96 KiB
96 KiB
In [105]:
import torch
X = torch.tensor([[0.0],[10.0], [20.0], [30.0], [40.0]])
Y = torch.tensor([[32.0], [50.0], [68.0], [86.0], [104.0]])In [106]:
W = torch.randn((1, 1), requires_grad=True)
B = torch.randn((1, 1), requires_grad=True)In [107]:
learning_rate = 0.001
for epoch in range(20000):
Y_pred = X.matmul(W) + B
loss = ((Y_pred - Y)**2).mean()
loss.backward()
with torch.no_grad():
W -= learning_rate * W.grad
B -= learning_rate * B.grad
W.grad.zero_()
B.grad.zero_()
if epoch % 400 == 0:
print(f"Epoch {epoch}: Loss = {loss.item():.4f}")Epoch 0: Loss = 3445.2056 Epoch 400: Loss = 223.5457 Epoch 800: Loss = 131.1967 Epoch 1200: Loss = 76.9979 Epoch 1600: Loss = 45.1893 Epoch 2000: Loss = 26.5212 Epoch 2400: Loss = 15.5650 Epoch 2800: Loss = 9.1350 Epoch 3200: Loss = 5.3611 Epoch 3600: Loss = 3.1464 Epoch 4000: Loss = 1.8466 Epoch 4400: Loss = 1.0837 Epoch 4800: Loss = 0.6360 Epoch 5200: Loss = 0.3733 Epoch 5600: Loss = 0.2191 Epoch 6000: Loss = 0.1286 Epoch 6400: Loss = 0.0755 Epoch 6800: Loss = 0.0443 Epoch 7200: Loss = 0.0260 Epoch 7600: Loss = 0.0153 Epoch 8000: Loss = 0.0090 Epoch 8400: Loss = 0.0053 Epoch 8800: Loss = 0.0031 Epoch 9200: Loss = 0.0018 Epoch 9600: Loss = 0.0011 Epoch 10000: Loss = 0.0006 Epoch 10400: Loss = 0.0004 Epoch 10800: Loss = 0.0002 Epoch 11200: Loss = 0.0001 Epoch 11600: Loss = 0.0001 Epoch 12000: Loss = 0.0000 Epoch 12400: Loss = 0.0000 Epoch 12800: Loss = 0.0000 Epoch 13200: Loss = 0.0000 Epoch 13600: Loss = 0.0000 Epoch 14000: Loss = 0.0000 Epoch 14400: Loss = 0.0000 Epoch 14800: Loss = 0.0000 Epoch 15200: Loss = 0.0000 Epoch 15600: Loss = 0.0000 Epoch 16000: Loss = 0.0000 Epoch 16400: Loss = 0.0000 Epoch 16800: Loss = 0.0000 Epoch 17200: Loss = 0.0000 Epoch 17600: Loss = 0.0000 Epoch 18000: Loss = 0.0000 Epoch 18400: Loss = 0.0000 Epoch 18800: Loss = 0.0000 Epoch 19200: Loss = 0.0000 Epoch 19600: Loss = 0.0000
In [108]:
with torch.no_grad():
X_test = torch.tensor([[100.0]])
Y_test_pred = X_test.matmul(W) + B
print("\n--- Результаты обучения ---")
print(f"Предсказание для 100°C: {Y_test_pred.item():.2f}°F (Ожидалось: 212.00)")
print(f"Итоговый вес W: {W.item():.4f} (Ожидалось: 1.8)")
print(f"Итоговое смещение B: {B.item():.4f} (Ожидалось: 32.0)")--- Результаты обучения --- Предсказание для 100°C: 212.00°F (Ожидалось: 212.00) Итоговый вес W: 1.8000 (Ожидалось: 1.8) Итоговое смещение B: 31.9986 (Ожидалось: 32.0)
In [109]:
import torch
import torch.nn as nn
import torch.optim as optim
X = torch.tensor([[0.0],[10.0], [20.0], [30.0], [40.0]])
Y = torch.tensor([[32.0], [50.0], [68.0], [86.0], [104.0]])In [110]:
model = nn.Linear(in_features=1, out_features=1)In [111]:
criterion = nn.MSELoss()
optimizer = optim.SGD(model.parameters(), lr=0.001)In [112]:
for epoch in range(2000):
Y_pred = model(X)
loss = criterion(Y_pred, Y)
optimizer.zero_grad()
loss.backward()
optimizer.step()
if epoch % 400 == 0:
print(f"Epoch {epoch}: loss = {loss.item()}")Epoch 0: loss = 6451.947265625 Epoch 400: loss = 210.3446502685547 Epoch 800: loss = 123.4490966796875 Epoch 1200: loss = 72.45099639892578 Epoch 1600: loss = 42.52076721191406
In [113]:
with torch.no_grad():
X_test = torch.tensor([[100.0]])
Y_test_pred = model(X_test)
print("\n--- Результаты обучения ---")
print(f"Предсказание для 100°C: {Y_test_pred.item():.2f}°F")
# Доступ к обученным весам внутри слоя
print(f"Итоговый вес W: {model.weight.item():.4f}")
print(f"Итоговое смещение B: {model.bias.item():.4f}")--- Результаты обучения --- Предсказание для 100°C: 232.21°F Итоговый вес W: 2.0886 Итоговое смещение B: 23.3475
In [114]:
import torch
import torch.nn as nn
import torch.optim as optim
# 1. Define the MLP model
class SimpleMLP(nn.Module):
def __init__(self, input_size, hidden_size, output_size):
super(SimpleMLP, self).__init__()
# First linear layer: input to hidden layer
self.fc1 = nn.Linear(input_size, hidden_size)
# Second linear layer: hidden layer to output layer
self.fc2 = nn.Linear(hidden_size, output_size)
def forward(self, x):
# Apply ReLU activation function
x = torch.relu(self.fc1(x))
# Output layer (no activation for regression or logits)
x = self.fc2(x)
return x
# 2. Setup parameters
input_size = 784 # Example: Flattened MNIST image (28*28)
hidden_size = 128
output_size = 10 # Example: Number of classes for classification
# Initialize the model
model = SimpleMLP(input_size, hidden_size, output_size)
print("--- MLP Model Architecture ---")
print(model)
# 3. Create dummy data for demonstration (In a real scenario, you would load a dataset like MNIST)
# Batch size and input features
batch_size = 64
dummy_input = torch.randn(batch_size, input_size)
# Dummy labels
dummy_target = torch.randint(0, output_size, (batch_size,))
# 4. Setup Loss Function and Optimizer
criterion = nn.CrossEntropyLoss() # Suitable for multi-class classification
optimizer = optim.Adam(model.parameters(), lr=0.001)
print("\n--- Starting Training Simulation ---")
# 5. Training Loop (Simulation)
num_epochs = 5
for epoch in range(num_epochs):
# Forward pass
outputs = model(dummy_input)
# Calculate loss
loss = criterion(outputs, dummy_target)
# Backward pass and optimization
optimizer.zero_grad()
loss.backward()
optimizer.step()
print(f'Epoch [{epoch+1}/{num_epochs}], Loss: {loss.item():.4f}')
print("\nMLP Example successfully defined and simulated training steps.")--- MLP Model Architecture --- SimpleMLP( (fc1): Linear(in_features=784, out_features=128, bias=True) (fc2): Linear(in_features=128, out_features=10, bias=True) ) --- Starting Training Simulation --- Epoch [1/5], Loss: 2.2789 Epoch [2/5], Loss: 1.9576 Epoch [3/5], Loss: 1.6794 Epoch [4/5], Loss: 1.4376 Epoch [5/5], Loss: 1.2265 MLP Example successfully defined and simulated training steps.
In [115]:
import torch
from torch import nn
from matplotlib import pyplot as pltIn [116]:
w = 0.7
b = 0.3
X = torch.arange(0, 1, 0.02).unsqueeze(1)
y = w * X + bIn [117]:
train_split = int(0.8 * len(X))
X_train, y_train = X[:train_split], y[:train_split]
X_test, y_test = X[train_split:], y[train_split:]In [118]:
class Model(nn.Module):
def __init__(self):
super().__init__()
self.linear = nn.Linear(1, 1)
def forward(self, x):
return self.linear(x)
In [133]:
model = Model()
loss_fn = nn.L1Loss()
optimizer = torch.optim.SGD(model.parameters(), lr=0.0001)In [141]:
epochs = 10000
for epoch in range(epochs):
model.train()
y_pred = model(X_train)
loss = loss_fn(y_pred, y_train)
optimizer.zero_grad()
loss.backward()
optimizer.step()
#print(f"Epoch {epoch}: Loss: {loss}")
model.eval()
with torch.inference_mode():
test_pred = model(X_test)
test_loss = loss_fn(test_pred, y_test)
if epoch % 10 == 0:
print(f"Epoch {epoch}: Loss: {loss} Loss_test: {test_loss}") Epoch 0: Loss: 0.008045697584748268 Loss_test: 0.018803399056196213 Epoch 10: Loss: 0.008011357858777046 Loss_test: 0.01872417889535427 Epoch 20: Loss: 0.007976962253451347 Loss_test: 0.018648361787199974 Epoch 30: Loss: 0.007942652329802513 Loss_test: 0.018565673381090164 Epoch 40: Loss: 0.007908274419605732 Loss_test: 0.018482983112335205 Epoch 50: Loss: 0.007873939350247383 Loss_test: 0.01840377412736416 Epoch 60: Loss: 0.007839584723114967 Loss_test: 0.018324535340070724 Epoch 70: Loss: 0.007805197034031153 Loss_test: 0.018241852521896362 Epoch 80: Loss: 0.007770814001560211 Loss_test: 0.018166035413742065 Epoch 90: Loss: 0.007736505474895239 Loss_test: 0.018083352595567703 Epoch 100: Loss: 0.007702118717133999 Loss_test: 0.018004130572080612 Epoch 110: Loss: 0.007667776197195053 Loss_test: 0.017921436578035355 Epoch 120: Loss: 0.007633431814610958 Loss_test: 0.017842214554548264 Epoch 130: Loss: 0.007599038537591696 Loss_test: 0.01775953732430935 Epoch 140: Loss: 0.007564662490040064 Loss_test: 0.017683720216155052 Epoch 150: Loss: 0.007530292961746454 Loss_test: 0.017597621306777 Epoch 160: Loss: 0.007495974190533161 Loss_test: 0.017521798610687256 Epoch 170: Loss: 0.007461588829755783 Loss_test: 0.01744258962571621 Epoch 180: Loss: 0.007427276577800512 Loss_test: 0.0173599012196064 Epoch 190: Loss: 0.007392874453216791 Loss_test: 0.017277205362915993 Epoch 200: Loss: 0.007358507718890905 Loss_test: 0.017201393842697144 Epoch 210: Loss: 0.007324136793613434 Loss_test: 0.01711530052125454 Epoch 220: Loss: 0.007289794739335775 Loss_test: 0.017036069184541702 Epoch 230: Loss: 0.0072554415091872215 Loss_test: 0.016960252076387405 Epoch 240: Loss: 0.007221107371151447 Loss_test: 0.016877567395567894 Epoch 250: Loss: 0.007186715956777334 Loss_test: 0.016794884577393532 Epoch 260: Loss: 0.007152379956096411 Loss_test: 0.01671566441655159 Epoch 270: Loss: 0.007117978297173977 Loss_test: 0.01663643680512905 Epoch 280: Loss: 0.0070836408995091915 Loss_test: 0.016553759574890137 Epoch 290: Loss: 0.007049286272376776 Loss_test: 0.016477936878800392 Epoch 300: Loss: 0.007014954928308725 Loss_test: 0.016395259648561478 Epoch 310: Loss: 0.006980604026466608 Loss_test: 0.016316020861268044 Epoch 320: Loss: 0.006946216337382793 Loss_test: 0.01623334363102913 Epoch 330: Loss: 0.006911881268024445 Loss_test: 0.01615411601960659 Epoch 340: Loss: 0.006877475883811712 Loss_test: 0.016071433201432228 Epoch 350: Loss: 0.006843137554824352 Loss_test: 0.01599561609327793 Epoch 360: Loss: 0.00680879270657897 Loss_test: 0.01591293141245842 Epoch 370: Loss: 0.00677445437759161 Loss_test: 0.015833700075745583 Epoch 380: Loss: 0.006740066222846508 Loss_test: 0.01575447991490364 Epoch 390: Loss: 0.006705722771584988 Loss_test: 0.015671800822019577 Epoch 400: Loss: 0.006671322043985128 Loss_test: 0.015589112415909767 Epoch 410: Loss: 0.006636989302933216 Loss_test: 0.015513300895690918 Epoch 420: Loss: 0.006602602545171976 Loss_test: 0.015434074215590954 Epoch 430: Loss: 0.006568240933120251 Loss_test: 0.015347987413406372 Epoch 440: Loss: 0.006533913314342499 Loss_test: 0.015272158198058605 Epoch 450: Loss: 0.0064995489083230495 Loss_test: 0.01518948096781969 Epoch 460: Loss: 0.006465154234319925 Loss_test: 0.015106802806258202 Epoch 470: Loss: 0.00643081683665514 Loss_test: 0.015027564950287342 Epoch 480: Loss: 0.006396452896296978 Loss_test: 0.014951747842133045 Epoch 490: Loss: 0.00636207964271307 Loss_test: 0.014865648932754993 Epoch 500: Loss: 0.006327774375677109 Loss_test: 0.014789843931794167 Epoch 510: Loss: 0.006293395068496466 Loss_test: 0.01470716018229723 Epoch 520: Loss: 0.006258990615606308 Loss_test: 0.014627927914261818 Epoch 530: Loss: 0.0062246560119092464 Loss_test: 0.014545244164764881 Epoch 540: Loss: 0.006190317217260599 Loss_test: 0.014466023072600365 Epoch 550: Loss: 0.006155920680612326 Loss_test: 0.014390205964446068 Epoch 560: Loss: 0.006121611688286066 Loss_test: 0.014307516627013683 Epoch 570: Loss: 0.006087233312427998 Loss_test: 0.014224827289581299 Epoch 580: Loss: 0.006052898708730936 Loss_test: 0.014145618304610252 Epoch 590: Loss: 0.00601854408159852 Loss_test: 0.014066380448639393 Epoch 600: Loss: 0.005984155926853418 Loss_test: 0.013983696699142456 Epoch 610: Loss: 0.005949772894382477 Loss_test: 0.01390787959098816 Epoch 620: Loss: 0.0059154643677175045 Loss_test: 0.013825195841491222 Epoch 630: Loss: 0.0058810776099562645 Loss_test: 0.01374597568064928 Epoch 640: Loss: 0.005846735090017319 Loss_test: 0.013663279823958874 Epoch 650: Loss: 0.005812390707433224 Loss_test: 0.013584059663116932 Epoch 660: Loss: 0.005777997430413961 Loss_test: 0.013501381501555443 Epoch 670: Loss: 0.0057436213828623295 Loss_test: 0.013425564393401146 Epoch 680: Loss: 0.005709252320230007 Loss_test: 0.013339465484023094 Epoch 690: Loss: 0.005674933083355427 Loss_test: 0.01326364278793335 Epoch 700: Loss: 0.005640547722578049 Loss_test: 0.013184433802962303 Epoch 710: Loss: 0.005606235470622778 Loss_test: 0.013101744465529919 Epoch 720: Loss: 0.005571833346039057 Loss_test: 0.013019049540162086 Epoch 730: Loss: 0.005537466146051884 Loss_test: 0.01294323243200779 Epoch 740: Loss: 0.0055030956864356995 Loss_test: 0.012857144698500633 Epoch 750: Loss: 0.005468753632158041 Loss_test: 0.012777912430465221 Epoch 760: Loss: 0.005434400402009487 Loss_test: 0.012702095322310925 Epoch 770: Loss: 0.005400066263973713 Loss_test: 0.012619411572813988 Epoch 780: Loss: 0.0053656748495996 Loss_test: 0.012536728754639626 Epoch 790: Loss: 0.005331338848918676 Loss_test: 0.012457507662475109 Epoch 800: Loss: 0.005296936724334955 Loss_test: 0.012378280982375145 Epoch 810: Loss: 0.005262599792331457 Loss_test: 0.01229560375213623 Epoch 820: Loss: 0.005228245165199041 Loss_test: 0.012219781056046486 Epoch 830: Loss: 0.005193913821130991 Loss_test: 0.012137102894484997 Epoch 840: Loss: 0.005159562919288874 Loss_test: 0.012057865038514137 Epoch 850: Loss: 0.005125174764543772 Loss_test: 0.011975186876952648 Epoch 860: Loss: 0.00509084016084671 Loss_test: 0.011895960196852684 Epoch 870: Loss: 0.005056434776633978 Loss_test: 0.011813277378678322 Epoch 880: Loss: 0.005022096447646618 Loss_test: 0.011737460270524025 Epoch 890: Loss: 0.0049877529963850975 Loss_test: 0.011654776521027088 Epoch 900: Loss: 0.004953412804752588 Loss_test: 0.011575544252991676 Epoch 910: Loss: 0.004919025115668774 Loss_test: 0.01149632316082716 Epoch 920: Loss: 0.004884681198745966 Loss_test: 0.011413645930588245 Epoch 930: Loss: 0.004850282333791256 Loss_test: 0.011330956593155861 Epoch 940: Loss: 0.0048159463331103325 Loss_test: 0.011255145072937012 Epoch 950: Loss: 0.004781560506671667 Loss_test: 0.011175918392837048 Epoch 960: Loss: 0.004747199825942516 Loss_test: 0.011089831590652466 Epoch 970: Loss: 0.004712873604148626 Loss_test: 0.011014002375304699 Epoch 980: Loss: 0.004678507801145315 Loss_test: 0.010931325145065784 Epoch 990: Loss: 0.004644113127142191 Loss_test: 0.010848646983504295 Epoch 1000: Loss: 0.0046097757294774055 Loss_test: 0.010769409127533436 Epoch 1010: Loss: 0.004575411789119244 Loss_test: 0.010693592019379139 Epoch 1020: Loss: 0.004541038069874048 Loss_test: 0.010607493110001087 Epoch 1030: Loss: 0.004506733268499374 Loss_test: 0.01053168810904026 Epoch 1040: Loss: 0.004472356289625168 Loss_test: 0.010449004359543324 Epoch 1050: Loss: 0.004437948111444712 Loss_test: 0.010369772091507912 Epoch 1060: Loss: 0.00440361350774765 Loss_test: 0.010287088342010975 Epoch 1070: Loss: 0.00436927517876029 Loss_test: 0.010207867249846458 Epoch 1080: Loss: 0.004334879573434591 Loss_test: 0.010132050141692162 Epoch 1090: Loss: 0.004300569649785757 Loss_test: 0.010049360804259777 Epoch 1100: Loss: 0.004266192205250263 Loss_test: 0.009966671466827393 Epoch 1110: Loss: 0.004231857601553202 Loss_test: 0.009887462481856346 Epoch 1120: Loss: 0.004197502043098211 Loss_test: 0.009808224625885487 Epoch 1130: Loss: 0.004163114819675684 Loss_test: 0.00972554087638855 Epoch 1140: Loss: 0.004128732718527317 Loss_test: 0.009649723768234253 Epoch 1150: Loss: 0.004094424657523632 Loss_test: 0.009567040018737316 Epoch 1160: Loss: 0.004060038365423679 Loss_test: 0.009487813338637352 Epoch 1170: Loss: 0.004025692585855722 Loss_test: 0.009405124001204967 Epoch 1180: Loss: 0.003991351462900639 Loss_test: 0.009325903840363026 Epoch 1190: Loss: 0.003956956323236227 Loss_test: 0.009243225678801537 Epoch 1200: Loss: 0.003922580275684595 Loss_test: 0.00916740857064724 Epoch 1210: Loss: 0.003888209816068411 Loss_test: 0.009081309661269188 Epoch 1220: Loss: 0.0038538917433470488 Loss_test: 0.009005486965179443 Epoch 1230: Loss: 0.0038195066154003143 Loss_test: 0.008926277980208397 Epoch 1240: Loss: 0.0037851943634450436 Loss_test: 0.008843588642776012 Epoch 1250: Loss: 0.0037507922388613224 Loss_test: 0.00876089371740818 Epoch 1260: Loss: 0.0037164248060435057 Loss_test: 0.008685076609253883 Epoch 1270: Loss: 0.003682055976241827 Loss_test: 0.008598988875746727 Epoch 1280: Loss: 0.003647714154794812 Loss_test: 0.008519756607711315 Epoch 1290: Loss: 0.003613357897847891 Loss_test: 0.008443939499557018 Epoch 1300: Loss: 0.003579024923965335 Loss_test: 0.008361255750060081 Epoch 1310: Loss: 0.0035446337424218655 Loss_test: 0.00827857293188572 Epoch 1320: Loss: 0.003510297741740942 Loss_test: 0.008199351839721203 Epoch 1330: Loss: 0.003475895617157221 Loss_test: 0.008120125159621239 Epoch 1340: Loss: 0.0034415586851537228 Loss_test: 0.008037447929382324 Epoch 1350: Loss: 0.003407204058021307 Loss_test: 0.00796162523329258 Epoch 1360: Loss: 0.003372871084138751 Loss_test: 0.00787894707173109 Epoch 1370: Loss: 0.0033385218121111393 Loss_test: 0.007799708750098944 Epoch 1380: Loss: 0.0033041336573660374 Loss_test: 0.007717031054198742 Epoch 1390: Loss: 0.0032698004506528378 Loss_test: 0.007637804839760065 Epoch 1400: Loss: 0.0032353922724723816 Loss_test: 0.007555121090263128 Epoch 1410: Loss: 0.003201055573299527 Loss_test: 0.007479303982108831 Epoch 1420: Loss: 0.0031667121220380068 Loss_test: 0.007396620698273182 Epoch 1430: Loss: 0.003132371697574854 Loss_test: 0.007317387964576483 Epoch 1440: Loss: 0.003097984241321683 Loss_test: 0.007238167338073254 Epoch 1450: Loss: 0.0030636400915682316 Loss_test: 0.007155490107834339 Epoch 1460: Loss: 0.0030292414594441652 Loss_test: 0.007072800304740667 Epoch 1470: Loss: 0.0029949054587632418 Loss_test: 0.0069969892501831055 Epoch 1480: Loss: 0.0029605193994939327 Loss_test: 0.006917762570083141 Epoch 1490: Loss: 0.0029261589515954256 Loss_test: 0.00683167576789856 Epoch 1500: Loss: 0.002891832496970892 Loss_test: 0.006755846552550793 Epoch 1510: Loss: 0.002857466693967581 Loss_test: 0.006673169322311878 Epoch 1520: Loss: 0.0028230720199644566 Loss_test: 0.006590491626411676 Epoch 1530: Loss: 0.0027887343894690275 Loss_test: 0.00651125330477953 Epoch 1540: Loss: 0.002754370914772153 Loss_test: 0.006435436196625233 Epoch 1550: Loss: 0.002719996962696314 Loss_test: 0.006349331233650446 Epoch 1560: Loss: 0.00268569216132164 Loss_test: 0.006273531820625067 Epoch 1570: Loss: 0.0026513151824474335 Loss_test: 0.006190842483192682 Epoch 1580: Loss: 0.0026169070042669773 Loss_test: 0.006111615803092718 Epoch 1590: Loss: 0.0025825724005699158 Loss_test: 0.006028932519257069 Epoch 1600: Loss: 0.0025482340715825558 Loss_test: 0.0059497118927538395 Epoch 1610: Loss: 0.002513838466256857 Loss_test: 0.005873894784599543 Epoch 1620: Loss: 0.0024795285426080227 Loss_test: 0.005791204981505871 Epoch 1630: Loss: 0.002445150865241885 Loss_test: 0.005708515644073486 Epoch 1640: Loss: 0.0024108164943754673 Loss_test: 0.005629307124763727 Epoch 1650: Loss: 0.002376460935920477 Loss_test: 0.00555006880313158 Epoch 1660: Loss: 0.0023420737124979496 Loss_test: 0.0054673850536346436 Epoch 1670: Loss: 0.002307691378518939 Loss_test: 0.005391567945480347 Epoch 1680: Loss: 0.0022733837831765413 Loss_test: 0.00530888419598341 Epoch 1690: Loss: 0.0022389970254153013 Loss_test: 0.005229657981544733 Epoch 1700: Loss: 0.002204651478677988 Loss_test: 0.005146968178451061 Epoch 1710: Loss: 0.0021703101228922606 Loss_test: 0.005067748017609119 Epoch 1720: Loss: 0.0021359152160584927 Loss_test: 0.004985070321708918 Epoch 1730: Loss: 0.0021015391685068607 Loss_test: 0.004909253213554621 Epoch 1740: Loss: 0.0020671687088906765 Loss_test: 0.004823154304176569 Epoch 1750: Loss: 0.0020328506361693144 Loss_test: 0.004747331142425537 Epoch 1760: Loss: 0.00199846550822258 Loss_test: 0.004668122623115778 Epoch 1770: Loss: 0.001964153256267309 Loss_test: 0.004585432820022106 Epoch 1780: Loss: 0.0019297510152682662 Loss_test: 0.004502737428992987 Epoch 1790: Loss: 0.0018953836988657713 Loss_test: 0.00442692032083869 Epoch 1800: Loss: 0.0018610149854794145 Loss_test: 0.004340833518654108 Epoch 1810: Loss: 0.0018266730476170778 Loss_test: 0.004261600784957409 Epoch 1820: Loss: 0.0017923169070854783 Loss_test: 0.004185783676803112 Epoch 1830: Loss: 0.0017579838167876005 Loss_test: 0.0041031003929674625 Epoch 1840: Loss: 0.001723592751659453 Loss_test: 0.004020416643470526 Epoch 1850: Loss: 0.0016892567509785295 Loss_test: 0.003941196016967297 Epoch 1860: Loss: 0.0016548543935641646 Loss_test: 0.0038619698025286198 Epoch 1870: Loss: 0.0016205176943913102 Loss_test: 0.003779292106628418 Epoch 1880: Loss: 0.0015861630672588944 Loss_test: 0.003703468944877386 Epoch 1890: Loss: 0.0015518299769610167 Loss_test: 0.003620791481807828 Epoch 1900: Loss: 0.001517480588518083 Loss_test: 0.0035415529273450375 Epoch 1910: Loss: 0.0014830924337729812 Loss_test: 0.0034588754642754793 Epoch 1920: Loss: 0.0014487594598904252 Loss_test: 0.003379649017006159 Epoch 1930: Loss: 0.0014143511652946472 Loss_test: 0.003296965267509222 Epoch 1940: Loss: 0.0013800144661217928 Loss_test: 0.003221148159354925 Epoch 1950: Loss: 0.0013456710148602724 Loss_test: 0.003138464642688632 Epoch 1960: Loss: 0.0013113304739817977 Loss_test: 0.0030592321418225765 Epoch 1970: Loss: 0.0012769431341439486 Loss_test: 0.002980011748149991 Epoch 1980: Loss: 0.0012425988679751754 Loss_test: 0.0028973340522497892 Epoch 1990: Loss: 0.0012082003522664309 Loss_test: 0.002814644481986761 Epoch 2000: Loss: 0.0011738643515855074 Loss_test: 0.0027388334274291992 Epoch 2010: Loss: 0.0011394784087315202 Loss_test: 0.0026596069801598787 Epoch 2020: Loss: 0.0011051192414015532 Loss_test: 0.0025735199451446533 Epoch 2030: Loss: 0.0010707930196076632 Loss_test: 0.00249769096262753 Epoch 2040: Loss: 0.0010364264016970992 Loss_test: 0.0024150132667273283 Epoch 2050: Loss: 0.001002032309770584 Loss_test: 0.00233233580365777 Epoch 2060: Loss: 0.0009676933404989541 Loss_test: 0.0022530972491949797 Epoch 2070: Loss: 0.0009333305060863495 Loss_test: 0.002177280141040683 Epoch 2080: Loss: 0.0008989557391032577 Loss_test: 0.0020911754108965397 Epoch 2090: Loss: 0.0008646510541439056 Loss_test: 0.0020153759978711605 Epoch 2100: Loss: 0.0008302740752696991 Loss_test: 0.0019326865440234542 Epoch 2110: Loss: 0.0007958657806739211 Loss_test: 0.0018534600967541337 Epoch 2120: Loss: 0.0007615297799929976 Loss_test: 0.0017707764636725187 Epoch 2130: Loss: 0.0007271930808201432 Loss_test: 0.0016915559535846114 Epoch 2140: Loss: 0.0006927959620952606 Loss_test: 0.0016157388454303145 Epoch 2150: Loss: 0.0006584875518456101 Loss_test: 0.0015330493915826082 Epoch 2160: Loss: 0.000624108302872628 Loss_test: 0.00145035982131958 Epoch 2170: Loss: 0.0005897767841815948 Loss_test: 0.0013711511855944991 Epoch 2180: Loss: 0.0005554199451580644 Loss_test: 0.0012919127475470304 Epoch 2190: Loss: 0.0005210332456044853 Loss_test: 0.0012092292308807373 Epoch 2200: Loss: 0.00048665032954886556 Loss_test: 0.0011334121227264404 Epoch 2210: Loss: 0.00045234113349579275 Loss_test: 0.0010507286060601473 Epoch 2220: Loss: 0.00041795746074058115 Loss_test: 0.000971502042375505 Epoch 2230: Loss: 0.0003836102841887623 Loss_test: 0.0008888125303201377 Epoch 2240: Loss: 0.0003492705582175404 Loss_test: 0.0008095920202322304 Epoch 2250: Loss: 0.00031487419619224966 Loss_test: 0.0007269143825396895 Epoch 2260: Loss: 0.0002804987016133964 Loss_test: 0.0006510972743853927 Epoch 2270: Loss: 0.0002461276890244335 Loss_test: 0.0005649983650073409 Epoch 2280: Loss: 0.0002118095726473257 Loss_test: 0.0004891753196716309 Epoch 2290: Loss: 0.00017742365889716893 Loss_test: 0.00040996671305038035 Epoch 2300: Loss: 0.00014311223640106618 Loss_test: 0.00032727717189118266 Epoch 2310: Loss: 0.00010870843834709376 Loss_test: 0.0002445816935505718 Epoch 2320: Loss: 7.43426353437826e-05 Loss_test: 0.00016876458539627492 Epoch 2330: Loss: 3.997236490249634e-05 Loss_test: 8.267760131275281e-05 Epoch 2340: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2350: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2360: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2370: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2380: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2390: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2400: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2410: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2420: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2430: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2440: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2450: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2460: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2470: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2480: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2490: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2500: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2510: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2520: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2530: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2540: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2550: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2560: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2570: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2580: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2590: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2600: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2610: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2620: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2630: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2640: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2650: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2660: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2670: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2680: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2690: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2700: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2710: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2720: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2730: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2740: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2750: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2760: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2770: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2780: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2790: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2800: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2810: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2820: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2830: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2840: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2850: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2860: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2870: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2880: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2890: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2900: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2910: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2920: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2930: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2940: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2950: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2960: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2970: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2980: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 2990: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3000: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3010: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3020: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3030: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3040: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3050: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3060: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3070: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3080: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3090: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3100: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3110: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3120: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3130: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3140: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3150: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3160: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3170: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3180: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3190: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3200: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3210: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3220: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3230: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3240: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3250: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3260: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3270: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3280: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3290: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3300: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3310: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3320: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3330: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3340: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3350: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3360: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3370: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3380: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3390: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3400: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3410: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3420: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3430: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3440: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3450: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3460: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3470: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3480: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3490: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3500: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3510: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3520: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3530: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3540: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3550: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3560: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3570: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3580: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3590: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3600: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3610: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3620: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3630: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3640: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3650: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3660: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3670: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3680: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3690: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3700: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3710: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3720: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3730: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3740: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3750: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3760: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3770: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3780: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3790: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3800: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3810: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3820: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3830: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3840: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3850: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3860: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3870: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3880: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3890: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3900: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3910: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3920: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3930: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3940: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3950: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3960: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3970: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3980: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 3990: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4000: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4010: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4020: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4030: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4040: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4050: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4060: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4070: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4080: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4090: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4100: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4110: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4120: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4130: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4140: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4150: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4160: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4170: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4180: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4190: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4200: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4210: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4220: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4230: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4240: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4250: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4260: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4270: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4280: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4290: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4300: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4310: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4320: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4330: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4340: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4350: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4360: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4370: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4380: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4390: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4400: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4410: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4420: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4430: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4440: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4450: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4460: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4470: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4480: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4490: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4500: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4510: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4520: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4530: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4540: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4550: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4560: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4570: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4580: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4590: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4600: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4610: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4620: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4630: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4640: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4650: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4660: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4670: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4680: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4690: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4700: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4710: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4720: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4730: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4740: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4750: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4760: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4770: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4780: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4790: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4800: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4810: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4820: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4830: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4840: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4850: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4860: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4870: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4880: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4890: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4900: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4910: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4920: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4930: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4940: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4950: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4960: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4970: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4980: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 4990: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5000: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5010: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5020: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5030: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5040: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5050: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5060: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5070: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5080: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5090: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5100: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5110: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5120: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5130: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5140: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5150: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5160: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5170: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5180: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5190: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5200: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5210: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5220: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5230: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5240: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5250: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5260: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5270: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5280: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5290: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5300: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5310: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5320: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5330: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5340: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5350: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5360: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5370: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5380: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5390: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5400: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5410: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5420: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5430: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5440: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5450: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5460: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5470: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5480: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5490: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5500: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5510: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5520: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5530: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5540: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5550: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5560: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5570: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5580: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5590: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5600: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5610: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5620: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5630: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5640: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5650: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5660: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5670: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5680: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5690: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5700: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5710: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5720: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5730: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5740: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5750: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5760: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5770: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5780: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5790: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5800: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5810: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5820: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5830: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5840: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5850: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5860: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5870: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5880: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5890: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5900: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5910: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5920: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5930: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5940: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5950: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5960: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5970: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5980: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 5990: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6000: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6010: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6020: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6030: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6040: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6050: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6060: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6070: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6080: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6090: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6100: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6110: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6120: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6130: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6140: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6150: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6160: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6170: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6180: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6190: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6200: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6210: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6220: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6230: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6240: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6250: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6260: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6270: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6280: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6290: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6300: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6310: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6320: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6330: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6340: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6350: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6360: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6370: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6380: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6390: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6400: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6410: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6420: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6430: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6440: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6450: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6460: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6470: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6480: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6490: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6500: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6510: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6520: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6530: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6540: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6550: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6560: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6570: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6580: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6590: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6600: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6610: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6620: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6630: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6640: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6650: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6660: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6670: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6680: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6690: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6700: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6710: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6720: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6730: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6740: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6750: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6760: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6770: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6780: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6790: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6800: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6810: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6820: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6830: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6840: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6850: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6860: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6870: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6880: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6890: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6900: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6910: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6920: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6930: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6940: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6950: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6960: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6970: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6980: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 6990: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7000: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7010: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7020: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7030: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7040: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7050: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7060: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7070: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7080: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7090: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7100: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7110: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7120: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7130: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7140: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7150: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7160: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7170: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7180: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7190: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7200: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7210: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7220: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7230: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7240: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7250: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7260: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7270: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7280: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7290: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7300: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7310: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7320: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7330: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7340: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7350: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7360: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7370: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7380: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7390: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7400: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7410: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7420: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7430: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7440: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7450: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7460: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7470: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7480: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7490: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7500: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7510: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7520: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7530: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7540: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7550: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7560: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7570: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7580: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7590: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7600: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7610: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7620: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7630: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7640: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7650: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7660: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7670: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7680: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7690: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7700: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7710: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7720: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7730: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7740: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7750: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7760: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7770: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7780: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7790: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7800: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7810: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7820: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7830: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7840: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7850: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7860: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7870: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7880: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7890: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7900: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7910: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7920: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7930: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7940: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7950: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7960: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7970: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7980: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 7990: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8000: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8010: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8020: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8030: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8040: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8050: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8060: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8070: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8080: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8090: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8100: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8110: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8120: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8130: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8140: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8150: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8160: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8170: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8180: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8190: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8200: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8210: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8220: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8230: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8240: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8250: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8260: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8270: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8280: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8290: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8300: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8310: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8320: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8330: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8340: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8350: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8360: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8370: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8380: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8390: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8400: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8410: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8420: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8430: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8440: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8450: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8460: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8470: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8480: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8490: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8500: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8510: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8520: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8530: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8540: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8550: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8560: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8570: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8580: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8590: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8600: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8610: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8620: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8630: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8640: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8650: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8660: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8670: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8680: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8690: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8700: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8710: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8720: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8730: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8740: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8750: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8760: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8770: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8780: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8790: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8800: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8810: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8820: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8830: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8840: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8850: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8860: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8870: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8880: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8890: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8900: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8910: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8920: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8930: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8940: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8950: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8960: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8970: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8980: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 8990: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9000: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9010: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9020: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9030: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9040: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9050: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9060: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9070: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9080: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9090: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9100: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9110: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9120: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9130: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9140: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9150: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9160: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9170: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9180: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9190: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9200: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9210: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9220: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9230: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9240: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9250: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9260: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9270: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9280: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9290: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9300: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9310: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9320: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9330: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9340: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9350: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9360: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9370: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9380: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9390: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9400: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9410: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9420: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9430: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9440: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9450: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9460: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9470: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9480: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9490: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9500: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9510: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9520: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9530: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9540: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9550: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9560: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9570: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9580: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9590: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9600: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9610: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9620: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9630: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9640: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9650: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9660: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9670: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9680: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9690: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9700: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9710: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9720: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9730: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9740: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9750: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9760: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9770: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9780: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9790: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9800: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9810: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9820: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9830: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9840: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9850: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9860: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9870: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9880: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9890: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9900: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9910: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9920: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9930: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9940: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9950: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9960: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9970: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9980: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05 Epoch 9990: Loss: 6.502568430732936e-05 Loss_test: 3.3360720408381894e-05
In [142]:
model.state_dict()Out [142]:
OrderedDict([('linear.weight', tensor([[0.6999]])),
('linear.bias', tensor([0.3000]))])In [ ]: