Simple Neural Network

This example solves a simple binary classification problem using a basic neural network with 2 layers.

The classification problem is generated by the make_moons dataset generator from scikit–learn.

import matplotlib.pyplot as plt
from utils.plotting import plot_decision_boundary
from tqdm import tqdm
import torch as pt
import torch.nn as nn
from torch.utils.data import TensorDataset, DataLoader

from sklearn.model_selection import train_test_split

from skwdro.torch import robustify

Problem setup

from sklearn.datasets import make_moons

n = 512 + 64

X, y = make_moons(n_samples=n,
                  noise=0.05,
                  random_state=42)

Visualize the data

plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.RdYlBu)  # type: ignore
plt.show()

Preprocessing

# Split the data into train and test sets
X_train, X_test, y_train, y_test = train_test_split(
    X,
    y,
    train_size=512,
    test_size=64,
    random_state=42
)

device = "cuda" if pt.cuda.is_available() else "cpu"

# Turn data into tensors
full_batch_x = pt.from_numpy(X_train).to(device)
full_batch_y = pt.from_numpy(y_train).unsqueeze(-1).to(full_batch_x)
dataset = DataLoader(
    TensorDataset(
        full_batch_x,
        full_batch_y
    ),
    batch_size=64
)

batch_x_test = pt.from_numpy(X_train).to(device)
batch_y_test = pt.from_numpy(y_train).unsqueeze(-1).to(batch_x_test)

Two-layers model

class SimpleNN(nn.Module):
    def __init__(self, in_features, out_features, hidden_units):
        super().__init__()
        # Two hidden layers and logit output
        self.linear_relu_stack = nn.Sequential(
            nn.Linear(in_features, hidden_units),
            nn.ReLU(),
            nn.Linear(hidden_units, hidden_units),
            nn.ReLU(),
            nn.Linear(hidden_units, out_features),
        )

    def forward(self, x):
        logits = self.linear_relu_stack(x)
        return logits

Set the model up

model = SimpleNN(
    in_features=2,
    out_features=1,
    hidden_units=5
).to(full_batch_x)


print(model)


loss_fn = nn.BCEWithLogitsLoss(reduction='none')

# Define a sample batch for initialization
sample_batch_x, sample_batch_y = next(iter(dataset))


# Robust loss
robust_loss = robustify(
    loss_fn,
    model,
    pt.tensor(1e-4),
    sample_batch_x, sample_batch_y,
    cost_spec="t-NC-2-2",
    n_samples=16
)  # Replaces the loss of the model by the dual WDRO loss

SimpleNN(
  (linear_relu_stack): Sequential(
    (0): Linear(in_features=2, out_features=5, bias=True)
    (1): ReLU()
    (2): Linear(in_features=5, out_features=5, bias=True)
    (3): ReLU()
    (4): Linear(in_features=5, out_features=1, bias=True)
  )
)

Training loop

pt.manual_seed(42)
epochs = 250

# optimizer = pt.optim.AdamW(params=model.parameters(),lr=1e-2)
optimizer = pt.optim.AdamW(params=robust_loss.parameters())


# Training loop
iterator = tqdm(range(epochs), position=0, desc='Epochs', leave=False)
losses = []
for epoch in iterator:

    avg_testloss = 0.
    for batch_x, batch_y in tqdm(dataset, position=1, desc='Sample', leave=False):

        # ## Training
        model.train()

        optimizer.zero_grad()
        # loss = loss_fn(model(batch_x.squeeze()), batch_y)
        loss = robust_loss(batch_x, batch_y, reset_sampler=True)
        loss.backward()
        optimizer.step()

        # ## Testing
        model.eval()
        with pt.no_grad():
            # Forward pass
            test_logits = model(batch_x_test)
            test_pred = pt.round(pt.sigmoid(test_logits))
            # Compute the loss
            avg_testloss += loss_fn(test_logits, batch_y_test).mean().item()
        iterator.set_postfix(
            {'acc': f"{(test_pred == batch_y_test).float().mean().item()*100}%"}
        )
        losses.append(loss.item())

    # Print
    iterator.set_postfix({'loss': avg_testloss / len(dataset)})

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Epochs:   6%|▋         | 16/250 [00:00<00:11, 19.66it/s, acc=50.5859375%]
Epochs:   6%|▋         | 16/250 [00:00<00:11, 19.66it/s, acc=50.5859375%]
Epochs:   6%|▋         | 16/250 [00:00<00:11, 19.66it/s, acc=50.5859375%]
Epochs:   6%|▋         | 16/250 [00:00<00:11, 19.66it/s, acc=50.5859375%]


Epochs:   6%|▋         | 16/250 [00:00<00:11, 19.66it/s, loss=0.685]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:   6%|▋         | 16/250 [00:00<00:11, 19.66it/s, acc=50.5859375%]
Epochs:   6%|▋         | 16/250 [00:00<00:11, 19.66it/s, acc=50.5859375%]
Epochs:   6%|▋         | 16/250 [00:00<00:11, 19.66it/s, acc=50.5859375%]
Epochs:   6%|▋         | 16/250 [00:00<00:11, 19.66it/s, acc=50.5859375%]
Epochs:   6%|▋         | 16/250 [00:00<00:11, 19.66it/s, acc=50.5859375%]
Epochs:   6%|▋         | 16/250 [00:00<00:11, 19.66it/s, acc=50.5859375%]
Epochs:   6%|▋         | 16/250 [00:00<00:11, 19.66it/s, acc=50.5859375%]
Epochs:   6%|▋         | 16/250 [00:00<00:11, 19.66it/s, acc=50.5859375%]


Epochs:   6%|▋         | 16/250 [00:00<00:11, 19.66it/s, loss=0.683]
Epochs:   7%|▋         | 18/250 [00:00<00:11, 19.68it/s, loss=0.683]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:   7%|▋         | 18/250 [00:00<00:11, 19.68it/s, acc=50.5859375%]
Epochs:   7%|▋         | 18/250 [00:00<00:11, 19.68it/s, acc=50.5859375%]
Epochs:   7%|▋         | 18/250 [00:00<00:11, 19.68it/s, acc=50.5859375%]
Epochs:   7%|▋         | 18/250 [00:00<00:11, 19.68it/s, acc=50.5859375%]
Epochs:   7%|▋         | 18/250 [00:00<00:11, 19.68it/s, acc=50.5859375%]
Epochs:   7%|▋         | 18/250 [00:00<00:11, 19.68it/s, acc=50.5859375%]
Epochs:   7%|▋         | 18/250 [00:00<00:11, 19.68it/s, acc=50.5859375%]
Epochs:   7%|▋         | 18/250 [00:00<00:11, 19.68it/s, acc=50.5859375%]


Epochs:   7%|▋         | 18/250 [00:00<00:11, 19.68it/s, loss=0.681]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:   7%|▋         | 18/250 [00:00<00:11, 19.68it/s, acc=50.5859375%]
Epochs:   7%|▋         | 18/250 [00:00<00:11, 19.68it/s, acc=50.5859375%]
Epochs:   7%|▋         | 18/250 [00:00<00:11, 19.68it/s, acc=50.5859375%]
Epochs:   7%|▋         | 18/250 [00:00<00:11, 19.68it/s, acc=50.5859375%]
Epochs:   7%|▋         | 18/250 [00:00<00:11, 19.68it/s, acc=50.5859375%]
Epochs:   7%|▋         | 18/250 [00:01<00:11, 19.68it/s, acc=50.5859375%]
Epochs:   7%|▋         | 18/250 [00:01<00:11, 19.68it/s, acc=50.5859375%]
Epochs:   7%|▋         | 18/250 [00:01<00:11, 19.68it/s, acc=50.5859375%]


Epochs:   7%|▋         | 18/250 [00:01<00:11, 19.68it/s, loss=0.679]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, loss=0.679]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]


Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, loss=0.677]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]


Epochs:   8%|▊         | 20/250 [00:01<00:11, 19.71it/s, loss=0.675]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, loss=0.675]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]


Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, loss=0.673]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]
Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, acc=50.5859375%]


Epochs:   9%|▉         | 22/250 [00:01<00:11, 19.74it/s, loss=0.671]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, loss=0.671]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]


Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, loss=0.669]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]
Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, acc=50.5859375%]


Epochs:  10%|▉         | 24/250 [00:01<00:11, 19.71it/s, loss=0.667]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, loss=0.667]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]


Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, loss=0.664]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]
Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, acc=50.5859375%]


Epochs:  10%|█         | 26/250 [00:01<00:11, 19.73it/s, loss=0.662]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, loss=0.662]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]


Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, loss=0.66]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]
Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, acc=50.5859375%]


Epochs:  11%|█         | 28/250 [00:01<00:11, 19.75it/s, loss=0.658]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, loss=0.658]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]


Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, loss=0.656]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]
Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, acc=50.5859375%]


Epochs:  12%|█▏        | 30/250 [00:01<00:11, 19.58it/s, loss=0.653]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, loss=0.653]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]


Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, loss=0.651]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]
Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, acc=50.5859375%]


Epochs:  13%|█▎        | 32/250 [00:01<00:11, 19.60it/s, loss=0.648]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, loss=0.648]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]


Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, loss=0.646]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]
Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, acc=50.5859375%]


Epochs:  14%|█▎        | 34/250 [00:01<00:11, 19.53it/s, loss=0.643]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, loss=0.643]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]


Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, loss=0.641]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]
Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, acc=50.5859375%]


Epochs:  14%|█▍        | 36/250 [00:01<00:10, 19.61it/s, loss=0.638]
Epochs:  15%|█▌        | 38/250 [00:01<00:10, 19.65it/s, loss=0.638]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  15%|█▌        | 38/250 [00:01<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  15%|█▌        | 38/250 [00:01<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  15%|█▌        | 38/250 [00:01<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  15%|█▌        | 38/250 [00:01<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  15%|█▌        | 38/250 [00:01<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  15%|█▌        | 38/250 [00:01<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  15%|█▌        | 38/250 [00:01<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  15%|█▌        | 38/250 [00:01<00:10, 19.65it/s, acc=50.5859375%]


Epochs:  15%|█▌        | 38/250 [00:01<00:10, 19.65it/s, loss=0.636]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  15%|█▌        | 38/250 [00:01<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  15%|█▌        | 38/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  15%|█▌        | 38/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  15%|█▌        | 38/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  15%|█▌        | 38/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  15%|█▌        | 38/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  15%|█▌        | 38/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  15%|█▌        | 38/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]


Epochs:  15%|█▌        | 38/250 [00:02<00:10, 19.65it/s, loss=0.633]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, loss=0.633]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]


Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, loss=0.631]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]


Epochs:  16%|█▌        | 40/250 [00:02<00:10, 19.59it/s, loss=0.628]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, loss=0.628]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]


Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, loss=0.626]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]
Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, acc=50.5859375%]


Epochs:  17%|█▋        | 42/250 [00:02<00:10, 19.60it/s, loss=0.623]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, loss=0.623]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]


Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, loss=0.62]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, acc=50.5859375%]


Epochs:  18%|█▊        | 44/250 [00:02<00:10, 19.65it/s, loss=0.618]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, loss=0.618]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]


Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, loss=0.615]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]
Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, acc=50.5859375%]


Epochs:  18%|█▊        | 46/250 [00:02<00:10, 19.62it/s, loss=0.613]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, loss=0.613]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]


Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, loss=0.61]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]
Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, acc=50.5859375%]


Epochs:  19%|█▉        | 48/250 [00:02<00:10, 19.51it/s, loss=0.607]
Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, loss=0.607]

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Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]


Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, loss=0.605]

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Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]
Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, acc=50.5859375%]


Epochs:  20%|██        | 50/250 [00:02<00:10, 19.59it/s, loss=0.602]
Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, loss=0.602]

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Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]
Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]
Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]
Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]
Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]
Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]
Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]
Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]


Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, loss=0.599]

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Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]
Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]
Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]
Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]
Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]
Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]
Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]
Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, acc=50.5859375%]


Epochs:  21%|██        | 52/250 [00:02<00:10, 19.64it/s, loss=0.597]
Epochs:  22%|██▏       | 54/250 [00:02<00:09, 19.68it/s, loss=0.597]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  22%|██▏       | 54/250 [00:02<00:09, 19.68it/s, acc=50.5859375%]
Epochs:  22%|██▏       | 54/250 [00:02<00:09, 19.68it/s, acc=50.5859375%]
Epochs:  22%|██▏       | 54/250 [00:02<00:09, 19.68it/s, acc=50.5859375%]
Epochs:  22%|██▏       | 54/250 [00:02<00:09, 19.68it/s, acc=50.5859375%]
Epochs:  22%|██▏       | 54/250 [00:02<00:09, 19.68it/s, acc=50.5859375%]
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Epochs:  29%|██▉       | 72/250 [00:03<00:09, 19.63it/s, loss=0.543]
Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, loss=0.543]

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Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.328125%]
Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.328125%]
Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.328125%]
Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.328125%]
Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.328125%]
Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.5234375%]
Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.5234375%]
Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.5234375%]


Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, loss=0.541]

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Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.5234375%]
Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.5234375%]
Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.5234375%]
Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.5234375%]
Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.71875%]
Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.71875%]
Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.71875%]
Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, acc=86.71875%]


Epochs:  30%|██▉       | 74/250 [00:03<00:08, 19.61it/s, loss=0.538]
Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, loss=0.538]

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Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=86.71875%]
Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=86.71875%]
Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=86.71875%]
Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=86.71875%]
Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=86.71875%]
Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=86.9140625%]
Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=86.9140625%]
Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=86.9140625%]


Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, loss=0.535]

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Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=86.9140625%]
Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=86.9140625%]
Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=86.9140625%]
Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=87.109375%]
Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=87.109375%]
Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=87.109375%]
Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=86.9140625%]
Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, acc=86.9140625%]


Epochs:  30%|███       | 76/250 [00:03<00:08, 19.67it/s, loss=0.533]
Epochs:  31%|███       | 78/250 [00:03<00:08, 19.65it/s, loss=0.533]

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Epochs:  31%|███       | 78/250 [00:03<00:08, 19.65it/s, acc=86.9140625%]
Epochs:  31%|███       | 78/250 [00:03<00:08, 19.65it/s, acc=86.9140625%]
Epochs:  31%|███       | 78/250 [00:03<00:08, 19.65it/s, acc=86.9140625%]
Epochs:  31%|███       | 78/250 [00:03<00:08, 19.65it/s, acc=86.9140625%]
Epochs:  31%|███       | 78/250 [00:04<00:08, 19.65it/s, acc=86.9140625%]
Epochs:  31%|███       | 78/250 [00:04<00:08, 19.65it/s, acc=86.9140625%]
Epochs:  31%|███       | 78/250 [00:04<00:08, 19.65it/s, acc=86.9140625%]
Epochs:  31%|███       | 78/250 [00:04<00:08, 19.65it/s, acc=86.9140625%]


Epochs:  31%|███       | 78/250 [00:04<00:08, 19.65it/s, loss=0.53]

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Epochs:  31%|███       | 78/250 [00:04<00:08, 19.65it/s, acc=86.9140625%]
Epochs:  31%|███       | 78/250 [00:04<00:08, 19.65it/s, acc=86.9140625%]
Epochs:  31%|███       | 78/250 [00:04<00:08, 19.65it/s, acc=86.9140625%]
Epochs:  31%|███       | 78/250 [00:04<00:08, 19.65it/s, acc=86.9140625%]
Epochs:  31%|███       | 78/250 [00:04<00:08, 19.65it/s, acc=87.109375%]
Epochs:  31%|███       | 78/250 [00:04<00:08, 19.65it/s, acc=87.109375%]
Epochs:  31%|███       | 78/250 [00:04<00:08, 19.65it/s, acc=87.109375%]
Epochs:  31%|███       | 78/250 [00:04<00:08, 19.65it/s, acc=87.109375%]


Epochs:  31%|███       | 78/250 [00:04<00:08, 19.65it/s, loss=0.528]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, loss=0.528]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.3046875%]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.3046875%]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.3046875%]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.3046875%]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.3046875%]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.3046875%]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.3046875%]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.3046875%]


Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, loss=0.525]

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Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.3046875%]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.3046875%]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.3046875%]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.3046875%]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.3046875%]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.3046875%]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.5%]
Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, acc=87.5%]


Epochs:  32%|███▏      | 80/250 [00:04<00:08, 19.64it/s, loss=0.523]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, loss=0.523]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]


Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, loss=0.52]

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Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]
Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, acc=87.5%]


Epochs:  33%|███▎      | 82/250 [00:04<00:08, 19.64it/s, loss=0.518]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, loss=0.518]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.5%]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.5%]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.5%]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.5%]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.5%]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.5%]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.5%]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.5%]


Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, loss=0.515]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.5%]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.5%]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.5%]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.5%]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.5%]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.5%]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.6953125%]
Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, acc=87.6953125%]


Epochs:  34%|███▎      | 84/250 [00:04<00:08, 19.68it/s, loss=0.513]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, loss=0.513]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.6953125%]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.6953125%]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.6953125%]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.6953125%]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.6953125%]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.6953125%]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.6953125%]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.6953125%]


Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, loss=0.51]

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Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.6953125%]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.6953125%]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.6953125%]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.6953125%]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.6953125%]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.6953125%]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.6953125%]
Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, acc=87.890625%]


Epochs:  34%|███▍      | 86/250 [00:04<00:08, 19.61it/s, loss=0.508]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, loss=0.508]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=87.890625%]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=87.890625%]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=87.890625%]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=87.890625%]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=87.6953125%]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=87.6953125%]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=87.890625%]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=88.0859375%]


Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, loss=0.505]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=88.0859375%]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=88.0859375%]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=88.0859375%]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=88.28125%]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=88.28125%]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=88.28125%]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=88.28125%]
Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, acc=88.28125%]


Epochs:  35%|███▌      | 88/250 [00:04<00:08, 19.56it/s, loss=0.503]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, loss=0.503]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]


Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, loss=0.501]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]
Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, acc=88.28125%]


Epochs:  36%|███▌      | 90/250 [00:04<00:08, 19.62it/s, loss=0.498]
Epochs:  37%|███▋      | 92/250 [00:04<00:08, 19.67it/s, loss=0.498]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  37%|███▋      | 92/250 [00:04<00:08, 19.67it/s, acc=88.28125%]
Epochs:  37%|███▋      | 92/250 [00:04<00:08, 19.67it/s, acc=88.28125%]
Epochs:  37%|███▋      | 92/250 [00:04<00:08, 19.67it/s, acc=88.28125%]
Epochs:  37%|███▋      | 92/250 [00:04<00:08, 19.67it/s, acc=88.28125%]
Epochs:  37%|███▋      | 92/250 [00:04<00:08, 19.67it/s, acc=88.28125%]
Epochs:  37%|███▋      | 92/250 [00:04<00:08, 19.67it/s, acc=88.4765625%]
Epochs:  37%|███▋      | 92/250 [00:04<00:08, 19.67it/s, acc=88.671875%]
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Epochs:  38%|███▊      | 94/250 [00:04<00:07, 19.62it/s, loss=0.494]

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Epochs:  38%|███▊      | 96/250 [00:04<00:07, 19.63it/s, loss=0.489]

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Epochs:  39%|███▉      | 98/250 [00:05<00:07, 19.65it/s, loss=0.482]

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Epochs:  39%|███▉      | 98/250 [00:05<00:07, 19.65it/s, loss=0.48]
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Epochs:  41%|████      | 102/250 [00:05<00:07, 19.66it/s, loss=0.476]

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Epochs:  41%|████      | 102/250 [00:05<00:07, 19.66it/s, loss=0.474]

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Epochs:  41%|████      | 102/250 [00:05<00:07, 19.66it/s, loss=0.471]
Epochs:  42%|████▏     | 104/250 [00:05<00:07, 19.69it/s, loss=0.471]

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Epochs:  42%|████▏     | 104/250 [00:05<00:07, 19.69it/s, loss=0.469]

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Epochs:  42%|████▏     | 104/250 [00:05<00:07, 19.69it/s, acc=88.671875%]
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Epochs:  42%|████▏     | 104/250 [00:05<00:07, 19.69it/s, loss=0.467]
Epochs:  42%|████▏     | 106/250 [00:05<00:07, 19.70it/s, loss=0.467]

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Epochs:  42%|████▏     | 106/250 [00:05<00:07, 19.70it/s, loss=0.465]

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Epochs:  42%|████▏     | 106/250 [00:05<00:07, 19.70it/s, loss=0.463]
Epochs:  43%|████▎     | 108/250 [00:05<00:07, 19.52it/s, loss=0.463]

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Epochs:  43%|████▎     | 108/250 [00:05<00:07, 19.52it/s, acc=88.4765625%]


Epochs:  43%|████▎     | 108/250 [00:05<00:07, 19.52it/s, loss=0.461]

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Epochs:  43%|████▎     | 108/250 [00:05<00:07, 19.52it/s, loss=0.459]
Epochs:  44%|████▍     | 110/250 [00:05<00:07, 19.44it/s, loss=0.459]

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Epochs:  47%|████▋     | 118/250 [00:06<00:06, 19.52it/s, loss=0.444]

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Epochs:  48%|████▊     | 120/250 [00:06<00:06, 19.55it/s, loss=0.436]
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Epochs:  50%|████▉     | 124/250 [00:06<00:06, 19.61it/s, loss=0.433]

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Epochs:  52%|█████▏    | 130/250 [00:06<00:06, 19.45it/s, loss=0.423]

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Epochs:  52%|█████▏    | 130/250 [00:06<00:06, 19.45it/s, acc=88.671875%]
Epochs:  52%|█████▏    | 130/250 [00:06<00:06, 19.45it/s, acc=88.671875%]
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Epochs:  52%|█████▏    | 130/250 [00:06<00:06, 19.45it/s, loss=0.421]

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Epochs:  52%|█████▏    | 130/250 [00:06<00:06, 19.45it/s, loss=0.42]
Epochs:  53%|█████▎    | 132/250 [00:06<00:06, 19.53it/s, loss=0.42]

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Epochs:  53%|█████▎    | 132/250 [00:06<00:06, 19.53it/s, acc=88.8671875%]
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Epochs:  53%|█████▎    | 132/250 [00:06<00:06, 19.53it/s, loss=0.417]
Epochs:  54%|█████▎    | 134/250 [00:06<00:05, 19.54it/s, loss=0.417]

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Epochs:  54%|█████▎    | 134/250 [00:06<00:05, 19.54it/s, acc=88.8671875%]
Epochs:  54%|█████▎    | 134/250 [00:06<00:05, 19.54it/s, acc=88.8671875%]
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Epochs:  54%|█████▎    | 134/250 [00:06<00:05, 19.54it/s, loss=0.415]

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Epochs:  54%|█████▎    | 134/250 [00:06<00:05, 19.54it/s, acc=88.671875%]
Epochs:  54%|█████▎    | 134/250 [00:06<00:05, 19.54it/s, acc=88.671875%]
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Epochs:  54%|█████▎    | 134/250 [00:06<00:05, 19.54it/s, acc=88.671875%]
Epochs:  54%|█████▎    | 134/250 [00:06<00:05, 19.54it/s, acc=88.671875%]
Epochs:  54%|█████▎    | 134/250 [00:06<00:05, 19.54it/s, acc=88.671875%]
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Epochs:  54%|█████▎    | 134/250 [00:06<00:05, 19.54it/s, acc=88.671875%]


Epochs:  54%|█████▎    | 134/250 [00:06<00:05, 19.54it/s, loss=0.414]
Epochs:  54%|█████▍    | 136/250 [00:06<00:05, 19.56it/s, loss=0.414]

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Epochs:  54%|█████▍    | 136/250 [00:06<00:05, 19.56it/s, acc=88.671875%]
Epochs:  54%|█████▍    | 136/250 [00:06<00:05, 19.56it/s, acc=88.671875%]
Epochs:  54%|█████▍    | 136/250 [00:06<00:05, 19.56it/s, acc=88.671875%]
Epochs:  54%|█████▍    | 136/250 [00:06<00:05, 19.56it/s, acc=88.671875%]
Epochs:  54%|█████▍    | 136/250 [00:06<00:05, 19.56it/s, acc=88.671875%]
Epochs:  54%|█████▍    | 136/250 [00:06<00:05, 19.56it/s, acc=88.671875%]
Epochs:  54%|█████▍    | 136/250 [00:06<00:05, 19.56it/s, acc=88.671875%]
Epochs:  54%|█████▍    | 136/250 [00:06<00:05, 19.56it/s, acc=88.671875%]


Epochs:  54%|█████▍    | 136/250 [00:06<00:05, 19.56it/s, loss=0.412]

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Epochs:  54%|█████▍    | 136/250 [00:06<00:05, 19.56it/s, acc=88.671875%]
Epochs:  54%|█████▍    | 136/250 [00:06<00:05, 19.56it/s, acc=88.671875%]
Epochs:  54%|█████▍    | 136/250 [00:07<00:05, 19.56it/s, acc=88.671875%]
Epochs:  54%|█████▍    | 136/250 [00:07<00:05, 19.56it/s, acc=88.671875%]
Epochs:  54%|█████▍    | 136/250 [00:07<00:05, 19.56it/s, acc=88.671875%]
Epochs:  54%|█████▍    | 136/250 [00:07<00:05, 19.56it/s, acc=88.4765625%]
Epochs:  54%|█████▍    | 136/250 [00:07<00:05, 19.56it/s, acc=88.671875%]
Epochs:  54%|█████▍    | 136/250 [00:07<00:05, 19.56it/s, acc=88.671875%]


Epochs:  54%|█████▍    | 136/250 [00:07<00:05, 19.56it/s, loss=0.411]
Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, loss=0.411]

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Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]
Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]
Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]
Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]
Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]
Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]
Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]
Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]


Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, loss=0.409]

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Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]
Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]
Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]
Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]
Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]
Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]
Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]
Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, acc=88.4765625%]


Epochs:  55%|█████▌    | 138/250 [00:07<00:05, 19.61it/s, loss=0.408]
Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, loss=0.408]

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Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, acc=88.4765625%]
Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, acc=88.4765625%]
Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, acc=88.4765625%]
Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, acc=88.4765625%]
Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, acc=88.4765625%]
Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, acc=88.4765625%]
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Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, acc=88.4765625%]


Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, loss=0.406]

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Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, acc=88.4765625%]
Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, acc=88.4765625%]
Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
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Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, acc=88.28125%]


Epochs:  56%|█████▌    | 140/250 [00:07<00:05, 19.63it/s, loss=0.405]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, loss=0.405]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]


Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, loss=0.404]

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Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]
Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, acc=88.28125%]


Epochs:  57%|█████▋    | 142/250 [00:07<00:05, 19.63it/s, loss=0.402]
Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, loss=0.402]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, acc=88.28125%]


Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, loss=0.401]

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Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, acc=88.28125%]
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Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, acc=88.28125%]


Epochs:  58%|█████▊    | 144/250 [00:07<00:05, 19.64it/s, loss=0.4]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, loss=0.4]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]


Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, loss=0.398]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]
Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, acc=88.28125%]


Epochs:  58%|█████▊    | 146/250 [00:07<00:05, 19.67it/s, loss=0.397]
Epochs:  59%|█████▉    | 148/250 [00:07<00:05, 19.50it/s, loss=0.397]

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Epochs:  71%|███████   | 178/250 [00:09<00:03, 19.64it/s, loss=0.365]

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Epochs:  71%|███████   | 178/250 [00:09<00:03, 19.64it/s, loss=0.363]
Epochs:  72%|███████▏  | 180/250 [00:09<00:03, 19.63it/s, loss=0.363]

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Epochs:  72%|███████▏  | 180/250 [00:09<00:03, 19.63it/s, loss=0.361]
Epochs:  73%|███████▎  | 182/250 [00:09<00:03, 19.66it/s, loss=0.361]

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Epochs:  73%|███████▎  | 182/250 [00:09<00:03, 19.66it/s, loss=0.36]
Epochs:  74%|███████▎  | 184/250 [00:09<00:03, 19.67it/s, loss=0.36]

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Epochs:  77%|███████▋  | 192/250 [00:09<00:02, 19.48it/s, loss=0.353]

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Epochs:  77%|███████▋  | 192/250 [00:09<00:02, 19.48it/s, loss=0.352]
Epochs:  78%|███████▊  | 194/250 [00:09<00:02, 19.55it/s, loss=0.352]

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Epochs:  78%|███████▊  | 196/250 [00:10<00:02, 19.50it/s, loss=0.351]

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Epochs:  79%|███████▉  | 198/250 [00:10<00:02, 19.53it/s, loss=0.349]

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Epochs:  81%|████████  | 202/250 [00:10<00:02, 19.61it/s, loss=0.346]

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Epochs:  95%|█████████▌| 238/250 [00:12<00:00, 19.55it/s, acc=87.6953125%]
Epochs:  95%|█████████▌| 238/250 [00:12<00:00, 19.55it/s, acc=87.6953125%]
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Epochs:  95%|█████████▌| 238/250 [00:12<00:00, 19.55it/s, acc=87.6953125%]


Epochs:  95%|█████████▌| 238/250 [00:12<00:00, 19.55it/s, loss=0.326]
Epochs:  96%|█████████▌| 240/250 [00:12<00:00, 19.59it/s, loss=0.326]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  96%|█████████▌| 240/250 [00:12<00:00, 19.59it/s, acc=87.6953125%]
Epochs:  96%|█████████▌| 240/250 [00:12<00:00, 19.59it/s, acc=87.6953125%]
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Epochs:  96%|█████████▌| 240/250 [00:12<00:00, 19.59it/s, acc=87.6953125%]
Epochs:  96%|█████████▌| 240/250 [00:12<00:00, 19.59it/s, acc=87.6953125%]
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Epochs:  96%|█████████▌| 240/250 [00:12<00:00, 19.59it/s, acc=87.6953125%]
Epochs:  96%|█████████▌| 240/250 [00:12<00:00, 19.59it/s, acc=87.6953125%]


Epochs:  96%|█████████▌| 240/250 [00:12<00:00, 19.59it/s, loss=0.326]

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Epochs:  96%|█████████▌| 240/250 [00:12<00:00, 19.59it/s, acc=87.6953125%]
Epochs:  96%|█████████▌| 240/250 [00:12<00:00, 19.59it/s, acc=87.6953125%]
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Epochs:  96%|█████████▌| 240/250 [00:12<00:00, 19.59it/s, acc=87.6953125%]


Epochs:  96%|█████████▌| 240/250 [00:12<00:00, 19.59it/s, loss=0.326]
Epochs:  97%|█████████▋| 242/250 [00:12<00:00, 19.43it/s, loss=0.326]

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Epochs:  97%|█████████▋| 242/250 [00:12<00:00, 19.43it/s, acc=87.6953125%]
Epochs:  97%|█████████▋| 242/250 [00:12<00:00, 19.43it/s, acc=87.6953125%]
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Epochs:  97%|█████████▋| 242/250 [00:12<00:00, 19.43it/s, loss=0.325]

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Epochs:  97%|█████████▋| 242/250 [00:12<00:00, 19.43it/s, acc=87.6953125%]
Epochs:  97%|█████████▋| 242/250 [00:12<00:00, 19.43it/s, acc=87.6953125%]
Epochs:  97%|█████████▋| 242/250 [00:12<00:00, 19.43it/s, acc=87.6953125%]
Epochs:  97%|█████████▋| 242/250 [00:12<00:00, 19.43it/s, acc=87.6953125%]
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Epochs:  97%|█████████▋| 242/250 [00:12<00:00, 19.43it/s, acc=87.6953125%]


Epochs:  97%|█████████▋| 242/250 [00:12<00:00, 19.43it/s, loss=0.325]
Epochs:  98%|█████████▊| 244/250 [00:12<00:00, 19.38it/s, loss=0.325]

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Epochs:  98%|█████████▊| 244/250 [00:12<00:00, 19.38it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 244/250 [00:12<00:00, 19.38it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 244/250 [00:12<00:00, 19.38it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 244/250 [00:12<00:00, 19.38it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 244/250 [00:12<00:00, 19.38it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 244/250 [00:12<00:00, 19.38it/s, acc=87.6953125%]
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Epochs:  98%|█████████▊| 244/250 [00:12<00:00, 19.38it/s, acc=87.6953125%]


Epochs:  98%|█████████▊| 244/250 [00:12<00:00, 19.38it/s, loss=0.324]

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Epochs:  98%|█████████▊| 244/250 [00:12<00:00, 19.38it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 244/250 [00:12<00:00, 19.38it/s, acc=87.6953125%]
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Epochs:  98%|█████████▊| 244/250 [00:12<00:00, 19.38it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 244/250 [00:12<00:00, 19.38it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 244/250 [00:12<00:00, 19.38it/s, acc=87.6953125%]


Epochs:  98%|█████████▊| 244/250 [00:12<00:00, 19.38it/s, loss=0.324]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, loss=0.324]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]


Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, loss=0.324]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]
Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, acc=87.6953125%]


Epochs:  98%|█████████▊| 246/250 [00:12<00:00, 19.36it/s, loss=0.323]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, loss=0.323]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]


Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, loss=0.323]

Sample:   0%|          | 0/8 [00:00<?, ?it/s]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]
Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, acc=87.6953125%]


Epochs:  99%|█████████▉| 248/250 [00:12<00:00, 19.46it/s, loss=0.323]
Epochs: 100%|██████████| 250/250 [00:12<00:00, 19.51it/s, loss=0.323]

Visuals

# Plot decision boundaries for training and test sets
plt.figure(figsize=(12, 6))

plt.subplot(2, 2, 1)
plt.title("Train")
plot_decision_boundary(model, full_batch_x, full_batch_y)

plt.subplot(2, 2, 2)
plt.title("Test")
plot_decision_boundary(model, batch_x_test, batch_y_test)

plt.subplot(2, 1, 2)
plt.title("Test loss through epochs")
plt.plot(losses)
plt.yscale('log')

plt.show()