss=3.86] Epoch [1379/3000]: Train loss: 2.7466, Valid loss: 2.0764 Epoch [1380/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.62it/s, loss=3.01] Epoch [1380/3000]: Train loss: 2.5435, Valid loss: 2.5357 Epoch [1381/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.65it/s, loss=2.43] Epoch [1381/3000]: Train loss: 2.7467, Valid loss: 3.9694 Epoch [1382/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.83it/s, loss=2.47] Epoch [1382/3000]: Train loss: 2.4078, Valid loss: 2.0624 Epoch [1383/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.62it/s, loss=2.13] Epoch [1383/3000]: Train loss: 1.9304, Valid loss: 1.9126 Epoch [1384/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.31it/s, loss=1.6] Epoch [1384/3000]: Train loss: 1.8169, Valid loss: 2.1678 Epoch [1385/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.82it/s, loss=2.81] Epoch [1385/3000]: Train loss: 2.2823, Valid loss: 2.4816 Epoch [1386/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.76it/s, loss=1.67] Epoch [1386/3000]: Train loss: 1.9915, Valid loss: 3.1241 Epoch [1387/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.23it/s, loss=2.04] Epoch [1387/3000]: Train loss: 2.2361, Valid loss: 2.0638 Epoch [1388/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.41it/s, loss=2.25] Epoch [1388/3000]: Train loss: 2.2257, Valid loss: 2.3404 Epoch [1389/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.22it/s, loss=1.63] Epoch [1389/3000]: Train loss: 1.9697, Valid loss: 2.3790 Epoch [1390/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.96it/s, loss=2.15] Epoch [1390/3000]: Train loss: 1.8430, Valid loss: 2.1692 Epoch [1391/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.33it/s, loss=1.76] Epoch [1391/3000]: Train loss: 1.8571, Valid loss: 1.9054 Epoch [1392/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.51it/s, loss=1.92] Epoch [1392/3000]: Train loss: 1.9352, Valid loss: 1.9517 Epoch [1393/3000]: 100%|██████████| 9/9 [00:00<00:00, 66.99it/s, loss=2.23] Epoch [1393/3000]: Train loss: 1.9073, Valid loss: 1.9872 Epoch [1394/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.49it/s, loss=2.01] Epoch [1394/3000]: Train loss: 1.9488, Valid loss: 2.8826 Epoch [1395/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.53it/s, loss=2.6] Epoch [1395/3000]: Train loss: 2.5074, Valid loss: 3.4144 Epoch [1396/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.85it/s, loss=2.66] Epoch [1396/3000]: Train loss: 2.5288, Valid loss: 2.1356 Epoch [1397/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.31it/s, loss=1.68] Epoch [1397/3000]: Train loss: 1.9277, Valid loss: 2.2399 Epoch [1398/3000]: 100%|██████████| 9/9 [00:00<00:00, 63.64it/s, loss=1.96] Epoch [1398/3000]: Train loss: 1.8782, Valid loss: 1.7967 Epoch [1399/3000]: 100%|██████████| 9/9 [00:00<00:00, 66.98it/s, loss=1.87] Epoch [1399/3000]: Train loss: 1.8219, Valid loss: 2.2559 Epoch [1400/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.82it/s, loss=2.24] Epoch [1400/3000]: Train loss: 2.0301, Valid loss: 2.5172 Epoch [1401/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.37it/s, loss=1.54] Epoch [1401/3000]: Train loss: 2.0873, Valid loss: 3.5005 Epoch [1402/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.85it/s, loss=1.99] Epoch [1402/3000]: Train loss: 2.3570, Valid loss: 1.9657 Epoch [1403/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.66it/s, loss=1.5] Epoch [1403/3000]: Train loss: 1.8755, Valid loss: 2.4813 Epoch [1404/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.60it/s, loss=2.17] Epoch [1404/3000]: Train loss: 1.8805, Valid loss: 2.1241 Epoch [1405/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.18it/s, loss=2.47] Epoch [1405/3000]: Train loss: 2.0336, Valid loss: 2.3122 Epoch [1406/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.84it/s, loss=1.71] Epoch [1406/3000]: Train loss: 2.3469, Valid loss: 2.3885 Epoch [1407/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.46it/s, loss=3] Epoch [1407/3000]: Train loss: 1.9952, Valid loss: 2.3694 Epoch [1408/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.92it/s, loss=2.2] Epoch [1408/3000]: Train loss: 2.2650, Valid loss: 2.9175 Epoch [1409/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.36it/s, loss=1.98] Epoch [1409/3000]: Train loss: 2.1922, Valid loss: 2.8481 Epoch [1410/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.56it/s, loss=1.75] Epoch [1410/3000]: Train loss: 2.1948, Valid loss: 2.3381 Epoch [1411/3000]: 100%|██████████| 9/9 [00:00<00:00, 65.21it/s, loss=1.57] Epoch [1411/3000]: Train loss: 1.7989, Valid loss: 2.4945 Epoch [1412/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.47it/s, loss=1.44] Epoch [1412/3000]: Train loss: 1.7935, Valid loss: 2.7660 Epoch [1413/3000]: 100%|██████████| 9/9 [00:00<00:00, 100.00it/s, loss=2.42] Epoch [1413/3000]: Train loss: 1.9441, Valid loss: 2.6116 Epoch [1414/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.36it/s, loss=1.36] Epoch [1414/3000]: Train loss: 2.0370, Valid loss: 2.7706 Epoch [1415/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.64it/s, loss=2.3] Epoch [1415/3000]: Train loss: 2.1388, Valid loss: 1.9675 Epoch [1416/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.44it/s, loss=1.76] Epoch [1416/3000]: Train loss: 1.9934, Valid loss: 2.3639 Epoch [1417/3000]: 100%|██████████| 9/9 [00:00<00:00, 102.35it/s, loss=3.08] Epoch [1417/3000]: Train loss: 2.2250, Valid loss: 2.1699 Epoch [1418/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.60it/s, loss=2.19] Epoch [1418/3000]: Train loss: 1.9421, Valid loss: 2.1491 Epoch [1419/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.06it/s, loss=1.82] Epoch [1419/3000]: Train loss: 1.7841, Valid loss: 2.5767 Epoch [1420/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.38it/s, loss=2.58] Epoch [1420/3000]: Train loss: 2.3368, Valid loss: 2.4132 Epoch [1421/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.97it/s, loss=1.42] Epoch [1421/3000]: Train loss: 1.9701, Valid loss: 1.9865 Epoch [1422/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.20it/s, loss=2.02] Epoch [1422/3000]: Train loss: 1.8392, Valid loss: 2.6109 Epoch [1423/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.98it/s, loss=2.38] Epoch [1423/3000]: Train loss: 1.9981, Valid loss: 1.9028 Epoch [1424/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.55it/s, loss=4.3] Epoch [1424/3000]: Train loss: 3.5414, Valid loss: 3.4045 Epoch [1425/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.60it/s, loss=4.65] Epoch [1425/3000]: Train loss: 3.2760, Valid loss: 3.8655 Epoch [1426/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.53it/s, loss=2.26] Epoch [1426/3000]: Train loss: 3.0602, Valid loss: 3.0161 Epoch [1427/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.74it/s, loss=2.2] Epoch [1427/3000]: Train loss: 2.2039, Valid loss: 2.3356 Epoch [1428/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.01it/s, loss=1.53] Epoch [1428/3000]: Train loss: 1.7700, Valid loss: 2.1574 Epoch [1429/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.47it/s, loss=1.53] Epoch [1429/3000]: Train loss: 1.8278, Valid loss: 1.9571 Epoch [1430/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.35it/s, loss=1.56] Epoch [1430/3000]: Train loss: 1.7658, Valid loss: 2.0184 Epoch [1431/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.62it/s, loss=1.9] Epoch [1431/3000]: Train loss: 2.1083, Valid loss: 2.1750 Epoch [1432/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.66it/s, loss=1.49] Epoch [1432/3000]: Train loss: 1.7407, Valid loss: 1.9309 Epoch [1433/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.86it/s, loss=1.96] Epoch [1433/3000]: Train loss: 1.9223, Valid loss: 2.2641 Epoch [1434/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.89it/s, loss=1.98] Epoch [1434/3000]: Train loss: 1.8429, Valid loss: 2.2858 Epoch [1435/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.14it/s, loss=2.05] Epoch [1435/3000]: Train loss: 2.1263, Valid loss: 2.2260 Epoch [1436/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.56it/s, loss=1.71] Epoch [1436/3000]: Train loss: 2.0885, Valid loss: 2.6822 Epoch [1437/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.63it/s, loss=2.35] Epoch [1437/3000]: Train loss: 2.2243, Valid loss: 2.9075 Epoch [1438/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.91it/s, loss=2.99] Epoch [1438/3000]: Train loss: 2.3991, Valid loss: 1.7881 Epoch [1439/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.01it/s, loss=1.36] Epoch [1439/3000]: Train loss: 2.1944, Valid loss: 2.0550 Epoch [1440/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.57it/s, loss=2.3] Epoch [1440/3000]: Train loss: 1.9546, Valid loss: 3.4065 Epoch [1441/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.77it/s, loss=1.76] Epoch [1441/3000]: Train loss: 2.5791, Valid loss: 3.6680 Epoch [1442/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.40it/s, loss=1.79] Epoch [1442/3000]: Train loss: 2.3723, Valid loss: 2.3597 Epoch [1443/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.77it/s, loss=1.58] Epoch [1443/3000]: Train loss: 1.8255, Valid loss: 1.9226 Epoch [1444/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.03it/s, loss=1.99] Epoch [1444/3000]: Train loss: 1.8176, Valid loss: 2.1415 Epoch [1445/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.40it/s, loss=1.9] Epoch [1445/3000]: Train loss: 1.7992, Valid loss: 2.0932 Epoch [1446/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.17it/s, loss=1.62] Epoch [1446/3000]: Train loss: 2.0280, Valid loss: 1.9356 Epoch [1447/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.56it/s, loss=1.96] Epoch [1447/3000]: Train loss: 1.8760, Valid loss: 2.4798 Epoch [1448/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.52it/s, loss=1.89] Epoch [1448/3000]: Train loss: 1.8466, Valid loss: 2.5900 Epoch [1449/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.40it/s, loss=2.05] Epoch [1449/3000]: Train loss: 1.8877, Valid loss: 2.1658 Epoch [1450/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.75it/s, loss=1.72] Epoch [1450/3000]: Train loss: 1.8062, Valid loss: 1.9109 Epoch [1451/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.25it/s, loss=1.95] Epoch [1451/3000]: Train loss: 1.7735, Valid loss: 1.8449 Epoch [1452/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.61it/s, loss=2.25] Epoch [1452/3000]: Train loss: 1.9286, Valid loss: 1.9439 Epoch [1453/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.69it/s, loss=2.26] Epoch [1453/3000]: Train loss: 2.0392, Valid loss: 2.2274 Epoch [1454/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.12it/s, loss=2.03] Epoch [1454/3000]: Train loss: 1.9431, Valid loss: 2.3631 Epoch [1455/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.47it/s, loss=1.85] Epoch [1455/3000]: Train loss: 1.7938, Valid loss: 1.9822 Epoch [1456/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.72it/s, loss=1.73] Epoch [1456/3000]: Train loss: 1.9189, Valid loss: 2.8811 Epoch [1457/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.42it/s, loss=1.62] Epoch [1457/3000]: Train loss: 1.9486, Valid loss: 2.5653 Epoch [1458/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.26it/s, loss=3.1] Epoch [1458/3000]: Train loss: 2.3422, Valid loss: 2.1087 Epoch [1459/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.43it/s, loss=2.02] Epoch [1459/3000]: Train loss: 2.3505, Valid loss: 1.9368 Epoch [1460/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.37it/s, loss=1.61] Epoch [1460/3000]: Train loss: 1.7728, Valid loss: 2.3879 Epoch [1461/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.13it/s, loss=1.56] Epoch [1461/3000]: Train loss: 1.8481, Valid loss: 2.0444 Epoch [1462/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.54it/s, loss=1.39] Epoch [1462/3000]: Train loss: 1.7806, Valid loss: 1.9871 Epoch [1463/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.08it/s, loss=2.4] Epoch [1463/3000]: Train loss: 1.8637, Valid loss: 2.0459 Epoch [1464/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.44it/s, loss=1.74] Epoch [1464/3000]: Train loss: 1.7931, Valid loss: 2.4321 Epoch [1465/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.28it/s, loss=2.36] Epoch [1465/3000]: Train loss: 2.4162, Valid loss: 1.8315 Epoch [1466/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.07it/s, loss=1.74] Epoch [1466/3000]: Train loss: 2.7091, Valid loss: 3.7150 Epoch [1467/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.34it/s, loss=1.72] Epoch [1467/3000]: Train loss: 2.2673, Valid loss: 2.6608 Epoch [1468/3000]: 100%|██████████| 9/9 [00:00<00:00, 101.72it/s, loss=2.71] Epoch [1468/3000]: Train loss: 2.2264, Valid loss: 2.4199 Epoch [1469/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.28it/s, loss=2.11] Epoch [1469/3000]: Train loss: 1.8959, Valid loss: 2.8270 Epoch [1470/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.37it/s, loss=2.23] Epoch [1470/3000]: Train loss: 2.4399, Valid loss: 2.0435 Epoch [1471/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.71it/s, loss=3.16] Epoch [1471/3000]: Train loss: 3.0824, Valid loss: 2.0551 Epoch [1472/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.01it/s, loss=1.95] Epoch [1472/3000]: Train loss: 2.5393, Valid loss: 2.2539 Epoch [1473/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.86it/s, loss=2.26] Epoch [1473/3000]: Train loss: 1.9915, Valid loss: 2.7159 Epoch [1474/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.16it/s, loss=1.73] Epoch [1474/3000]: Train loss: 2.1265, Valid loss: 2.9241 Epoch [1475/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.77it/s, loss=1.58] Epoch [1475/3000]: Train loss: 2.2119, Valid loss: 1.7639 Epoch [1476/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.65it/s, loss=1.38] Epoch [1476/3000]: Train loss: 2.1557, Valid loss: 2.3285 Epoch [1477/3000]: 100%|██████████| 9/9 [00:00<00:00, 64.64it/s, loss=2.36] Epoch [1477/3000]: Train loss: 1.9940, Valid loss: 1.9104 Epoch [1478/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.18it/s, loss=1.86] Epoch [1478/3000]: Train loss: 1.8922, Valid loss: 2.0420 Epoch [1479/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.65it/s, loss=1.23] Epoch [1479/3000]: Train loss: 1.8113, Valid loss: 2.0332 Epoch [1480/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.80it/s, loss=1.47] Epoch [1480/3000]: Train loss: 1.7747, Valid loss: 2.2317 Epoch [1481/3000]: 100%|██████████| 9/9 [00:00<00:00, 67.08it/s, loss=1.72] Epoch [1481/3000]: Train loss: 1.8212, Valid loss: 1.7459 Epoch [1482/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.85it/s, loss=1.55] Epoch [1482/3000]: Train loss: 1.7495, Valid loss: 2.4172 Epoch [1483/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.48it/s, loss=1.71] Epoch [1483/3000]: Train loss: 1.7581, Valid loss: 1.6359 Saving model with loss 1.636… Epoch [1484/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.03it/s, loss=1.4] Epoch [1484/3000]: Train loss: 1.7602, Valid loss: 1.9959 Epoch [1485/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.35it/s, loss=2.37] Epoch [1485/3000]: Train loss: 1.8432, Valid loss: 3.6234 Epoch [1486/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.77it/s, loss=2.36] Epoch [1486/3000]: Train loss: 2.3825, Valid loss: 2.4637 Epoch [1487/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.45it/s, loss=2.15] Epoch [1487/3000]: Train loss: 2.3615, Valid loss: 2.4791 Epoch [1488/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.20it/s, loss=1.99] Epoch [1488/3000]: Train loss: 1.9124, Valid loss: 2.6676 Epoch [1489/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.94it/s, loss=2.06] Epoch [1489/3000]: Train loss: 1.8840, Valid loss: 2.2652 Epoch [1490/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.90it/s, loss=1.82] Epoch [1490/3000]: Train loss: 1.7815, Valid loss: 2.2021 Epoch [1491/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.71it/s, loss=1.86] Epoch [1491/3000]: Train loss: 1.8859, Valid loss: 1.8757 Epoch [1492/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.91it/s, loss=1.43] Epoch [1492/3000]: Train loss: 1.8026, Valid loss: 2.1383 Epoch [1493/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.25it/s, loss=2.7] Epoch [1493/3000]: Train loss: 1.8462, Valid loss: 2.5144 Epoch [1494/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.94it/s, loss=2.46] Epoch [1494/3000]: Train loss: 2.0468, Valid loss: 2.3107 Epoch [1495/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.96it/s, loss=2.18] Epoch [1495/3000]: Train loss: 2.0367, Valid loss: 2.8095 Epoch [1496/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.02it/s, loss=2.12] Epoch [1496/3000]: Train loss: 2.3440, Valid loss: 1.9301 Epoch [1497/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.31it/s, loss=1.5] Epoch [1497/3000]: Train loss: 1.9460, Valid loss: 1.9873 Epoch [1498/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.04it/s, loss=2.61] Epoch [1498/3000]: Train loss: 2.2652, Valid loss: 3.2335 Epoch [1499/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.42it/s, loss=3.13] Epoch [1499/3000]: Train loss: 2.3712, Valid loss: 2.8168 Epoch [1500/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.46it/s, loss=2.02] Epoch [1500/3000]: Train loss: 2.2357, Valid loss: 1.9161 Epoch [1501/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.79it/s, loss=1.78] Epoch [1501/3000]: Train loss: 1.8879, Valid loss: 1.9097 Epoch [1502/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.11it/s, loss=1.71] Epoch [1502/3000]: Train loss: 2.1667, Valid loss: 2.5592 Epoch [1503/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.73it/s, loss=2.07] Epoch [1503/3000]: Train loss: 2.0240, Valid loss: 3.2889 Epoch [1504/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.75it/s, loss=2.22] Epoch [1504/3000]: Train loss: 2.1863, Valid loss: 2.3669 Epoch [1505/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.94it/s, loss=1.95] Epoch [1505/3000]: Train loss: 2.2825, Valid loss: 1.8155 Epoch [1506/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.39it/s, loss=1.71] Epoch [1506/3000]: Train loss: 2.0838, Valid loss: 2.0889 Epoch [1507/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.79it/s, loss=2.21] Epoch [1507/3000]: Train loss: 2.3716, Valid loss: 2.1010 Epoch [1508/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.26it/s, loss=2.21] Epoch [1508/3000]: Train loss: 2.0013, Valid loss: 2.4628 Epoch [1509/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.54it/s, loss=2.87] Epoch [1509/3000]: Train loss: 2.3735, Valid loss: 2.5803 Epoch [1510/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.69it/s, loss=2] Epoch [1510/3000]: Train loss: 2.2499, Valid loss: 3.0123 Epoch [1511/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.52it/s, loss=1.88] Epoch [1511/3000]: Train loss: 2.3536, Valid loss: 1.9913 Epoch [1512/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.61it/s, loss=1.93] Epoch [1512/3000]: Train loss: 1.8257, Valid loss: 1.8965 Epoch [1513/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.89it/s, loss=2.61] Epoch [1513/3000]: Train loss: 1.8469, Valid loss: 3.8708 Epoch [1514/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.12it/s, loss=2.08] Epoch [1514/3000]: Train loss: 2.2800, Valid loss: 2.0704 Epoch [1515/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.49it/s, loss=2.6] Epoch [1515/3000]: Train loss: 2.1751, Valid loss: 1.8144 Epoch [1516/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.10it/s, loss=1.85] Epoch [1516/3000]: Train loss: 1.8125, Valid loss: 2.6772 Epoch [1517/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.25it/s, loss=1.52] Epoch [1517/3000]: Train loss: 1.7842, Valid loss: 2.5033 Epoch [1518/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.91it/s, loss=1.58] Epoch [1518/3000]: Train loss: 1.7835, Valid loss: 2.3692 Epoch [1519/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.77it/s, loss=2.27] Epoch [1519/3000]: Train loss: 1.8933, Valid loss: 1.8622 Epoch [1520/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.89it/s, loss=2.1] Epoch [1520/3000]: Train loss: 2.0255, Valid loss: 2.2014 Epoch [1521/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.25it/s, loss=2.03] Epoch [1521/3000]: Train loss: 1.8791, Valid loss: 1.8127 Epoch [1522/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.78it/s, loss=2.03] Epoch [1522/3000]: Train loss: 1.7867, Valid loss: 2.0195 Epoch [1523/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.06it/s, loss=2.2] Epoch [1523/3000]: Train loss: 1.9612, Valid loss: 4.0162 Epoch [1524/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.35it/s, loss=1.67] Epoch [1524/3000]: Train loss: 2.1168, Valid loss: 2.8884 Epoch [1525/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.36it/s, loss=2.92] Epoch [1525/3000]: Train loss: 2.3619, Valid loss: 2.0332 Epoch [1526/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.46it/s, loss=2.11] Epoch [1526/3000]: Train loss: 2.2389, Valid loss: 2.1876 Epoch [1527/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.83it/s, loss=1.67] Epoch [1527/3000]: Train loss: 1.7865, Valid loss: 1.9303 Epoch [1528/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.13it/s, loss=1.75] Epoch [1528/3000]: Train loss: 1.7994, Valid loss: 1.9298 Epoch [1529/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.61it/s, loss=1.25] Epoch [1529/3000]: Train loss: 1.7538, Valid loss: 1.9971 Epoch [1530/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.05it/s, loss=1.49] Epoch [1530/3000]: Train loss: 1.7401, Valid loss: 2.3428 Epoch [1531/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.31it/s, loss=2.23] Epoch [1531/3000]: Train loss: 2.0193, Valid loss: 3.0675 Epoch [1532/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.67it/s, loss=1.7] Epoch [1532/3000]: Train loss: 2.0325, Valid loss: 2.3144 Epoch [1533/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.24it/s, loss=2.66] Epoch [1533/3000]: Train loss: 2.2262, Valid loss: 1.8740 Epoch [1534/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.54it/s, loss=2.92] Epoch [1534/3000]: Train loss: 1.8978, Valid loss: 2.8343 Epoch [1535/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.80it/s, loss=1.79] Epoch [1535/3000]: Train loss: 2.1212, Valid loss: 1.8579 Epoch [1536/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.09it/s, loss=1.28] Epoch [1536/3000]: Train loss: 1.9827, Valid loss: 2.6544 Epoch [1537/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.56it/s, loss=1.67] Epoch [1537/3000]: Train loss: 1.9794, Valid loss: 1.8889 Epoch [1538/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.92it/s, loss=2.25] Epoch [1538/3000]: Train loss: 1.9632, Valid loss: 2.1197 Epoch [1539/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.35it/s, loss=1.47] Epoch [1539/3000]: Train loss: 2.3293, Valid loss: 2.4896 Epoch [1540/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.18it/s, loss=1.93] Epoch [1540/3000]: Train loss: 2.1175, Valid loss: 1.7001 Epoch [1541/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.63it/s, loss=1.35] Epoch [1541/3000]: Train loss: 2.2580, Valid loss: 2.4458 Epoch [1542/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.18it/s, loss=2.26] Epoch [1542/3000]: Train loss: 1.9113, Valid loss: 2.0253 Epoch [1543/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.04it/s, loss=1.98] Epoch [1543/3000]: Train loss: 1.7650, Valid loss: 2.0663 Epoch [1544/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.17it/s, loss=1.89] Epoch [1544/3000]: Train loss: 1.8645, Valid loss: 1.8541 Epoch [1545/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.84it/s, loss=1.54] Epoch [1545/3000]: Train loss: 2.0118, Valid loss: 2.5040 Epoch [1546/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.17it/s, loss=1.58] Epoch [1546/3000]: Train loss: 1.9575, Valid loss: 2.4562 Epoch [1547/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.11it/s, loss=2.51] Epoch [1547/3000]: Train loss: 2.0439, Valid loss: 2.0127 Epoch [1548/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.02it/s, loss=2.12] Epoch [1548/3000]: Train loss: 1.8892, Valid loss: 2.2052 Epoch [1549/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.81it/s, loss=1.43] Epoch [1549/3000]: Train loss: 1.8232, Valid loss: 2.0778 Epoch [1550/3000]: 100%|██████████| 9/9 [00:00<00:00, 102.62it/s, loss=2.24] Epoch [1550/3000]: Train loss: 1.8525, Valid loss: 1.8398 Epoch [1551/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.28it/s, loss=2.33] Epoch [1551/3000]: Train loss: 2.0702, Valid loss: 3.0283 Epoch [1552/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.47it/s, loss=2.14] Epoch [1552/3000]: Train loss: 1.9990, Valid loss: 1.8584 Epoch [1553/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.85it/s, loss=3.03] Epoch [1553/3000]: Train loss: 2.5873, Valid loss: 2.5586 Epoch [1554/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.63it/s, loss=3.44] Epoch [1554/3000]: Train loss: 2.8057, Valid loss: 3.9053 Epoch [1555/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.55it/s, loss=2.97] Epoch [1555/3000]: Train loss: 2.4392, Valid loss: 2.4590 Epoch [1556/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.55it/s, loss=2.48] Epoch [1556/3000]: Train loss: 2.0208, Valid loss: 2.4204 Epoch [1557/3000]: 100%|██████████| 9/9 [00:00<00:00, 17.35it/s, loss=1.82] Epoch [1557/3000]: Train loss: 1.8933, Valid loss: 2.4317 Epoch [1558/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.75it/s, loss=1.69] Epoch [1558/3000]: Train loss: 1.9639, Valid loss: 2.1402 Epoch [1559/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.07it/s, loss=1.89] Epoch [1559/3000]: Train loss: 1.9939, Valid loss: 1.7943 Epoch [1560/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.47it/s, loss=1.98] Epoch [1560/3000]: Train loss: 1.8506, Valid loss: 1.9398 Epoch [1561/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.38it/s, loss=2.42] Epoch [1561/3000]: Train loss: 1.9356, Valid loss: 2.1363 Epoch [1562/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.35it/s, loss=1.85] Epoch [1562/3000]: Train loss: 1.7958, Valid loss: 2.1787 Epoch [1563/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.07it/s, loss=1.37] Epoch [1563/3000]: Train loss: 1.8432, Valid loss: 2.2784 Epoch [1564/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.43it/s, loss=1.86] Epoch [1564/3000]: Train loss: 1.7588, Valid loss: 1.8939 Epoch [1565/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.93it/s, loss=2.21] Epoch [1565/3000]: Train loss: 1.8106, Valid loss: 2.0243 Epoch [1566/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.95it/s, loss=2.1] Epoch [1566/3000]: Train loss: 1.9520, Valid loss: 2.3542 Epoch [1567/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.44it/s, loss=1.78] Epoch [1567/3000]: Train loss: 2.1522, Valid loss: 1.9775 Epoch [1568/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.65it/s, loss=1.51] Epoch [1568/3000]: Train loss: 1.8998, Valid loss: 1.9478 Epoch [1569/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.88it/s, loss=1.61] Epoch [1569/3000]: Train loss: 1.8280, Valid loss: 2.0515 Epoch [1570/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.86it/s, loss=1.7] Epoch [1570/3000]: Train loss: 1.7619, Valid loss: 2.0711 Epoch [1571/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.61it/s, loss=1.99] Epoch [1571/3000]: Train loss: 1.7489, Valid loss: 1.9605 Epoch [1572/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.54it/s, loss=1.6] Epoch [1572/3000]: Train loss: 1.8456, Valid loss: 1.7677 Epoch [1573/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.45it/s, loss=1.74] Epoch [1573/3000]: Train loss: 1.8079, Valid loss: 2.3807 Epoch [1574/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.89it/s, loss=2.14] Epoch [1574/3000]: Train loss: 1.8286, Valid loss: 1.9004 Epoch [1575/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.63it/s, loss=1.54] Epoch [1575/3000]: Train loss: 1.7310, Valid loss: 2.0961 Epoch [1576/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.55it/s, loss=1.5] Epoch [1576/3000]: Train loss: 1.7166, Valid loss: 2.1831 Epoch [1577/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.59it/s, loss=1.79] Epoch [1577/3000]: Train loss: 1.7304, Valid loss: 1.9600 Epoch [1578/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.95it/s, loss=3.07] Epoch [1578/3000]: Train loss: 1.9095, Valid loss: 3.1441 Epoch [1579/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.54it/s, loss=1.62] Epoch [1579/3000]: Train loss: 1.9582, Valid loss: 2.1374 Epoch [1580/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.48it/s, loss=2.03] Epoch [1580/3000]: Train loss: 1.9033, Valid loss: 2.8876 Epoch [1581/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.97it/s, loss=2.3] Epoch [1581/3000]: Train loss: 2.1208, Valid loss: 2.7784 Epoch [1582/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.82it/s, loss=1.8] Epoch [1582/3000]: Train loss: 2.0217, Valid loss: 2.1407 Epoch [1583/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.97it/s, loss=2.96] Epoch [1583/3000]: Train loss: 2.0840, Valid loss: 2.0812 Epoch [1584/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.41it/s, loss=2.63] Epoch [1584/3000]: Train loss: 2.0482, Valid loss: 4.8903 Epoch [1585/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.03it/s, loss=2.75] Epoch [1585/3000]: Train loss: 2.6695, Valid loss: 2.6163 Epoch [1586/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.45it/s, loss=2.87] Epoch [1586/3000]: Train loss: 2.4946, Valid loss: 2.1293 Epoch [1587/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.76it/s, loss=2.23] Epoch [1587/3000]: Train loss: 2.1263, Valid loss: 3.0854 Epoch [1588/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.28it/s, loss=1.73] Epoch [1588/3000]: Train loss: 2.1322, Valid loss: 2.0712 Epoch [1589/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.43it/s, loss=2.5] Epoch [1589/3000]: Train loss: 2.4790, Valid loss: 2.7487 Epoch [1590/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.41it/s, loss=1.92] Epoch [1590/3000]: Train loss: 1.9396, Valid loss: 1.9790 Epoch [1591/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.31it/s, loss=1.92] Epoch [1591/3000]: Train loss: 2.1330, Valid loss: 2.9657 Epoch [1592/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.39it/s, loss=2.18] Epoch [1592/3000]: Train loss: 2.1748, Valid loss: 2.2378 Epoch [1593/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.93it/s, loss=2.5] Epoch [1593/3000]: Train loss: 1.8064, Valid loss: 2.5998 Epoch [1594/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.28it/s, loss=1.46] Epoch [1594/3000]: Train loss: 1.8044, Valid loss: 2.1791 Epoch [1595/3000]: 100%|██████████| 9/9 [00:00<00:00, 65.92it/s, loss=1.88] Epoch [1595/3000]: Train loss: 1.9398, Valid loss: 1.9871 Epoch [1596/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.59it/s, loss=2.07] Epoch [1596/3000]: Train loss: 1.8853, Valid loss: 1.9405 Epoch [1597/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.93it/s, loss=3.91] Epoch [1597/3000]: Train loss: 2.4632, Valid loss: 2.9581 Epoch [1598/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.97it/s, loss=1.69] Epoch [1598/3000]: Train loss: 2.1431, Valid loss: 2.3701 Epoch [1599/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.57it/s, loss=1.84] Epoch [1599/3000]: Train loss: 1.8565, Valid loss: 2.3039 Epoch [1600/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.21it/s, loss=2.07] Epoch [1600/3000]: Train loss: 1.9072, Valid loss: 1.7635 Epoch [1601/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.85it/s, loss=1.8] Epoch [1601/3000]: Train loss: 1.7812, Valid loss: 2.6706 Epoch [1602/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.96it/s, loss=1.62] Epoch [1602/3000]: Train loss: 1.9108, Valid loss: 2.7451 Epoch [1603/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.14it/s, loss=2.99] Epoch [1603/3000]: Train loss: 2.1377, Valid loss: 2.6378 Epoch [1604/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.89it/s, loss=1.42] Epoch [1604/3000]: Train loss: 1.9698, Valid loss: 2.7311 Epoch [1605/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.20it/s, loss=1.53] Epoch [1605/3000]: Train loss: 1.8585, Valid loss: 1.7855 Epoch [1606/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.36it/s, loss=1.31] Epoch [1606/3000]: Train loss: 1.7065, Valid loss: 2.6698 Epoch [1607/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.10it/s, loss=2.18] Epoch [1607/3000]: Train loss: 1.9549, Valid loss: 2.6238 Epoch [1608/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.92it/s, loss=1.41] Epoch [1608/3000]: Train loss: 1.7670, Valid loss: 2.0225 Epoch [1609/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.12it/s, loss=1.52] Epoch [1609/3000]: Train loss: 1.8029, Valid loss: 2.2228 Epoch [1610/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.86it/s, loss=2.31] Epoch [1610/3000]: Train loss: 1.7785, Valid loss: 1.8359 Epoch [1611/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.77it/s, loss=1.46] Epoch [1611/3000]: Train loss: 1.7694, Valid loss: 1.8818 Epoch [1612/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.06it/s, loss=2.03] Epoch [1612/3000]: Train loss: 1.7682, Valid loss: 1.9360 Epoch [1613/3000]: 100%|██████████| 9/9 [00:00<00:00, 101.05it/s, loss=1.59] Epoch [1613/3000]: Train loss: 1.7532, Valid loss: 1.8867 Epoch [1614/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.64it/s, loss=2.14] Epoch [1614/3000]: Train loss: 1.8121, Valid loss: 2.1662 Epoch [1615/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.13it/s, loss=1.8] Epoch [1615/3000]: Train loss: 1.9251, Valid loss: 1.8316 Epoch [1616/3000]: 100%|██████████| 9/9 [00:00<00:00, 103.26it/s, loss=1.79] Epoch [1616/3000]: Train loss: 1.9909, Valid loss: 3.1004 Epoch [1617/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.25it/s, loss=2.02] Epoch [1617/3000]: Train loss: 2.3121, Valid loss: 2.1411 Epoch [1618/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.12it/s, loss=1.52] Epoch [1618/3000]: Train loss: 1.7660, Valid loss: 1.8470 Epoch [1619/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.84it/s, loss=1.52] Epoch [1619/3000]: Train loss: 1.7736, Valid loss: 1.8623 Epoch [1620/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.87it/s, loss=1.35] Epoch [1620/3000]: Train loss: 1.7021, Valid loss: 2.7180 Epoch [1621/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.31it/s, loss=2.01] Epoch [1621/3000]: Train loss: 2.0539, Valid loss: 3.2205 Epoch [1622/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.58it/s, loss=2.28] Epoch [1622/3000]: Train loss: 2.4972, Valid loss: 2.9703 Epoch [1623/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.14it/s, loss=2.57] Epoch [1623/3000]: Train loss: 2.3567, Valid loss: 2.0240 Epoch [1624/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.72it/s, loss=6.08] Epoch [1624/3000]: Train loss: 3.3099, Valid loss: 2.3716 Epoch [1625/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.59it/s, loss=3.82] Epoch [1625/3000]: Train loss: 2.6425, Valid loss: 3.5894 Epoch [1626/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.71it/s, loss=2.42] Epoch [1626/3000]: Train loss: 2.4293, Valid loss: 1.8619 Epoch [1627/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.53it/s, loss=1.72] Epoch [1627/3000]: Train loss: 2.0118, Valid loss: 1.9867 Epoch [1628/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.49it/s, loss=1.92] Epoch [1628/3000]: Train loss: 1.7274, Valid loss: 1.8241 Epoch [1629/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.61it/s, loss=1.61] Epoch [1629/3000]: Train loss: 1.7111, Valid loss: 1.9112 Epoch [1630/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.28it/s, loss=1.97] Epoch [1630/3000]: Train loss: 1.8515, Valid loss: 1.9608 Epoch [1631/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.23it/s, loss=1.4] Epoch [1631/3000]: Train loss: 1.8418, Valid loss: 2.8740 Epoch [1632/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.32it/s, loss=2.11] Epoch [1632/3000]: Train loss: 1.8738, Valid loss: 2.5272 Epoch [1633/3000]: 100%|██████████| 9/9 [00:00<00:00, 102.11it/s, loss=1.71] Epoch [1633/3000]: Train loss: 1.8709, Valid loss: 1.7683 Epoch [1634/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.81it/s, loss=1.93] Epoch [1634/3000]: Train loss: 1.7578, Valid loss: 1.8983 Epoch [1635/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.61it/s, loss=1.4] Epoch [1635/3000]: Train loss: 1.9307, Valid loss: 2.2525 Epoch [1636/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.57it/s, loss=1.32] Epoch [1636/3000]: Train loss: 1.7394, Valid loss: 2.0907 Epoch [1637/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.61it/s, loss=1.82] Epoch [1637/3000]: Train loss: 1.7744, Valid loss: 1.9997 Epoch [1638/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.20it/s, loss=2.1] Epoch [1638/3000]: Train loss: 1.7574, Valid loss: 2.2107 Epoch [1639/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.19it/s, loss=1.77] Epoch [1639/3000]: Train loss: 1.9073, Valid loss: 1.8450 Epoch [1640/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.03it/s, loss=1.67] Epoch [1640/3000]: Train loss: 1.7892, Valid loss: 1.8907 Epoch [1641/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.92it/s, loss=1.6] Epoch [1641/3000]: Train loss: 1.7533, Valid loss: 1.7140 Epoch [1642/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.71it/s, loss=2.51] Epoch [1642/3000]: Train loss: 1.7962, Valid loss: 2.2691 Epoch [1643/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.95it/s, loss=2.64] Epoch [1643/3000]: Train loss: 2.0258, Valid loss: 3.0821 Epoch [1644/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.68it/s, loss=3.77] Epoch [1644/3000]: Train loss: 2.8806, Valid loss: 2.1192 Epoch [1645/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.29it/s, loss=3.5] Epoch [1645/3000]: Train loss: 2.5679, Valid loss: 4.9476 Epoch [1646/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.72it/s, loss=2.14] Epoch [1646/3000]: Train loss: 2.7831, Valid loss: 3.3640 Epoch [1647/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.28it/s, loss=1.69] Epoch [1647/3000]: Train loss: 2.1360, Valid loss: 2.7921 Epoch [1648/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.41it/s, loss=3.02] Epoch [1648/3000]: Train loss: 2.1375, Valid loss: 2.3084 Epoch [1649/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.43it/s, loss=1.23] Epoch [1649/3000]: Train loss: 2.0428, Valid loss: 2.7446 Epoch [1650/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.50it/s, loss=2.42] Epoch [1650/3000]: Train loss: 2.3734, Valid loss: 2.1730 Epoch [1651/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.15it/s, loss=2.32] Epoch [1651/3000]: Train loss: 2.1158, Valid loss: 4.5018 Epoch [1652/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.73it/s, loss=1.68] Epoch [1652/3000]: Train loss: 2.6774, Valid loss: 3.0078 Epoch [1653/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.58it/s, loss=1.28] Epoch [1653/3000]: Train loss: 2.0892, Valid loss: 2.3552 Epoch [1654/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.52it/s, loss=1.62] Epoch [1654/3000]: Train loss: 1.7167, Valid loss: 2.1982 Epoch [1655/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.36it/s, loss=2.06] Epoch [1655/3000]: Train loss: 1.9238, Valid loss: 2.2410 Epoch [1656/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.99it/s, loss=1.78] Epoch [1656/3000]: Train loss: 2.1340, Valid loss: 2.8474 Epoch [1657/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.33it/s, loss=2.32] Epoch [1657/3000]: Train loss: 2.0994, Valid loss: 1.8467 Epoch [1658/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.32it/s, loss=1.74] Epoch [1658/3000]: Train loss: 1.8354, Valid loss: 2.5434 Epoch [1659/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.20it/s, loss=1.71] Epoch [1659/3000]: Train loss: 2.3217, Valid loss: 2.5040 Epoch [1660/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.00it/s, loss=3.1] Epoch [1660/3000]: Train loss: 2.3893, Valid loss: 2.7766 Epoch [1661/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.87it/s, loss=2.37] Epoch [1661/3000]: Train loss: 2.2081, Valid loss: 2.0704 Epoch [1662/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.73it/s, loss=2.69] Epoch [1662/3000]: Train loss: 1.9777, Valid loss: 2.1450 Epoch [1663/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.53it/s, loss=1.85] Epoch [1663/3000]: Train loss: 1.9882, Valid loss: 2.2608 Epoch [1664/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.25it/s, loss=1.88] Epoch [1664/3000]: Train loss: 1.9585, Valid loss: 2.3239 Epoch [1665/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.07it/s, loss=2.73] Epoch [1665/3000]: Train loss: 1.8957, Valid loss: 1.7867 Epoch [1666/3000]: 100%|██████████| 9/9 [00:00<00:00, 103.93it/s, loss=1.96] Epoch [1666/3000]: Train loss: 1.9117, Valid loss: 1.8621 Epoch [1667/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.47it/s, loss=3.26] Epoch [1667/3000]: Train loss: 2.1539, Valid loss: 1.7832 Epoch [1668/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.82it/s, loss=1.85] Epoch [1668/3000]: Train loss: 2.3010, Valid loss: 2.6368 Epoch [1669/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.91it/s, loss=3.63] Epoch [1669/3000]: Train loss: 2.2384, Valid loss: 3.0002 Epoch [1670/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.56it/s, loss=3.13] Epoch [1670/3000]: Train loss: 2.2540, Valid loss: 2.9002 Epoch [1671/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.43it/s, loss=1.66] Epoch [1671/3000]: Train loss: 2.2035, Valid loss: 3.8449 Epoch [1672/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.94it/s, loss=1.95] Epoch [1672/3000]: Train loss: 2.8258, Valid loss: 4.2761 Epoch [1673/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.48it/s, loss=1.79] Epoch [1673/3000]: Train loss: 2.7131, Valid loss: 2.5585 Epoch [1674/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.28it/s, loss=1.44] Epoch [1674/3000]: Train loss: 1.7949, Valid loss: 2.3808 Epoch [1675/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.31it/s, loss=1.53] Epoch [1675/3000]: Train loss: 1.7300, Valid loss: 1.6634 Epoch [1676/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.75it/s, loss=1.81] Epoch [1676/3000]: Train loss: 1.7921, Valid loss: 1.8544 Epoch [1677/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.57it/s, loss=1.56] Epoch [1677/3000]: Train loss: 1.7124, Valid loss: 2.7053 Epoch [1678/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.67it/s, loss=1.65] Epoch [1678/3000]: Train loss: 1.8558, Valid loss: 2.3949 Epoch [1679/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.36it/s, loss=2.35] Epoch [1679/3000]: Train loss: 2.0248, Valid loss: 1.9793 Epoch [1680/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.56it/s, loss=2.35] Epoch [1680/3000]: Train loss: 1.9474, Valid loss: 2.3983 Epoch [1681/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.24it/s, loss=1.81] Epoch [1681/3000]: Train loss: 1.8348, Valid loss: 2.1263 Epoch [1682/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.68it/s, loss=1.47] Epoch [1682/3000]: Train loss: 1.7099, Valid loss: 1.9315 Epoch [1683/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.01it/s, loss=1.65] Epoch [1683/3000]: Train loss: 1.7241, Valid loss: 1.9084 Epoch [1684/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.27it/s, loss=1.66] Epoch [1684/3000]: Train loss: 1.7381, Valid loss: 2.1181 Epoch [1685/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.99it/s, loss=1.95] Epoch [1685/3000]: Train loss: 1.7883, Valid loss: 3.0282 Epoch [1686/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.59it/s, loss=1.7] Epoch [1686/3000]: Train loss: 1.9893, Valid loss: 2.4029 Epoch [1687/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.13it/s, loss=1.71] Epoch [1687/3000]: Train loss: 1.7913, Valid loss: 2.0909 Epoch [1688/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.21it/s, loss=3.1] Epoch [1688/3000]: Train loss: 2.0122, Valid loss: 2.2991 Epoch [1689/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.81it/s, loss=1.63] Epoch [1689/3000]: Train loss: 1.8009, Valid loss: 1.8194 Epoch [1690/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.89it/s, loss=1.73] Epoch [1690/3000]: Train loss: 1.7144, Valid loss: 2.0588 Epoch [1691/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.21it/s, loss=1.78] Epoch [1691/3000]: Train loss: 2.2542, Valid loss: 2.7074 Epoch [1692/3000]: 100%|██████████| 9/9 [00:00<00:00, 63.62it/s, loss=1.49] Epoch [1692/3000]: Train loss: 1.9592, Valid loss: 2.0901 Epoch [1693/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.09it/s, loss=1.85] Epoch [1693/3000]: Train loss: 1.8500, Valid loss: 1.8161 Epoch [1694/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.33it/s, loss=1.28] Epoch [1694/3000]: Train loss: 1.7123, Valid loss: 2.6583 Epoch [1695/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.48it/s, loss=2.04] Epoch [1695/3000]: Train loss: 1.7969, Valid loss: 2.5013 Epoch [1696/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.51it/s, loss=1.36] Epoch [1696/3000]: Train loss: 1.8179, Valid loss: 2.3853 Epoch [1697/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.14it/s, loss=2.28] Epoch [1697/3000]: Train loss: 1.9705, Valid loss: 2.1837 Epoch [1698/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.66it/s, loss=1.76] Epoch [1698/3000]: Train loss: 1.8738, Valid loss: 2.0754 Epoch [1699/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.05it/s, loss=1.79] Epoch [1699/3000]: Train loss: 1.8177, Valid loss: 2.2314 Epoch [1700/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.80it/s, loss=2] Epoch [1700/3000]: Train loss: 2.0417, Valid loss: 2.6844 Epoch [1701/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.59it/s, loss=1.83] Epoch [1701/3000]: Train loss: 2.1698, Valid loss: 2.2397 Epoch [1702/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.63it/s, loss=1.54] Epoch [1702/3000]: Train loss: 2.0807, Valid loss: 2.6735 Epoch [1703/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.96it/s, loss=1.5] Epoch [1703/3000]: Train loss: 1.8534, Valid loss: 2.0833 Epoch [1704/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.05it/s, loss=1.87] Epoch [1704/3000]: Train loss: 1.8018, Valid loss: 2.0200 Epoch [1705/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.38it/s, loss=2.38] Epoch [1705/3000]: Train loss: 1.7761, Valid loss: 2.1471 Epoch [1706/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.49it/s, loss=1.81] Epoch [1706/3000]: Train loss: 1.8824, Valid loss: 2.6564 Epoch [1707/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.08it/s, loss=1.87] Epoch [1707/3000]: Train loss: 1.9457, Valid loss: 2.5645 Epoch [1708/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.65it/s, loss=2.2] Epoch [1708/3000]: Train loss: 1.9748, Valid loss: 3.7334 Epoch [1709/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.63it/s, loss=2.72] Epoch [1709/3000]: Train loss: 2.6836, Valid loss: 1.9168 Epoch [1710/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.58it/s, loss=1.81] Epoch [1710/3000]: Train loss: 1.9750, Valid loss: 2.1416 Epoch [1711/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.68it/s, loss=1.91] Epoch [1711/3000]: Train loss: 1.7282, Valid loss: 1.8957 Epoch [1712/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.59it/s, loss=1.49] Epoch [1712/3000]: Train loss: 1.7779, Valid loss: 1.9085 Epoch [1713/3000]: 100%|██████████| 9/9 [00:00<00:00, 17.89it/s, loss=2.26] Epoch [1713/3000]: Train loss: 1.7938, Valid loss: 1.8485 Epoch [1714/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.58it/s, loss=1.87] Epoch [1714/3000]: Train loss: 1.9048, Valid loss: 2.2314 Epoch [1715/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.09it/s, loss=3.59] Epoch [1715/3000]: Train loss: 2.1611, Valid loss: 1.8964 Epoch [1716/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.37it/s, loss=1.89] Epoch [1716/3000]: Train loss: 2.3465, Valid loss: 3.3822 Epoch [1717/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.56it/s, loss=3.55] Epoch [1717/3000]: Train loss: 2.4015, Valid loss: 2.0695 Epoch [1718/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.00it/s, loss=1.78] Epoch [1718/3000]: Train loss: 2.3666, Valid loss: 3.0982 Epoch [1719/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.20it/s, loss=3] Epoch [1719/3000]: Train loss: 2.3997, Valid loss: 2.6718 Epoch [1720/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.40it/s, loss=1.71] Epoch [1720/3000]: Train loss: 1.8184, Valid loss: 1.8167 Epoch [1721/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.67it/s, loss=1.9] Epoch [1721/3000]: Train loss: 1.7382, Valid loss: 1.9750 Epoch [1722/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.07it/s, loss=1.74] Epoch [1722/3000]: Train loss: 1.7987, Valid loss: 2.1627 Epoch [1723/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.19it/s, loss=1.87] Epoch [1723/3000]: Train loss: 1.8069, Valid loss: 2.3325 Epoch [1724/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.19it/s, loss=1.24] Epoch [1724/3000]: Train loss: 1.7283, Valid loss: 1.7911 Epoch [1725/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.01it/s, loss=1.77] Epoch [1725/3000]: Train loss: 2.0814, Valid loss: 1.9553 Epoch [1726/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.26it/s, loss=2.05] Epoch [1726/3000]: Train loss: 1.7294, Valid loss: 2.1647 Epoch [1727/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.43it/s, loss=1.53] Epoch [1727/3000]: Train loss: 1.7252, Valid loss: 1.9154 Epoch [1728/3000]: 100%|██████████| 9/9 [00:00<00:00, 66.45it/s, loss=1.8] Epoch [1728/3000]: Train loss: 1.8209, Valid loss: 2.5719 Epoch [1729/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.84it/s, loss=1.94] Epoch [1729/3000]: Train loss: 2.2773, Valid loss: 2.4885 Epoch [1730/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.52it/s, loss=1.72] Epoch [1730/3000]: Train loss: 1.8180, Valid loss: 1.7266 Epoch [1731/3000]: 100%|██████████| 9/9 [00:00<00:00, 71.07it/s, loss=2.05] Epoch [1731/3000]: Train loss: 1.9978, Valid loss: 2.6718 Epoch [1732/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.59it/s, loss=3.25] Epoch [1732/3000]: Train loss: 2.7860, Valid loss: 2.0311 Epoch [1733/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.58it/s, loss=3.56] Epoch [1733/3000]: Train loss: 2.3384, Valid loss: 3.4462 Epoch [1734/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.05it/s, loss=1.65] Epoch [1734/3000]: Train loss: 2.3467, Valid loss: 3.0875 Epoch [1735/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.44it/s, loss=2.22] Epoch [1735/3000]: Train loss: 2.1830, Valid loss: 2.3034 Epoch [1736/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.96it/s, loss=2.11] Epoch [1736/3000]: Train loss: 1.9485, Valid loss: 3.6680 Epoch [1737/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.18it/s, loss=1.54] Epoch [1737/3000]: Train loss: 2.0790, Valid loss: 2.0144 Epoch [1738/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.13it/s, loss=2.4] Epoch [1738/3000]: Train loss: 1.9546, Valid loss: 4.0770 Epoch [1739/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.63it/s, loss=3.43] Epoch [1739/3000]: Train loss: 2.8552, Valid loss: 1.8349 Epoch [1740/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.70it/s, loss=3.24] Epoch [1740/3000]: Train loss: 2.2148, Valid loss: 3.4226 Epoch [1741/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.53it/s, loss=1.68] Epoch [1741/3000]: Train loss: 2.4044, Valid loss: 2.0156 Epoch [1742/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.25it/s, loss=1.25] Epoch [1742/3000]: Train loss: 1.8538, Valid loss: 3.6555 Epoch [1743/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.52it/s, loss=5.21] Epoch [1743/3000]: Train loss: 3.1366, Valid loss: 4.4983 Epoch [1744/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.60it/s, loss=3.28] Epoch [1744/3000]: Train loss: 2.8178, Valid loss: 4.5207 Epoch [1745/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.23it/s, loss=2.48] Epoch [1745/3000]: Train loss: 2.7840, Valid loss: 2.4883 Epoch [1746/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.65it/s, loss=5.1] Epoch [1746/3000]: Train loss: 3.1459, Valid loss: 3.2457 Epoch [1747/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.93it/s, loss=4.44] Epoch [1747/3000]: Train loss: 3.0103, Valid loss: 3.0455 Epoch [1748/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.95it/s, loss=3.64] Epoch [1748/3000]: Train loss: 2.8527, Valid loss: 4.2625 Epoch [1749/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.29it/s, loss=1.63] Epoch [1749/3000]: Train loss: 2.8175, Valid loss: 2.1640 Epoch [1750/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.16it/s, loss=1.91] Epoch [1750/3000]: Train loss: 1.7520, Valid loss: 2.4725 Epoch [1751/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.57it/s, loss=1.6] Epoch [1751/3000]: Train loss: 1.6843, Valid loss: 2.2412 Epoch [1752/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.92it/s, loss=1.26] Epoch [1752/3000]: Train loss: 1.7220, Valid loss: 2.0505 Epoch [1753/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.07it/s, loss=2.11] Epoch [1753/3000]: Train loss: 1.8520, Valid loss: 2.2832 Epoch [1754/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.86it/s, loss=2.35] Epoch [1754/3000]: Train loss: 2.0996, Valid loss: 2.2042 Epoch [1755/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.58it/s, loss=2.16] Epoch [1755/3000]: Train loss: 1.9704, Valid loss: 2.2128 Epoch [1756/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.85it/s, loss=2.13] Epoch [1756/3000]: Train loss: 1.9124, Valid loss: 2.2844 Epoch [1757/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.66it/s, loss=2.34] Epoch [1757/3000]: Train loss: 2.0219, Valid loss: 1.8104 Epoch [1758/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.42it/s, loss=1.62] Epoch [1758/3000]: Train loss: 1.8329, Valid loss: 1.9653 Epoch [1759/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.49it/s, loss=1.69] Epoch [1759/3000]: Train loss: 1.8299, Valid loss: 2.1930 Epoch [1760/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.49it/s, loss=1.31] Epoch [1760/3000]: Train loss: 1.8253, Valid loss: 2.7391 Epoch [1761/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.27it/s, loss=1.99] Epoch [1761/3000]: Train loss: 2.0026, Valid loss: 2.5022 Epoch [1762/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.64it/s, loss=1.85] Epoch [1762/3000]: Train loss: 2.1086, Valid loss: 2.1323 Epoch [1763/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.77it/s, loss=2.06] Epoch [1763/3000]: Train loss: 1.7686, Valid loss: 2.2677 Epoch [1764/3000]: 100%|██████████| 9/9 [00:00<00:00, 102.61it/s, loss=2.23] Epoch [1764/3000]: Train loss: 1.7635, Valid loss: 2.0022 Epoch [1765/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.47it/s, loss=1.86] Epoch [1765/3000]: Train loss: 1.6924, Valid loss: 2.4483 Epoch [1766/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.17it/s, loss=1.59] Epoch [1766/3000]: Train loss: 1.8932, Valid loss: 2.0243 Epoch [1767/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.81it/s, loss=1.52] Epoch [1767/3000]: Train loss: 1.7580, Valid loss: 2.1385 Epoch [1768/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.43it/s, loss=1.33] Epoch [1768/3000]: Train loss: 1.8018, Valid loss: 2.4045 Epoch [1769/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.72it/s, loss=1.52] Epoch [1769/3000]: Train loss: 1.6957, Valid loss: 1.8364 Epoch [1770/3000]: 100%|██████████| 9/9 [00:00<00:00, 56.96it/s, loss=2] Epoch [1770/3000]: Train loss: 1.7713, Valid loss: 2.4319 Epoch [1771/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.10it/s, loss=1.68] Epoch [1771/3000]: Train loss: 1.7621, Valid loss: 2.2091 Epoch [1772/3000]: 100%|██████████| 9/9 [00:00<00:00, 69.08it/s, loss=2.21] Epoch [1772/3000]: Train loss: 1.8429, Valid loss: 2.2950 Epoch [1773/3000]: 100%|██████████| 9/9 [00:00<00:00, 63.35it/s, loss=1.81] Epoch [1773/3000]: Train loss: 1.7828, Valid loss: 2.0372 Epoch [1774/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.61it/s, loss=1.45] Epoch [1774/3000]: Train loss: 1.6780, Valid loss: 2.1388 Epoch [1775/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.96it/s, loss=1.79] Epoch [1775/3000]: Train loss: 1.7608, Valid loss: 1.7971 Epoch [1776/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.61it/s, loss=2.03] Epoch [1776/3000]: Train loss: 1.7029, Valid loss: 2.3967 Epoch [1777/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.81it/s, loss=1.98] Epoch [1777/3000]: Train loss: 1.7743, Valid loss: 2.1900 Epoch [1778/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.75it/s, loss=1.16] Epoch [1778/3000]: Train loss: 1.7816, Valid loss: 2.3341 Epoch [1779/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.77it/s, loss=1.98] Epoch [1779/3000]: Train loss: 1.7738, Valid loss: 1.9802 Epoch [1780/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.44it/s, loss=1.99] Epoch [1780/3000]: Train loss: 1.8406, Valid loss: 2.3580 Epoch [1781/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.13it/s, loss=1.39] Epoch [1781/3000]: Train loss: 1.8831, Valid loss: 1.9362 Epoch [1782/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.85it/s, loss=1.34] Epoch [1782/3000]: Train loss: 1.6840, Valid loss: 1.8515 Epoch [1783/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.01it/s, loss=1.59] Epoch [1783/3000]: Train loss: 1.8073, Valid loss: 2.3497 Epoch [1784/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.01it/s, loss=1.93] Epoch [1784/3000]: Train loss: 1.8920, Valid loss: 2.5247 Epoch [1785/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.31it/s, loss=1.18] Epoch [1785/3000]: Train loss: 2.0567, Valid loss: 3.2216 Epoch [1786/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.85it/s, loss=2.77] Epoch [1786/3000]: Train loss: 2.3354, Valid loss: 1.8499 Epoch [1787/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.92it/s, loss=2.32] Epoch [1787/3000]: Train loss: 1.9405, Valid loss: 2.0570 Epoch [1788/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.77it/s, loss=2.05] Epoch [1788/3000]: Train loss: 2.1229, Valid loss: 2.5977 Epoch [1789/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.34it/s, loss=1.87] Epoch [1789/3000]: Train loss: 1.9962, Valid loss: 1.9209 Epoch [1790/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.86it/s, loss=2.53] Epoch [1790/3000]: Train loss: 1.8101, Valid loss: 1.6983 Epoch [1791/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.48it/s, loss=1.44] Epoch [1791/3000]: Train loss: 1.8675, Valid loss: 2.4540 Epoch [1792/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.37it/s, loss=1.4] Epoch [1792/3000]: Train loss: 1.9875, Valid loss: 2.3621 Epoch [1793/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.69it/s, loss=1.74] Epoch [1793/3000]: Train loss: 1.8451, Valid loss: 1.9315 Epoch [1794/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.30it/s, loss=1.23] Epoch [1794/3000]: Train loss: 1.6580, Valid loss: 2.0409 Epoch [1795/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.32it/s, loss=1.77] Epoch [1795/3000]: Train loss: 1.7784, Valid loss: 1.8857 Epoch [1796/3000]: 100%|██████████| 9/9 [00:00<00:00, 86.79it/s, loss=2.26] Epoch [1796/3000]: Train loss: 1.7426, Valid loss: 2.2903 Epoch [1797/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.73it/s, loss=1.72] Epoch [1797/3000]: Train loss: 1.8879, Valid loss: 2.1926 Epoch [1798/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.20it/s, loss=1.53] Epoch [1798/3000]: Train loss: 1.8299, Valid loss: 2.2412 Epoch [1799/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.04it/s, loss=1.5] Epoch [1799/3000]: Train loss: 1.6810, Valid loss: 1.7766 Epoch [1800/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.71it/s, loss=1.77] Epoch [1800/3000]: Train loss: 1.7582, Valid loss: 1.8483 Epoch [1801/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.92it/s, loss=1.49] Epoch [1801/3000]: Train loss: 1.7332, Valid loss: 2.1276 Epoch [1802/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.89it/s, loss=2] Epoch [1802/3000]: Train loss: 1.7199, Valid loss: 2.1894 Epoch [1803/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.80it/s, loss=2.18] Epoch [1803/3000]: Train loss: 1.8881, Valid loss: 2.0088 Epoch [1804/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.39it/s, loss=1.56] Epoch [1804/3000]: Train loss: 1.7021, Valid loss: 1.7238 Epoch [1805/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.65it/s, loss=2] Epoch [1805/3000]: Train loss: 1.7605, Valid loss: 1.9461 Epoch [1806/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.26it/s, loss=1.75] Epoch [1806/3000]: Train loss: 1.8082, Valid loss: 2.0280 Epoch [1807/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.17it/s, loss=2.83] Epoch [1807/3000]: Train loss: 2.3438, Valid loss: 3.4190 Epoch [1808/3000]: 100%|██████████| 9/9 [00:00<00:00, 101.66it/s, loss=2.14] Epoch [1808/3000]: Train loss: 2.1685, Valid loss: 2.3237 Epoch [1809/3000]: 100%|██████████| 9/9 [00:00<00:00, 100.33it/s, loss=2.68] Epoch [1809/3000]: Train loss: 2.2180, Valid loss: 1.9743 Epoch [1810/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.53it/s, loss=1.54] Epoch [1810/3000]: Train loss: 1.7403, Valid loss: 1.7901 Epoch [1811/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.07it/s, loss=2.23] Epoch [1811/3000]: Train loss: 1.7658, Valid loss: 1.9818 Epoch [1812/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.40it/s, loss=1.7] Epoch [1812/3000]: Train loss: 1.7117, Valid loss: 3.3281 Epoch [1813/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.62it/s, loss=2.12] Epoch [1813/3000]: Train loss: 1.9530, Valid loss: 2.3462 Epoch [1814/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.60it/s, loss=1.41] Epoch [1814/3000]: Train loss: 1.7501, Valid loss: 1.8736 Epoch [1815/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.51it/s, loss=2.49] Epoch [1815/3000]: Train loss: 1.7926, Valid loss: 3.8171 Epoch [1816/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.71it/s, loss=1.35] Epoch [1816/3000]: Train loss: 2.2384, Valid loss: 2.3143 Epoch [1817/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.93it/s, loss=2.28] Epoch [1817/3000]: Train loss: 2.3413, Valid loss: 1.9592 Epoch [1818/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.92it/s, loss=2.29] Epoch [1818/3000]: Train loss: 2.1966, Valid loss: 1.9950 Epoch [1819/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.48it/s, loss=1.32] Epoch [1819/3000]: Train loss: 1.6781, Valid loss: 1.9216 Epoch [1820/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.91it/s, loss=2.65] Epoch [1820/3000]: Train loss: 1.7918, Valid loss: 2.6208 Epoch [1821/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.80it/s, loss=1.68] Epoch [1821/3000]: Train loss: 1.8470, Valid loss: 2.4178 Epoch [1822/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.06it/s, loss=1.7] Epoch [1822/3000]: Train loss: 1.8325, Valid loss: 2.0918 Epoch [1823/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.19it/s, loss=1.16] Epoch [1823/3000]: Train loss: 1.6975, Valid loss: 1.6507 Epoch [1824/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.22it/s, loss=1.94] Epoch [1824/3000]: Train loss: 1.6781, Valid loss: 1.8269 Epoch [1825/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.33it/s, loss=2.01] Epoch [1825/3000]: Train loss: 1.7411, Valid loss: 2.7476 Epoch [1826/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.98it/s, loss=1.59] Epoch [1826/3000]: Train loss: 2.0219, Valid loss: 3.7337 Epoch [1827/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.64it/s, loss=2.19] Epoch [1827/3000]: Train loss: 2.6852, Valid loss: 2.1300 Epoch [1828/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.98it/s, loss=1.43] Epoch [1828/3000]: Train loss: 2.4030, Valid loss: 3.7055 Epoch [1829/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.18it/s, loss=1.94] Epoch [1829/3000]: Train loss: 2.2389, Valid loss: 2.2461 Epoch [1830/3000]: 100%|██████████| 9/9 [00:00<00:00, 89.76it/s, loss=2.07] Epoch [1830/3000]: Train loss: 2.0272, Valid loss: 2.0315 Epoch [1831/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.00it/s, loss=1.9] Epoch [1831/3000]: Train loss: 1.9035, Valid loss: 2.9073 Epoch [1832/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.57it/s, loss=2.61] Epoch [1832/3000]: Train loss: 2.3719, Valid loss: 1.9161 Epoch [1833/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.08it/s, loss=1.79] Epoch [1833/3000]: Train loss: 1.9386, Valid loss: 2.6087 Epoch [1834/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.09it/s, loss=1.36] Epoch [1834/3000]: Train loss: 1.8712, Valid loss: 1.8814 Epoch [1835/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.05it/s, loss=1.42] Epoch [1835/3000]: Train loss: 1.8609, Valid loss: 2.6253 Epoch [1836/3000]: 100%|██████████| 9/9 [00:00<00:00, 82.13it/s, loss=1.55] Epoch [1836/3000]: Train loss: 1.9096, Valid loss: 2.5609 Epoch [1837/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.67it/s, loss=1.44] Epoch [1837/3000]: Train loss: 1.7893, Valid loss: 1.8837 Epoch [1838/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.74it/s, loss=2.07] Epoch [1838/3000]: Train loss: 1.7838, Valid loss: 2.2173 Epoch [1839/3000]: 100%|██████████| 9/9 [00:00<00:00, 72.27it/s, loss=1.65] Epoch [1839/3000]: Train loss: 2.0829, Valid loss: 2.9302 Epoch [1840/3000]: 100%|██████████| 9/9 [00:00<00:00, 68.80it/s, loss=1.69] Epoch [1840/3000]: Train loss: 2.0561, Valid loss: 2.0653 Epoch [1841/3000]: 100%|██████████| 9/9 [00:00<00:00, 70.52it/s, loss=2.81] Epoch [1841/3000]: Train loss: 2.2365, Valid loss: 2.4566 Epoch [1842/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.31it/s, loss=3.3] Epoch [1842/3000]: Train loss: 2.3003, Valid loss: 2.0956 Epoch [1843/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.52it/s, loss=1.8] Epoch [1843/3000]: Train loss: 1.8570, Valid loss: 1.8148 Epoch [1844/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.18it/s, loss=2.12] Epoch [1844/3000]: Train loss: 1.7058, Valid loss: 2.1728 Epoch [1845/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.57it/s, loss=2.43] Epoch [1845/3000]: Train loss: 2.0487, Valid loss: 2.2364 Epoch [1846/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.67it/s, loss=2.61] Epoch [1846/3000]: Train loss: 1.8009, Valid loss: 2.9554 Epoch [1847/3000]: 100%|██████████| 9/9 [00:00<00:00, 92.88it/s, loss=2.46] Epoch [1847/3000]: Train loss: 2.4345, Valid loss: 2.8518 Epoch [1848/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.69it/s, loss=2] Epoch [1848/3000]: Train loss: 2.5101, Valid loss: 1.7942 Epoch [1849/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.90it/s, loss=1.43] Epoch [1849/3000]: Train loss: 1.8856, Valid loss: 1.9274 Epoch [1850/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.64it/s, loss=3.04] Epoch [1850/3000]: Train loss: 1.8811, Valid loss: 1.9019 Epoch [1851/3000]: 100%|██████████| 9/9 [00:00<00:00, 100.83it/s, loss=1.58] Epoch [1851/3000]: Train loss: 2.0788, Valid loss: 2.1126 Epoch [1852/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.10it/s, loss=1.97] Epoch [1852/3000]: Train loss: 2.0494, Valid loss: 2.4189 Epoch [1853/3000]: 100%|██████████| 9/9 [00:00<00:00, 100.92it/s, loss=1.78] Epoch [1853/3000]: Train loss: 1.9440, Valid loss: 2.1216 Epoch [1854/3000]: 100%|██████████| 9/9 [00:00<00:00, 97.57it/s, loss=1.66] Epoch [1854/3000]: Train loss: 1.7824, Valid loss: 2.2230 Epoch [1855/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.87it/s, loss=1.52] Epoch [1855/3000]: Train loss: 1.7804, Valid loss: 1.9304 Epoch [1856/3000]: 100%|██████████| 9/9 [00:00<00:00, 79.44it/s, loss=1.64] Epoch [1856/3000]: Train loss: 1.8078, Valid loss: 2.1192 Epoch [1857/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.35it/s, loss=1.66] Epoch [1857/3000]: Train loss: 1.7606, Valid loss: 1.8641 Epoch [1858/3000]: 100%|██████████| 9/9 [00:00<00:00, 76.27it/s, loss=1.45] Epoch [1858/3000]: Train loss: 1.6712, Valid loss: 1.9567 Epoch [1859/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.41it/s, loss=2] Epoch [1859/3000]: Train loss: 1.7483, Valid loss: 1.9753 Epoch [1860/3000]: 100%|██████████| 9/9 [00:00<00:00, 80.73it/s, loss=2.01] Epoch [1860/3000]: Train loss: 1.7882, Valid loss: 1.8361 Epoch [1861/3000]: 100%|██████████| 9/9 [00:00<00:00, 74.33it/s, loss=1.48] Epoch [1861/3000]: Train loss: 1.7081, Valid loss: 1.8749 Epoch [1862/3000]: 100%|██████████| 9/9 [00:00<00:00, 73.60it/s, loss=1.66] Epoch [1862/3000]: Train loss: 1.6476, Valid loss: 1.9812 Epoch [1863/3000]: 100%|██████████| 9/9 [00:00<00:00, 91.32it/s, loss=1.76] Epoch [1863/3000]: Train loss: 1.7002, Valid loss: 2.3348 Epoch [1864/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.54it/s, loss=1.3] Epoch [1864/3000]: Train loss: 1.6817, Valid loss: 2.5445 Epoch [1865/3000]: 100%|██████████| 9/9 [00:00<00:00, 90.97it/s, loss=1.48] Epoch [1865/3000]: Train loss: 1.7115, Valid loss: 2.0931 Epoch [1866/3000]: 100%|██████████| 9/9 [00:00<00:00, 96.50it/s, loss=2.5] Epoch [1866/3000]: Train loss: 1.8895, Valid loss: 3.3578 Epoch [1867/3000]: 100%|██████████| 9/9 [00:00<00:00, 81.15it/s, loss=1.67] Epoch [1867/3000]: Train loss: 1.9581, Valid loss: 2.0097 Epoch [1868/3000]: 100%|██████████| 9/9 [00:00<00:00, 94.33it/s, loss=1.59] Epoch [1868/3000]: Train loss: 1.8670, Valid loss: 2.2680 Epoch [1869/3000]: 100%|██████████| 9/9 [00:00<00:00, 101.77it/s, loss=2.02] Epoch [1869/3000]: Train loss: 1.7086, Valid loss: 1.9175 Epoch [1870/3000]: 100%|██████████| 9/9 [00:00<00:00, 19.28it/s, loss=2.32] Epoch [1870/3000]: Train loss: 1.7351, Valid loss: 2.6859 Epoch [1871/3000]: 100%|██████████| 9/9 [00:00<00:00, 85.22it/s, loss=1.44] Epoch [1871/3000]: Train loss: 1.7463, Valid loss: 1.9215 Epoch [1872/3000]: 100%|██████████| 9/9 [00:00<00:00, 78.48it/s, loss=1.62] Epoch [1872/3000]: Train loss: 1.7139, Valid loss: 3.3058 Epoch [1873/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.67it/s, loss=2.29] Epoch [1873/3000]: Train loss: 2.2590, Valid loss: 1.8458 Epoch [1874/3000]: 100%|██████████| 9/9 [00:00<00:00, 95.64it/s, loss=1.55] Epoch [1874/3000]: Train loss: 1.8726, Valid loss: 2.0887 Epoch [1875/3000]: 100%|██████████| 9/9 [00:00<00:00, 77.95it/s, loss=1.56] Epoch [1875/3000]: Train loss: 1.8976, Valid loss: 2.5682 Epoch [1876/3000]: 100%|██████████| 9/9 [00:00<00:00, 75.75it/s, loss=2.26] Epoch [1876/3000]: Train loss: 2.0842, Valid loss: 2.1515 Epoch [1877/3000]: 100%|██████████| 9/9 [00:00<00:00, 83.69it/s, loss=2.49] Epoch [1877/3000]: Train loss: 2.6879, Valid loss: 2.3412 Epoch [1878/3000]: 100%|██████████| 9/9 [00:00<00:00, 84.08it/s, loss=2.04] Epoch [1878/3000]: Train loss: 1.8745, Valid loss: 2.3562 Epoch [1879/3000]: 100%|██████████| 9/9 [00:00<00:00, 93.72it/s, loss=2.54] Epoch [1879/3000]: Train loss: 1.9726, Valid loss: 2.3072 Epoch [1880/3000]: 100%|██████████| 9/9 [00:00<00:00, 99.96it/s, loss=1.7] Epoch [1880/3000]: Train loss: 1.7009, Valid loss: 1.9785 Epoch [1881/3000]: 100%|██████████| 9/9 [00:00<00:00, 87.92it/s, loss=2.22] Epoch [1881/3000]: Train loss: 1.8828, Valid loss: 2.3367 Epoch [1882/3000]: 100%|██████████| 9/9 [00:00<00:00, 98.55it/s, loss=1.74] Epoch [1882/3000]: Train loss: 1.8242, Valid loss: 2.1308 Epoch [1883/3000]: 100%|██████████| 9/9 [00:00<00:00, 104.95it/s, loss=1.98] Epoch [1883/3000]: Train loss: 1.7934, Valid loss: 2.3699 Model is not improving, so we halt the training session.
绘制图像
# 绘制图像
%reload_ext tensorboard
%tensorboard --logdir=./runs/
测试
# 测试
def save_pred(preds, file):
''' Save predictions to specified file '''
with open(file, 'w') as fp:
writer = csv.writer(fp)
writer.writerow(['id', 'tested_positive'])
for i, p in enumerate(preds):
writer.writerow([i, p])
model = My_Model(input_dim=x_train.shape[1]).to(device)
model.load_state_dict(torch.load(config['save_path']))
preds = predict(test_loader, model, device)
save_pred(preds, 'pred.csv')100%|██████████| 5/5 [00:00<00:00, 551.00it/s]
以上就是作业1的内容，这是一个很废的model，之后等我能力提升一定会再回来改成1.0版！
