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AI+电芯 | 基于LSTM和GRU模型的SOH预测

AI+电芯

中文

锂电池

AI+电芯中文锂电池

JiaweiMiao

Letian

更新于 2024-10-25

推荐镜像 :Third-party software:d2l-ai:pytorch

推荐机型 :c3_m4_1 * NVIDIA T4

数据集

NRP_2022_EEE12(v1)

基于LSTM和GRU模型的SOH预测

背景

由于可持续发展的目标以及与其他电池相比的许多优势，锂离子电池的使用正在增加。对锂离子电池 SOH 的精确预测也变得越来越重要，而数据驱动模型的在线健康状态 (SOH) 预测方法是实现这个目标的有效方法。针对这种情况，我们提出了一种简单有效的具有长短期记忆（LSTM）和门控循环单元（GRU）模型的机器学习框架来预测 SOH，避免了高复杂性、低可解释性和高训练成本的问题。使用 GRU 进行的预测已被证明具有很高的准确性，平均均方根误差 (RMSE) 为 0.724%。

数据集

我们使用Oxford公开数据集：Oxford Battery Degradation Dataset 1对模型进行训练和预测。它包含 8 个小型锂离子软包电池的电池老化数据测量值。所有电池均在 40 摄氏度的热室中进行测试。这些电池接受恒流恒压充电曲线，然后是从阿耳忒弥斯城市曲线获得的驱动循环放电曲线。每 100 个循环进行一次表征测量。

原始数据集中给出了两个数据文件：

1.“ExampleDC_C1.mat”-仅包含第一个充电-放电周期记录的电压、电流和温度数据.

2.“Oxford_Battery_Degradation_Dataset_1.mat”- 包含每 100 个循环进行一次的特性测试结果，直至电池寿命结束。 !! 注意：该文件的文件大小为 262 Mb.

这里我们只使用第二个数据。

Citation： Christoph R. Birkl, "Diagnosis and Prognosis of Degradation in Lithium-Ion Batteries", PhD thesis, Department of Engineering Science, University of Oxford, 2017

“Oxford_Battery_Degradation_Dataset_1.mat”数据描述：

电池测试仪：Bio-Logic MPG-205，8通道

环境室：Binder热室，环境温度：40摄氏度

数据类型 Matlab 二进制文件包含：

(a) 1-C 循环（电流 = 740mA）：时间（t，以秒为单位）、电压（v，以伏特为单位）、充电（q，以 mAh 为单位）和温度（T，以摄氏度为单位），

(b) 伪 OCV 循环（电流 = 40mA）：时间（t，以秒为单位）、电压（v，以伏特为单位）、充电（q，以 mAh 为单位）和温度（T，以摄氏度为单位），

每 100 个驱动周期记录一次 1-C 和伪 OCV 周期。

驾驶循环基于 Urban Artemis 驾驶配置文件。

文件结构：

第 1 层：电池 (1-8)

第 2 层：表征周期的周期数（例如 cyc0100：100 个驱动周期后的表征周期）

第 3 层：1-C 充电 (C1ch)、1-C 放电 (C1dc)、伪 OCV 充电 (OCVch)、伪 OCV 放电 (OCVdc)

第 4 层：时间 (t)、电压 (v)、电荷 (q)、温度 (T)

本notebook搬运自github/sileneer/NRP_2022_EEE12

代码

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[1]

!pip install -U scikit-learn

Looking in indexes: https://pypi.tuna.tsinghua.edu.cn/simple
Collecting scikit-learn
  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/bd/05/e561bc99a615b5c099c7a9355409e5e57c525a108f1c2e156abb005b90a6/scikit_learn-1.0.2-cp37-cp37m-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (24.8 MB)
     |████████████████████████████████| 24.8 MB 894 kB/s eta 0:00:01
Collecting joblib>=0.11
  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/10/40/d551139c85db202f1f384ba8bcf96aca2f329440a844f924c8a0040b6d02/joblib-1.3.2-py3-none-any.whl (302 kB)
     |████████████████████████████████| 302 kB 13.6 MB/s eta 0:00:01
Requirement already satisfied: scipy>=1.1.0 in /opt/miniconda/lib/python3.7/site-packages (from scikit-learn) (1.7.3)
Requirement already satisfied: numpy>=1.14.6 in /opt/miniconda/lib/python3.7/site-packages (from scikit-learn) (1.21.5)
Collecting threadpoolctl>=2.0.0
  Downloading https://pypi.tuna.tsinghua.edu.cn/packages/61/cf/6e354304bcb9c6413c4e02a747b600061c21d38ba51e7e544ac7bc66aecc/threadpoolctl-3.1.0-py3-none-any.whl (14 kB)
Installing collected packages: threadpoolctl, joblib, scikit-learn
Successfully installed joblib-1.3.2 scikit-learn-1.0.2 threadpoolctl-3.1.0
WARNING: Running pip as the 'root' user can result in broken permissions and conflicting behaviour with the system package manager. It is recommended to use a virtual environment instead: https://pip.pypa.io/warnings/venv

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加载需要的工具包

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[2]

import scipy.io #initializes libraries

import time

import math

import torch

import torch.nn as nn

from torch.utils.data import TensorDataset, DataLoader

import pandas as pd

import numpy as np

import matplotlib.pyplot as plt

from sklearn.preprocessing import MinMaxScaler

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载入数据集

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[3]

mat = scipy.io.loadmat('/bohr/nrp22-izhp/v1/datasets/Oxford_Battery_Degradation_Dataset_1.mat') #reads dataset

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[4]

mat.keys()

dict_keys(['__header__', '__version__', '__globals__', 'Cell1', 'Cell2', 'Cell3', 'Cell4', 'Cell5', 'Cell6', 'Cell7', 'Cell8'])

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[5]

input_data = [

[[], []], # cell 1, [0, 1, 2, ... 82], [730, 729, ... value for q, ... , 530]

[[], []],

[[], []]

]

CELL_SIZE = [83, 78, 82, 52, 49, 51, 82, 82] # number of the cycles for each cell

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从数据集中选择我们需要的数据

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[6]

for i in range(0, 8): #breaks down dataset to return the values that we need

cell_num = "Cell{}".format(i + 1)

for j in range(0, CELL_SIZE[i]):

cyc_num = "cyc{:04d}".format(j * 100) # if j=47, cyc_num = "cyc4700"; if j=1, cyc_num = "cyc0100"

try:

curr = mat[cell_num][0][cyc_num][0][0]["C1ch"][0][0]['q'][0][-1][0]

except ValueError:

curr = float("NaN")

input_data[i][0].append(j)

input_data[i][1].append(curr)

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定义训练和测试数据

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[7]

train_x = []

train_y = []

#test_x is a 2d dataset

test_x = [

[],

[]

]

#test_y is a 2d dataset

test_y = [

[],

[]

]

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[8]

for i in range(0, 8):

df_input = pd.DataFrame(input_data[i]).transpose()

df_input = df_input.rename(columns={0: "cycle", 1: "q_value"})

df_input['interpolate_time'] = df_input['q_value'].interpolate(option='time') #time interpolate preprocessing of cells 1 to 8

df_input['soh'] = df_input['interpolate_time'] / 740

df_input = df_input.drop("cycle", axis=1)

df_input = df_input.drop("q_value", axis=1)

df_input = df_input.drop("interpolate_time", axis=1)

# normalisation

sc = MinMaxScaler()

label_sc = MinMaxScaler()

data = sc.fit_transform(df_input.values)

label_sc.fit(df_input.iloc[:, 0].values.reshape(-1, 1)) #MinMaxScaler preprocessing of cells 1 to 8

# windowing of time series

lookback = 10 #data windowing value

inputs = np.zeros((len(data) - lookback, lookback, df_input.shape[1]))

labels = np.zeros(len(data) - lookback)

for j in range(lookback, len(data)):

inputs[j - lookback] = data[j - lookback:j]

labels[j - lookback] = data[j, 0]

inputs = inputs.reshape(-1, lookback, df_input.shape[1])

labels = labels.reshape(-1, 1)

if (i < 4):

if len(train_x) == 0:

train_x = inputs[:]

train_y = labels[:]

else:

train_x = np.concatenate((train_x, inputs[:]))

train_y = np.concatenate((train_y, labels[:]))

else:

test_x[i - 4] = inputs

test_y[i - 4] = labels

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[9]

np.array(train_x).shape

(255, 10, 1)

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[10]

np.array(train_y).shape

(255, 1)

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[11]

np.array(test_x[0]).shape # test_x = [[Cell5], [Cell6], [Cell7], [Cell8]]

(39, 10, 1)

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[12]

np.array(test_y[0]).shape

(39, 1)

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把刚才获得的训练数据组装成torch张量形式

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[13]

batch_size = 32

train_data = TensorDataset(torch.from_numpy(train_x), torch.from_numpy(train_y))

train_loader = DataLoader(train_data, shuffle=True, batch_size=batch_size, drop_last=True)

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[14]

# torch.cuda.is_available() checks and returns a Boolean True if a GPU is available, else it'll return False

is_cuda = torch.cuda.is_available()

# If we have a GPU available, we'll set our device to GPU. We'll use this device variable later in our code.

if is_cuda:

device = torch.device("cuda")

else:

device = torch.device("cpu")

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构建GRU和LSTM网络结构

基于pytorch工具包

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[15]

class GRUNet(nn.Module):

def __init__(self, input_dim, hidden_dim, output_dim, n_layers, drop_prob=0.2):

super(GRUNet, self).__init__()

self.hidden_dim = hidden_dim

self.n_layers = n_layers

self.gru = nn.GRU(input_dim, hidden_dim, n_layers, batch_first=True, dropout=drop_prob)

self.fc = nn.Linear(hidden_dim, output_dim)

self.relu = nn.ReLU()

def forward(self, x, h):

out, h = self.gru(x, h)

out = self.fc(self.relu(out[:, -1]))

return out, h

def init_hidden(self, batch_size):

weight = next(self.parameters()).data

hidden = weight.new(self.n_layers, batch_size, self.hidden_dim).zero_().to(device)

return hidden

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[16]

class LSTMNet(nn.Module):

def __init__(self, input_dim, hidden_dim, output_dim, n_layers, drop_prob=0.2):

super(LSTMNet, self).__init__()

self.hidden_dim = hidden_dim

self.n_layers = n_layers

self.lstm = nn.LSTM(input_dim, hidden_dim, n_layers, batch_first=True, dropout=drop_prob)

self.fc = nn.Linear(hidden_dim, output_dim)

self.relu = nn.ReLU()

def forward(self, x, h):

out, h = self.lstm(x, h)

out = self.fc(self.relu(out[:,-1]))

return out, h

def init_hidden(self, batch_size):

weight = next(self.parameters()).data

hidden = (weight.new(self.n_layers, batch_size, self.hidden_dim).zero_().to(device),

weight.new(self.n_layers, batch_size, self.hidden_dim).zero_().to(device))

return hidden

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定义训练函数

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[17]

def train(train_loader, learn_rate, hidden_dim=256, EPOCHS=100, model_type="GRU"):

# Setting common hyperparameters

input_dim = next(iter(train_loader))[0].shape[2]

output_dim = 1

n_layers = 2

# Instantiating the models

if model_type == "GRU":

model = GRUNet(input_dim, hidden_dim, output_dim, n_layers)

else:

model = LSTMNet(input_dim, hidden_dim, output_dim, n_layers)

model.to(device)

print("----------------------------------------")

print("The", model_type, "has the layers as: ")

print(model)

print("----------------------------------------")

# Defining loss function and optimizer

criterion = nn.MSELoss()

optimizer = torch.optim.Adam(model.parameters(), lr=learn_rate)

model.train()

print("Starting Training of {} model".format(model_type))

epoch_times = []

# Start training loop

for epoch in range(1, EPOCHS + 1):

start_time = time.process_time()

h = model.init_hidden(batch_size)

avg_loss = 0.

counter = 0

for x, label in train_loader:

counter += 1

if model_type == "GRU":

h = h.data

else:

h = tuple([e.data for e in h])

model.zero_grad()

out, h = model(x.to(device).float(), h)

loss = criterion(out, label.to(device).float())

loss.backward()

optimizer.step()

avg_loss += loss.item()

print("Epoch {}......Step: {}/{}....... Average Loss for Epoch: {}".format(epoch, counter,

len(train_loader),

avg_loss / counter))

current_time = time.process_time()

print("Epoch {}/{} Done, Total Loss: {}".format(epoch, EPOCHS, avg_loss / len(train_loader)))

print("Total Time Elapsed: {} seconds".format(str(current_time - start_time)))

epoch_times.append(current_time - start_time)

print("Total Training Time: {} seconds".format(str(sum(epoch_times))))

return model

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定义评估函数

这里我们使用MAE和RMSE两项参数作为评估标准。

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[18]

def evaluate(model, test_x, test_y, label_scalers):

model.eval()

outputs = []

targets = []

start_time = time.process_time()

inp = torch.from_numpy(np.array(test_x))

labs = torch.from_numpy(np.array(test_y))

h = model.init_hidden(inp.shape[0])

out, h = model(inp.to(device).float(), h)

outputs.append(label_sc.inverse_transform(out.cpu().detach().numpy()).reshape(-1))

targets.append(label_sc.inverse_transform(labs.numpy()).reshape(-1))

print("Evaluation Time: {}".format(str(time.process_time() - start_time)))

MAE = 0

RMSE = 0

for i in range(len(outputs)):

MAE += np.mean(abs(outputs[i] - targets[i])) / len(outputs)

RMSE += np.mean((outputs[i] - targets[i]) ** 2) / len(outputs)

RMSE = math.sqrt(RMSE)

print("MAE: {}".format(MAE))

print("RMSE: {}".format(RMSE))

return outputs, targets, MAE, RMSE

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分别训练GRU和LSTM模型

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[19]

lr = 0.001 #learning rate

gru_model = train(train_loader, lr, model_type="GRU")

lstm_model = train(train_loader, lr, model_type="LSTM")

----------------------------------------
The GRU has the layers as: 
GRUNet(
  (gru): GRU(1, 256, num_layers=2, batch_first=True, dropout=0.2)
  (fc): Linear(in_features=256, out_features=1, bias=True)
  (relu): ReLU()
)
----------------------------------------
Starting Training of GRU model
Epoch 1......Step: 1/7....... Average Loss for Epoch: 0.1863655000925064
Epoch 1......Step: 2/7....... Average Loss for Epoch: 0.15271063148975372
Epoch 1......Step: 3/7....... Average Loss for Epoch: 0.1342429518699646
Epoch 1......Step: 4/7....... Average Loss for Epoch: 0.10982518270611763
Epoch 1......Step: 5/7....... Average Loss for Epoch: 0.09667715430259705
Epoch 1......Step: 6/7....... Average Loss for Epoch: 0.08770213027795155
Epoch 1......Step: 7/7....... Average Loss for Epoch: 0.0801793315580913
Epoch 1/100 Done, Total Loss: 0.0801793315580913
Total Time Elapsed: 0.03912096400000031 seconds
Epoch 2......Step: 1/7....... Average Loss for Epoch: 0.03513169661164284
Epoch 2......Step: 2/7....... Average Loss for Epoch: 0.034290047362446785
Epoch 2......Step: 3/7....... Average Loss for Epoch: 0.035443831235170364
Epoch 2......Step: 4/7....... Average Loss for Epoch: 0.036314803175628185
Epoch 2......Step: 5/7....... Average Loss for Epoch: 0.03405532389879227
Epoch 2......Step: 6/7....... Average Loss for Epoch: 0.03166480859120687
Epoch 2......Step: 7/7....... Average Loss for Epoch: 0.029840534552931786
Epoch 2/100 Done, Total Loss: 0.029840534552931786
Total Time Elapsed: 0.02564309299999934 seconds
Epoch 3......Step: 1/7....... Average Loss for Epoch: 0.013686330057680607
Epoch 3......Step: 2/7....... Average Loss for Epoch: 0.013516759499907494
Epoch 3......Step: 3/7....... Average Loss for Epoch: 0.011911185768743357
Epoch 3......Step: 4/7....... Average Loss for Epoch: 0.01095008454285562
Epoch 3......Step: 5/7....... Average Loss for Epoch: 0.010397642105817794
Epoch 3......Step: 6/7....... Average Loss for Epoch: 0.009006197137447694
Epoch 3......Step: 7/7....... Average Loss for Epoch: 0.007995521716241325
Epoch 3/100 Done, Total Loss: 0.007995521716241325
Total Time Elapsed: 0.02554129500000002 seconds
Epoch 4......Step: 1/7....... Average Loss for Epoch: 0.008263785392045975
Epoch 4......Step: 2/7....... Average Loss for Epoch: 0.005302216857671738
Epoch 4......Step: 3/7....... Average Loss for Epoch: 0.005609374803801377
Epoch 4......Step: 4/7....... Average Loss for Epoch: 0.005583381745964289
Epoch 4......Step: 5/7....... Average Loss for Epoch: 0.005475671589374542
Epoch 4......Step: 6/7....... Average Loss for Epoch: 0.005076137371361256
Epoch 4......Step: 7/7....... Average Loss for Epoch: 0.004860403382086328
Epoch 4/100 Done, Total Loss: 0.004860403382086328
Total Time Elapsed: 0.025560619000000173 seconds
Epoch 5......Step: 1/7....... Average Loss for Epoch: 0.004359268583357334
Epoch 5......Step: 2/7....... Average Loss for Epoch: 0.002869096351787448
Epoch 5......Step: 3/7....... Average Loss for Epoch: 0.002246800266827146
Epoch 5......Step: 4/7....... Average Loss for Epoch: 0.0022411849931813776
Epoch 5......Step: 5/7....... Average Loss for Epoch: 0.0025379096623510122
Epoch 5......Step: 6/7....... Average Loss for Epoch: 0.002363789613203456
Epoch 5......Step: 7/7....... Average Loss for Epoch: 0.002274597213337464
Epoch 5/100 Done, Total Loss: 0.002274597213337464
Total Time Elapsed: 0.02551762099999877 seconds
Epoch 6......Step: 1/7....... Average Loss for Epoch: 0.0021161516197025776
Epoch 6......Step: 2/7....... Average Loss for Epoch: 0.00214730785228312
Epoch 6......Step: 3/7....... Average Loss for Epoch: 0.0022087630350142717
Epoch 6......Step: 4/7....... Average Loss for Epoch: 0.002063385909423232
Epoch 6......Step: 5/7....... Average Loss for Epoch: 0.0018269364489242434
Epoch 6......Step: 6/7....... Average Loss for Epoch: 0.0020916361245326698
Epoch 6......Step: 7/7....... Average Loss for Epoch: 0.0020940468945939627
Epoch 6/100 Done, Total Loss: 0.0020940468945939627
Total Time Elapsed: 0.027091043000000425 seconds
Epoch 7......Step: 1/7....... Average Loss for Epoch: 0.001613178988918662
Epoch 7......Step: 2/7....... Average Loss for Epoch: 0.0012058623833581805
Epoch 7......Step: 3/7....... Average Loss for Epoch: 0.0009830589600217838
Epoch 7......Step: 4/7....... Average Loss for Epoch: 0.001156601749244146
Epoch 7......Step: 5/7....... Average Loss for Epoch: 0.0010771452565677465
Epoch 7......Step: 6/7....... Average Loss for Epoch: 0.0010571034896808367
Epoch 7......Step: 7/7....... Average Loss for Epoch: 0.0010550913367686526
Epoch 7/100 Done, Total Loss: 0.0010550913367686526
Total Time Elapsed: 0.025586054999999774 seconds
Epoch 8......Step: 1/7....... Average Loss for Epoch: 0.0009451835649088025
Epoch 8......Step: 2/7....... Average Loss for Epoch: 0.0011697656591422856
Epoch 8......Step: 3/7....... Average Loss for Epoch: 0.0013976130091274779
Epoch 8......Step: 4/7....... Average Loss for Epoch: 0.0012326132273301482
Epoch 8......Step: 5/7....... Average Loss for Epoch: 0.001254626573063433
Epoch 8......Step: 6/7....... Average Loss for Epoch: 0.0015924555676368375
Epoch 8......Step: 7/7....... Average Loss for Epoch: 0.0014406961355624454
Epoch 8/100 Done, Total Loss: 0.0014406961355624454
Total Time Elapsed: 0.025808226000000545 seconds
Epoch 9......Step: 1/7....... Average Loss for Epoch: 0.0006461066659539938
Epoch 9......Step: 2/7....... Average Loss for Epoch: 0.0013788497308269143
Epoch 9......Step: 3/7....... Average Loss for Epoch: 0.0013658928219228983
Epoch 9......Step: 4/7....... Average Loss for Epoch: 0.0011817601625807583
Epoch 9......Step: 5/7....... Average Loss for Epoch: 0.0010532468440942466
Epoch 9......Step: 6/7....... Average Loss for Epoch: 0.0009684954614688953
Epoch 9......Step: 7/7....... Average Loss for Epoch: 0.0010574829731402652
Epoch 9/100 Done, Total Loss: 0.0010574829731402652
Total Time Elapsed: 0.026527519000000055 seconds
Epoch 10......Step: 1/7....... Average Loss for Epoch: 0.0010248548351228237
Epoch 10......Step: 2/7....... Average Loss for Epoch: 0.0008353455341421068
Epoch 10......Step: 3/7....... Average Loss for Epoch: 0.0007361759586880604
Epoch 10......Step: 4/7....... Average Loss for Epoch: 0.0007863155333325267
Epoch 10......Step: 5/7....... Average Loss for Epoch: 0.0007974605541676283
Epoch 10......Step: 6/7....... Average Loss for Epoch: 0.0007983611236947278
Epoch 10......Step: 7/7....... Average Loss for Epoch: 0.0008487529952877334
Epoch 10/100 Done, Total Loss: 0.0008487529952877334
Total Time Elapsed: 0.025546267999999372 seconds
Epoch 11......Step: 1/7....... Average Loss for Epoch: 0.0005530251655727625
Epoch 11......Step: 2/7....... Average Loss for Epoch: 0.000642335566226393
Epoch 11......Step: 3/7....... Average Loss for Epoch: 0.0005195248522795737
Epoch 11......Step: 4/7....... Average Loss for Epoch: 0.00047889242705423385
Epoch 11......Step: 5/7....... Average Loss for Epoch: 0.0004757723188959062
Epoch 11......Step: 6/7....... Average Loss for Epoch: 0.0006546649286368241
Epoch 11......Step: 7/7....... Average Loss for Epoch: 0.0006694421005834426
Epoch 11/100 Done, Total Loss: 0.0006694421005834426
Total Time Elapsed: 0.025464629000000016 seconds
Epoch 12......Step: 1/7....... Average Loss for Epoch: 0.001062113675288856
Epoch 12......Step: 2/7....... Average Loss for Epoch: 0.0008835780317895114
Epoch 12......Step: 3/7....... Average Loss for Epoch: 0.0007546812606354555
Epoch 12......Step: 4/7....... Average Loss for Epoch: 0.0007987164426594973
Epoch 12......Step: 5/7....... Average Loss for Epoch: 0.0007715097861364483
Epoch 12......Step: 6/7....... Average Loss for Epoch: 0.0007027661631582305
Epoch 12......Step: 7/7....... Average Loss for Epoch: 0.0006910874716205788
Epoch 12/100 Done, Total Loss: 0.0006910874716205788
Total Time Elapsed: 0.025414843000000076 seconds
Epoch 13......Step: 1/7....... Average Loss for Epoch: 0.0005581395816989243
Epoch 13......Step: 2/7....... Average Loss for Epoch: 0.00046104920329526067
Epoch 13......Step: 3/7....... Average Loss for Epoch: 0.0004000328384184589
Epoch 13......Step: 4/7....... Average Loss for Epoch: 0.00040108536632033065
Epoch 13......Step: 5/7....... Average Loss for Epoch: 0.00038937265635468065
Epoch 13......Step: 6/7....... Average Loss for Epoch: 0.00042688861625113833
Epoch 13......Step: 7/7....... Average Loss for Epoch: 0.0004377259049631123
Epoch 13/100 Done, Total Loss: 0.0004377259049631123
Total Time Elapsed: 0.02548220999999984 seconds
Epoch 14......Step: 1/7....... Average Loss for Epoch: 0.0007713597733527422
Epoch 14......Step: 2/7....... Average Loss for Epoch: 0.0005600344447884709
Epoch 14......Step: 3/7....... Average Loss for Epoch: 0.0005755991636154553
Epoch 14......Step: 4/7....... Average Loss for Epoch: 0.0006012880912749097
Epoch 14......Step: 5/7....... Average Loss for Epoch: 0.0005781260435469449
Epoch 14......Step: 6/7....... Average Loss for Epoch: 0.0005686572306634238
Epoch 14......Step: 7/7....... Average Loss for Epoch: 0.0005537404545715877
Epoch 14/100 Done, Total Loss: 0.0005537404545715877
Total Time Elapsed: 0.02656321399999939 seconds
Epoch 15......Step: 1/7....... Average Loss for Epoch: 0.0006199427880346775
Epoch 15......Step: 2/7....... Average Loss for Epoch: 0.0005055475630797446
Epoch 15......Step: 3/7....... Average Loss for Epoch: 0.0004324190570817639
Epoch 15......Step: 4/7....... Average Loss for Epoch: 0.0004279276472516358
Epoch 15......Step: 5/7....... Average Loss for Epoch: 0.0004359757003840059
Epoch 15......Step: 6/7....... Average Loss for Epoch: 0.00043313515683015186
Epoch 15......Step: 7/7....... Average Loss for Epoch: 0.0005080338534233826
Epoch 15/100 Done, Total Loss: 0.0005080338534233826
Total Time Elapsed: 0.025359711000000118 seconds
Epoch 16......Step: 1/7....... Average Loss for Epoch: 0.0006300064269453287
Epoch 16......Step: 2/7....... Average Loss for Epoch: 0.0005682795308530331
Epoch 16......Step: 3/7....... Average Loss for Epoch: 0.00046590374161799747
Epoch 16......Step: 4/7....... Average Loss for Epoch: 0.0004338937142165378
Epoch 16......Step: 5/7....... Average Loss for Epoch: 0.00040441603632643817
Epoch 16......Step: 6/7....... Average Loss for Epoch: 0.0005587790801655501
Epoch 16......Step: 7/7....... Average Loss for Epoch: 0.0005571319571962314
Epoch 16/100 Done, Total Loss: 0.0005571319571962314
Total Time Elapsed: 0.025385366000000076 seconds
Epoch 17......Step: 1/7....... Average Loss for Epoch: 0.00034523458452895284
Epoch 17......Step: 2/7....... Average Loss for Epoch: 0.0005816879274789244
Epoch 17......Step: 3/7....... Average Loss for Epoch: 0.0005964973825030029
Epoch 17......Step: 4/7....... Average Loss for Epoch: 0.0005404807161539793
Epoch 17......Step: 5/7....... Average Loss for Epoch: 0.0004987768945284188
Epoch 17......Step: 6/7....... Average Loss for Epoch: 0.000588229886488989
Epoch 17......Step: 7/7....... Average Loss for Epoch: 0.0005534586297082049
Epoch 17/100 Done, Total Loss: 0.0005534586297082049
Total Time Elapsed: 0.025375681999999955 seconds
Epoch 18......Step: 1/7....... Average Loss for Epoch: 0.00048051372868940234
Epoch 18......Step: 2/7....... Average Loss for Epoch: 0.000440737945609726
Epoch 18......Step: 3/7....... Average Loss for Epoch: 0.00036911017377860844
Epoch 18......Step: 4/7....... Average Loss for Epoch: 0.00038810328260296956
Epoch 18......Step: 5/7....... Average Loss for Epoch: 0.0003785574692301452
Epoch 18......Step: 6/7....... Average Loss for Epoch: 0.00037452313214695704
Epoch 18......Step: 7/7....... Average Loss for Epoch: 0.0005982255970593542
Epoch 18/100 Done, Total Loss: 0.0005982255970593542
Total Time Elapsed: 0.02554034100000102 seconds
Epoch 19......Step: 1/7....... Average Loss for Epoch: 0.0003845376195386052
Epoch 19......Step: 2/7....... Average Loss for Epoch: 0.0005637411086354405
Epoch 19......Step: 3/7....... Average Loss for Epoch: 0.0008015807446402808
Epoch 19......Step: 4/7....... Average Loss for Epoch: 0.0007949949795147404
Epoch 19......Step: 5/7....... Average Loss for Epoch: 0.0007186595816165209
Epoch 19......Step: 6/7....... Average Loss for Epoch: 0.0006301172567570271
Epoch 19......Step: 7/7....... Average Loss for Epoch: 0.0005921087223604056
Epoch 19/100 Done, Total Loss: 0.0005921087223604056
Total Time Elapsed: 0.02538878599999883 seconds
Epoch 20......Step: 1/7....... Average Loss for Epoch: 0.0008275347645394504
Epoch 20......Step: 2/7....... Average Loss for Epoch: 0.0009415701788384467
Epoch 20......Step: 3/7....... Average Loss for Epoch: 0.0007670000583554307
Epoch 20......Step: 4/7....... Average Loss for Epoch: 0.0006713423645123839
Epoch 20......Step: 5/7....... Average Loss for Epoch: 0.0006567908683791756
Epoch 20......Step: 6/7....... Average Loss for Epoch: 0.0005878529191249982
Epoch 20......Step: 7/7....... Average Loss for Epoch: 0.0005642055226157286
Epoch 20/100 Done, Total Loss: 0.0005642055226157286
Total Time Elapsed: 0.025360603999999398 seconds
Epoch 21......Step: 1/7....... Average Loss for Epoch: 0.0014870997983962297
Epoch 21......Step: 2/7....... Average Loss for Epoch: 0.0010085689136758447
Epoch 21......Step: 3/7....... Average Loss for Epoch: 0.0007380766522449752
Epoch 21......Step: 4/7....... Average Loss for Epoch: 0.0006362947679008357
Epoch 21......Step: 5/7....... Average Loss for Epoch: 0.0006945261673536151
Epoch 21......Step: 6/7....... Average Loss for Epoch: 0.0006523890915559605
Epoch 21......Step: 7/7....... Average Loss for Epoch: 0.0005969690849139754
Epoch 21/100 Done, Total Loss: 0.0005969690849139754
Total Time Elapsed: 0.025314791999999642 seconds
Epoch 22......Step: 1/7....... Average Loss for Epoch: 0.0004211748018860817
Epoch 22......Step: 2/7....... Average Loss for Epoch: 0.00044526299461722374
Epoch 22......Step: 3/7....... Average Loss for Epoch: 0.00039141238084994256
Epoch 22......Step: 4/7....... Average Loss for Epoch: 0.0005568765991483815
Epoch 22......Step: 5/7....... Average Loss for Epoch: 0.000531840807525441
Epoch 22......Step: 6/7....... Average Loss for Epoch: 0.000509757301188074
Epoch 22......Step: 7/7....... Average Loss for Epoch: 0.0005507783207576722
Epoch 22/100 Done, Total Loss: 0.0005507783207576722
Total Time Elapsed: 0.02678173099999981 seconds
Epoch 23......Step: 1/7....... Average Loss for Epoch: 0.00021856348030269146
Epoch 23......Step: 2/7....... Average Loss for Epoch: 0.0002822817914420739
Epoch 23......Step: 3/7....... Average Loss for Epoch: 0.0005268527214260151
Epoch 23......Step: 4/7....... Average Loss for Epoch: 0.0004887749018962495
Epoch 23......Step: 5/7....... Average Loss for Epoch: 0.0006238322413992137
Epoch 23......Step: 6/7....... Average Loss for Epoch: 0.0006542563157078499
Epoch 23......Step: 7/7....... Average Loss for Epoch: 0.000628571940719017
Epoch 23/100 Done, Total Loss: 0.000628571940719017
Total Time Elapsed: 0.02543953800000054 seconds
Epoch 24......Step: 1/7....... Average Loss for Epoch: 0.0003661136724986136
Epoch 24......Step: 2/7....... Average Loss for Epoch: 0.0011643377656582743
Epoch 24......Step: 3/7....... Average Loss for Epoch: 0.000899797499490281
Epoch 24......Step: 4/7....... Average Loss for Epoch: 0.0007992963219294325
Epoch 24......Step: 5/7....... Average Loss for Epoch: 0.0007756099221296608
Epoch 24......Step: 6/7....... Average Loss for Epoch: 0.0008108609569414208
Epoch 24......Step: 7/7....... Average Loss for Epoch: 0.0007399392696762723
Epoch 24/100 Done, Total Loss: 0.0007399392696762723
Total Time Elapsed: 0.025368384000000077 seconds
Epoch 25......Step: 1/7....... Average Loss for Epoch: 0.0005621323944069445
Epoch 25......Step: 2/7....... Average Loss for Epoch: 0.0008403063111472875
Epoch 25......Step: 3/7....... Average Loss for Epoch: 0.0006753273191861808
Epoch 25......Step: 4/7....... Average Loss for Epoch: 0.0006675349141005427
Epoch 25......Step: 5/7....... Average Loss for Epoch: 0.0006365124834701418
Epoch 25......Step: 6/7....... Average Loss for Epoch: 0.000660372277100881
Epoch 25......Step: 7/7....... Average Loss for Epoch: 0.0007025381783023477
Epoch 25/100 Done, Total Loss: 0.0007025381783023477
Total Time Elapsed: 0.025332932999999613 seconds
Epoch 26......Step: 1/7....... Average Loss for Epoch: 0.0012572825653478503
Epoch 26......Step: 2/7....... Average Loss for Epoch: 0.0012000881251879036
Epoch 26......Step: 3/7....... Average Loss for Epoch: 0.000981036069182058
Epoch 26......Step: 4/7....... Average Loss for Epoch: 0.0008275281361420639
Epoch 26......Step: 5/7....... Average Loss for Epoch: 0.0007660610077437014
Epoch 26......Step: 6/7....... Average Loss for Epoch: 0.0007147403812268749
Epoch 26......Step: 7/7....... Average Loss for Epoch: 0.0006611190744609173
Epoch 26/100 Done, Total Loss: 0.0006611190744609173
Total Time Elapsed: 0.02538467599999983 seconds
Epoch 27......Step: 1/7....... Average Loss for Epoch: 0.00023400818463414907
Epoch 27......Step: 2/7....... Average Loss for Epoch: 0.0008303805952891707
Epoch 27......Step: 3/7....... Average Loss for Epoch: 0.0006574416862955937
Epoch 27......Step: 4/7....... Average Loss for Epoch: 0.0007033030342427082
Epoch 27......Step: 5/7....... Average Loss for Epoch: 0.0006945043860469013
Epoch 27......Step: 6/7....... Average Loss for Epoch: 0.0006645520964715009
Epoch 27......Step: 7/7....... Average Loss for Epoch: 0.0005908031266049615
Epoch 27/100 Done, Total Loss: 0.0005908031266049615
Total Time Elapsed: 0.02533786299999896 seconds
Epoch 28......Step: 1/7....... Average Loss for Epoch: 0.0005323624354787171
Epoch 28......Step: 2/7....... Average Loss for Epoch: 0.0003977897285949439
Epoch 28......Step: 3/7....... Average Loss for Epoch: 0.00033671378332655877
Epoch 28......Step: 4/7....... Average Loss for Epoch: 0.00039043045035214163
Epoch 28......Step: 5/7....... Average Loss for Epoch: 0.00039690389239694924
Epoch 28......Step: 6/7....... Average Loss for Epoch: 0.0004202934384617644
Epoch 28......Step: 7/7....... Average Loss for Epoch: 0.000500492682996472
Epoch 28/100 Done, Total Loss: 0.000500492682996472
Total Time Elapsed: 0.025319596000001 seconds
Epoch 29......Step: 1/7....... Average Loss for Epoch: 0.0003778867539949715
Epoch 29......Step: 2/7....... Average Loss for Epoch: 0.0006403807201422751
Epoch 29......Step: 3/7....... Average Loss for Epoch: 0.0005924425010258952
Epoch 29......Step: 4/7....... Average Loss for Epoch: 0.0007449344557244331
Epoch 29......Step: 5/7....... Average Loss for Epoch: 0.0006452305417042226
Epoch 29......Step: 6/7....... Average Loss for Epoch: 0.0006133549468358979
Epoch 29......Step: 7/7....... Average Loss for Epoch: 0.0005992370965291879
Epoch 29/100 Done, Total Loss: 0.0005992370965291879
Total Time Elapsed: 0.025298654000000198 seconds
Epoch 30......Step: 1/7....... Average Loss for Epoch: 0.001052147476002574
Epoch 30......Step: 2/7....... Average Loss for Epoch: 0.0010769101791083813
Epoch 30......Step: 3/7....... Average Loss for Epoch: 0.0008005875473221143
Epoch 30......Step: 4/7....... Average Loss for Epoch: 0.0007754951948300004
Epoch 30......Step: 5/7....... Average Loss for Epoch: 0.0007046230253763497
Epoch 30......Step: 6/7....... Average Loss for Epoch: 0.0006203614539117552
Epoch 30......Step: 7/7....... Average Loss for Epoch: 0.0005540512398251199
Epoch 30/100 Done, Total Loss: 0.0005540512398251199
Total Time Elapsed: 0.02634380000000114 seconds
Epoch 31......Step: 1/7....... Average Loss for Epoch: 0.0005308536347001791
Epoch 31......Step: 2/7....... Average Loss for Epoch: 0.0006347488961182535
Epoch 31......Step: 3/7....... Average Loss for Epoch: 0.0005380536895245314
Epoch 31......Step: 4/7....... Average Loss for Epoch: 0.0004733076930278912
Epoch 31......Step: 5/7....... Average Loss for Epoch: 0.0006395863485522569
Epoch 31......Step: 6/7....... Average Loss for Epoch: 0.0005666874203598127
Epoch 31......Step: 7/7....... Average Loss for Epoch: 0.0005307732416050774
Epoch 31/100 Done, Total Loss: 0.0005307732416050774
Total Time Elapsed: 0.025318225999999555 seconds
Epoch 32......Step: 1/7....... Average Loss for Epoch: 0.0002689360408112407
Epoch 32......Step: 2/7....... Average Loss for Epoch: 0.0005436533829197288
Epoch 32......Step: 3/7....... Average Loss for Epoch: 0.00047536048805341125
Epoch 32......Step: 4/7....... Average Loss for Epoch: 0.0005231812683632597
Epoch 32......Step: 5/7....... Average Loss for Epoch: 0.0004511847684625536
Epoch 32......Step: 6/7....... Average Loss for Epoch: 0.00047586152504663914
Epoch 32......Step: 7/7....... Average Loss for Epoch: 0.0005410121562558093
Epoch 32/100 Done, Total Loss: 0.0005410121562558093
Total Time Elapsed: 0.025346310999999844 seconds
Epoch 33......Step: 1/7....... Average Loss for Epoch: 0.0005803098320029676
Epoch 33......Step: 2/7....... Average Loss for Epoch: 0.0005669476522598416
Epoch 33......Step: 3/7....... Average Loss for Epoch: 0.0004957951120256135
Epoch 33......Step: 4/7....... Average Loss for Epoch: 0.00045137091365177184
Epoch 33......Step: 5/7....... Average Loss for Epoch: 0.0006318071042187512
Epoch 33......Step: 6/7....... Average Loss for Epoch: 0.0005538816694752313
Epoch 33......Step: 7/7....... Average Loss for Epoch: 0.0005233508896448516
Epoch 33/100 Done, Total Loss: 0.0005233508896448516
Total Time Elapsed: 0.025300621999999606 seconds
Epoch 34......Step: 1/7....... Average Loss for Epoch: 0.0005813735187985003
Epoch 34......Step: 2/7....... Average Loss for Epoch: 0.0005635671259369701
Epoch 34......Step: 3/7....... Average Loss for Epoch: 0.0004833095202532907
Epoch 34......Step: 4/7....... Average Loss for Epoch: 0.0004398165474412963
Epoch 34......Step: 5/7....... Average Loss for Epoch: 0.0005561958882026374
Epoch 34......Step: 6/7....... Average Loss for Epoch: 0.0004992613442785417
Epoch 34......Step: 7/7....... Average Loss for Epoch: 0.00045853160346658636
Epoch 34/100 Done, Total Loss: 0.00045853160346658636
Total Time Elapsed: 0.02527201300000037 seconds
Epoch 35......Step: 1/7....... Average Loss for Epoch: 0.00026702703326009214
Epoch 35......Step: 2/7....... Average Loss for Epoch: 0.00025731233472470194
Epoch 35......Step: 3/7....... Average Loss for Epoch: 0.0003181586895758907
Epoch 35......Step: 4/7....... Average Loss for Epoch: 0.0003299149466329254
Epoch 35......Step: 5/7....... Average Loss for Epoch: 0.0006501689611468464
Epoch 35......Step: 6/7....... Average Loss for Epoch: 0.0005843919352628291
Epoch 35......Step: 7/7....... Average Loss for Epoch: 0.000562660741187366
Epoch 35/100 Done, Total Loss: 0.000562660741187366
Total Time Elapsed: 0.02530124199999939 seconds
Epoch 36......Step: 1/7....... Average Loss for Epoch: 0.0005424969131127
Epoch 36......Step: 2/7....... Average Loss for Epoch: 0.00039883406134322286
Epoch 36......Step: 3/7....... Average Loss for Epoch: 0.0006436906211699048
Epoch 36......Step: 4/7....... Average Loss for Epoch: 0.000730146566638723
Epoch 36......Step: 5/7....... Average Loss for Epoch: 0.0008557037217542529
Epoch 36......Step: 6/7....... Average Loss for Epoch: 0.0008352134415569404
Epoch 36......Step: 7/7....... Average Loss for Epoch: 0.0007495431948752541
Epoch 36/100 Done, Total Loss: 0.0007495431948752541
Total Time Elapsed: 0.025303530000000407 seconds
Epoch 37......Step: 1/7....... Average Loss for Epoch: 0.0014126553433015943
Epoch 37......Step: 2/7....... Average Loss for Epoch: 0.001174284960143268
Epoch 37......Step: 3/7....... Average Loss for Epoch: 0.0008291395885559419
Epoch 37......Step: 4/7....... Average Loss for Epoch: 0.0006834029263700359
Epoch 37......Step: 5/7....... Average Loss for Epoch: 0.0006611957971472294
Epoch 37......Step: 6/7....... Average Loss for Epoch: 0.0006589582820500558
Epoch 37......Step: 7/7....... Average Loss for Epoch: 0.0006266544140609247
Epoch 37/100 Done, Total Loss: 0.0006266544140609247
Total Time Elapsed: 0.02531974999999953 seconds
Epoch 38......Step: 1/7....... Average Loss for Epoch: 0.0006404136074706912
Epoch 38......Step: 2/7....... Average Loss for Epoch: 0.0010719291167333722
Epoch 38......Step: 3/7....... Average Loss for Epoch: 0.0009717302940165004
Epoch 38......Step: 4/7....... Average Loss for Epoch: 0.0009523855405859649
Epoch 38......Step: 5/7....... Average Loss for Epoch: 0.0008824792224913835
Epoch 38......Step: 6/7....... Average Loss for Epoch: 0.0007867893436923623
Epoch 38......Step: 7/7....... Average Loss for Epoch: 0.0007672525243833661
Epoch 38/100 Done, Total Loss: 0.0007672525243833661
Total Time Elapsed: 0.026215645999998927 seconds
Epoch 39......Step: 1/7....... Average Loss for Epoch: 0.00046289252350106835
Epoch 39......Step: 2/7....... Average Loss for Epoch: 0.0005388949066400528
Epoch 39......Step: 3/7....... Average Loss for Epoch: 0.0005148224881850183
Epoch 39......Step: 4/7....... Average Loss for Epoch: 0.0005217186553636566
Epoch 39......Step: 5/7....... Average Loss for Epoch: 0.00048267694655805825
Epoch 39......Step: 6/7....... Average Loss for Epoch: 0.0005883980581226448
Epoch 39......Step: 7/7....... Average Loss for Epoch: 0.0007036332307117325
Epoch 39/100 Done, Total Loss: 0.0007036332307117325
Total Time Elapsed: 0.025365670000001117 seconds
Epoch 40......Step: 1/7....... Average Loss for Epoch: 0.0003704930131789297
Epoch 40......Step: 2/7....... Average Loss for Epoch: 0.00039208095404319465
Epoch 40......Step: 3/7....... Average Loss for Epoch: 0.00044753939922278124
Epoch 40......Step: 4/7....... Average Loss for Epoch: 0.0005112161015858874
Epoch 40......Step: 5/7....... Average Loss for Epoch: 0.00045510073541663585
Epoch 40......Step: 6/7....... Average Loss for Epoch: 0.0005798665564119195
Epoch 40......Step: 7/7....... Average Loss for Epoch: 0.0005630231420842133
Epoch 40/100 Done, Total Loss: 0.0005630231420842133
Total Time Elapsed: 0.02532045099999891 seconds
Epoch 41......Step: 1/7....... Average Loss for Epoch: 0.0011137439869344234
Epoch 41......Step: 2/7....... Average Loss for Epoch: 0.0007413764542434365
Epoch 41......Step: 3/7....... Average Loss for Epoch: 0.0006111235416028649
Epoch 41......Step: 4/7....... Average Loss for Epoch: 0.0006514921042253263
Epoch 41......Step: 5/7....... Average Loss for Epoch: 0.0005771699536126107
Epoch 41......Step: 6/7....... Average Loss for Epoch: 0.0005164104344051642
Epoch 41......Step: 7/7....... Average Loss for Epoch: 0.0004970372184678647
Epoch 41/100 Done, Total Loss: 0.0004970372184678647
Total Time Elapsed: 0.025313525999999698 seconds
Epoch 42......Step: 1/7....... Average Loss for Epoch: 0.0005398205248638988
Epoch 42......Step: 2/7....... Average Loss for Epoch: 0.0008220651070587337
Epoch 42......Step: 3/7....... Average Loss for Epoch: 0.0006319852157806357
Epoch 42......Step: 4/7....... Average Loss for Epoch: 0.0005640584859065711
Epoch 42......Step: 5/7....... Average Loss for Epoch: 0.0005642296513542533
Epoch 42......Step: 6/7....... Average Loss for Epoch: 0.0005352084020463129
Epoch 42......Step: 7/7....... Average Loss for Epoch: 0.0005097876003544245
Epoch 42/100 Done, Total Loss: 0.0005097876003544245
Total Time Elapsed: 0.025316125999999883 seconds
Epoch 43......Step: 1/7....... Average Loss for Epoch: 0.00017882458632811904
Epoch 43......Step: 2/7....... Average Loss for Epoch: 0.00020724398200400174
Epoch 43......Step: 3/7....... Average Loss for Epoch: 0.00021499333767375597
Epoch 43......Step: 4/7....... Average Loss for Epoch: 0.0005505948538484517
Epoch 43......Step: 5/7....... Average Loss for Epoch: 0.0005398344394052402
Epoch 43......Step: 6/7....... Average Loss for Epoch: 0.0005172528205245422
Epoch 43......Step: 7/7....... Average Loss for Epoch: 0.00047214484532430234
Epoch 43/100 Done, Total Loss: 0.00047214484532430234
Total Time Elapsed: 0.025290735000000453 seconds
Epoch 44......Step: 1/7....... Average Loss for Epoch: 0.0003629026177804917
Epoch 44......Step: 2/7....... Average Loss for Epoch: 0.00029360428743530065
Epoch 44......Step: 3/7....... Average Loss for Epoch: 0.00034584745299071074
Epoch 44......Step: 4/7....... Average Loss for Epoch: 0.00033845183497760445
Epoch 44......Step: 5/7....... Average Loss for Epoch: 0.000384295464027673
Epoch 44......Step: 6/7....... Average Loss for Epoch: 0.0005674060181869814
Epoch 44......Step: 7/7....... Average Loss for Epoch: 0.000549207824016256
Epoch 44/100 Done, Total Loss: 0.000549207824016256
Total Time Elapsed: 0.02546272300000041 seconds
Epoch 45......Step: 1/7....... Average Loss for Epoch: 0.00021750573068857193
Epoch 45......Step: 2/7....... Average Loss for Epoch: 0.0002858347579604015
Epoch 45......Step: 3/7....... Average Loss for Epoch: 0.0006077807920519263
Epoch 45......Step: 4/7....... Average Loss for Epoch: 0.0005477858940139413
Epoch 45......Step: 5/7....... Average Loss for Epoch: 0.0005435597384348511
Epoch 45......Step: 6/7....... Average Loss for Epoch: 0.0006658249573471645
Epoch 45......Step: 7/7....... Average Loss for Epoch: 0.0005984423914924264
Epoch 45/100 Done, Total Loss: 0.0005984423914924264
Total Time Elapsed: 0.025290365000000037 seconds
Epoch 46......Step: 1/7....... Average Loss for Epoch: 0.0003517240402288735
Epoch 46......Step: 2/7....... Average Loss for Epoch: 0.0007782905886415392
Epoch 46......Step: 3/7....... Average Loss for Epoch: 0.0009674920584075153
Epoch 46......Step: 4/7....... Average Loss for Epoch: 0.0009587797248968855
Epoch 46......Step: 5/7....... Average Loss for Epoch: 0.00109694303246215
Epoch 46......Step: 6/7....... Average Loss for Epoch: 0.0010452266142237931
Epoch 46......Step: 7/7....... Average Loss for Epoch: 0.0010124754709457712
Epoch 46/100 Done, Total Loss: 0.0010124754709457712
Total Time Elapsed: 0.026241051000001292 seconds
Epoch 47......Step: 1/7....... Average Loss for Epoch: 0.001410099328495562
Epoch 47......Step: 2/7....... Average Loss for Epoch: 0.0010276752582285553
Epoch 47......Step: 3/7....... Average Loss for Epoch: 0.0008296938613057137
Epoch 47......Step: 4/7....... Average Loss for Epoch: 0.0008369301649508998
Epoch 47......Step: 5/7....... Average Loss for Epoch: 0.0007674613036215306
Epoch 47......Step: 6/7....... Average Loss for Epoch: 0.0006733410773449577
Epoch 47......Step: 7/7....... Average Loss for Epoch: 0.0006698985546661009
Epoch 47/100 Done, Total Loss: 0.0006698985546661009
Total Time Elapsed: 0.025382909000001064 seconds
Epoch 48......Step: 1/7....... Average Loss for Epoch: 0.0010304260067641735
Epoch 48......Step: 2/7....... Average Loss for Epoch: 0.0006425662140827626
Epoch 48......Step: 3/7....... Average Loss for Epoch: 0.000571715587284416
Epoch 48......Step: 4/7....... Average Loss for Epoch: 0.0005537340621231124
Epoch 48......Step: 5/7....... Average Loss for Epoch: 0.0006350759766064584
Epoch 48......Step: 6/7....... Average Loss for Epoch: 0.000597055807399253
Epoch 48......Step: 7/7....... Average Loss for Epoch: 0.0005807131196239165
Epoch 48/100 Done, Total Loss: 0.0005807131196239165
Total Time Elapsed: 0.025464432999999786 seconds
Epoch 49......Step: 1/7....... Average Loss for Epoch: 0.0006265671690925956
Epoch 49......Step: 2/7....... Average Loss for Epoch: 0.0008523279684595764
Epoch 49......Step: 3/7....... Average Loss for Epoch: 0.0007178060574612269
Epoch 49......Step: 4/7....... Average Loss for Epoch: 0.0007047876206343062
Epoch 49......Step: 5/7....... Average Loss for Epoch: 0.0006145732244476676
Epoch 49......Step: 6/7....... Average Loss for Epoch: 0.0006033487346333762
Epoch 49......Step: 7/7....... Average Loss for Epoch: 0.000555719028592908
Epoch 49/100 Done, Total Loss: 0.000555719028592908
Total Time Elapsed: 0.02567661500000007 seconds
Epoch 50......Step: 1/7....... Average Loss for Epoch: 0.000463287957245484
Epoch 50......Step: 2/7....... Average Loss for Epoch: 0.0003162291395710781
Epoch 50......Step: 3/7....... Average Loss for Epoch: 0.0005429059674497694
Epoch 50......Step: 4/7....... Average Loss for Epoch: 0.000543101406947244
Epoch 50......Step: 5/7....... Average Loss for Epoch: 0.0004816566128283739
Epoch 50......Step: 6/7....... Average Loss for Epoch: 0.0004492404453534012
Epoch 50......Step: 7/7....... Average Loss for Epoch: 0.0004779068611761821
Epoch 50/100 Done, Total Loss: 0.0004779068611761821
Total Time Elapsed: 0.025365850000000023 seconds
Epoch 51......Step: 1/7....... Average Loss for Epoch: 0.0003854144597426057
Epoch 51......Step: 2/7....... Average Loss for Epoch: 0.00039160827873274684
Epoch 51......Step: 3/7....... Average Loss for Epoch: 0.00037341422284953296
Epoch 51......Step: 4/7....... Average Loss for Epoch: 0.00036461048148339614
Epoch 51......Step: 5/7....... Average Loss for Epoch: 0.0005338048737030477
Epoch 51......Step: 6/7....... Average Loss for Epoch: 0.00049307938994995
Epoch 51......Step: 7/7....... Average Loss for Epoch: 0.0004650846531149
Epoch 51/100 Done, Total Loss: 0.0004650846531149
Total Time Elapsed: 0.02540424700000088 seconds
Epoch 52......Step: 1/7....... Average Loss for Epoch: 0.00033596495632082224
Epoch 52......Step: 2/7....... Average Loss for Epoch: 0.00040227161662187427
Epoch 52......Step: 3/7....... Average Loss for Epoch: 0.000393519236240536
Epoch 52......Step: 4/7....... Average Loss for Epoch: 0.00035963254049420357
Epoch 52......Step: 5/7....... Average Loss for Epoch: 0.00035828013205900787
Epoch 52......Step: 6/7....... Average Loss for Epoch: 0.00032953625729229924
Epoch 52......Step: 7/7....... Average Loss for Epoch: 0.00038290996495301703
Epoch 52/100 Done, Total Loss: 0.00038290996495301703
Total Time Elapsed: 0.025422710000000848 seconds
Epoch 53......Step: 1/7....... Average Loss for Epoch: 0.0003300038806628436
Epoch 53......Step: 2/7....... Average Loss for Epoch: 0.00043024746992159635
Epoch 53......Step: 3/7....... Average Loss for Epoch: 0.00037574384865971905
Epoch 53......Step: 4/7....... Average Loss for Epoch: 0.0006398128243745305
Epoch 53......Step: 5/7....... Average Loss for Epoch: 0.000575658812886104
Epoch 53......Step: 6/7....... Average Loss for Epoch: 0.0005136802865308709
Epoch 53......Step: 7/7....... Average Loss for Epoch: 0.0004755282778725294
Epoch 53/100 Done, Total Loss: 0.0004755282778725294
Total Time Elapsed: 0.025327047999999408 seconds
Epoch 54......Step: 1/7....... Average Loss for Epoch: 0.0011052597546949983
Epoch 54......Step: 2/7....... Average Loss for Epoch: 0.0009159051114693284
Epoch 54......Step: 3/7....... Average Loss for Epoch: 0.0007428367874429872
Epoch 54......Step: 4/7....... Average Loss for Epoch: 0.0006356183366733603
Epoch 54......Step: 5/7....... Average Loss for Epoch: 0.0006348145136144013
Epoch 54......Step: 6/7....... Average Loss for Epoch: 0.0005591910254831115
Epoch 54......Step: 7/7....... Average Loss for Epoch: 0.0005171207885723561
Epoch 54/100 Done, Total Loss: 0.0005171207885723561
Total Time Elapsed: 0.026911313999999464 seconds
Epoch 55......Step: 1/7....... Average Loss for Epoch: 0.000306092610117048
Epoch 55......Step: 2/7....... Average Loss for Epoch: 0.0003265432605985552
Epoch 55......Step: 3/7....... Average Loss for Epoch: 0.00038104459720974165
Epoch 55......Step: 4/7....... Average Loss for Epoch: 0.000521625901455991
Epoch 55......Step: 5/7....... Average Loss for Epoch: 0.0005058387760072947
Epoch 55......Step: 6/7....... Average Loss for Epoch: 0.00045544662134489045
Epoch 55......Step: 7/7....... Average Loss for Epoch: 0.0006395757019553068
Epoch 55/100 Done, Total Loss: 0.0006395757019553068
Total Time Elapsed: 0.0253447359999992 seconds
Epoch 56......Step: 1/7....... Average Loss for Epoch: 0.00021207035752013326
Epoch 56......Step: 2/7....... Average Loss for Epoch: 0.0006036593986209482
Epoch 56......Step: 3/7....... Average Loss for Epoch: 0.0004716490802820772
Epoch 56......Step: 4/7....... Average Loss for Epoch: 0.0005626942511298694
Epoch 56......Step: 5/7....... Average Loss for Epoch: 0.0005004576465580613
Epoch 56......Step: 6/7....... Average Loss for Epoch: 0.0005385237406395996
Epoch 56......Step: 7/7....... Average Loss for Epoch: 0.0005656335477916789
Epoch 56/100 Done, Total Loss: 0.0005656335477916789
Total Time Elapsed: 0.02536505499999997 seconds
Epoch 57......Step: 1/7....... Average Loss for Epoch: 0.00021913967793807387
Epoch 57......Step: 2/7....... Average Loss for Epoch: 0.00027591917023528367
Epoch 57......Step: 3/7....... Average Loss for Epoch: 0.0004988943013207366
Epoch 57......Step: 4/7....... Average Loss for Epoch: 0.00042955540629918687
Epoch 57......Step: 5/7....... Average Loss for Epoch: 0.0005043098208261654
Epoch 57......Step: 6/7....... Average Loss for Epoch: 0.0004787011105994073
Epoch 57......Step: 7/7....... Average Loss for Epoch: 0.00046852679848338345
Epoch 57/100 Done, Total Loss: 0.00046852679848338345
Total Time Elapsed: 0.025350352000000242 seconds
Epoch 58......Step: 1/7....... Average Loss for Epoch: 0.00034567026887089014
Epoch 58......Step: 2/7....... Average Loss for Epoch: 0.00039591165841557086
Epoch 58......Step: 3/7....... Average Loss for Epoch: 0.0004430223489180207
Epoch 58......Step: 4/7....... Average Loss for Epoch: 0.0004021844724775292
Epoch 58......Step: 5/7....... Average Loss for Epoch: 0.0005555409064982086
Epoch 58......Step: 6/7....... Average Loss for Epoch: 0.0005140962263491625
Epoch 58......Step: 7/7....... Average Loss for Epoch: 0.0004709104645631409
Epoch 58/100 Done, Total Loss: 0.0004709104645631409
Total Time Elapsed: 0.02545218299999874 seconds
Epoch 59......Step: 1/7....... Average Loss for Epoch: 0.0006253758328966796
Epoch 59......Step: 2/7....... Average Loss for Epoch: 0.0005893490451853722
Epoch 59......Step: 3/7....... Average Loss for Epoch: 0.00048272200122786063
Epoch 59......Step: 4/7....... Average Loss for Epoch: 0.0004135952185606584
Epoch 59......Step: 5/7....... Average Loss for Epoch: 0.0004019053129013628
Epoch 59......Step: 6/7....... Average Loss for Epoch: 0.0005213607752618069
Epoch 59......Step: 7/7....... Average Loss for Epoch: 0.0005131146213638463
Epoch 59/100 Done, Total Loss: 0.0005131146213638463
Total Time Elapsed: 0.025412380000000567 seconds
Epoch 60......Step: 1/7....... Average Loss for Epoch: 0.00028475516592152417
Epoch 60......Step: 2/7....... Average Loss for Epoch: 0.0002501253329683095
Epoch 60......Step: 3/7....... Average Loss for Epoch: 0.00023043211452507725
Epoch 60......Step: 4/7....... Average Loss for Epoch: 0.00045949745617690496
Epoch 60......Step: 5/7....... Average Loss for Epoch: 0.00044295886473264543
Epoch 60......Step: 6/7....... Average Loss for Epoch: 0.00042264023068128154
Epoch 60......Step: 7/7....... Average Loss for Epoch: 0.000483622177853249
Epoch 60/100 Done, Total Loss: 0.000483622177853249
Total Time Elapsed: 0.025395890999998727 seconds
Epoch 61......Step: 1/7....... Average Loss for Epoch: 0.0009767047595232725
Epoch 61......Step: 2/7....... Average Loss for Epoch: 0.0006328043527901173
Epoch 61......Step: 3/7....... Average Loss for Epoch: 0.000593108571289728
Epoch 61......Step: 4/7....... Average Loss for Epoch: 0.000522965652635321
Epoch 61......Step: 5/7....... Average Loss for Epoch: 0.0004469736304599792
Epoch 61......Step: 6/7....... Average Loss for Epoch: 0.000502341179526411
Epoch 61......Step: 7/7....... Average Loss for Epoch: 0.0004677973005787602
Epoch 61/100 Done, Total Loss: 0.0004677973005787602
Total Time Elapsed: 0.027238575000000154 seconds
Epoch 62......Step: 1/7....... Average Loss for Epoch: 0.0002599299477878958
Epoch 62......Step: 2/7....... Average Loss for Epoch: 0.00027506066544447094
Epoch 62......Step: 3/7....... Average Loss for Epoch: 0.0005443673289846629
Epoch 62......Step: 4/7....... Average Loss for Epoch: 0.0004667459688789677
Epoch 62......Step: 5/7....... Average Loss for Epoch: 0.0005175057653104886
Epoch 62......Step: 6/7....... Average Loss for Epoch: 0.0004666333309918021
Epoch 62......Step: 7/7....... Average Loss for Epoch: 0.0004304245189164898
Epoch 62/100 Done, Total Loss: 0.0004304245189164898
Total Time Elapsed: 0.026502036999998424 seconds
Epoch 63......Step: 1/7....... Average Loss for Epoch: 0.0004676181997638196
Epoch 63......Step: 2/7....... Average Loss for Epoch: 0.00033045381132978946
Epoch 63......Step: 3/7....... Average Loss for Epoch: 0.0004289806141362836
Epoch 63......Step: 4/7....... Average Loss for Epoch: 0.0003981574991485104
Epoch 63......Step: 5/7....... Average Loss for Epoch: 0.0004481245297938585
Epoch 63......Step: 6/7....... Average Loss for Epoch: 0.00048748249537311494
Epoch 63......Step: 7/7....... Average Loss for Epoch: 0.00061186112829351
Epoch 63/100 Done, Total Loss: 0.00061186112829351
Total Time Elapsed: 0.025440833999999413 seconds
Epoch 64......Step: 1/7....... Average Loss for Epoch: 0.0004025421803817153
Epoch 64......Step: 2/7....... Average Loss for Epoch: 0.0005612976965494454
Epoch 64......Step: 3/7....... Average Loss for Epoch: 0.00046562149267022807
Epoch 64......Step: 4/7....... Average Loss for Epoch: 0.0005192193057155237
Epoch 64......Step: 5/7....... Average Loss for Epoch: 0.0006535175838507712
Epoch 64......Step: 6/7....... Average Loss for Epoch: 0.000577149105083663
Epoch 64......Step: 7/7....... Average Loss for Epoch: 0.0005130945605092815
Epoch 64/100 Done, Total Loss: 0.0005130945605092815
Total Time Elapsed: 0.02542424600000004 seconds
Epoch 65......Step: 1/7....... Average Loss for Epoch: 0.001112446654587984
Epoch 65......Step: 2/7....... Average Loss for Epoch: 0.0008523831493221223
Epoch 65......Step: 3/7....... Average Loss for Epoch: 0.0006458599964389578
Epoch 65......Step: 4/7....... Average Loss for Epoch: 0.0005536366334126797
Epoch 65......Step: 5/7....... Average Loss for Epoch: 0.0005070145562058315
Epoch 65......Step: 6/7....... Average Loss for Epoch: 0.0005882316885011581
Epoch 65......Step: 7/7....... Average Loss for Epoch: 0.000537561419020806
Epoch 65/100 Done, Total Loss: 0.000537561419020806
Total Time Elapsed: 0.02546742400000035 seconds
Epoch 66......Step: 1/7....... Average Loss for Epoch: 0.000419175426941365
Epoch 66......Step: 2/7....... Average Loss for Epoch: 0.0003300613898318261
Epoch 66......Step: 3/7....... Average Loss for Epoch: 0.00042355091621478397
Epoch 66......Step: 4/7....... Average Loss for Epoch: 0.0003861004879581742
Epoch 66......Step: 5/7....... Average Loss for Epoch: 0.0004844508890528232
Epoch 66......Step: 6/7....... Average Loss for Epoch: 0.00046936301805544645
Epoch 66......Step: 7/7....... Average Loss for Epoch: 0.00046562290767074695
Epoch 66/100 Done, Total Loss: 0.00046562290767074695
Total Time Elapsed: 0.02542597099999888 seconds
Epoch 67......Step: 1/7....... Average Loss for Epoch: 0.00017398875206708908
Epoch 67......Step: 2/7....... Average Loss for Epoch: 0.00039508435293100774
Epoch 67......Step: 3/7....... Average Loss for Epoch: 0.000536913537265112
Epoch 67......Step: 4/7....... Average Loss for Epoch: 0.0005210921153775416
Epoch 67......Step: 5/7....... Average Loss for Epoch: 0.000777782587101683
Epoch 67......Step: 6/7....... Average Loss for Epoch: 0.0006925890872177357
Epoch 67......Step: 7/7....... Average Loss for Epoch: 0.0006695771714605923
Epoch 67/100 Done, Total Loss: 0.0006695771714605923
Total Time Elapsed: 0.0254039370000001 seconds
Epoch 68......Step: 1/7....... Average Loss for Epoch: 0.0004439766053110361
Epoch 68......Step: 2/7....... Average Loss for Epoch: 0.0010411853436380625
Epoch 68......Step: 3/7....... Average Loss for Epoch: 0.0007481614399390916
Epoch 68......Step: 4/7....... Average Loss for Epoch: 0.0008008256991161034
Epoch 68......Step: 5/7....... Average Loss for Epoch: 0.0007689069025218487
Epoch 68......Step: 6/7....... Average Loss for Epoch: 0.0007057607096309463
Epoch 68......Step: 7/7....... Average Loss for Epoch: 0.0006769396048704428
Epoch 68/100 Done, Total Loss: 0.0006769396048704428
Total Time Elapsed: 0.025398901000000862 seconds
Epoch 69......Step: 1/7....... Average Loss for Epoch: 0.0011154438834637403
Epoch 69......Step: 2/7....... Average Loss for Epoch: 0.0007036652386886999
Epoch 69......Step: 3/7....... Average Loss for Epoch: 0.0006197483647459497
Epoch 69......Step: 4/7....... Average Loss for Epoch: 0.0006177823743200861
Epoch 69......Step: 5/7....... Average Loss for Epoch: 0.0006523207353893668
Epoch 69......Step: 6/7....... Average Loss for Epoch: 0.0005924240200935552
Epoch 69......Step: 7/7....... Average Loss for Epoch: 0.0005562916672455945
Epoch 69/100 Done, Total Loss: 0.0005562916672455945
Total Time Elapsed: 0.025512500999999688 seconds
Epoch 70......Step: 1/7....... Average Loss for Epoch: 0.0005681323818862438
Epoch 70......Step: 2/7....... Average Loss for Epoch: 0.0006244195974431932
Epoch 70......Step: 3/7....... Average Loss for Epoch: 0.0005294220172800124
Epoch 70......Step: 4/7....... Average Loss for Epoch: 0.000704997088178061
Epoch 70......Step: 5/7....... Average Loss for Epoch: 0.0006593265803530812
Epoch 70......Step: 6/7....... Average Loss for Epoch: 0.0006265555518136049
Epoch 70......Step: 7/7....... Average Loss for Epoch: 0.0005823419570723283
Epoch 70/100 Done, Total Loss: 0.0005823419570723283
Total Time Elapsed: 0.026943567 seconds
Epoch 71......Step: 1/7....... Average Loss for Epoch: 0.0008161690784618258
Epoch 71......Step: 2/7....... Average Loss for Epoch: 0.00047928733692970127
Epoch 71......Step: 3/7....... Average Loss for Epoch: 0.00041887155384756625
Epoch 71......Step: 4/7....... Average Loss for Epoch: 0.0004291196310077794
Epoch 71......Step: 5/7....... Average Loss for Epoch: 0.0005712376965675503
Epoch 71......Step: 6/7....... Average Loss for Epoch: 0.000507296759072536
Epoch 71......Step: 7/7....... Average Loss for Epoch: 0.00048276504094246775
Epoch 71/100 Done, Total Loss: 0.00048276504094246775
Total Time Elapsed: 0.02540047299999948 seconds
Epoch 72......Step: 1/7....... Average Loss for Epoch: 0.000235061626881361
Epoch 72......Step: 2/7....... Average Loss for Epoch: 0.00021908014605287462
Epoch 72......Step: 3/7....... Average Loss for Epoch: 0.000290111725917086
Epoch 72......Step: 4/7....... Average Loss for Epoch: 0.0003988363387179561
Epoch 72......Step: 5/7....... Average Loss for Epoch: 0.0005772155534941703
Epoch 72......Step: 6/7....... Average Loss for Epoch: 0.0005556770629482344
Epoch 72......Step: 7/7....... Average Loss for Epoch: 0.0005114110286480614
Epoch 72/100 Done, Total Loss: 0.0005114110286480614
Total Time Elapsed: 0.02550202399999968 seconds
Epoch 73......Step: 1/7....... Average Loss for Epoch: 0.000685833569150418
Epoch 73......Step: 2/7....... Average Loss for Epoch: 0.000495805696118623
Epoch 73......Step: 3/7....... Average Loss for Epoch: 0.0004275506653357297
Epoch 73......Step: 4/7....... Average Loss for Epoch: 0.000391029599995818
Epoch 73......Step: 5/7....... Average Loss for Epoch: 0.00059119199286215
Epoch 73......Step: 6/7....... Average Loss for Epoch: 0.0005513018938169504
Epoch 73......Step: 7/7....... Average Loss for Epoch: 0.0005061967032296317
Epoch 73/100 Done, Total Loss: 0.0005061967032296317
Total Time Elapsed: 0.0255014340000006 seconds
Epoch 74......Step: 1/7....... Average Loss for Epoch: 0.0004307753115426749
Epoch 74......Step: 2/7....... Average Loss for Epoch: 0.0005984114395687357
Epoch 74......Step: 3/7....... Average Loss for Epoch: 0.0007847934515060236
Epoch 74......Step: 4/7....... Average Loss for Epoch: 0.0007416315129376017
Epoch 74......Step: 5/7....... Average Loss for Epoch: 0.0007169605873059481
Epoch 74......Step: 6/7....... Average Loss for Epoch: 0.0006670974107692018
Epoch 74......Step: 7/7....... Average Loss for Epoch: 0.0006214263807383499
Epoch 74/100 Done, Total Loss: 0.0006214263807383499
Total Time Elapsed: 0.025430981999999602 seconds
Epoch 75......Step: 1/7....... Average Loss for Epoch: 0.00028440728783607483
Epoch 75......Step: 2/7....... Average Loss for Epoch: 0.0002557176194386557
Epoch 75......Step: 3/7....... Average Loss for Epoch: 0.0002522769500501454
Epoch 75......Step: 4/7....... Average Loss for Epoch: 0.0002539324341341853
Epoch 75......Step: 5/7....... Average Loss for Epoch: 0.0002715328359045088
Epoch 75......Step: 6/7....... Average Loss for Epoch: 0.00028405535461691517
Epoch 75......Step: 7/7....... Average Loss for Epoch: 0.0004686189931817353
Epoch 75/100 Done, Total Loss: 0.0004686189931817353
Total Time Elapsed: 0.025374681999998927 seconds
Epoch 76......Step: 1/7....... Average Loss for Epoch: 0.0003936187131330371
Epoch 76......Step: 2/7....... Average Loss for Epoch: 0.0003946413053199649
Epoch 76......Step: 3/7....... Average Loss for Epoch: 0.0003882672172039747
Epoch 76......Step: 4/7....... Average Loss for Epoch: 0.00035436560574453324
Epoch 76......Step: 5/7....... Average Loss for Epoch: 0.000308223842876032
Epoch 76......Step: 6/7....... Average Loss for Epoch: 0.0002962194873058858
Epoch 76......Step: 7/7....... Average Loss for Epoch: 0.0004149898242238643
Epoch 76/100 Done, Total Loss: 0.0004149898242238643
Total Time Elapsed: 0.02536280800000057 seconds
Epoch 77......Step: 1/7....... Average Loss for Epoch: 0.0003492454416118562
Epoch 77......Step: 2/7....... Average Loss for Epoch: 0.0005738197942264378
Epoch 77......Step: 3/7....... Average Loss for Epoch: 0.0005252537860845526
Epoch 77......Step: 4/7....... Average Loss for Epoch: 0.0006610719137825072
Epoch 77......Step: 5/7....... Average Loss for Epoch: 0.0005709983932320028
Epoch 77......Step: 6/7....... Average Loss for Epoch: 0.0005276391990870858
Epoch 77......Step: 7/7....... Average Loss for Epoch: 0.0005110687842326504
Epoch 77/100 Done, Total Loss: 0.0005110687842326504
Total Time Elapsed: 0.025425746999999888 seconds
Epoch 78......Step: 1/7....... Average Loss for Epoch: 0.00013647301238961518
Epoch 78......Step: 2/7....... Average Loss for Epoch: 0.00028049554384779185
Epoch 78......Step: 3/7....... Average Loss for Epoch: 0.0005966717823563764
Epoch 78......Step: 4/7....... Average Loss for Epoch: 0.0005087264071335085
Epoch 78......Step: 5/7....... Average Loss for Epoch: 0.000524334138026461
Epoch 78......Step: 6/7....... Average Loss for Epoch: 0.0006363734864862636
Epoch 78......Step: 7/7....... Average Loss for Epoch: 0.0005707767309754022
Epoch 78/100 Done, Total Loss: 0.0005707767309754022
Total Time Elapsed: 0.02699238299999962 seconds
Epoch 79......Step: 1/7....... Average Loss for Epoch: 0.0004147841245867312
Epoch 79......Step: 2/7....... Average Loss for Epoch: 0.00046568785910494626
Epoch 79......Step: 3/7....... Average Loss for Epoch: 0.0006949873835158845
Epoch 79......Step: 4/7....... Average Loss for Epoch: 0.0006090043752919883
Epoch 79......Step: 5/7....... Average Loss for Epoch: 0.0006048566428944468
Epoch 79......Step: 6/7....... Average Loss for Epoch: 0.0005337763044129437
Epoch 79......Step: 7/7....... Average Loss for Epoch: 0.0004885945631290919
Epoch 79/100 Done, Total Loss: 0.0004885945631290919
Total Time Elapsed: 0.025447580999999886 seconds
Epoch 80......Step: 1/7....... Average Loss for Epoch: 0.0010226404992863536
Epoch 80......Step: 2/7....... Average Loss for Epoch: 0.0008495000656694174
Epoch 80......Step: 3/7....... Average Loss for Epoch: 0.0007214312596867482
Epoch 80......Step: 4/7....... Average Loss for Epoch: 0.0007064267265377566
Epoch 80......Step: 5/7....... Average Loss for Epoch: 0.0006253840983845294
Epoch 80......Step: 6/7....... Average Loss for Epoch: 0.0005461635688940684
Epoch 80......Step: 7/7....... Average Loss for Epoch: 0.0005197145635195609
Epoch 80/100 Done, Total Loss: 0.0005197145635195609
Total Time Elapsed: 0.02550739199999974 seconds
Epoch 81......Step: 1/7....... Average Loss for Epoch: 0.00039575190749019384
Epoch 81......Step: 2/7....... Average Loss for Epoch: 0.00040664248808752745
Epoch 81......Step: 3/7....... Average Loss for Epoch: 0.0004052835186788191
Epoch 81......Step: 4/7....... Average Loss for Epoch: 0.00042442630365258083
Epoch 81......Step: 5/7....... Average Loss for Epoch: 0.00047776459832675754
Epoch 81......Step: 6/7....... Average Loss for Epoch: 0.0006097882724134251
Epoch 81......Step: 7/7....... Average Loss for Epoch: 0.0005525726384283709
Epoch 81/100 Done, Total Loss: 0.0005525726384283709
Total Time Elapsed: 0.0254274970000008 seconds
Epoch 82......Step: 1/7....... Average Loss for Epoch: 0.00024322594981640577
Epoch 82......Step: 2/7....... Average Loss for Epoch: 0.0001911094004753977
Epoch 82......Step: 3/7....... Average Loss for Epoch: 0.000206772776436992
Epoch 82......Step: 4/7....... Average Loss for Epoch: 0.0004263458504283335
Epoch 82......Step: 5/7....... Average Loss for Epoch: 0.0004281695612007752
Epoch 82......Step: 6/7....... Average Loss for Epoch: 0.00037672993615463685
Epoch 82......Step: 7/7....... Average Loss for Epoch: 0.0003563853689619074
Epoch 82/100 Done, Total Loss: 0.0003563853689619074
Total Time Elapsed: 0.02546185299999948 seconds
Epoch 83......Step: 1/7....... Average Loss for Epoch: 0.00025628137518651783
Epoch 83......Step: 2/7....... Average Loss for Epoch: 0.0002146202459698543
Epoch 83......Step: 3/7....... Average Loss for Epoch: 0.00020796179887838662
Epoch 83......Step: 4/7....... Average Loss for Epoch: 0.0002930403934442438
Epoch 83......Step: 5/7....... Average Loss for Epoch: 0.0004751660220790654
Epoch 83......Step: 6/7....... Average Loss for Epoch: 0.000465238030301407
Epoch 83......Step: 7/7....... Average Loss for Epoch: 0.000434403690243406
Epoch 83/100 Done, Total Loss: 0.000434403690243406
Total Time Elapsed: 0.0255368409999992 seconds
Epoch 84......Step: 1/7....... Average Loss for Epoch: 0.00034100335324183106
Epoch 84......Step: 2/7....... Average Loss for Epoch: 0.0004278834967408329
Epoch 84......Step: 3/7....... Average Loss for Epoch: 0.000528676260728389
Epoch 84......Step: 4/7....... Average Loss for Epoch: 0.0004416575320647098
Epoch 84......Step: 5/7....... Average Loss for Epoch: 0.0004320218344219029
Epoch 84......Step: 6/7....... Average Loss for Epoch: 0.0006327109780007353
Epoch 84......Step: 7/7....... Average Loss for Epoch: 0.000571201478513623
Epoch 84/100 Done, Total Loss: 0.000571201478513623
Total Time Elapsed: 0.025446124000000125 seconds
Epoch 85......Step: 1/7....... Average Loss for Epoch: 0.00024683313677087426
Epoch 85......Step: 2/7....... Average Loss for Epoch: 0.00022676429944112897
Epoch 85......Step: 3/7....... Average Loss for Epoch: 0.00030575690713400644
Epoch 85......Step: 4/7....... Average Loss for Epoch: 0.0004605501744663343
Epoch 85......Step: 5/7....... Average Loss for Epoch: 0.0005485201021656394
Epoch 85......Step: 6/7....... Average Loss for Epoch: 0.0006626741960644722
Epoch 85......Step: 7/7....... Average Loss for Epoch: 0.0006074401566625706
Epoch 85/100 Done, Total Loss: 0.0006074401566625706
Total Time Elapsed: 0.025465210000000127 seconds
Epoch 86......Step: 1/7....... Average Loss for Epoch: 0.00018027810438070446
Epoch 86......Step: 2/7....... Average Loss for Epoch: 0.0005054637222201563
Epoch 86......Step: 3/7....... Average Loss for Epoch: 0.00038548932934645563
Epoch 86......Step: 4/7....... Average Loss for Epoch: 0.0006014779028191697
Epoch 86......Step: 5/7....... Average Loss for Epoch: 0.0005668086552759633
Epoch 86......Step: 6/7....... Average Loss for Epoch: 0.0006305609009965943
Epoch 86......Step: 7/7....... Average Loss for Epoch: 0.0005951658469192418
Epoch 86/100 Done, Total Loss: 0.0005951658469192418
Total Time Elapsed: 0.026983845000000173 seconds
Epoch 87......Step: 1/7....... Average Loss for Epoch: 0.00045065494487062097
Epoch 87......Step: 2/7....... Average Loss for Epoch: 0.0006499513983726501
Epoch 87......Step: 3/7....... Average Loss for Epoch: 0.0007462871144525707
Epoch 87......Step: 4/7....... Average Loss for Epoch: 0.0006750331012881361
Epoch 87......Step: 5/7....... Average Loss for Epoch: 0.0006027030001860112
Epoch 87......Step: 6/7....... Average Loss for Epoch: 0.0005685347956993306
Epoch 87......Step: 7/7....... Average Loss for Epoch: 0.0005484009826821941
Epoch 87/100 Done, Total Loss: 0.0005484009826821941
Total Time Elapsed: 0.02545658799999906 seconds
Epoch 88......Step: 1/7....... Average Loss for Epoch: 0.00040048378286883235
Epoch 88......Step: 2/7....... Average Loss for Epoch: 0.0007436598825734109
Epoch 88......Step: 3/7....... Average Loss for Epoch: 0.0006413776815558473
Epoch 88......Step: 4/7....... Average Loss for Epoch: 0.0005670168829965405
Epoch 88......Step: 5/7....... Average Loss for Epoch: 0.0005876734794583172
Epoch 88......Step: 6/7....... Average Loss for Epoch: 0.0005787191378961628
Epoch 88......Step: 7/7....... Average Loss for Epoch: 0.0005396793629708034
Epoch 88/100 Done, Total Loss: 0.0005396793629708034
Total Time Elapsed: 0.025362711999999732 seconds
Epoch 89......Step: 1/7....... Average Loss for Epoch: 0.00025907641975209117
Epoch 89......Step: 2/7....... Average Loss for Epoch: 0.00023762912314850837
Epoch 89......Step: 3/7....... Average Loss for Epoch: 0.00026997314610828954
Epoch 89......Step: 4/7....... Average Loss for Epoch: 0.0004662270948756486
Epoch 89......Step: 5/7....... Average Loss for Epoch: 0.0005062784068286419
Epoch 89......Step: 6/7....... Average Loss for Epoch: 0.0004723138893799235
Epoch 89......Step: 7/7....... Average Loss for Epoch: 0.00042846887247703435
Epoch 89/100 Done, Total Loss: 0.00042846887247703435
Total Time Elapsed: 0.025483270000000502 seconds
Epoch 90......Step: 1/7....... Average Loss for Epoch: 0.0006052611279301345
Epoch 90......Step: 2/7....... Average Loss for Epoch: 0.0008965965535026044
Epoch 90......Step: 3/7....... Average Loss for Epoch: 0.0006881918913374344
Epoch 90......Step: 4/7....... Average Loss for Epoch: 0.0005709587567253038
Epoch 90......Step: 5/7....... Average Loss for Epoch: 0.0005238471319898963
Epoch 90......Step: 6/7....... Average Loss for Epoch: 0.0005187694429575155
Epoch 90......Step: 7/7....... Average Loss for Epoch: 0.0004797210900246033
Epoch 90/100 Done, Total Loss: 0.0004797210900246033
Total Time Elapsed: 0.025371017000001217 seconds
Epoch 91......Step: 1/7....... Average Loss for Epoch: 0.00016274291556328535
Epoch 91......Step: 2/7....... Average Loss for Epoch: 0.000452224921900779
Epoch 91......Step: 3/7....... Average Loss for Epoch: 0.0005352651739182571
Epoch 91......Step: 4/7....... Average Loss for Epoch: 0.0005017195289838128
Epoch 91......Step: 5/7....... Average Loss for Epoch: 0.0005102037743199616
Epoch 91......Step: 6/7....... Average Loss for Epoch: 0.00046231373319945607
Epoch 91......Step: 7/7....... Average Loss for Epoch: 0.0004322831331852025
Epoch 91/100 Done, Total Loss: 0.0004322831331852025
Total Time Elapsed: 0.025411962999999815 seconds
Epoch 92......Step: 1/7....... Average Loss for Epoch: 0.0009383134311065078
Epoch 92......Step: 2/7....... Average Loss for Epoch: 0.0007257803226821125
Epoch 92......Step: 3/7....... Average Loss for Epoch: 0.0005650802340824157
Epoch 92......Step: 4/7....... Average Loss for Epoch: 0.0006088115987950005
Epoch 92......Step: 5/7....... Average Loss for Epoch: 0.000751162163214758
Epoch 92......Step: 6/7....... Average Loss for Epoch: 0.0006668728165095672
Epoch 92......Step: 7/7....... Average Loss for Epoch: 0.0006061242477569197
Epoch 92/100 Done, Total Loss: 0.0006061242477569197
Total Time Elapsed: 0.025417229999998625 seconds
Epoch 93......Step: 1/7....... Average Loss for Epoch: 0.0013161993119865656
Epoch 93......Step: 2/7....... Average Loss for Epoch: 0.001083758455934003
Epoch 93......Step: 3/7....... Average Loss for Epoch: 0.0008008275132548685
Epoch 93......Step: 4/7....... Average Loss for Epoch: 0.0006594532642338891
Epoch 93......Step: 5/7....... Average Loss for Epoch: 0.0005957459361525252
Epoch 93......Step: 6/7....... Average Loss for Epoch: 0.0005660462896533621
Epoch 93......Step: 7/7....... Average Loss for Epoch: 0.0005379141428940264
Epoch 93/100 Done, Total Loss: 0.0005379141428940264
Total Time Elapsed: 0.025370055999999863 seconds
Epoch 94......Step: 1/7....... Average Loss for Epoch: 0.0009528262307867408
Epoch 94......Step: 2/7....... Average Loss for Epoch: 0.0005870558961760253
Epoch 94......Step: 3/7....... Average Loss for Epoch: 0.0005639451555907726
Epoch 94......Step: 4/7....... Average Loss for Epoch: 0.0005000180608476512
Epoch 94......Step: 5/7....... Average Loss for Epoch: 0.0004579908505547792
Epoch 94......Step: 6/7....... Average Loss for Epoch: 0.000415003271579432
Epoch 94......Step: 7/7....... Average Loss for Epoch: 0.00043788011368763236
Epoch 94/100 Done, Total Loss: 0.00043788011368763236
Total Time Elapsed: 0.026858974999999674 seconds
Epoch 95......Step: 1/7....... Average Loss for Epoch: 0.0006060105515643954
Epoch 95......Step: 2/7....... Average Loss for Epoch: 0.0009003704763017595
Epoch 95......Step: 3/7....... Average Loss for Epoch: 0.0006675340312843522
Epoch 95......Step: 4/7....... Average Loss for Epoch: 0.0005917221278650686
Epoch 95......Step: 5/7....... Average Loss for Epoch: 0.0005368401645682753
Epoch 95......Step: 6/7....... Average Loss for Epoch: 0.0005434538567593942
Epoch 95......Step: 7/7....... Average Loss for Epoch: 0.0005161114136821457
Epoch 95/100 Done, Total Loss: 0.0005161114136821457
Total Time Elapsed: 0.025418986000000032 seconds
Epoch 96......Step: 1/7....... Average Loss for Epoch: 0.00029465582338161767
Epoch 96......Step: 2/7....... Average Loss for Epoch: 0.00033611810067668557
Epoch 96......Step: 3/7....... Average Loss for Epoch: 0.0003166211924205224
Epoch 96......Step: 4/7....... Average Loss for Epoch: 0.0005400745139922947
Epoch 96......Step: 5/7....... Average Loss for Epoch: 0.0005849487963132561
Epoch 96......Step: 6/7....... Average Loss for Epoch: 0.0005129667430689248
Epoch 96......Step: 7/7....... Average Loss for Epoch: 0.0005086150465233784
Epoch 96/100 Done, Total Loss: 0.0005086150465233784
Total Time Elapsed: 0.02541975499999971 seconds
Epoch 97......Step: 1/7....... Average Loss for Epoch: 0.00016349116049241275
Epoch 97......Step: 2/7....... Average Loss for Epoch: 0.000409011663577985
Epoch 97......Step: 3/7....... Average Loss for Epoch: 0.0003786520731713002
Epoch 97......Step: 4/7....... Average Loss for Epoch: 0.00033592028557904996
Epoch 97......Step: 5/7....... Average Loss for Epoch: 0.0005782493419246749
Epoch 97......Step: 6/7....... Average Loss for Epoch: 0.0005514958975254558
Epoch 97......Step: 7/7....... Average Loss for Epoch: 0.0005386915727285668
Epoch 97/100 Done, Total Loss: 0.0005386915727285668
Total Time Elapsed: 0.02540530099999927 seconds
Epoch 98......Step: 1/7....... Average Loss for Epoch: 0.0003372163628228009
Epoch 98......Step: 2/7....... Average Loss for Epoch: 0.0006623409281019121
Epoch 98......Step: 3/7....... Average Loss for Epoch: 0.0005882474749038616
Epoch 98......Step: 4/7....... Average Loss for Epoch: 0.0007116943597793579
Epoch 98......Step: 5/7....... Average Loss for Epoch: 0.0006228926009498537
Epoch 98......Step: 6/7....... Average Loss for Epoch: 0.0006468158292894562
Epoch 98......Step: 7/7....... Average Loss for Epoch: 0.00058732064540631
Epoch 98/100 Done, Total Loss: 0.00058732064540631
Total Time Elapsed: 0.02538153199999904 seconds
Epoch 99......Step: 1/7....... Average Loss for Epoch: 0.0001673440565355122
Epoch 99......Step: 2/7....... Average Loss for Epoch: 0.0005162113520782441
Epoch 99......Step: 3/7....... Average Loss for Epoch: 0.0004963389170976976
Epoch 99......Step: 4/7....... Average Loss for Epoch: 0.0006575633451575413
Epoch 99......Step: 5/7....... Average Loss for Epoch: 0.0007165135233663022
Epoch 99......Step: 6/7....... Average Loss for Epoch: 0.0007266965597712746
Epoch 99......Step: 7/7....... Average Loss for Epoch: 0.0006714263664824622
Epoch 99/100 Done, Total Loss: 0.0006714263664824622
Total Time Elapsed: 0.025370277000000385 seconds
Epoch 100......Step: 1/7....... Average Loss for Epoch: 0.0007992337341420352
Epoch 100......Step: 2/7....... Average Loss for Epoch: 0.0007486750546377152
Epoch 100......Step: 3/7....... Average Loss for Epoch: 0.0005922421211532006
Epoch 100......Step: 4/7....... Average Loss for Epoch: 0.0006511090832646005
Epoch 100......Step: 5/7....... Average Loss for Epoch: 0.0007201044762041419
Epoch 100......Step: 6/7....... Average Loss for Epoch: 0.0007837919547455385
Epoch 100......Step: 7/7....... Average Loss for Epoch: 0.0007116766688081303
Epoch 100/100 Done, Total Loss: 0.0007116766688081303
Total Time Elapsed: 0.025346789000000314 seconds
Total Training Time: 2.5735530859999898 seconds
----------------------------------------
The LSTM has the layers as: 
LSTMNet(
  (lstm): LSTM(1, 256, num_layers=2, batch_first=True, dropout=0.2)
  (fc): Linear(in_features=256, out_features=1, bias=True)
  (relu): ReLU()
)
----------------------------------------
Starting Training of LSTM model
Epoch 1......Step: 1/7....... Average Loss for Epoch: 0.19985467195510864
Epoch 1......Step: 2/7....... Average Loss for Epoch: 0.22171495109796524
Epoch 1......Step: 3/7....... Average Loss for Epoch: 0.19762973487377167
Epoch 1......Step: 4/7....... Average Loss for Epoch: 0.18027104809880257
Epoch 1......Step: 5/7....... Average Loss for Epoch: 0.1535268522799015
Epoch 1......Step: 6/7....... Average Loss for Epoch: 0.1347524579614401
Epoch 1......Step: 7/7....... Average Loss for Epoch: 0.12883912292974337
Epoch 1/100 Done, Total Loss: 0.12883912292974337
Total Time Elapsed: 0.027347024999999192 seconds
Epoch 2......Step: 1/7....... Average Loss for Epoch: 0.04935227334499359
Epoch 2......Step: 2/7....... Average Loss for Epoch: 0.0529345627874136
Epoch 2......Step: 3/7....... Average Loss for Epoch: 0.04720256105065346
Epoch 2......Step: 4/7....... Average Loss for Epoch: 0.05212905164808035
Epoch 2......Step: 5/7....... Average Loss for Epoch: 0.04774020202457905
Epoch 2......Step: 6/7....... Average Loss for Epoch: 0.046186886417369045
Epoch 2......Step: 7/7....... Average Loss for Epoch: 0.04627131537667343
Epoch 2/100 Done, Total Loss: 0.04627131537667343
Total Time Elapsed: 0.025890808999999848 seconds
Epoch 3......Step: 1/7....... Average Loss for Epoch: 0.039954230189323425
Epoch 3......Step: 2/7....... Average Loss for Epoch: 0.03914745897054672
Epoch 3......Step: 3/7....... Average Loss for Epoch: 0.03980776170889536
Epoch 3......Step: 4/7....... Average Loss for Epoch: 0.03897698409855366
Epoch 3......Step: 5/7....... Average Loss for Epoch: 0.03866888135671616
Epoch 3......Step: 6/7....... Average Loss for Epoch: 0.03696633658061425
Epoch 3......Step: 7/7....... Average Loss for Epoch: 0.03548324986227921
Epoch 3/100 Done, Total Loss: 0.03548324986227921
Total Time Elapsed: 0.025825878000000912 seconds
Epoch 4......Step: 1/7....... Average Loss for Epoch: 0.027674367651343346
Epoch 4......Step: 2/7....... Average Loss for Epoch: 0.03337192628532648
Epoch 4......Step: 3/7....... Average Loss for Epoch: 0.031019506355126698
Epoch 4......Step: 4/7....... Average Loss for Epoch: 0.02814047271385789
Epoch 4......Step: 5/7....... Average Loss for Epoch: 0.026273350417613982
Epoch 4......Step: 6/7....... Average Loss for Epoch: 0.02443018074457844
Epoch 4......Step: 7/7....... Average Loss for Epoch: 0.02342152183077165
Epoch 4/100 Done, Total Loss: 0.02342152183077165
Total Time Elapsed: 0.025915644999999543 seconds
Epoch 5......Step: 1/7....... Average Loss for Epoch: 0.011461926624178886
Epoch 5......Step: 2/7....... Average Loss for Epoch: 0.01013549230992794
Epoch 5......Step: 3/7....... Average Loss for Epoch: 0.010079076513648033
Epoch 5......Step: 4/7....... Average Loss for Epoch: 0.009384333970956504
Epoch 5......Step: 5/7....... Average Loss for Epoch: 0.009459809865802526
Epoch 5......Step: 6/7....... Average Loss for Epoch: 0.008385293263321122
Epoch 5......Step: 7/7....... Average Loss for Epoch: 0.009868999743568046
Epoch 5/100 Done, Total Loss: 0.009868999743568046
Total Time Elapsed: 0.02587585500000067 seconds
Epoch 6......Step: 1/7....... Average Loss for Epoch: 0.002968667773529887
Epoch 6......Step: 2/7....... Average Loss for Epoch: 0.013048271066509187
Epoch 6......Step: 3/7....... Average Loss for Epoch: 0.014783984903867045
Epoch 6......Step: 4/7....... Average Loss for Epoch: 0.013250978838186711
Epoch 6......Step: 5/7....... Average Loss for Epoch: 0.010915539134293795
Epoch 6......Step: 6/7....... Average Loss for Epoch: 0.012558356315518418
Epoch 6......Step: 7/7....... Average Loss for Epoch: 0.011727538824613606
Epoch 6/100 Done, Total Loss: 0.011727538824613606
Total Time Elapsed: 0.025810245999998926 seconds
Epoch 7......Step: 1/7....... Average Loss for Epoch: 0.0022294772788882256
Epoch 7......Step: 2/7....... Average Loss for Epoch: 0.00664832117035985
Epoch 7......Step: 3/7....... Average Loss for Epoch: 0.009318743521968523
Epoch 7......Step: 4/7....... Average Loss for Epoch: 0.012797193136066198
Epoch 7......Step: 5/7....... Average Loss for Epoch: 0.012481537088751793
Epoch 7......Step: 6/7....... Average Loss for Epoch: 0.011237158983324965
Epoch 7......Step: 7/7....... Average Loss for Epoch: 0.010218622695122446
Epoch 7/100 Done, Total Loss: 0.010218622695122446
Total Time Elapsed: 0.025797500999999556 seconds
Epoch 8......Step: 1/7....... Average Loss for Epoch: 0.018406305462121964
Epoch 8......Step: 2/7....... Average Loss for Epoch: 0.014525043778121471
Epoch 8......Step: 3/7....... Average Loss for Epoch: 0.011348084236184755
Epoch 8......Step: 4/7....... Average Loss for Epoch: 0.009537619655020535
Epoch 8......Step: 5/7....... Average Loss for Epoch: 0.008738750405609608
Epoch 8......Step: 6/7....... Average Loss for Epoch: 0.008592177492876848
Epoch 8......Step: 7/7....... Average Loss for Epoch: 0.00869293590741498
Epoch 8/100 Done, Total Loss: 0.00869293590741498
Total Time Elapsed: 0.025826881000000412 seconds
Epoch 9......Step: 1/7....... Average Loss for Epoch: 0.0053174495697021484
Epoch 9......Step: 2/7....... Average Loss for Epoch: 0.005191238829866052
Epoch 9......Step: 3/7....... Average Loss for Epoch: 0.004181775109221538
Epoch 9......Step: 4/7....... Average Loss for Epoch: 0.0037106038071215153
Epoch 9......Step: 5/7....... Average Loss for Epoch: 0.003600937966257334
Epoch 9......Step: 6/7....... Average Loss for Epoch: 0.0034804790435979762
Epoch 9......Step: 7/7....... Average Loss for Epoch: 0.0032514240592718124
Epoch 9/100 Done, Total Loss: 0.0032514240592718124
Total Time Elapsed: 0.026889502999999593 seconds
Epoch 10......Step: 1/7....... Average Loss for Epoch: 0.002250812714919448
Epoch 10......Step: 2/7....... Average Loss for Epoch: 0.0018810391775332391
Epoch 10......Step: 3/7....... Average Loss for Epoch: 0.002023050212301314
Epoch 10......Step: 4/7....... Average Loss for Epoch: 0.0021358497615437955
Epoch 10......Step: 5/7....... Average Loss for Epoch: 0.0020538170589134096
Epoch 10......Step: 6/7....... Average Loss for Epoch: 0.0018467061842481296
Epoch 10......Step: 7/7....... Average Loss for Epoch: 0.001686717416825039
Epoch 10/100 Done, Total Loss: 0.001686717416825039
Total Time Elapsed: 0.025832985000000974 seconds
Epoch 11......Step: 1/7....... Average Loss for Epoch: 0.0040434179827570915
Epoch 11......Step: 2/7....... Average Loss for Epoch: 0.0025059455074369907
Epoch 11......Step: 3/7....... Average Loss for Epoch: 0.0021477896564950547
Epoch 11......Step: 4/7....... Average Loss for Epoch: 0.0018654291343409568
Epoch 11......Step: 5/7....... Average Loss for Epoch: 0.0018326300894841551
Epoch 11......Step: 6/7....... Average Loss for Epoch: 0.0017247166639814775
Epoch 11......Step: 7/7....... Average Loss for Epoch: 0.0016046733113138803
Epoch 11/100 Done, Total Loss: 0.0016046733113138803
Total Time Elapsed: 0.02578687399999957 seconds
Epoch 12......Step: 1/7....... Average Loss for Epoch: 0.0007786228088662028
Epoch 12......Step: 2/7....... Average Loss for Epoch: 0.0010515850153751671
Epoch 12......Step: 3/7....... Average Loss for Epoch: 0.001081586543781062
Epoch 12......Step: 4/7....... Average Loss for Epoch: 0.0010265740129398182
Epoch 12......Step: 5/7....... Average Loss for Epoch: 0.0010037760832346976
Epoch 12......Step: 6/7....... Average Loss for Epoch: 0.0009557709272485226
Epoch 12......Step: 7/7....... Average Loss for Epoch: 0.0008960798898312662
Epoch 12/100 Done, Total Loss: 0.0008960798898312662
Total Time Elapsed: 0.02588876899999981 seconds
Epoch 13......Step: 1/7....... Average Loss for Epoch: 0.0012527307262644172
Epoch 13......Step: 2/7....... Average Loss for Epoch: 0.0009436187974642962
Epoch 13......Step: 3/7....... Average Loss for Epoch: 0.0008798962420163056
Epoch 13......Step: 4/7....... Average Loss for Epoch: 0.0008820050425129011
Epoch 13......Step: 5/7....... Average Loss for Epoch: 0.0008525031735189259
Epoch 13......Step: 6/7....... Average Loss for Epoch: 0.0009588583585961411
Epoch 13......Step: 7/7....... Average Loss for Epoch: 0.0009152324970013329
Epoch 13/100 Done, Total Loss: 0.0009152324970013329
Total Time Elapsed: 0.025791784999999123 seconds
Epoch 14......Step: 1/7....... Average Loss for Epoch: 0.0012951381504535675
Epoch 14......Step: 2/7....... Average Loss for Epoch: 0.0009521208703517914
Epoch 14......Step: 3/7....... Average Loss for Epoch: 0.0010069547376284997
Epoch 14......Step: 4/7....... Average Loss for Epoch: 0.0011171206133440137
Epoch 14......Step: 5/7....... Average Loss for Epoch: 0.001013370871078223
Epoch 14......Step: 6/7....... Average Loss for Epoch: 0.0009468274947721511
Epoch 14......Step: 7/7....... Average Loss for Epoch: 0.0008829823844800038
Epoch 14/100 Done, Total Loss: 0.0008829823844800038
Total Time Elapsed: 0.02581126900000008 seconds
Epoch 15......Step: 1/7....... Average Loss for Epoch: 0.001131199998781085
Epoch 15......Step: 2/7....... Average Loss for Epoch: 0.0012644503149203956
Epoch 15......Step: 3/7....... Average Loss for Epoch: 0.0010725424314538639
Epoch 15......Step: 4/7....... Average Loss for Epoch: 0.0010010580299422145
Epoch 15......Step: 5/7....... Average Loss for Epoch: 0.0008947172435000538
Epoch 15......Step: 6/7....... Average Loss for Epoch: 0.0008527812218138328
Epoch 15......Step: 7/7....... Average Loss for Epoch: 0.0008428385398084563
Epoch 15/100 Done, Total Loss: 0.0008428385398084563
Total Time Elapsed: 0.02579237499999998 seconds
Epoch 16......Step: 1/7....... Average Loss for Epoch: 0.0008577103726565838
Epoch 16......Step: 2/7....... Average Loss for Epoch: 0.000693877722369507
Epoch 16......Step: 3/7....... Average Loss for Epoch: 0.0006914815749041736
Epoch 16......Step: 4/7....... Average Loss for Epoch: 0.0006557136512128636
Epoch 16......Step: 5/7....... Average Loss for Epoch: 0.0006284920265898109
Epoch 16......Step: 6/7....... Average Loss for Epoch: 0.0006032406139032295
Epoch 16......Step: 7/7....... Average Loss for Epoch: 0.0007186434813775122
Epoch 16/100 Done, Total Loss: 0.0007186434813775122
Total Time Elapsed: 0.025832637000000602 seconds
Epoch 17......Step: 1/7....... Average Loss for Epoch: 0.0003441245062276721
Epoch 17......Step: 2/7....... Average Loss for Epoch: 0.0005606941413134336
Epoch 17......Step: 3/7....... Average Loss for Epoch: 0.0005407366164339086
Epoch 17......Step: 4/7....... Average Loss for Epoch: 0.0006968263915041462
Epoch 17......Step: 5/7....... Average Loss for Epoch: 0.0007165376446209848
Epoch 17......Step: 6/7....... Average Loss for Epoch: 0.0007630525797139853
Epoch 17......Step: 7/7....... Average Loss for Epoch: 0.0007353233855350741
Epoch 17/100 Done, Total Loss: 0.0007353233855350741
Total Time Elapsed: 0.027067991999999208 seconds
Epoch 18......Step: 1/7....... Average Loss for Epoch: 0.0005476486403495073
Epoch 18......Step: 2/7....... Average Loss for Epoch: 0.0005339947529137135
Epoch 18......Step: 3/7....... Average Loss for Epoch: 0.0007948736504962047
Epoch 18......Step: 4/7....... Average Loss for Epoch: 0.0007986108830664307
Epoch 18......Step: 5/7....... Average Loss for Epoch: 0.0007682230207137764
Epoch 18......Step: 6/7....... Average Loss for Epoch: 0.0007170357857830822
Epoch 18......Step: 7/7....... Average Loss for Epoch: 0.0006647361359292907
Epoch 18/100 Done, Total Loss: 0.0006647361359292907
Total Time Elapsed: 0.025858303999999777 seconds
Epoch 19......Step: 1/7....... Average Loss for Epoch: 0.0005530789494514465
Epoch 19......Step: 2/7....... Average Loss for Epoch: 0.001103119575418532
Epoch 19......Step: 3/7....... Average Loss for Epoch: 0.0008105805027298629
Epoch 19......Step: 4/7....... Average Loss for Epoch: 0.0008657549187773839
Epoch 19......Step: 5/7....... Average Loss for Epoch: 0.0007667012745514512
Epoch 19......Step: 6/7....... Average Loss for Epoch: 0.0007394469575956464
Epoch 19......Step: 7/7....... Average Loss for Epoch: 0.0007108863043997969
Epoch 19/100 Done, Total Loss: 0.0007108863043997969
Total Time Elapsed: 0.025804332999999957 seconds
Epoch 20......Step: 1/7....... Average Loss for Epoch: 0.00036494506639428437
Epoch 20......Step: 2/7....... Average Loss for Epoch: 0.000572770441067405
Epoch 20......Step: 3/7....... Average Loss for Epoch: 0.0004951205822483947
Epoch 20......Step: 4/7....... Average Loss for Epoch: 0.0005552694128709845
Epoch 20......Step: 5/7....... Average Loss for Epoch: 0.0006648558133747429
Epoch 20......Step: 6/7....... Average Loss for Epoch: 0.0007694241115435337
Epoch 20......Step: 7/7....... Average Loss for Epoch: 0.0007654287411631751
Epoch 20/100 Done, Total Loss: 0.0007654287411631751
Total Time Elapsed: 0.025829861000000065 seconds
Epoch 21......Step: 1/7....... Average Loss for Epoch: 0.001111188204959035
Epoch 21......Step: 2/7....... Average Loss for Epoch: 0.0009219738130923361
Epoch 21......Step: 3/7....... Average Loss for Epoch: 0.0008271321615514656
Epoch 21......Step: 4/7....... Average Loss for Epoch: 0.0007459143671439961
Epoch 21......Step: 5/7....... Average Loss for Epoch: 0.000766832078807056
Epoch 21......Step: 6/7....... Average Loss for Epoch: 0.0007135871661982188
Epoch 21......Step: 7/7....... Average Loss for Epoch: 0.0006502638654118138
Epoch 21/100 Done, Total Loss: 0.0006502638654118138
Total Time Elapsed: 0.025845995000000954 seconds
Epoch 22......Step: 1/7....... Average Loss for Epoch: 0.0009611729765310884
Epoch 22......Step: 2/7....... Average Loss for Epoch: 0.0007591481262352318
Epoch 22......Step: 3/7....... Average Loss for Epoch: 0.0007530373404733837
Epoch 22......Step: 4/7....... Average Loss for Epoch: 0.0008933902863645926
Epoch 22......Step: 5/7....... Average Loss for Epoch: 0.0008312758058309555
Epoch 22......Step: 6/7....... Average Loss for Epoch: 0.0007412228054211786
Epoch 22......Step: 7/7....... Average Loss for Epoch: 0.0007255591003091208
Epoch 22/100 Done, Total Loss: 0.0007255591003091208
Total Time Elapsed: 0.02601972500000116 seconds
Epoch 23......Step: 1/7....... Average Loss for Epoch: 0.000984521466307342
Epoch 23......Step: 2/7....... Average Loss for Epoch: 0.001693737751338631
Epoch 23......Step: 3/7....... Average Loss for Epoch: 0.001228551040791596
Epoch 23......Step: 4/7....... Average Loss for Epoch: 0.0010911554345511831
Epoch 23......Step: 5/7....... Average Loss for Epoch: 0.0010429668414872139
Epoch 23......Step: 6/7....... Average Loss for Epoch: 0.0009682638386342054
Epoch 23......Step: 7/7....... Average Loss for Epoch: 0.0008785099531191268
Epoch 23/100 Done, Total Loss: 0.0008785099531191268
Total Time Elapsed: 0.025855488999999565 seconds
Epoch 24......Step: 1/7....... Average Loss for Epoch: 0.0010061549255624413
Epoch 24......Step: 2/7....... Average Loss for Epoch: 0.000945536739891395
Epoch 24......Step: 3/7....... Average Loss for Epoch: 0.000891436628686885
Epoch 24......Step: 4/7....... Average Loss for Epoch: 0.00076189234823687
Epoch 24......Step: 5/7....... Average Loss for Epoch: 0.0008508529688697308
Epoch 24......Step: 6/7....... Average Loss for Epoch: 0.0008473483370228981
Epoch 24......Step: 7/7....... Average Loss for Epoch: 0.0008621604772218104
Epoch 24/100 Done, Total Loss: 0.0008621604772218104
Total Time Elapsed: 0.025841101000001032 seconds
Epoch 25......Step: 1/7....... Average Loss for Epoch: 0.00038343286723829806
Epoch 25......Step: 2/7....... Average Loss for Epoch: 0.0011654595291474834
Epoch 25......Step: 3/7....... Average Loss for Epoch: 0.0009710869732468078
Epoch 25......Step: 4/7....... Average Loss for Epoch: 0.0008106470122584142
Epoch 25......Step: 5/7....... Average Loss for Epoch: 0.0007569586916361005
Epoch 25......Step: 6/7....... Average Loss for Epoch: 0.0007100859802449122
Epoch 25......Step: 7/7....... Average Loss for Epoch: 0.0006518918047991715
Epoch 25/100 Done, Total Loss: 0.0006518918047991715
Total Time Elapsed: 0.026920354000001367 seconds
Epoch 26......Step: 1/7....... Average Loss for Epoch: 0.00042558484710752964
Epoch 26......Step: 2/7....... Average Loss for Epoch: 0.00045861786929890513
Epoch 26......Step: 3/7....... Average Loss for Epoch: 0.0004723451954002182
Epoch 26......Step: 4/7....... Average Loss for Epoch: 0.0006284579285420477
Epoch 26......Step: 5/7....... Average Loss for Epoch: 0.0005653529486153274
Epoch 26......Step: 6/7....... Average Loss for Epoch: 0.0006426196632673964
Epoch 26......Step: 7/7....... Average Loss for Epoch: 0.0006432824842964432
Epoch 26/100 Done, Total Loss: 0.0006432824842964432
Total Time Elapsed: 0.026380187000000888 seconds
Epoch 27......Step: 1/7....... Average Loss for Epoch: 0.0007425688090734184
Epoch 27......Step: 2/7....... Average Loss for Epoch: 0.0007447563111782074
Epoch 27......Step: 3/7....... Average Loss for Epoch: 0.0008138825457232693
Epoch 27......Step: 4/7....... Average Loss for Epoch: 0.0009588582470314577
Epoch 27......Step: 5/7....... Average Loss for Epoch: 0.0008220168761909008
Epoch 27......Step: 6/7....... Average Loss for Epoch: 0.0007686509440342585
Epoch 27......Step: 7/7....... Average Loss for Epoch: 0.0007556842174381018
Epoch 27/100 Done, Total Loss: 0.0007556842174381018
Total Time Elapsed: 0.02600770799999985 seconds
Epoch 28......Step: 1/7....... Average Loss for Epoch: 0.0004631751507986337
Epoch 28......Step: 2/7....... Average Loss for Epoch: 0.0005250026151770726
Epoch 28......Step: 3/7....... Average Loss for Epoch: 0.0006194162900404384
Epoch 28......Step: 4/7....... Average Loss for Epoch: 0.0006990956098889001
Epoch 28......Step: 5/7....... Average Loss for Epoch: 0.000707696977769956
Epoch 28......Step: 6/7....... Average Loss for Epoch: 0.0007600124954478815
Epoch 28......Step: 7/7....... Average Loss for Epoch: 0.0007223901796221201
Epoch 28/100 Done, Total Loss: 0.0007223901796221201
Total Time Elapsed: 0.025944246999999976 seconds
Epoch 29......Step: 1/7....... Average Loss for Epoch: 0.0010603750124573708
Epoch 29......Step: 2/7....... Average Loss for Epoch: 0.0008141713042277843
Epoch 29......Step: 3/7....... Average Loss for Epoch: 0.000933891802560538
Epoch 29......Step: 4/7....... Average Loss for Epoch: 0.0009102315088966861
Epoch 29......Step: 5/7....... Average Loss for Epoch: 0.0010221989476121962
Epoch 29......Step: 6/7....... Average Loss for Epoch: 0.0010114704103519518
Epoch 29......Step: 7/7....... Average Loss for Epoch: 0.0009369299514219165
Epoch 29/100 Done, Total Loss: 0.0009369299514219165
Total Time Elapsed: 0.02578545399999932 seconds
Epoch 30......Step: 1/7....... Average Loss for Epoch: 0.0015549386152997613
Epoch 30......Step: 2/7....... Average Loss for Epoch: 0.0010914544109255075
Epoch 30......Step: 3/7....... Average Loss for Epoch: 0.0012055838014930487
Epoch 30......Step: 4/7....... Average Loss for Epoch: 0.0010407763766124845
Epoch 30......Step: 5/7....... Average Loss for Epoch: 0.0009941109688952564
Epoch 30......Step: 6/7....... Average Loss for Epoch: 0.0009976990792589884
Epoch 30......Step: 7/7....... Average Loss for Epoch: 0.0009287964619163956
Epoch 30/100 Done, Total Loss: 0.0009287964619163956
Total Time Elapsed: 0.025846552000000855 seconds
Epoch 31......Step: 1/7....... Average Loss for Epoch: 0.0005615588743239641
Epoch 31......Step: 2/7....... Average Loss for Epoch: 0.0006133678543847054
Epoch 31......Step: 3/7....... Average Loss for Epoch: 0.0005875312490388751
Epoch 31......Step: 4/7....... Average Loss for Epoch: 0.0007695372041780502
Epoch 31......Step: 5/7....... Average Loss for Epoch: 0.000705084076616913
Epoch 31......Step: 6/7....... Average Loss for Epoch: 0.0007282370352186263
Epoch 31......Step: 7/7....... Average Loss for Epoch: 0.0006979431823960372
Epoch 31/100 Done, Total Loss: 0.0006979431823960372
Total Time Elapsed: 0.025894514000000868 seconds
Epoch 32......Step: 1/7....... Average Loss for Epoch: 0.0008396069752052426
Epoch 32......Step: 2/7....... Average Loss for Epoch: 0.0006513783155241981
Epoch 32......Step: 3/7....... Average Loss for Epoch: 0.0007793193314379702
Epoch 32......Step: 4/7....... Average Loss for Epoch: 0.0007218197642941959
Epoch 32......Step: 5/7....... Average Loss for Epoch: 0.0007931258587632328
Epoch 32......Step: 6/7....... Average Loss for Epoch: 0.0007297433476196602
Epoch 32......Step: 7/7....... Average Loss for Epoch: 0.0007201008390568729
Epoch 32/100 Done, Total Loss: 0.0007201008390568729
Total Time Elapsed: 0.025880596000000367 seconds
Epoch 33......Step: 1/7....... Average Loss for Epoch: 0.0006783737917430699
Epoch 33......Step: 2/7....... Average Loss for Epoch: 0.0008391762094106525
Epoch 33......Step: 3/7....... Average Loss for Epoch: 0.0007421632568972806
Epoch 33......Step: 4/7....... Average Loss for Epoch: 0.0006443687307182699
Epoch 33......Step: 5/7....... Average Loss for Epoch: 0.0005932640284299851
Epoch 33......Step: 6/7....... Average Loss for Epoch: 0.0005707630189135671
Epoch 33......Step: 7/7....... Average Loss for Epoch: 0.0005439453941237714
Epoch 33/100 Done, Total Loss: 0.0005439453941237714
Total Time Elapsed: 0.026704618000000124 seconds
Epoch 34......Step: 1/7....... Average Loss for Epoch: 0.0009947905782610178
Epoch 34......Step: 2/7....... Average Loss for Epoch: 0.0007046711398288608
Epoch 34......Step: 3/7....... Average Loss for Epoch: 0.0007979676981146137
Epoch 34......Step: 4/7....... Average Loss for Epoch: 0.00074644191772677
Epoch 34......Step: 5/7....... Average Loss for Epoch: 0.0008057260885834694
Epoch 34......Step: 6/7....... Average Loss for Epoch: 0.0007783758919686079
Epoch 34......Step: 7/7....... Average Loss for Epoch: 0.0007843968342058361
Epoch 34/100 Done, Total Loss: 0.0007843968342058361
Total Time Elapsed: 0.02581699699999973 seconds
Epoch 35......Step: 1/7....... Average Loss for Epoch: 0.0005678738816641271
Epoch 35......Step: 2/7....... Average Loss for Epoch: 0.0004924631211906672
Epoch 35......Step: 3/7....... Average Loss for Epoch: 0.0006324105973665913
Epoch 35......Step: 4/7....... Average Loss for Epoch: 0.0007087869016686454
Epoch 35......Step: 5/7....... Average Loss for Epoch: 0.0006860968773253262
Epoch 35......Step: 6/7....... Average Loss for Epoch: 0.0006274457652277002
Epoch 35......Step: 7/7....... Average Loss for Epoch: 0.000673488638962486
Epoch 35/100 Done, Total Loss: 0.000673488638962486
Total Time Elapsed: 0.025834157000000246 seconds
Epoch 36......Step: 1/7....... Average Loss for Epoch: 0.0006371669005602598
Epoch 36......Step: 2/7....... Average Loss for Epoch: 0.00045954034430906177
Epoch 36......Step: 3/7....... Average Loss for Epoch: 0.0004969967218736807
Epoch 36......Step: 4/7....... Average Loss for Epoch: 0.0005054402718087658
Epoch 36......Step: 5/7....... Average Loss for Epoch: 0.0005228755762800574
Epoch 36......Step: 6/7....... Average Loss for Epoch: 0.0004977250064257532
Epoch 36......Step: 7/7....... Average Loss for Epoch: 0.0006344514217094652
Epoch 36/100 Done, Total Loss: 0.0006344514217094652
Total Time Elapsed: 0.025870897999999087 seconds
Epoch 37......Step: 1/7....... Average Loss for Epoch: 0.0005684274947270751
Epoch 37......Step: 2/7....... Average Loss for Epoch: 0.0005299443728290498
Epoch 37......Step: 3/7....... Average Loss for Epoch: 0.0005183002601067225
Epoch 37......Step: 4/7....... Average Loss for Epoch: 0.0008180098957382143
Epoch 37......Step: 5/7....... Average Loss for Epoch: 0.000743675313424319
Epoch 37......Step: 6/7....... Average Loss for Epoch: 0.0007180448931952318
Epoch 37......Step: 7/7....... Average Loss for Epoch: 0.0006952636925104473
Epoch 37/100 Done, Total Loss: 0.0006952636925104473
Total Time Elapsed: 0.025824624000000185 seconds
Epoch 38......Step: 1/7....... Average Loss for Epoch: 0.0005801852676086128
Epoch 38......Step: 2/7....... Average Loss for Epoch: 0.0005275695875752717
Epoch 38......Step: 3/7....... Average Loss for Epoch: 0.0004705632260690133
Epoch 38......Step: 4/7....... Average Loss for Epoch: 0.0006325062131509185
Epoch 38......Step: 5/7....... Average Loss for Epoch: 0.0006139117758721113
Epoch 38......Step: 6/7....... Average Loss for Epoch: 0.0006071966199669987
Epoch 38......Step: 7/7....... Average Loss for Epoch: 0.0006507134780154697
Epoch 38/100 Done, Total Loss: 0.0006507134780154697
Total Time Elapsed: 0.025845228999999748 seconds
Epoch 39......Step: 1/7....... Average Loss for Epoch: 0.0005972773651592433
Epoch 39......Step: 2/7....... Average Loss for Epoch: 0.0005742198845837265
Epoch 39......Step: 3/7....... Average Loss for Epoch: 0.0008286228597474595
Epoch 39......Step: 4/7....... Average Loss for Epoch: 0.0006816346431151032
Epoch 39......Step: 5/7....... Average Loss for Epoch: 0.0006219995790161193
Epoch 39......Step: 6/7....... Average Loss for Epoch: 0.0006583415670320392
Epoch 39......Step: 7/7....... Average Loss for Epoch: 0.0006934468068980745
Epoch 39/100 Done, Total Loss: 0.0006934468068980745
Total Time Elapsed: 0.02603888900000051 seconds
Epoch 40......Step: 1/7....... Average Loss for Epoch: 0.00043507677037268877
Epoch 40......Step: 2/7....... Average Loss for Epoch: 0.0007690491038374603
Epoch 40......Step: 3/7....... Average Loss for Epoch: 0.0007102721137925982
Epoch 40......Step: 4/7....... Average Loss for Epoch: 0.000640300553641282
Epoch 40......Step: 5/7....... Average Loss for Epoch: 0.0006112703122198582
Epoch 40......Step: 6/7....... Average Loss for Epoch: 0.0005806313420180231
Epoch 40......Step: 7/7....... Average Loss for Epoch: 0.0006205285816187305
Epoch 40/100 Done, Total Loss: 0.0006205285816187305
Total Time Elapsed: 0.025812382999999883 seconds
Epoch 41......Step: 1/7....... Average Loss for Epoch: 0.0006295893108472228
Epoch 41......Step: 2/7....... Average Loss for Epoch: 0.0004385233041830361
Epoch 41......Step: 3/7....... Average Loss for Epoch: 0.000419611770970126
Epoch 41......Step: 4/7....... Average Loss for Epoch: 0.0003886863560182974
Epoch 41......Step: 5/7....... Average Loss for Epoch: 0.00058798500103876
Epoch 41......Step: 6/7....... Average Loss for Epoch: 0.0006328851353221884
Epoch 41......Step: 7/7....... Average Loss for Epoch: 0.000578111079188862
Epoch 41/100 Done, Total Loss: 0.000578111079188862
Total Time Elapsed: 0.026999539000000183 seconds
Epoch 42......Step: 1/7....... Average Loss for Epoch: 0.00034835253609344363
Epoch 42......Step: 2/7....... Average Loss for Epoch: 0.0006663828680757433
Epoch 42......Step: 3/7....... Average Loss for Epoch: 0.0006008135193648437
Epoch 42......Step: 4/7....... Average Loss for Epoch: 0.0005118327244417742
Epoch 42......Step: 5/7....... Average Loss for Epoch: 0.0004840110195800662
Epoch 42......Step: 6/7....... Average Loss for Epoch: 0.00048014766070991755
Epoch 42......Step: 7/7....... Average Loss for Epoch: 0.0006042506845135774
Epoch 42/100 Done, Total Loss: 0.0006042506845135774
Total Time Elapsed: 0.025908869000000223 seconds
Epoch 43......Step: 1/7....... Average Loss for Epoch: 0.0005601206794381142
Epoch 43......Step: 2/7....... Average Loss for Epoch: 0.0008576479740440845
Epoch 43......Step: 3/7....... Average Loss for Epoch: 0.0007399551686830819
Epoch 43......Step: 4/7....... Average Loss for Epoch: 0.0006467975617852062
Epoch 43......Step: 5/7....... Average Loss for Epoch: 0.0006793438573367893
Epoch 43......Step: 6/7....... Average Loss for Epoch: 0.0006259316044937199
Epoch 43......Step: 7/7....... Average Loss for Epoch: 0.0005681918223022617
Epoch 43/100 Done, Total Loss: 0.0005681918223022617
Total Time Elapsed: 0.026305625000000887 seconds
Epoch 44......Step: 1/7....... Average Loss for Epoch: 0.0005448973970487714
Epoch 44......Step: 2/7....... Average Loss for Epoch: 0.0005483291461132467
Epoch 44......Step: 3/7....... Average Loss for Epoch: 0.00047440700776254136
Epoch 44......Step: 4/7....... Average Loss for Epoch: 0.0007106712582753971
Epoch 44......Step: 5/7....... Average Loss for Epoch: 0.0007601024466566741
Epoch 44......Step: 6/7....... Average Loss for Epoch: 0.0007193602990203848
Epoch 44......Step: 7/7....... Average Loss for Epoch: 0.0006592382394176509
Epoch 44/100 Done, Total Loss: 0.0006592382394176509
Total Time Elapsed: 0.025919823999998926 seconds
Epoch 45......Step: 1/7....... Average Loss for Epoch: 0.000918028294108808
Epoch 45......Step: 2/7....... Average Loss for Epoch: 0.0006144022772787139
Epoch 45......Step: 3/7....... Average Loss for Epoch: 0.0005448817100841552
Epoch 45......Step: 4/7....... Average Loss for Epoch: 0.0005145340910530649
Epoch 45......Step: 5/7....... Average Loss for Epoch: 0.0004970912996213883
Epoch 45......Step: 6/7....... Average Loss for Epoch: 0.0005246718695464855
Epoch 45......Step: 7/7....... Average Loss for Epoch: 0.0006015714565624616
Epoch 45/100 Done, Total Loss: 0.0006015714565624616
Total Time Elapsed: 0.025837146000000644 seconds
Epoch 46......Step: 1/7....... Average Loss for Epoch: 0.0005835536867380142
Epoch 46......Step: 2/7....... Average Loss for Epoch: 0.0005478860693983734
Epoch 46......Step: 3/7....... Average Loss for Epoch: 0.000484364980366081
Epoch 46......Step: 4/7....... Average Loss for Epoch: 0.0006392561044776812
Epoch 46......Step: 5/7....... Average Loss for Epoch: 0.0006748308544047177
Epoch 46......Step: 6/7....... Average Loss for Epoch: 0.000645188168467333
Epoch 46......Step: 7/7....... Average Loss for Epoch: 0.0005950684675813786
Epoch 46/100 Done, Total Loss: 0.0005950684675813786
Total Time Elapsed: 0.025863551000000484 seconds
Epoch 47......Step: 1/7....... Average Loss for Epoch: 0.0003044357290491462
Epoch 47......Step: 2/7....... Average Loss for Epoch: 0.0005574671959038824
Epoch 47......Step: 3/7....... Average Loss for Epoch: 0.0005318113156439116
Epoch 47......Step: 4/7....... Average Loss for Epoch: 0.0004879837579210289
Epoch 47......Step: 5/7....... Average Loss for Epoch: 0.00045785928959958256
Epoch 47......Step: 6/7....... Average Loss for Epoch: 0.0005181939777685329
Epoch 47......Step: 7/7....... Average Loss for Epoch: 0.0006608275372335422
Epoch 47/100 Done, Total Loss: 0.0006608275372335422
Total Time Elapsed: 0.02587226700000045 seconds
Epoch 48......Step: 1/7....... Average Loss for Epoch: 0.00047420657938346267
Epoch 48......Step: 2/7....... Average Loss for Epoch: 0.0009948972437996417
Epoch 48......Step: 3/7....... Average Loss for Epoch: 0.0008974009930777053
Epoch 48......Step: 4/7....... Average Loss for Epoch: 0.0007803850166965276
Epoch 48......Step: 5/7....... Average Loss for Epoch: 0.0007320508942939341
Epoch 48......Step: 6/7....... Average Loss for Epoch: 0.0006813069970424598
Epoch 48......Step: 7/7....... Average Loss for Epoch: 0.000656501086528546
Epoch 48/100 Done, Total Loss: 0.000656501086528546
Total Time Elapsed: 0.025799447000000697 seconds
Epoch 49......Step: 1/7....... Average Loss for Epoch: 0.0012752257753163576
Epoch 49......Step: 2/7....... Average Loss for Epoch: 0.0009282859391532838
Epoch 49......Step: 3/7....... Average Loss for Epoch: 0.0008132256916724145
Epoch 49......Step: 4/7....... Average Loss for Epoch: 0.0007511239236919209
Epoch 49......Step: 5/7....... Average Loss for Epoch: 0.000698854518122971
Epoch 49......Step: 6/7....... Average Loss for Epoch: 0.0006473152752732858
Epoch 49......Step: 7/7....... Average Loss for Epoch: 0.0005945254982049976
Epoch 49/100 Done, Total Loss: 0.0005945254982049976
Total Time Elapsed: 0.026726461000000867 seconds
Epoch 50......Step: 1/7....... Average Loss for Epoch: 0.0003512225521262735
Epoch 50......Step: 2/7....... Average Loss for Epoch: 0.0007797393918735906
Epoch 50......Step: 3/7....... Average Loss for Epoch: 0.0008177908700114737
Epoch 50......Step: 4/7....... Average Loss for Epoch: 0.0007088706479407847
Epoch 50......Step: 5/7....... Average Loss for Epoch: 0.0006681454367935657
Epoch 50......Step: 6/7....... Average Loss for Epoch: 0.0006902637639238188
Epoch 50......Step: 7/7....... Average Loss for Epoch: 0.0006500525258681071
Epoch 50/100 Done, Total Loss: 0.0006500525258681071
Total Time Elapsed: 0.025831432000000376 seconds
Epoch 51......Step: 1/7....... Average Loss for Epoch: 0.0005697521846741438
Epoch 51......Step: 2/7....... Average Loss for Epoch: 0.001063810777850449
Epoch 51......Step: 3/7....... Average Loss for Epoch: 0.0008742687835668524
Epoch 51......Step: 4/7....... Average Loss for Epoch: 0.0008134928939398378
Epoch 51......Step: 5/7....... Average Loss for Epoch: 0.0008804864482954144
Epoch 51......Step: 6/7....... Average Loss for Epoch: 0.0009247146469230453
Epoch 51......Step: 7/7....... Average Loss for Epoch: 0.0008347417294446911
Epoch 51/100 Done, Total Loss: 0.0008347417294446911
Total Time Elapsed: 0.025791878999999795 seconds
Epoch 52......Step: 1/7....... Average Loss for Epoch: 0.00032375712180510163
Epoch 52......Step: 2/7....... Average Loss for Epoch: 0.0007351410167757422
Epoch 52......Step: 3/7....... Average Loss for Epoch: 0.0006427771295420825
Epoch 52......Step: 4/7....... Average Loss for Epoch: 0.0005718038883060217
Epoch 52......Step: 5/7....... Average Loss for Epoch: 0.0007200389169156552
Epoch 52......Step: 6/7....... Average Loss for Epoch: 0.0007506786496378481
Epoch 52......Step: 7/7....... Average Loss for Epoch: 0.0007181329918759209
Epoch 52/100 Done, Total Loss: 0.0007181329918759209
Total Time Elapsed: 0.02580232000000038 seconds
Epoch 53......Step: 1/7....... Average Loss for Epoch: 0.00024079118156805634
Epoch 53......Step: 2/7....... Average Loss for Epoch: 0.0008204931218642741
Epoch 53......Step: 3/7....... Average Loss for Epoch: 0.0007775319390930235
Epoch 53......Step: 4/7....... Average Loss for Epoch: 0.0008748277759877965
Epoch 53......Step: 5/7....... Average Loss for Epoch: 0.0009254412143491209
Epoch 53......Step: 6/7....... Average Loss for Epoch: 0.0010286585990494739
Epoch 53......Step: 7/7....... Average Loss for Epoch: 0.0009557437650593263
Epoch 53/100 Done, Total Loss: 0.0009557437650593263
Total Time Elapsed: 0.02575256300000106 seconds
Epoch 54......Step: 1/7....... Average Loss for Epoch: 0.0007191343465819955
Epoch 54......Step: 2/7....... Average Loss for Epoch: 0.001196204626467079
Epoch 54......Step: 3/7....... Average Loss for Epoch: 0.0011402569167936842
Epoch 54......Step: 4/7....... Average Loss for Epoch: 0.0010539337381487712
Epoch 54......Step: 5/7....... Average Loss for Epoch: 0.0011051133158616721
Epoch 54......Step: 6/7....... Average Loss for Epoch: 0.0010067745752166957
Epoch 54......Step: 7/7....... Average Loss for Epoch: 0.0009849094536288508
Epoch 54/100 Done, Total Loss: 0.0009849094536288508
Total Time Elapsed: 0.02583278999999905 seconds
Epoch 55......Step: 1/7....... Average Loss for Epoch: 0.0004502444062381983
Epoch 55......Step: 2/7....... Average Loss for Epoch: 0.0007112003222573549
Epoch 55......Step: 3/7....... Average Loss for Epoch: 0.0006240624934434891
Epoch 55......Step: 4/7....... Average Loss for Epoch: 0.0006045723421266302
Epoch 55......Step: 5/7....... Average Loss for Epoch: 0.0006972220377065242
Epoch 55......Step: 6/7....... Average Loss for Epoch: 0.0006730208891288688
Epoch 55......Step: 7/7....... Average Loss for Epoch: 0.0006106573668408341
Epoch 55/100 Done, Total Loss: 0.0006106573668408341
Total Time Elapsed: 0.02587678199999921 seconds
Epoch 56......Step: 1/7....... Average Loss for Epoch: 0.00025744258891791105
Epoch 56......Step: 2/7....... Average Loss for Epoch: 0.0006456435075961053
Epoch 56......Step: 3/7....... Average Loss for Epoch: 0.0008361230526740352
Epoch 56......Step: 4/7....... Average Loss for Epoch: 0.000808129261713475
Epoch 56......Step: 5/7....... Average Loss for Epoch: 0.0007339757343288511
Epoch 56......Step: 6/7....... Average Loss for Epoch: 0.000685567186640886
Epoch 56......Step: 7/7....... Average Loss for Epoch: 0.000701087065473465
Epoch 56/100 Done, Total Loss: 0.000701087065473465
Total Time Elapsed: 0.027009739000000366 seconds
Epoch 57......Step: 1/7....... Average Loss for Epoch: 0.00044741464080289006
Epoch 57......Step: 2/7....... Average Loss for Epoch: 0.0010827457590494305
Epoch 57......Step: 3/7....... Average Loss for Epoch: 0.0008358105939502517
Epoch 57......Step: 4/7....... Average Loss for Epoch: 0.0007401259717880748
Epoch 57......Step: 5/7....... Average Loss for Epoch: 0.0006911435455549508
Epoch 57......Step: 6/7....... Average Loss for Epoch: 0.0006227533497925227
Epoch 57......Step: 7/7....... Average Loss for Epoch: 0.0006482288549055479
Epoch 57/100 Done, Total Loss: 0.0006482288549055479
Total Time Elapsed: 0.02588749100000065 seconds
Epoch 58......Step: 1/7....... Average Loss for Epoch: 0.00039228907553479075
Epoch 58......Step: 2/7....... Average Loss for Epoch: 0.0005772577424068004
Epoch 58......Step: 3/7....... Average Loss for Epoch: 0.0006394277637203535
Epoch 58......Step: 4/7....... Average Loss for Epoch: 0.0005766044050687924
Epoch 58......Step: 5/7....... Average Loss for Epoch: 0.0006884106318466365
Epoch 58......Step: 6/7....... Average Loss for Epoch: 0.0006491531191083292
Epoch 58......Step: 7/7....... Average Loss for Epoch: 0.0006302732758090965
Epoch 58/100 Done, Total Loss: 0.0006302732758090965
Total Time Elapsed: 0.025838514000000146 seconds
Epoch 59......Step: 1/7....... Average Loss for Epoch: 0.0002868708106689155
Epoch 59......Step: 2/7....... Average Loss for Epoch: 0.0008188286155927926
Epoch 59......Step: 3/7....... Average Loss for Epoch: 0.0006823255001412084
Epoch 59......Step: 4/7....... Average Loss for Epoch: 0.0006633356751990505
Epoch 59......Step: 5/7....... Average Loss for Epoch: 0.0005811577837448567
Epoch 59......Step: 6/7....... Average Loss for Epoch: 0.0005290862900437787
Epoch 59......Step: 7/7....... Average Loss for Epoch: 0.0005485873428239886
Epoch 59/100 Done, Total Loss: 0.0005485873428239886
Total Time Elapsed: 0.025817907999998724 seconds
Epoch 60......Step: 1/7....... Average Loss for Epoch: 0.0012523909099400043
Epoch 60......Step: 2/7....... Average Loss for Epoch: 0.0007936830807011575
Epoch 60......Step: 3/7....... Average Loss for Epoch: 0.0006453328145047029
Epoch 60......Step: 4/7....... Average Loss for Epoch: 0.0005993874729028903
Epoch 60......Step: 5/7....... Average Loss for Epoch: 0.0005642420612275601
Epoch 60......Step: 6/7....... Average Loss for Epoch: 0.0005470570467878133
Epoch 60......Step: 7/7....... Average Loss for Epoch: 0.0005785440610322569
Epoch 60/100 Done, Total Loss: 0.0005785440610322569
Total Time Elapsed: 0.025785611999999958 seconds
Epoch 61......Step: 1/7....... Average Loss for Epoch: 0.0008923429995775223
Epoch 61......Step: 2/7....... Average Loss for Epoch: 0.0005787906411569566
Epoch 61......Step: 3/7....... Average Loss for Epoch: 0.0006049006090809902
Epoch 61......Step: 4/7....... Average Loss for Epoch: 0.000638180790701881
Epoch 61......Step: 5/7....... Average Loss for Epoch: 0.000583274447126314
Epoch 61......Step: 6/7....... Average Loss for Epoch: 0.0005729016896414881
Epoch 61......Step: 7/7....... Average Loss for Epoch: 0.0005367450482611145
Epoch 61/100 Done, Total Loss: 0.0005367450482611145
Total Time Elapsed: 0.02577712200000093 seconds
Epoch 62......Step: 1/7....... Average Loss for Epoch: 0.00041107466677203774
Epoch 62......Step: 2/7....... Average Loss for Epoch: 0.00043859510333277285
Epoch 62......Step: 3/7....... Average Loss for Epoch: 0.0004209972297151883
Epoch 62......Step: 4/7....... Average Loss for Epoch: 0.0006267529388424009
Epoch 62......Step: 5/7....... Average Loss for Epoch: 0.000573073560371995
Epoch 62......Step: 6/7....... Average Loss for Epoch: 0.0005740374908782542
Epoch 62......Step: 7/7....... Average Loss for Epoch: 0.0005410018493421376
Epoch 62/100 Done, Total Loss: 0.0005410018493421376
Total Time Elapsed: 0.025894571000000255 seconds
Epoch 63......Step: 1/7....... Average Loss for Epoch: 0.0004481668001972139
Epoch 63......Step: 2/7....... Average Loss for Epoch: 0.00044379508472047746
Epoch 63......Step: 3/7....... Average Loss for Epoch: 0.0005087439785711467
Epoch 63......Step: 4/7....... Average Loss for Epoch: 0.0004466507161851041
Epoch 63......Step: 5/7....... Average Loss for Epoch: 0.0005792008887510747
Epoch 63......Step: 6/7....... Average Loss for Epoch: 0.0006355330648754413
Epoch 63......Step: 7/7....... Average Loss for Epoch: 0.0006353030039463192
Epoch 63/100 Done, Total Loss: 0.0006353030039463192
Total Time Elapsed: 0.025807172999998684 seconds
Epoch 64......Step: 1/7....... Average Loss for Epoch: 0.0012960177846252918
Epoch 64......Step: 2/7....... Average Loss for Epoch: 0.0008829868893371895
Epoch 64......Step: 3/7....... Average Loss for Epoch: 0.0008369404337524126
Epoch 64......Step: 4/7....... Average Loss for Epoch: 0.0008197900679078884
Epoch 64......Step: 5/7....... Average Loss for Epoch: 0.0007607655774336308
Epoch 64......Step: 6/7....... Average Loss for Epoch: 0.000726439306163229
Epoch 64......Step: 7/7....... Average Loss for Epoch: 0.0006669788729465966
Epoch 64/100 Done, Total Loss: 0.0006669788729465966
Total Time Elapsed: 0.02702055399999992 seconds
Epoch 65......Step: 1/7....... Average Loss for Epoch: 0.0003640397626440972
Epoch 65......Step: 2/7....... Average Loss for Epoch: 0.0004846749798161909
Epoch 65......Step: 3/7....... Average Loss for Epoch: 0.0004926035859777281
Epoch 65......Step: 4/7....... Average Loss for Epoch: 0.0005702404814655893
Epoch 65......Step: 5/7....... Average Loss for Epoch: 0.0005701325309928507
Epoch 65......Step: 6/7....... Average Loss for Epoch: 0.0006796146384052312
Epoch 65......Step: 7/7....... Average Loss for Epoch: 0.0006258858941561941
Epoch 65/100 Done, Total Loss: 0.0006258858941561941
Total Time Elapsed: 0.025841814999999713 seconds
Epoch 66......Step: 1/7....... Average Loss for Epoch: 0.0005909754545427859
Epoch 66......Step: 2/7....... Average Loss for Epoch: 0.0004839942412218079
Epoch 66......Step: 3/7....... Average Loss for Epoch: 0.00044968560299215216
Epoch 66......Step: 4/7....... Average Loss for Epoch: 0.000440116498793941
Epoch 66......Step: 5/7....... Average Loss for Epoch: 0.0004284599039237946
Epoch 66......Step: 6/7....... Average Loss for Epoch: 0.0004175859357928857
Epoch 66......Step: 7/7....... Average Loss for Epoch: 0.0004807878077761935
Epoch 66/100 Done, Total Loss: 0.0004807878077761935
Total Time Elapsed: 0.02586674099999975 seconds
Epoch 67......Step: 1/7....... Average Loss for Epoch: 0.00027247017715126276
Epoch 67......Step: 2/7....... Average Loss for Epoch: 0.0004484182281885296
Epoch 67......Step: 3/7....... Average Loss for Epoch: 0.00038832437712699175
Epoch 67......Step: 4/7....... Average Loss for Epoch: 0.0005243461928330362
Epoch 67......Step: 5/7....... Average Loss for Epoch: 0.0005537148215807974
Epoch 67......Step: 6/7....... Average Loss for Epoch: 0.0005669028517634919
Epoch 67......Step: 7/7....... Average Loss for Epoch: 0.0005251707209806357
Epoch 67/100 Done, Total Loss: 0.0005251707209806357
Total Time Elapsed: 0.026133470000001324 seconds
Epoch 68......Step: 1/7....... Average Loss for Epoch: 0.0007766395574435592
Epoch 68......Step: 2/7....... Average Loss for Epoch: 0.0011023085098713636
Epoch 68......Step: 3/7....... Average Loss for Epoch: 0.0008680246828589588
Epoch 68......Step: 4/7....... Average Loss for Epoch: 0.0007629607716808096
Epoch 68......Step: 5/7....... Average Loss for Epoch: 0.0009822054882533849
Epoch 68......Step: 6/7....... Average Loss for Epoch: 0.0008979460981208831
Epoch 68......Step: 7/7....... Average Loss for Epoch: 0.0007937346443733466
Epoch 68/100 Done, Total Loss: 0.0007937346443733466
Total Time Elapsed: 0.02594786599999921 seconds
Epoch 69......Step: 1/7....... Average Loss for Epoch: 0.000564482354093343
Epoch 69......Step: 2/7....... Average Loss for Epoch: 0.0008251859399024397
Epoch 69......Step: 3/7....... Average Loss for Epoch: 0.0008443969418294728
Epoch 69......Step: 4/7....... Average Loss for Epoch: 0.0008774416492087767
Epoch 69......Step: 5/7....... Average Loss for Epoch: 0.0010767591767944396
Epoch 69......Step: 6/7....... Average Loss for Epoch: 0.00096096513637652
Epoch 69......Step: 7/7....... Average Loss for Epoch: 0.0009312296419271401
Epoch 69/100 Done, Total Loss: 0.0009312296419271401
Total Time Elapsed: 0.025842102999998673 seconds
Epoch 70......Step: 1/7....... Average Loss for Epoch: 0.001271396758966148
Epoch 70......Step: 2/7....... Average Loss for Epoch: 0.0009770775213837624
Epoch 70......Step: 3/7....... Average Loss for Epoch: 0.0011984120743970077
Epoch 70......Step: 4/7....... Average Loss for Epoch: 0.0011294711584923789
Epoch 70......Step: 5/7....... Average Loss for Epoch: 0.00104555917205289
Epoch 70......Step: 6/7....... Average Loss for Epoch: 0.0009174920463313659
Epoch 70......Step: 7/7....... Average Loss for Epoch: 0.0008455892966594547
Epoch 70/100 Done, Total Loss: 0.0008455892966594547
Total Time Elapsed: 0.02592665200000077 seconds
Epoch 71......Step: 1/7....... Average Loss for Epoch: 0.000749330036342144
Epoch 71......Step: 2/7....... Average Loss for Epoch: 0.0010730138164944947
Epoch 71......Step: 3/7....... Average Loss for Epoch: 0.0007692098830981801
Epoch 71......Step: 4/7....... Average Loss for Epoch: 0.0007244731168611906
Epoch 71......Step: 5/7....... Average Loss for Epoch: 0.0006840344576630741
Epoch 71......Step: 6/7....... Average Loss for Epoch: 0.0006996265195387726
Epoch 71......Step: 7/7....... Average Loss for Epoch: 0.0006725669580711317
Epoch 71/100 Done, Total Loss: 0.0006725669580711317
Total Time Elapsed: 0.025828369999999268 seconds
Epoch 72......Step: 1/7....... Average Loss for Epoch: 0.0005051224725320935
Epoch 72......Step: 2/7....... Average Loss for Epoch: 0.0006811447674408555
Epoch 72......Step: 3/7....... Average Loss for Epoch: 0.0005113750764091188
Epoch 72......Step: 4/7....... Average Loss for Epoch: 0.00042423625927767716
Epoch 72......Step: 5/7....... Average Loss for Epoch: 0.0004308272007619962
Epoch 72......Step: 6/7....... Average Loss for Epoch: 0.0004266826605695921
Epoch 72......Step: 7/7....... Average Loss for Epoch: 0.0005374661725779463
Epoch 72/100 Done, Total Loss: 0.0005374661725779463
Total Time Elapsed: 0.026999134000000424 seconds
Epoch 73......Step: 1/7....... Average Loss for Epoch: 0.0004601957625709474
Epoch 73......Step: 2/7....... Average Loss for Epoch: 0.0007118667999748141
Epoch 73......Step: 3/7....... Average Loss for Epoch: 0.0006094794468178103
Epoch 73......Step: 4/7....... Average Loss for Epoch: 0.0005436331848613918
Epoch 73......Step: 5/7....... Average Loss for Epoch: 0.0004919417842756957
Epoch 73......Step: 6/7....... Average Loss for Epoch: 0.0006483652735672271
Epoch 73......Step: 7/7....... Average Loss for Epoch: 0.000590125988570175
Epoch 73/100 Done, Total Loss: 0.000590125988570175
Total Time Elapsed: 0.026141500000001372 seconds
Epoch 74......Step: 1/7....... Average Loss for Epoch: 0.00042713648872449994
Epoch 74......Step: 2/7....... Average Loss for Epoch: 0.00038430150016210973
Epoch 74......Step: 3/7....... Average Loss for Epoch: 0.0006418120853292445
Epoch 74......Step: 4/7....... Average Loss for Epoch: 0.0005434307386167347
Epoch 74......Step: 5/7....... Average Loss for Epoch: 0.0004913508601021022
Epoch 74......Step: 6/7....... Average Loss for Epoch: 0.000583128203288652
Epoch 74......Step: 7/7....... Average Loss for Epoch: 0.0005618219521628427
Epoch 74/100 Done, Total Loss: 0.0005618219521628427
Total Time Elapsed: 0.026160125000000534 seconds
Epoch 75......Step: 1/7....... Average Loss for Epoch: 0.0005583948804996908
Epoch 75......Step: 2/7....... Average Loss for Epoch: 0.0008138065168168396
Epoch 75......Step: 3/7....... Average Loss for Epoch: 0.0006778750005954256
Epoch 75......Step: 4/7....... Average Loss for Epoch: 0.0006172200155560859
Epoch 75......Step: 5/7....... Average Loss for Epoch: 0.0006734884984325618
Epoch 75......Step: 6/7....... Average Loss for Epoch: 0.0006191046122694388
Epoch 75......Step: 7/7....... Average Loss for Epoch: 0.0005965557606292091
Epoch 75/100 Done, Total Loss: 0.0005965557606292091
Total Time Elapsed: 0.026065444000000326 seconds
Epoch 76......Step: 1/7....... Average Loss for Epoch: 0.0012101506581529975
Epoch 76......Step: 2/7....... Average Loss for Epoch: 0.0009564585634507239
Epoch 76......Step: 3/7....... Average Loss for Epoch: 0.0007808361939775447
Epoch 76......Step: 4/7....... Average Loss for Epoch: 0.0006672035742667504
Epoch 76......Step: 5/7....... Average Loss for Epoch: 0.000610922189662233
Epoch 76......Step: 6/7....... Average Loss for Epoch: 0.000671970410621725
Epoch 76......Step: 7/7....... Average Loss for Epoch: 0.0006368192178862435
Epoch 76/100 Done, Total Loss: 0.0006368192178862435
Total Time Elapsed: 0.026112356000000503 seconds
Epoch 77......Step: 1/7....... Average Loss for Epoch: 0.0003521930193528533
Epoch 77......Step: 2/7....... Average Loss for Epoch: 0.0004975061165168881
Epoch 77......Step: 3/7....... Average Loss for Epoch: 0.0004648846418907245
Epoch 77......Step: 4/7....... Average Loss for Epoch: 0.000440244548371993
Epoch 77......Step: 5/7....... Average Loss for Epoch: 0.00042269015102647245
Epoch 77......Step: 6/7....... Average Loss for Epoch: 0.0004452451879236226
Epoch 77......Step: 7/7....... Average Loss for Epoch: 0.0005106874201114156
Epoch 77/100 Done, Total Loss: 0.0005106874201114156
Total Time Elapsed: 0.02605202600000034 seconds
Epoch 78......Step: 1/7....... Average Loss for Epoch: 0.0002513792715035379
Epoch 78......Step: 2/7....... Average Loss for Epoch: 0.0005389472062233835
Epoch 78......Step: 3/7....... Average Loss for Epoch: 0.0007541193044744432
Epoch 78......Step: 4/7....... Average Loss for Epoch: 0.0006948971713427454
Epoch 78......Step: 5/7....... Average Loss for Epoch: 0.0006373887998051941
Epoch 78......Step: 6/7....... Average Loss for Epoch: 0.0006305214386278143
Epoch 78......Step: 7/7....... Average Loss for Epoch: 0.0006345379681858633
Epoch 78/100 Done, Total Loss: 0.0006345379681858633
Total Time Elapsed: 0.02606380000000108 seconds
Epoch 79......Step: 1/7....... Average Loss for Epoch: 0.001081547001376748
Epoch 79......Step: 2/7....... Average Loss for Epoch: 0.0007473519654013216
Epoch 79......Step: 3/7....... Average Loss for Epoch: 0.0006130398736180117
Epoch 79......Step: 4/7....... Average Loss for Epoch: 0.0006627701441175304
Epoch 79......Step: 5/7....... Average Loss for Epoch: 0.0006620662228669971
Epoch 79......Step: 6/7....... Average Loss for Epoch: 0.000600025382785437
Epoch 79......Step: 7/7....... Average Loss for Epoch: 0.0005622381868306547
Epoch 79/100 Done, Total Loss: 0.0005622381868306547
Total Time Elapsed: 0.02603081400000029 seconds
Epoch 80......Step: 1/7....... Average Loss for Epoch: 0.0002718004398047924
Epoch 80......Step: 2/7....... Average Loss for Epoch: 0.0004595196805894375
Epoch 80......Step: 3/7....... Average Loss for Epoch: 0.00038277342294653255
Epoch 80......Step: 4/7....... Average Loss for Epoch: 0.0005059006507508457
Epoch 80......Step: 5/7....... Average Loss for Epoch: 0.000601171120069921
Epoch 80......Step: 6/7....... Average Loss for Epoch: 0.0005706481557960311
Epoch 80......Step: 7/7....... Average Loss for Epoch: 0.0005489889341073909
Epoch 80/100 Done, Total Loss: 0.0005489889341073909
Total Time Elapsed: 0.026962986999999217 seconds
Epoch 81......Step: 1/7....... Average Loss for Epoch: 0.0003663171664811671
Epoch 81......Step: 2/7....... Average Loss for Epoch: 0.0003301688120700419
Epoch 81......Step: 3/7....... Average Loss for Epoch: 0.00032912132640679676
Epoch 81......Step: 4/7....... Average Loss for Epoch: 0.00031651428434997797
Epoch 81......Step: 5/7....... Average Loss for Epoch: 0.0004777835449203849
Epoch 81......Step: 6/7....... Average Loss for Epoch: 0.0004622991740082701
Epoch 81......Step: 7/7....... Average Loss for Epoch: 0.0005320614020872329
Epoch 81/100 Done, Total Loss: 0.0005320614020872329
Total Time Elapsed: 0.026074162000000456 seconds
Epoch 82......Step: 1/7....... Average Loss for Epoch: 0.0002236607251688838
Epoch 82......Step: 2/7....... Average Loss for Epoch: 0.00042591567034833133
Epoch 82......Step: 3/7....... Average Loss for Epoch: 0.0003928155250226458
Epoch 82......Step: 4/7....... Average Loss for Epoch: 0.00037165291723795235
Epoch 82......Step: 5/7....... Average Loss for Epoch: 0.0004741173470392823
Epoch 82......Step: 6/7....... Average Loss for Epoch: 0.00045165066452076036
Epoch 82......Step: 7/7....... Average Loss for Epoch: 0.0005747362239552396
Epoch 82/100 Done, Total Loss: 0.0005747362239552396
Total Time Elapsed: 0.026077733000001047 seconds
Epoch 83......Step: 1/7....... Average Loss for Epoch: 0.00038264301838353276
Epoch 83......Step: 2/7....... Average Loss for Epoch: 0.0005006338178645819
Epoch 83......Step: 3/7....... Average Loss for Epoch: 0.0004578328419787188
Epoch 83......Step: 4/7....... Average Loss for Epoch: 0.0005031768960179761
Epoch 83......Step: 5/7....... Average Loss for Epoch: 0.00046398034319281576
Epoch 83......Step: 6/7....... Average Loss for Epoch: 0.00042106730203765136
Epoch 83......Step: 7/7....... Average Loss for Epoch: 0.0006033880885557405
Epoch 83/100 Done, Total Loss: 0.0006033880885557405
Total Time Elapsed: 0.0259171079999998 seconds
Epoch 84......Step: 1/7....... Average Loss for Epoch: 0.0003342453856021166
Epoch 84......Step: 2/7....... Average Loss for Epoch: 0.00029153503419365734
Epoch 84......Step: 3/7....... Average Loss for Epoch: 0.0003774166010164966
Epoch 84......Step: 4/7....... Average Loss for Epoch: 0.0004979947771062143
Epoch 84......Step: 5/7....... Average Loss for Epoch: 0.0006450003536883741
Epoch 84......Step: 6/7....... Average Loss for Epoch: 0.0006115062036163484
Epoch 84......Step: 7/7....... Average Loss for Epoch: 0.0005882817910917636
Epoch 84/100 Done, Total Loss: 0.0005882817910917636
Total Time Elapsed: 0.026019734000000128 seconds
Epoch 85......Step: 1/7....... Average Loss for Epoch: 0.0008899505482986569
Epoch 85......Step: 2/7....... Average Loss for Epoch: 0.000615365628618747
Epoch 85......Step: 3/7....... Average Loss for Epoch: 0.0005036098785543194
Epoch 85......Step: 4/7....... Average Loss for Epoch: 0.00047919771895976737
Epoch 85......Step: 5/7....... Average Loss for Epoch: 0.0004336012760177255
Epoch 85......Step: 6/7....... Average Loss for Epoch: 0.00042648416516991955
Epoch 85......Step: 7/7....... Average Loss for Epoch: 0.0004242256608059896
Epoch 85/100 Done, Total Loss: 0.0004242256608059896
Total Time Elapsed: 0.026080539000000513 seconds
Epoch 86......Step: 1/7....... Average Loss for Epoch: 0.0006694161565974355
Epoch 86......Step: 2/7....... Average Loss for Epoch: 0.000555219710804522
Epoch 86......Step: 3/7....... Average Loss for Epoch: 0.0005194919746524344
Epoch 86......Step: 4/7....... Average Loss for Epoch: 0.0004498293965298217
Epoch 86......Step: 5/7....... Average Loss for Epoch: 0.0004146948194829747
Epoch 86......Step: 6/7....... Average Loss for Epoch: 0.0005308036318941353
Epoch 86......Step: 7/7....... Average Loss for Epoch: 0.0005158158829934629
Epoch 86/100 Done, Total Loss: 0.0005158158829934629
Total Time Elapsed: 0.02597827199999969 seconds
Epoch 87......Step: 1/7....... Average Loss for Epoch: 0.000998783390969038
Epoch 87......Step: 2/7....... Average Loss for Epoch: 0.0007725722389295697
Epoch 87......Step: 3/7....... Average Loss for Epoch: 0.0005951812733352805
Epoch 87......Step: 4/7....... Average Loss for Epoch: 0.00047756321873748675
Epoch 87......Step: 5/7....... Average Loss for Epoch: 0.0005328106170054525
Epoch 87......Step: 6/7....... Average Loss for Epoch: 0.000661310773769704
Epoch 87......Step: 7/7....... Average Loss for Epoch: 0.00061765024189039
Epoch 87/100 Done, Total Loss: 0.00061765024189039
Total Time Elapsed: 0.0259443380000004 seconds
Epoch 88......Step: 1/7....... Average Loss for Epoch: 0.001074809581041336
Epoch 88......Step: 2/7....... Average Loss for Epoch: 0.0006788337777834386
Epoch 88......Step: 3/7....... Average Loss for Epoch: 0.0005962151238539567
Epoch 88......Step: 4/7....... Average Loss for Epoch: 0.0005043841774750035
Epoch 88......Step: 5/7....... Average Loss for Epoch: 0.0005419441120466217
Epoch 88......Step: 6/7....... Average Loss for Epoch: 0.0005818623928159165
Epoch 88......Step: 7/7....... Average Loss for Epoch: 0.0005431939311425335
Epoch 88/100 Done, Total Loss: 0.0005431939311425335
Total Time Elapsed: 0.02710080700000006 seconds
Epoch 89......Step: 1/7....... Average Loss for Epoch: 0.0008197863353416324
Epoch 89......Step: 2/7....... Average Loss for Epoch: 0.0005791945441160351
Epoch 89......Step: 3/7....... Average Loss for Epoch: 0.0005404662806540728
Epoch 89......Step: 4/7....... Average Loss for Epoch: 0.00046963315980974585
Epoch 89......Step: 5/7....... Average Loss for Epoch: 0.0004609762458130717
Epoch 89......Step: 6/7....... Average Loss for Epoch: 0.0004996675027844807
Epoch 89......Step: 7/7....... Average Loss for Epoch: 0.0004945692240393587
Epoch 89/100 Done, Total Loss: 0.0004945692240393587
Total Time Elapsed: 0.02610405300000096 seconds
Epoch 90......Step: 1/7....... Average Loss for Epoch: 0.00047098705545067787
Epoch 90......Step: 2/7....... Average Loss for Epoch: 0.0005495251971296966
Epoch 90......Step: 3/7....... Average Loss for Epoch: 0.0004307703929953277
Epoch 90......Step: 4/7....... Average Loss for Epoch: 0.0005827888526255265
Epoch 90......Step: 5/7....... Average Loss for Epoch: 0.0005572777125053107
Epoch 90......Step: 6/7....... Average Loss for Epoch: 0.0005227328510954976
Epoch 90......Step: 7/7....... Average Loss for Epoch: 0.0005365137642781649
Epoch 90/100 Done, Total Loss: 0.0005365137642781649
Total Time Elapsed: 0.02617146800000114 seconds
Epoch 91......Step: 1/7....... Average Loss for Epoch: 0.00027025199960917234
Epoch 91......Step: 2/7....... Average Loss for Epoch: 0.00032867080881260335
Epoch 91......Step: 3/7....... Average Loss for Epoch: 0.000369967456208542
Epoch 91......Step: 4/7....... Average Loss for Epoch: 0.0003738667437573895
Epoch 91......Step: 5/7....... Average Loss for Epoch: 0.0004569009644910693
Epoch 91......Step: 6/7....... Average Loss for Epoch: 0.0004547389883858462
Epoch 91......Step: 7/7....... Average Loss for Epoch: 0.00042300945330810336
Epoch 91/100 Done, Total Loss: 0.00042300945330810336
Total Time Elapsed: 0.026026131000000063 seconds
Epoch 92......Step: 1/7....... Average Loss for Epoch: 0.000364208419341594
Epoch 92......Step: 2/7....... Average Loss for Epoch: 0.0004077196936123073
Epoch 92......Step: 3/7....... Average Loss for Epoch: 0.00041560550259115797
Epoch 92......Step: 4/7....... Average Loss for Epoch: 0.0007117319401004352
Epoch 92......Step: 5/7....... Average Loss for Epoch: 0.0007081491232383997
Epoch 92......Step: 6/7....... Average Loss for Epoch: 0.0006864784469750399
Epoch 92......Step: 7/7....... Average Loss for Epoch: 0.0006371686842092979
Epoch 92/100 Done, Total Loss: 0.0006371686842092979
Total Time Elapsed: 0.02601122999999994 seconds
Epoch 93......Step: 1/7....... Average Loss for Epoch: 0.0004115174524486065
Epoch 93......Step: 2/7....... Average Loss for Epoch: 0.0005298677424434572
Epoch 93......Step: 3/7....... Average Loss for Epoch: 0.0005309009769310554
Epoch 93......Step: 4/7....... Average Loss for Epoch: 0.0004947937413817272
Epoch 93......Step: 5/7....... Average Loss for Epoch: 0.0005952629377134145
Epoch 93......Step: 6/7....... Average Loss for Epoch: 0.0008040673662132273
Epoch 93......Step: 7/7....... Average Loss for Epoch: 0.0007154762362396079
Epoch 93/100 Done, Total Loss: 0.0007154762362396079
Total Time Elapsed: 0.026075090999999162 seconds
Epoch 94......Step: 1/7....... Average Loss for Epoch: 0.0004720497236121446
Epoch 94......Step: 2/7....... Average Loss for Epoch: 0.0008316850435221568
Epoch 94......Step: 3/7....... Average Loss for Epoch: 0.000750296312617138
Epoch 94......Step: 4/7....... Average Loss for Epoch: 0.000800911417172756
Epoch 94......Step: 5/7....... Average Loss for Epoch: 0.0006818185094743967
Epoch 94......Step: 6/7....... Average Loss for Epoch: 0.0008192571306911608
Epoch 94......Step: 7/7....... Average Loss for Epoch: 0.0007497227634303272
Epoch 94/100 Done, Total Loss: 0.0007497227634303272
Total Time Elapsed: 0.026051901000000655 seconds
Epoch 95......Step: 1/7....... Average Loss for Epoch: 0.0008387655252590775
Epoch 95......Step: 2/7....... Average Loss for Epoch: 0.000577351835090667
Epoch 95......Step: 3/7....... Average Loss for Epoch: 0.0004855946754105389
Epoch 95......Step: 4/7....... Average Loss for Epoch: 0.0004643489301088266
Epoch 95......Step: 5/7....... Average Loss for Epoch: 0.0004306690825615078
Epoch 95......Step: 6/7....... Average Loss for Epoch: 0.00042596722778398544
Epoch 95......Step: 7/7....... Average Loss for Epoch: 0.00044986826417568537
Epoch 95/100 Done, Total Loss: 0.00044986826417568537
Total Time Elapsed: 0.026447682000000583 seconds
Epoch 96......Step: 1/7....... Average Loss for Epoch: 0.0006485010962933302
Epoch 96......Step: 2/7....... Average Loss for Epoch: 0.0004931544826831669
Epoch 96......Step: 3/7....... Average Loss for Epoch: 0.0004669074066138516
Epoch 96......Step: 4/7....... Average Loss for Epoch: 0.0004482792937778868
Epoch 96......Step: 5/7....... Average Loss for Epoch: 0.0004139247932471335
Epoch 96......Step: 6/7....... Average Loss for Epoch: 0.00044460873080727953
Epoch 96......Step: 7/7....... Average Loss for Epoch: 0.0004489653760434261
Epoch 96/100 Done, Total Loss: 0.0004489653760434261
Total Time Elapsed: 0.02641283600000044 seconds
Epoch 97......Step: 1/7....... Average Loss for Epoch: 0.0005479267565533519
Epoch 97......Step: 2/7....... Average Loss for Epoch: 0.0004061940126121044
Epoch 97......Step: 3/7....... Average Loss for Epoch: 0.0004887690301984549
Epoch 97......Step: 4/7....... Average Loss for Epoch: 0.00043727697629947215
Epoch 97......Step: 5/7....... Average Loss for Epoch: 0.0006630798918195069
Epoch 97......Step: 6/7....... Average Loss for Epoch: 0.0006089189167444905
Epoch 97......Step: 7/7....... Average Loss for Epoch: 0.0006000523322394916
Epoch 97/100 Done, Total Loss: 0.0006000523322394916
Total Time Elapsed: 0.026146906000001024 seconds
Epoch 98......Step: 1/7....... Average Loss for Epoch: 0.00021221463975962251
Epoch 98......Step: 2/7....... Average Loss for Epoch: 0.0003405167881282978
Epoch 98......Step: 3/7....... Average Loss for Epoch: 0.0008189543877961114
Epoch 98......Step: 4/7....... Average Loss for Epoch: 0.0006850040990684647
Epoch 98......Step: 5/7....... Average Loss for Epoch: 0.0007790627103531733
Epoch 98......Step: 6/7....... Average Loss for Epoch: 0.0008228373602226687
Epoch 98......Step: 7/7....... Average Loss for Epoch: 0.0007579280749528802
Epoch 98/100 Done, Total Loss: 0.0007579280749528802
Total Time Elapsed: 0.026060591000000244 seconds
Epoch 99......Step: 1/7....... Average Loss for Epoch: 0.0007339579751715064
Epoch 99......Step: 2/7....... Average Loss for Epoch: 0.0010640863329172134
Epoch 99......Step: 3/7....... Average Loss for Epoch: 0.0007857117161620408
Epoch 99......Step: 4/7....... Average Loss for Epoch: 0.0006584289294551127
Epoch 99......Step: 5/7....... Average Loss for Epoch: 0.0006221017218194902
Epoch 99......Step: 6/7....... Average Loss for Epoch: 0.0006196536802841971
Epoch 99......Step: 7/7....... Average Loss for Epoch: 0.0005945630172001464
Epoch 99/100 Done, Total Loss: 0.0005945630172001464
Total Time Elapsed: 0.026091655000000102 seconds
Epoch 100......Step: 1/7....... Average Loss for Epoch: 0.0005613210378214717
Epoch 100......Step: 2/7....... Average Loss for Epoch: 0.0006261008093133569
Epoch 100......Step: 3/7....... Average Loss for Epoch: 0.0005659204131613175
Epoch 100......Step: 4/7....... Average Loss for Epoch: 0.0006760070973541588
Epoch 100......Step: 5/7....... Average Loss for Epoch: 0.0006963190389797091
Epoch 100......Step: 6/7....... Average Loss for Epoch: 0.0006521719042211771
Epoch 100......Step: 7/7....... Average Loss for Epoch: 0.0006113595362486583
Epoch 100/100 Done, Total Loss: 0.0006113595362486583
Total Time Elapsed: 0.026098380999998838 seconds
Total Training Time: 2.6062712440000144 seconds

代码

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保存训练好的模型

代码

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[20]

torch.save(gru_model.state_dict(), "gru_model.pt")

torch.save(lstm_model.state_dict(), "lstm_model.pt")

代码

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GRU模型预测结果展示

代码

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[21]

for i in range(0, 4): #plot both graphs

print("GRU Evaluation for Cell {}".format(i + 5))

gru_outputs, targets, gru_MAE, gru_RMSE = evaluate(gru_model, test_x[i], test_y[i], label_sc)

plt.figure(figsize=(14, 10))

plt.subplot(2, 2, 1)

plt.plot(gru_outputs[0][-100:], "-o", color="g", label="Predicted")

plt.plot(targets[0][-100:], color="b", label="Actual")

plt.xlabel('Cycle')

plt.ylabel('SOH')

plt.title("Cell {}".format(i + 5))

plt.legend()

plt.show()

# MAE and RMSE

# predicted curve

# performance, numerical results

代码

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LSTM模型预测结果展示

代码

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[22]

for i in range(0, 4):

print("LSTM Evaluation for Cell {}".format(i + 5))

lstm_outputs, targets, lstm_MAE, lstm_RMSE = evaluate(lstm_model, test_x[i], test_y[i], label_sc)

plt.figure(figsize=(14, 10))

plt.subplot(2, 2, 1)

plt.plot(lstm_outputs[0][-100:], "-o", color="g", label="Predicted")

plt.plot(targets[0][-100:], color="b", label="Actual")

plt.xlabel('Cycle')

plt.ylabel('SOH')

plt.title("Cell {}".format(i + 5))

plt.legend()

plt.show()

# MAE and RMSE

# predicted curve

# performance, numerical results

代码

文本

AI+电芯

中文

锂电池

AI+电芯中文锂电池

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本文被以下合集收录

电芯

Piloteye

更新于 2024-10-20

17 篇4 人关注

机器学习

bohrb060ec

更新于 2024-07-18

17 篇0 人关注