Most of the time you won't want to train a whole convolutional network yourself. Modern ConvNets training on huge datasets like ImageNet take weeks on multiple GPUs. Instead, most people use a pretrained network either as a fixed feature extractor, or as an initial network to fine tune. In this notebook, you'll be using VGGNet trained on the ImageNet dataset as a feature extractor. Below is a diagram of the VGGNet architecture.
VGGNet is great because it's simple and has great performance, coming in second in the ImageNet competition. The idea here is that we keep all the convolutional layers, but replace the final fully connected layers with our own classifier. This way we can use VGGNet as a feature extractor for our images then easily train a simple classifier on top of that. What we'll do is take the first fully connected layer with 4096 units, including thresholding with ReLUs. We can use those values as a code for each image, then build a classifier on top of those codes.
You can read more about transfer learning from the CS231n course notes.
We'll be using a pretrained network from https://github.com/machrisaa/tensorflow-vgg. Make sure to clone this repository to the directory you're working from. You'll also want to rename it so it has an underscore instead of a dash.
git clone https://github.com/machrisaa/tensorflow-vgg.git tensorflow_vggThis is a really nice implementation of VGGNet, quite easy to work with. The network has already been trained and the parameters are available from this link. You'll need to clone the repo into the folder containing this notebook. Then download the parameter file using the next cell.
In [1]:
from urllib.request import urlretrieve
from os.path import isfile, isdir
from tqdm import tqdm
vgg_dir = 'tensorflow_vgg/'
# Make sure vgg exists
if not isdir(vgg_dir):
raise Exception("VGG directory doesn't exist!")
class DLProgress(tqdm):
last_block = 0
def hook(self, block_num=1, block_size=1, total_size=None):
self.total = total_size
self.update((block_num - self.last_block) * block_size)
self.last_block = block_num
if not isfile(vgg_dir + "vgg16.npy"):
with DLProgress(unit='B', unit_scale=True, miniters=1, desc='VGG16 Parameters') as pbar:
urlretrieve(
'https://s3.amazonaws.com/content.udacity-data.com/nd101/vgg16.npy',
vgg_dir + 'vgg16.npy',
pbar.hook)
else:
print("Parameter file already exists!")
VGG16 Parameters: 553MB [01:37, 5.70MB/s]
Here we'll be using VGGNet to classify images of flowers. To get the flower dataset, run the cell below. This dataset comes from the TensorFlow inception tutorial.
In [2]:
import tarfile
dataset_folder_path = 'flower_photos'
class DLProgress(tqdm):
last_block = 0
def hook(self, block_num=1, block_size=1, total_size=None):
self.total = total_size
self.update((block_num - self.last_block) * block_size)
self.last_block = block_num
if not isfile('flower_photos.tar.gz'):
with DLProgress(unit='B', unit_scale=True, miniters=1, desc='Flowers Dataset') as pbar:
urlretrieve(
'http://download.tensorflow.org/example_images/flower_photos.tgz',
'flower_photos.tar.gz',
pbar.hook)
if not isdir(dataset_folder_path):
with tarfile.open('flower_photos.tar.gz') as tar:
tar.extractall()
tar.close()
Flowers Dataset: 229MB [00:39, 5.83MB/s]
Below, we'll run through all the images in our dataset and get codes for each of them. That is, we'll run the images through the VGGNet convolutional layers and record the values of the first fully connected layer. We can then write these to a file for later when we build our own classifier.
Here we're using the vgg16 module from tensorflow_vgg. The network takes images of size $224 \times 224 \times 3$ as input. Then it has 5 sets of convolutional layers. The network implemented here has this structure (copied from the source code):
self.conv1_1 = self.conv_layer(bgr, "conv1_1")
self.conv1_2 = self.conv_layer(self.conv1_1, "conv1_2")
self.pool1 = self.max_pool(self.conv1_2, 'pool1')
self.conv2_1 = self.conv_layer(self.pool1, "conv2_1")
self.conv2_2 = self.conv_layer(self.conv2_1, "conv2_2")
self.pool2 = self.max_pool(self.conv2_2, 'pool2')
self.conv3_1 = self.conv_layer(self.pool2, "conv3_1")
self.conv3_2 = self.conv_layer(self.conv3_1, "conv3_2")
self.conv3_3 = self.conv_layer(self.conv3_2, "conv3_3")
self.pool3 = self.max_pool(self.conv3_3, 'pool3')
self.conv4_1 = self.conv_layer(self.pool3, "conv4_1")
self.conv4_2 = self.conv_layer(self.conv4_1, "conv4_2")
self.conv4_3 = self.conv_layer(self.conv4_2, "conv4_3")
self.pool4 = self.max_pool(self.conv4_3, 'pool4')
self.conv5_1 = self.conv_layer(self.pool4, "conv5_1")
self.conv5_2 = self.conv_layer(self.conv5_1, "conv5_2")
self.conv5_3 = self.conv_layer(self.conv5_2, "conv5_3")
self.pool5 = self.max_pool(self.conv5_3, 'pool5')
self.fc6 = self.fc_layer(self.pool5, "fc6")
self.relu6 = tf.nn.relu(self.fc6)So what we want are the values of the first fully connected layer, after being ReLUd (self.relu6). To build the network, we use
with tf.Session() as sess:
vgg = vgg16.Vgg16()
input_ = tf.placeholder(tf.float32, [None, 224, 224, 3])
with tf.name_scope("content_vgg"):
vgg.build(input_)This creates the vgg object, then builds the graph with vgg.build(input_). Then to get the values from the layer,
feed_dict = {input_: images}
codes = sess.run(vgg.relu6, feed_dict=feed_dict)
In [4]:
import os
import numpy as np
import tensorflow as tf
from tensorflow_vgg import vgg16
from tensorflow_vgg import utils
In [5]:
data_dir = 'flower_photos/'
contents = os.listdir(data_dir)
classes = [each for each in contents if os.path.isdir(data_dir + each)]
Below I'm running images through the VGG network in batches.
Exercise: Below, build the VGG network. Also get the codes from the first fully connected layer (make sure you get the ReLUd values).
In [12]:
codes.shape
Out[12]:
(3670, 4096)
In [9]:
# Set the batch size higher if you can fit in in your GPU memory
batch_size = 10
codes_list = []
labels = []
batch = []
codes = None
with tf.Session() as sess:
# TODO: Build the vgg network here
vgg = vgg16.Vgg16()
input_ = tf.placeholder(tf.float32, [None, 224, 224, 3])
with tf.name_scope("content_vgg"):
vgg.build(input_)
for each in classes:
print("Starting {} images".format(each))
class_path = data_dir + each
files = os.listdir(class_path)
for ii, file in enumerate(files, 1):
# Add images to the current batch
# utils.load_image crops the input images for us, from the center
img = utils.load_image(os.path.join(class_path, file))
batch.append(img.reshape((1, 224, 224, 3)))
labels.append(each)
# Running the batch through the network to get the codes
if ii % batch_size == 0 or ii == len(files):
# Image batch to pass to VGG network
images = np.concatenate(batch)
# TODO: Get the values from the relu6 layer of the VGG network
feed_dict = {input_: images}
codes_batch = sess.run(vgg.relu6, feed_dict=feed_dict)
# Here I'm building an array of the codes
if codes is None:
codes = codes_batch
else:
codes = np.concatenate((codes, codes_batch))
# Reset to start building the next batch
batch = []
print('{} images processed'.format(ii))
/Users/daoyinglin/Playground/dl_udacity/deep-learning/transfer-learning/tensorflow_vgg/vgg16.npy
npy file loaded
build model started
build model finished: 0s
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In [14]:
# write codes to file
with open('codes', 'w') as f:
codes.tofile(f)
# write labels to file
import csv
with open('labels', 'w') as f:
writer = csv.writer(f, delimiter='\n')
writer.writerow(labels)
In [15]:
# read codes and labels from file
import csv
with open('labels') as f:
reader = csv.reader(f, delimiter='\n')
labels = np.array([each for each in reader if len(each) > 0]).squeeze()
with open('codes') as f:
codes = np.fromfile(f, dtype=np.float32)
codes = codes.reshape((len(labels), -1))
As usual, now we need to one-hot encode our labels and create validation/test sets. First up, creating our labels!
Exercise: From scikit-learn, use LabelBinarizer to create one-hot encoded vectors from the labels.
In [17]:
from sklearn.preprocessing import LabelBinarizer
lb = LabelBinarizer()
lb.fit(labels)
labels_vecs = lb.transform(labels)# Your one-hot encoded labels array here
Now you'll want to create your training, validation, and test sets. An important thing to note here is that our labels and data aren't randomized yet. We'll want to shuffle our data so the validation and test sets contain data from all classes. Otherwise, you could end up with testing sets that are all one class. Typically, you'll also want to make sure that each smaller set has the same the distribution of classes as it is for the whole data set. The easiest way to accomplish both these goals is to use StratifiedShuffleSplit from scikit-learn.
You can create the splitter like so:
ss = StratifiedShuffleSplit(n_splits=1, test_size=0.2)Then split the data with
splitter = ss.split(x, y)ss.split returns a generator of indices. You can pass the indices into the arrays to get the split sets. The fact that it's a generator means you either need to iterate over it, or use next(splitter) to get the indices. Be sure to read the documentation and the user guide.
Exercise: Use StratifiedShuffleSplit to split the codes and labels into training, validation, and test sets.
In [18]:
from sklearn.model_selection import StratifiedShuffleSplit
ss = StratifiedShuffleSplit(n_splits=1, test_size=0.2)
train_idx, val_idx = next(ss.split(codes, labels))
half_val_len = int(len(val_idx) / 2)
val_idx, test_idx = val_idx[:half_val_len], val_idx[half_val_len:]
train_x, train_y = codes[train_idx], labels_vecs[train_idx]
val_x, val_y = codes[val_idx], labels_vecs[val_idx]
test_x, test_y = codes[test_idx], labels_vecs[test_idx]
In [19]:
print("Train shapes (x, y):", train_x.shape, train_y.shape)
print("Validation shapes (x, y):", val_x.shape, val_y.shape)
print("Test shapes (x, y):", test_x.shape, test_y.shape)
Train shapes (x, y): (2936, 4096) (2936, 5)
Validation shapes (x, y): (367, 4096) (367, 5)
Test shapes (x, y): (367, 4096) (367, 5)
If you did it right, you should see these sizes for the training sets:
Train shapes (x, y): (2936, 4096) (2936, 5)
Validation shapes (x, y): (367, 4096) (367, 5)
Test shapes (x, y): (367, 4096) (367, 5)Once you have the convolutional codes, you just need to build a classfier from some fully connected layers. You use the codes as the inputs and the image labels as targets. Otherwise the classifier is a typical neural network.
Exercise: With the codes and labels loaded, build the classifier. Consider the codes as your inputs, each of them are 4096D vectors. You'll want to use a hidden layer and an output layer as your classifier. Remember that the output layer needs to have one unit for each class and a softmax activation function. Use the cross entropy to calculate the cost.
In [20]:
tf.contrib.layers.fully_connected?
In [21]:
labels_vecs.shape
Out[21]:
(3670, 5)
In [25]:
codes.shape
Out[25]:
(3670, 4096)
In [22]:
inputs_ = tf.placeholder(tf.float32, shape=[None, codes.shape[1]])
labels_ = tf.placeholder(tf.int64, shape=[None, labels_vecs.shape[1]])
# TODO: Classifier layers and operations
# ReLu
fc = tf.contrib.layers.fully_connected(inputs_, 256)
logits = tf.contrib.layers.fully_connected(fc, labels_vecs.shape[1], activation_fn=None)# output layer logits
cost = tf.nn.softmax_cross_entropy_with_logits(labels=labels_, logits=logits)# cross entropy loss
optimizer = tf.train.AdamOptimizer().minimize(cost)# training optimizer
# Operations for validation/test accuracy
predicted = tf.nn.softmax(logits)
correct_pred = tf.equal(tf.argmax(predicted, 1), tf.argmax(labels_, 1))
accuracy = tf.reduce_mean(tf.cast(correct_pred, tf.float32))
In [23]:
def get_batches(x, y, n_batches=10):
""" Return a generator that yields batches from arrays x and y. """
batch_size = len(x)//n_batches
for ii in range(0, n_batches*batch_size, batch_size):
# If we're not on the last batch, grab data with size batch_size
if ii != (n_batches-1)*batch_size:
X, Y = x[ii: ii+batch_size], y[ii: ii+batch_size]
# On the last batch, grab the rest of the data
else:
X, Y = x[ii:], y[ii:]
# I love generators
yield X, Y
Here, we'll train the network.
Exercise: So far we've been providing the training code for you. Here, I'm going to give you a bit more of a challenge and have you write the code to train the network. Of course, you'll be able to see my solution if you need help. Use the
get_batchesfunction I wrote before to get your batches likefor x, y in get_batches(train_x, train_y). Or write your own!
In [30]:
epochs = 10
iteration = 0
saver = tf.train.Saver()
with tf.Session() as sess:
sess.run(tf.global_variables_initializer())
for e in range(epochs):
for x, y in get_batches(train_x, train_y):
feed = {inputs_: x, labels_: y}
loss, _ = sess.run([cost, optimizer], feed_dict=feed)
print("Epoch: {}/{}".format(e+1, epochs),
"Iteration: {}".format(iteration),
"Training loss: {}".format(loss))
iteration += 1
if iteration % 5 == 0:
feed = {inputs_: val_x,
labels_: val_y}
val_acc = sess.run(accuracy, feed_dict=feed)
print("Epoch: {}/{}".format(e, epochs),
"Iteration: {}".format(iteration),
"Validation Acc: {:.4f}".format(val_acc))
# TODO: Your training code here
saver.save(sess, "checkpoints/flowers.ckpt")
Epoch: 1/10 Iteration: 0 Training loss: [ 8.00455761e+00 1.65833330e+00 4.71178651e-01 3.49325687e-02
2.11235695e+01 2.12553769e-01 6.50871468e+00 1.42108097e+01
2.61476669e+01 1.93471489e+01 1.26524448e-01 7.92658710e+00
8.28573465e-01 1.90882626e+01 2.94453454e+00 1.07313683e-02
1.30686913e+01 1.02906704e+00 1.13555079e+01 1.11724725e-02
1.68241997e+01 5.19308299e-02 6.89537859e+00 1.87189293e+01
1.02772923e+01 2.39081879e+01 1.12787294e+01 6.07150078e+00
8.06857777e+00 1.42152901e+01 6.65004683e+00 2.02856083e+01
7.49937582e+00 8.22947693e+00 5.99058151e+00 1.91535358e+01
4.50580418e-02 1.52684317e+01 1.61628895e+01 2.50553417e+00
1.45151129e-03 6.05788422e+00 4.40245056e+00 3.64854927e+01
2.66905060e+01 1.56684256e+00 6.51085854e+00 1.85736713e+01
1.42262783e+01 1.06882259e-01 1.71657028e+01 2.33196926e+00
1.01565857e+01 8.47268391e+00 3.15644359e-03 3.07792282e+00
1.93465710e+01 1.14391289e+01 1.83105111e+00 1.86395054e+01
3.01047730e+00 7.61548376e+00 1.89910689e-03 2.10397701e+01
2.28825321e+01 2.49713135e+01 1.93191509e+01 5.76206970e+00
3.72235990e+00 6.89521980e+00 6.38042926e-04 1.11466990e+01
1.07434750e+01 8.17031786e-02 5.96718407e+00 4.31682856e-04
7.04955339e-01 9.67241079e-02 4.15131712e+00 3.68052661e-01
2.33923740e+01 2.64616078e-03 1.36317806e+01 1.38377113e+01
4.33788681e+00 4.16882801e+00 1.61768570e+01 1.36417227e+01
7.62553072e+00 1.44498234e+01 1.36703463e+01 1.91692963e+01
1.15412369e+01 7.67770689e-04 5.65603971e-01 1.51479197e+00
5.15407896e+00 1.38700705e+01 4.19869995e+00 6.29636097e+00
4.18471909e+00 9.69728374e+00 1.96514721e+01 7.34361458e+00
2.79648304e+00 1.78933754e+01 3.17278156e+01 7.40695763e+00
2.53416214e+01 2.63522129e+01 1.07185707e+01 1.30432558e+01
2.34357691e+00 5.41047478e+00 1.50525188e+01 8.52704495e-02
2.26864891e+01 7.65014505e+00 1.15819611e-01 5.05178422e-02
1.80942650e+01 6.36039352e+00 1.16655998e+01 1.15117388e+01
6.67141867e+00 1.66886139e+01 1.37368059e+01 1.32230911e+01
1.23807688e+01 2.42502747e+01 2.74244046e+00 6.55408144e+00
6.15344572e+00 1.96884274e+00 1.90542679e+01 1.30567102e+01
1.21930475e+01 1.15589342e+01 8.77966404e+00 6.94513845e+00
1.41008453e+01 1.89147854e+01 1.64907780e+01 1.41670675e+01
1.57183151e+01 1.86527653e+01 5.85634041e+00 1.38601971e+01
1.25895205e+01 4.90774441e+00 7.83089018e+00 8.93378735e+00
9.28083706e+00 1.26757545e+01 4.01032400e+00 6.80210781e+00
8.72222856e-02 1.01083975e+01 1.71931967e-01 2.15318413e+01
4.85301161e+00 8.48486328e+00 1.02257833e+01 2.76909561e+01
3.62856841e+00 2.24803443e-04 3.59054470e+00 3.82398725e+00
7.83537006e+00 6.26252747e+00 5.89977205e-01 2.07331758e-02
1.90369873e+01 1.66444454e+01 2.86449075e+00 1.46785259e+01
2.59488511e+00 1.70501983e+00 3.21508956e+00 9.75416470e+00
1.90391704e-01 6.02570009e+00 9.92377663e+00 1.68186989e+01
5.28196048e-04 5.57961427e-02 9.00173950e+00 1.86730442e+01
2.63193679e+00 7.65527916e+00 1.33027325e+01 2.07263780e+00
8.37441158e+00 3.14376354e+00 1.32376080e+01 1.46968727e+01
1.33630056e+01 2.74376827e-03 1.61125259e+01 9.21532046e-03
4.87854147e+00 6.02583218e+00 2.84966621e+01 3.24306297e+00
6.99849749e+00 6.36455154e+00 3.73178172e+00 9.07782465e-03
8.16798306e+00 1.89541851e-03 3.03305592e-02 1.12987792e+00
2.31209183e+01 5.27475023e+00 3.03095841e+00 1.67598084e-01
2.03256531e+01 2.33544083e+01 1.66532059e+01 1.18432388e+01
1.72659893e+01 1.13099232e+01 8.59952545e+00 6.77753067e+00
1.50707273e+01 1.70468445e+01 3.38663745e+00 2.03810463e+01
1.17124910e+01 3.48441076e+00 1.87062550e+01 4.81053412e-01
2.70176983e+00 9.89632988e+00 1.56220989e+01 9.02720034e-01
4.67671361e-03 2.25267982e+01 1.54054861e+01 1.53390274e+01
1.27450991e+01 7.38639450e+00 1.48761496e-02 6.67209804e-01
1.90235062e+01 1.25201397e+01 2.41558149e-01 1.35854540e+01
1.95014930e+00 9.12126637e+00 8.81191444e+00 2.24650116e+01
9.08777332e+00 3.26548910e+00 5.07840633e+00 2.17289524e+01
5.51168776e+00 4.07911744e-03 8.07094574e+00 1.13782711e+01
4.11300611e+00 7.36308050e+00 7.19021130e+00 2.72974920e+00
2.42891745e-03 1.41467428e+01 1.52151041e+01 2.57668674e-01
9.69500256e+00 3.37031078e+00 1.85801964e+01 2.04745064e+01
3.99768019e+00 1.33399611e+01 1.11294001e-01 1.48615522e+01
1.65094185e+01 2.28392100e+00 1.97420621e+00 2.37863617e+01
1.16067238e+01 1.74887409e+01 2.79183674e+00 2.03244076e+01
1.80273247e+01 1.74177527e-01 1.26522036e+01 1.13621492e+01
1.34584837e+01 1.06495609e+01 1.57820244e+01 1.09567795e+01
5.01079559e+00]
Epoch: 1/10 Iteration: 1 Training loss: [ 6.47063106e-02 9.63617897e+00 1.13291228e+00 3.38020385e-04
6.01367092e+00 8.58498001e+00 4.11330719e+01 1.74709702e+00
2.59341965e+01 2.36091518e+01 1.61559353e+01 1.26534864e-01
9.81044359e-05 2.47587070e+01 2.38418551e-07 5.55829201e+01
4.43844948e+01 0.00000000e+00 3.04408035e+01 3.94596291e+01
1.33204138e+00 8.44717724e-04 5.28066605e-02 8.34464686e-07
3.86623979e-01 2.07021642e+00 1.30062569e-02 2.77494354e+01
1.13810813e+00 4.95703850e+01 1.04111381e-01 2.31724512e-03
3.27528752e-02 8.28470220e-05 4.33852053e+00 1.22079207e-03
5.01307487e+01 1.71169886e-04 2.65020828e+01 1.28149033e+01
9.70899200e+00 2.07188517e-01 4.03135452e+01 2.20832920e+00
4.15005684e+01 7.86659215e-03 8.46655607e-01 5.42247963e+01
3.67803688e+01 2.96578922e+01 5.89996433e+00 1.49993486e+01
4.47609940e+01 3.73720266e-02 2.07428684e+01 8.17093811e+01
1.89826069e+01 5.20807152e+01 1.91830719e+00 1.55182326e+00
4.29152533e-06 5.97800446e+00 3.37038350e+00 1.69550667e+01
3.37393036e+01 2.76069331e+00 3.22241249e+01 6.50861548e-05
7.25501585e+00 2.74180979e-06 4.36296468e-05 1.41704464e+01
2.77133560e+00 3.83162880e+01 4.20187205e-01 4.10887604e+01
7.50607777e+00 3.78137131e+01 6.69833517e+00 2.58433376e-03
3.93990364e+01 1.07369852e+00 8.39686298e+00 2.38418551e-07
3.24814911e+01 7.15255510e-07 3.04840755e+00 8.41562653e+00
1.12678032e+01 1.54770269e+01 3.94308090e+01 8.07008147e-01
8.60222988e-03 2.62260096e-06 1.29978638e+01 6.93218327e+00
1.41130342e+01 3.50171444e-03 5.14501333e+00 2.38418551e-07
4.33795471e+01 1.48034611e+01 6.52079468e+01 1.96286365e-01
3.57627812e-07 4.05866508e+01 4.55143700e+01 2.84637094e-01
4.57681417e+00 4.54203429e-04 8.61239135e-02 2.56145782e+01
0.00000000e+00 3.02022839e+01 6.71995338e-04 6.78734541e+00
2.52246833e+00 5.64290886e+01 1.10640068e+01 4.68263635e-04
4.70465755e+00 5.22769547e+01 4.99370289e+00 4.07296295e+01
7.16092873e+00 6.42770171e-01 2.63979495e-01 1.02262383e+01
3.68240433e+01 3.75401258e+00 3.82209091e+01 8.01672363e+00
3.91578579e+00 1.02276339e-04 1.30897212e+00 1.79747677e+01
2.36031610e-05 1.10924349e+01 4.56297731e+00 1.79412289e+01
8.04473907e-02 1.27359247e+01 4.61040306e+01 4.12146492e+01
3.95319605e+00 6.65165717e-05 0.00000000e+00 8.86272907e+00
1.09483671e+01 3.19429054e+01 2.72734776e+01 5.89679088e-03
4.68621089e-04 0.00000000e+00 1.36023512e+01 5.18372574e+01
1.21226416e+01 1.11780882e+01 3.36569099e+01 1.08445911e+01
1.00375533e+00 1.34557690e-02 1.69773698e-01 7.55654555e-03
4.40100746e+01 1.36306715e+00 1.03945094e-04 8.56133644e-03
1.05139322e+01 1.33820992e+01 3.52646321e-01 3.07780304e+01
1.25965548e+00 5.10494003e+01 1.92671060e-03 2.74710274e+01
2.66197605e+01 1.48171549e+01 1.78812334e-05 1.97288170e+01
5.96046277e-07 5.00666465e-05 5.22162361e+01 2.55714340e+01
3.82127352e-02 1.08785130e-01 1.70877609e+01 2.23339629e+00
3.13116684e+01 3.34826660e+00 9.89388136e-05 4.78156967e+01
3.59996343e+00 3.90334229e-04 1.00081615e+01 5.76240160e-02
2.17552757e+01 2.11108422e+00 6.43266086e-03 9.17835236e+00
2.06932774e+01 5.56249161e+01 7.10243750e+00 3.12474942e+00
5.29493392e-01 1.80455589e+01 1.18972368e+01 1.42355347e+01
7.33186293e+00 6.55915618e-01 1.65699548e-05 6.95225259e-04
3.93292618e+01 1.72541332e+01 4.30807495e+01 2.61231518e+01
4.08678741e+01 4.13314009e+00 1.35620861e+01 2.01390341e-01
4.07439852e+00 5.43189282e-03 3.18732643e+01 2.25303011e-05
7.94095336e-04 5.92787704e+01 3.27627015e+00 6.60260105e+00
3.41961784e+01 5.18348541e+01 2.38186932e+01 1.76167107e+00
5.86332798e+00 1.69487381e+01 1.77983508e-01 3.75640106e+01
4.75490326e-03 6.74979925e+00 3.43851089e+01 1.05225639e+01
8.76044855e-02 2.02028137e-02 8.56390398e-04 9.86122227e+00
3.39330215e+01 8.91857035e-03 6.92366215e-04 7.66922855e+00
2.51552868e+01 6.15702438e+00 5.48740149e+00 6.21186543e+00
2.38418306e-06 1.06048651e+01 8.21612644e+00 1.04173012e+01
1.18606207e-04 7.63509464e+00 2.34351635e+01 1.21555102e+00
2.50339190e-06 3.59446449e+01 5.27158193e-03 4.88011017e+01
5.00174026e+01 3.80893555e+01 1.68257803e-02 2.63965344e+00
1.18685840e-03 5.96507263e+01 5.78279762e+01 3.75758858e+01
0.00000000e+00 1.84319282e+00 3.33144646e+01 1.61219749e-03
1.45233309e+00 1.18010234e-04 3.54852982e+01 1.25685863e+01
6.34863749e-02 3.82565727e+01 7.68347359e+00 1.06943045e+01
1.00380001e+01 1.71627789e+01 1.07699506e-01 6.05783463e-01
3.50743752e+01 2.19049015e+01 1.31140060e+01 1.33949169e-03
4.68077230e+00]
Epoch: 1/10 Iteration: 2 Training loss: [ 2.07842789e+01 3.89725723e+01 1.32478657e+01 0.00000000e+00
1.79237649e-02 1.40914392e+01 2.33647479e-05 8.67664242e+00
1.86003780e+01 1.90076828e+01 2.42178993e+01 6.64375916e+01
6.11074219e+01 0.00000000e+00 2.23124752e+01 2.09045048e+01
3.41406555e+01 2.38418551e-07 6.90219879e-01 0.00000000e+00
3.63979263e+01 2.19119759e+01 2.30265465e+01 2.16501961e+01
1.63247433e+01 3.11303158e+01 1.44045286e+01 2.14045181e+01
1.80217743e+01 7.85824127e+01 5.24492416e+01 2.45204487e+01
0.00000000e+00 0.00000000e+00 1.58967009e+01 3.55990791e+01
2.57806549e+01 8.25481415e+00 9.23953392e-03 0.00000000e+00
1.58654977e-04 0.00000000e+00 1.19209282e-07 1.64203110e+01
0.00000000e+00 2.07018013e+01 4.08934860e+01 0.00000000e+00
2.77404442e+01 6.85120392e+00 3.36206675e+00 1.11525850e+01
0.00000000e+00 0.00000000e+00 1.60994434e+01 3.26402054e+01
1.41370487e+01 2.09544449e+01 0.00000000e+00 0.00000000e+00
3.98394012e+01 3.81188927e+01 5.99798622e+01 0.00000000e+00
2.07713470e+01 6.74636841e+01 0.00000000e+00 0.00000000e+00
9.32294559e+00 0.00000000e+00 2.06061211e+01 0.00000000e+00
4.04059105e+01 1.72771759e+01 3.14430656e+01 2.62706985e+01
3.01875477e+01 3.14437332e+01 2.72342129e+01 0.00000000e+00
1.92670383e+01 0.00000000e+00 2.07035713e+01 4.33083649e+01
2.32709198e+01 9.95615482e+00 3.94052315e+01 6.44794159e+01
1.19209282e-07 0.00000000e+00 3.30401688e+01 0.00000000e+00
3.29719887e+01 2.13164692e+01 1.63701572e+01 1.07288304e-06
6.41788559e+01 3.58304787e+01 4.34762497e+01 2.30500450e+01
2.96878452e+01 1.70686893e+01 1.10776453e+01 1.99849339e+01
1.55621548e+01 1.88788795e+01 2.65929718e+01 0.00000000e+00
0.00000000e+00 4.54228745e+01 0.00000000e+00 0.00000000e+00
3.08978767e+01 9.06154346e+00 6.41896896e+01 3.67341118e+01
0.00000000e+00 7.60710602e+01 5.55334320e+01 0.00000000e+00
0.00000000e+00 4.28655167e+01 5.35539169e+01 4.12478600e+01
2.79684448e+01 1.58537868e-02 2.54534321e+01 2.13737907e+01
0.00000000e+00 1.61487808e+01 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.36717997e+01 0.00000000e+00 0.00000000e+00
4.15182381e+01 2.18588486e+01 1.12500639e+01 0.00000000e+00
1.03898058e+01 0.00000000e+00 1.06874714e+01 0.00000000e+00
8.12717438e+00 1.16520166e+01 6.00466919e+01 3.14957180e+01
5.18266373e+01 0.00000000e+00 8.11947708e+01 4.40394554e+01
3.88886261e+01 4.69098969e+01 0.00000000e+00 6.89293213e+01
2.18600273e+01 3.19020122e-01 1.31079865e+01 1.92929134e+01
7.66751051e+00 4.73765488e+01 2.03668785e+01 5.95280914e+01
2.98109932e+01 5.29062271e+01 2.17261581e+01 1.36387978e+01
0.00000000e+00 0.00000000e+00 0.00000000e+00 3.19475803e-05
4.09769897e+01 1.59867525e+01 1.54537106e+01 2.71736832e+01
4.55369118e-05 0.00000000e+00 2.67934837e+01 9.42720985e+00
1.88035355e+01 2.92295990e+01 0.00000000e+00 2.26032696e+01
0.00000000e+00 8.22718143e+00 4.19749298e+01 1.19117556e+01
5.01981812e+01 4.17367477e+01 2.56823845e+01 2.11355362e+01
2.52900467e+01 6.13711309e+00 4.82188835e+01 5.64618225e+01
2.78975906e+01 0.00000000e+00 8.14505920e+01 8.34464686e-07
3.71599503e+01 3.99685516e+01 1.19209282e-07 2.21918716e+01
7.18091278e+01 0.00000000e+00 5.25566559e+01 1.66806011e+01
8.46382409e-06 1.19209282e-07 1.71765831e-04 0.00000000e+00
0.00000000e+00 3.30055008e+01 3.66819229e+01 0.00000000e+00
2.74615993e+01 2.80672531e+01 3.65148048e+01 3.61716232e+01
5.64613342e+01 0.00000000e+00 6.73781281e+01 6.54060287e+01
3.53526878e+01 0.00000000e+00 2.55602970e+01 3.12104664e+01
6.12269897e+01 0.00000000e+00 4.88756905e-06 3.03726120e+01
1.22892165e+00 0.00000000e+00 8.27590485e+01 2.14003296e+01
0.00000000e+00 1.01181329e-03 2.60738602e+01 0.00000000e+00
5.05623932e+01 2.98660488e+01 1.92071514e+01 1.69379063e+01
0.00000000e+00 1.68811684e+01 4.85989761e+01 3.71354942e+01
0.00000000e+00 5.30803776e+00 2.78159351e+01 0.00000000e+00
2.38326874e+01 0.00000000e+00 3.88600349e+01 5.96743011e+01
1.58771648e+01 1.78494263e+01 6.07965512e-06 0.00000000e+00
0.00000000e+00 3.30919609e+01 3.93630356e-01 2.97433033e+01
2.07422017e-05 3.48663292e+01 0.00000000e+00 1.89647121e+01
4.19408646e+01 4.22809334e+01 2.37380238e+01 4.65952759e+01
1.80947800e+01 2.45234417e-03 1.06912889e+01 2.50608749e+01
3.95092163e+01 3.14466915e+01 2.19358673e+01 0.00000000e+00
2.33975945e+01 0.00000000e+00 6.74360886e+01 1.54819298e+01
1.64758415e+01 1.40165215e+01 4.64562607e+01 2.72354469e+01
1.84106941e+01 0.00000000e+00 2.10443115e+01 2.06521263e+01
3.28467789e+01]
Epoch: 1/10 Iteration: 3 Training loss: [ 4.76837045e-07 1.54408808e+01 2.21426994e-01 4.69855881e+00
3.85777855e+01 1.09671946e-05 0.00000000e+00 7.78605938e+00
1.21324193e-02 5.12598626e-06 1.20031242e+01 0.00000000e+00
1.27896622e-01 1.82302895e+01 0.00000000e+00 9.77511354e-06
2.31446381e+01 2.34876900e+01 8.63712215e+00 2.38418551e-07
2.61559410e+01 1.89536819e+01 0.00000000e+00 0.00000000e+00
4.56541977e+01 1.19209282e-07 2.13120975e+01 1.90205803e+01
1.76004620e+01 0.00000000e+00 1.30048880e-04 4.06337452e+00
9.33720823e-03 2.74719644e+00 1.69569824e+02 1.91074228e-04
4.76837045e-07 1.24992237e+01 1.00402188e+00 1.02675462e+00
7.31846571e+00 4.43635559e+00 1.97187304e+00 2.56447811e+01
1.06721126e-01 6.32877302e+00 4.79464012e-04 2.83439498e-04
3.70525589e+01 1.15295753e+01 0.00000000e+00 0.00000000e+00
1.97691889e-03 3.91739750e+00 0.00000000e+00 3.54348183e+00
0.00000000e+00 4.08934641e+00 8.86426353e+00 1.07288304e-06
0.00000000e+00 2.50350094e+01 9.81081295e+00 1.25357180e+01
3.14677925e+01 1.72453156e+01 1.34830142e-03 1.85191616e-01
0.00000000e+00 1.85151310e+01 1.57576389e+01 1.12953000e-01
1.07288304e-06 3.30337477e+00 4.18642282e+00 2.05037868e-05
1.14022236e+01 9.60628700e+00 2.56613106e-01 2.54763651e+00
2.74206238e+01 8.10211754e+00 7.69346142e+00 7.41633587e-03
3.83263512e+01 0.00000000e+00 1.38695743e-02 3.11885452e+00
0.00000000e+00 5.34059095e+00 2.36031610e-05 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.46626353e-05 0.00000000e+00
2.47588539e+01 2.13654470e+00 2.02376404e+01 2.61582146e+01
2.02827477e+00 4.98842278e+01 1.28939114e+01 1.05996599e+01
4.44640755e-05 2.62260096e-06 1.52859612e+01 3.57627812e-07
5.04035044e+00 1.60972939e+01 6.98560791e-04 1.11550264e+01
2.02655588e-06 3.07179189e+00 1.35366573e+01 4.76837045e-07
1.60943389e-01 3.23110163e-01 2.11162319e+01 2.73035660e+01
1.62905693e+01 5.37725575e-02 2.20695877e+01 2.75072308e+01
1.44342766e+01 7.78248167e+00 0.00000000e+00 1.07584351e+02
9.02640152e+00 1.70931511e-04 0.00000000e+00 1.45746651e+01
1.09791069e-03 1.20185270e+01 3.95786285e-01 4.35717354e+01
2.10919094e+01 2.16997013e+01 1.27802258e+01 3.98151096e-05
2.73767624e+01 3.69548115e-06 1.19209282e-07 2.86101886e-06
0.00000000e+00 2.01205039e-04 0.00000000e+00 2.23861752e+01
0.00000000e+00 1.10948086e+01 6.65557957e+00 0.00000000e+00
2.82855511e+00 9.87345505e+00 3.33785465e-06 3.30082130e+01
4.72719040e+01 4.27110672e+00 6.79857854e-04 2.13362331e+01
1.28769751e+01 1.06140442e+01 3.27820162e-05 1.39835777e+01
4.51048203e+01 4.50332069e+00 7.00043297e+00 3.12926197e+01
1.78797207e+01 1.64109135e+00 1.69275754e-05 1.09173499e-01
2.88598862e+01 9.15674496e+00 1.55530556e-03 3.15033493e+01
0.00000000e+00 6.16241305e-04 3.98653340e+00 1.53778801e-05
0.00000000e+00 1.79645920e+01 1.52321905e-01 5.11225104e-01
2.03541279e+01 1.68329328e-01 1.42444958e-04 2.59638748e+01
1.78282452e+01 8.39488983e+00 1.67736473e+01 7.20225859e+00
4.76837045e-07 5.16475630e+00 5.89927984e-03 0.00000000e+00
5.94878807e+01 1.76480885e+01 1.05333842e-01 1.74560356e+01
1.39058638e+01 2.94874382e+01 5.03809023e+00 9.90755177e+00
1.31195736e+01 5.24264479e+00 3.50824386e-01 6.85640693e-01
0.00000000e+00 1.36544609e+01 1.55835419e+01 1.50524795e-01
1.87451887e+00 3.28962517e+01 5.09884882e+00 3.09912624e+01
7.45859909e+00 1.04344149e+01 2.34704208e+01 2.23406959e+00
1.28482088e-01 0.00000000e+00 3.78719711e+01 2.63775350e-04
2.09231415e+01 5.61067089e-03 8.85933590e+00 2.85848770e+01
3.98252666e-01 1.25115295e-03 3.20601730e+01 2.12886105e+01
1.33459044e+01 2.07420139e+01 3.33316708e+00 8.26533698e-03
4.21514931e+01 1.19209282e-07 4.22122650e+01 1.13461709e+00
1.25042730e-04 5.47155687e-05 1.43051045e-06 1.35272179e+01
1.61885147e+01 7.43123322e+01 4.04327621e+01 1.19209282e-07
3.39876890e-01 1.07181377e+01 3.11145935e+01 3.57627812e-07
1.92769642e+01 1.06540171e-03 7.76002044e-03 9.25621414e+00
1.30847960e+01 2.47952248e-05 1.17115107e+01 9.96120834e+00
6.11865997e+00 1.89747977e+00 1.03206038e+00 7.15255510e-07
4.19106026e+01 4.29807091e+00 5.94836674e-05 8.20595169e+00
2.14446125e+01 1.13882947e+00 1.02417288e+01 1.06095704e-05
2.17169304e+01 5.88482246e-04 0.00000000e+00 1.87275171e+00
3.51679306e+01 3.18066444e+01 0.00000000e+00 2.71495461e+00
2.60413790e+00 5.13516617e+00 2.35969753e+01 8.92420578e+00
1.29399419e+00 1.60366325e+01 3.04083967e+00 0.00000000e+00
3.57578731e+00 7.52420247e-01 1.76469860e+01 0.00000000e+00
3.25264156e-01]
Epoch: 1/10 Iteration: 4 Training loss: [ 4.68275785e-01 9.18477249e+00 1.76984806e+01 0.00000000e+00
8.49257827e-01 6.70736670e-01 0.00000000e+00 1.54971951e-06
1.45176305e-02 1.64246011e+00 5.86376476e+00 1.45461302e+01
8.41135216e+00 1.72817819e-02 0.00000000e+00 3.20964456e-02
4.76392033e-03 7.25436163e+00 1.42914400e+01 5.66685028e+01
1.46971410e-02 0.00000000e+00 0.00000000e+00 1.05123352e-02
0.00000000e+00 0.00000000e+00 3.75810928e+01 1.00898123e+01
1.78756845e+00 7.94433308e+00 1.19586706e+01 3.47612000e+00
7.79595232e+00 1.19209282e-07 9.69713497e+00 0.00000000e+00
5.95793962e-01 3.27871132e+00 2.84604058e-02 1.19209282e-07
1.06364546e+01 0.00000000e+00 3.70767689e+00 1.66848335e+01
1.62625885e+01 4.79583163e-04 2.41608039e-04 5.22043896e+00
6.95569534e-03 0.00000000e+00 9.67358971e+00 3.04121399e+01
6.38771391e+00 3.96290016e+00 4.76837045e-07 0.00000000e+00
0.00000000e+00 2.17440910e+01 8.54127342e-04 3.57627812e-07
5.34797478e+00 3.96906319e+01 3.90281057e+00 4.35458851e+00
0.00000000e+00 1.77714170e-03 4.13094065e-04 1.01084370e-04
5.89921093e+00 1.19209282e-07 5.82894516e+00 1.29175163e-03
3.23701286e+01 6.00796775e-05 5.49513674e+00 0.00000000e+00
1.37708483e+01 7.72454214e+00 7.91069841e+00 3.48965192e+00
9.41748931e-06 9.08509636e+00 8.46382409e-06 6.18140772e-03
9.45325613e-01 1.14842391e+00 6.24597883e+00 8.94082785e-01
2.16162739e+01 1.32321438e-05 5.85838318e+01 2.15559235e+01
2.04504070e+01 2.05625749e+00 7.56026363e+00 1.43736029e+00
1.84023833e+00 2.53021526e+00 1.76800861e+01 7.85845327e+00
6.76053858e+00 1.08676434e+01 3.99086761e+01 1.22359219e+01
1.52871313e+01 2.31728244e+00 0.00000000e+00 1.26142955e+00
9.96539966e-05 9.48926926e+00 1.72072773e+01 1.81775093e+01
5.88923492e+01 1.56747177e-02 1.54971951e-06 6.18956070e+01
7.49600410e+00 4.40623569e+00 1.23135615e-04 0.00000000e+00
1.33230776e-01 4.61801767e+00 6.34461594e+00 5.91373825e+00
4.68061209e+00 3.34578715e-02 6.74080515e+00 1.51250391e+01
1.67765480e-03 5.12115049e+00 0.00000000e+00 0.00000000e+00
3.62240034e-03 6.04372835e-05 1.14952011e+01 2.02225227e+01
2.01209068e+01 1.69390850e+01 6.87813954e-05 1.82218242e+00
2.03902721e+01 1.10864021e-05 3.44508917e-05 8.21565914e+00
1.18740187e+01 0.00000000e+00 8.82415104e+00 1.79220486e+01
1.28701050e-02 3.03387612e-01 0.00000000e+00 1.87908256e+00
0.00000000e+00 1.96310196e+01 2.38418551e-07 2.23657846e+00
0.00000000e+00 2.57499943e+01 0.00000000e+00 5.08293686e+01
9.58839226e+00 0.00000000e+00 4.58969618e-04 7.00436974e+00
8.30854260e-05 7.31918262e-05 6.96766186e+00 1.17801495e+01
1.70966773e-03 1.02052889e+01 9.40000173e-04 3.67751182e-03
1.76414178e-04 6.05268288e+00 1.10013351e+01 5.73655605e+00
1.79896889e+01 5.43820477e+00 4.29152533e-06 9.03085938e+01
3.69763207e+00 1.55069790e+01 1.40120440e+01 1.01280413e+01
3.96105385e+00 1.19209282e-07 0.00000000e+00 3.54902655e-01
2.13372879e+01 0.00000000e+00 1.37241840e+01 5.43388203e-02
1.46535435e+01 0.00000000e+00 6.56821649e-05 2.43578172e+00
3.56095862e+00 0.00000000e+00 0.00000000e+00 5.04209757e-01
9.72928429e+00 7.59670627e-04 0.00000000e+00 0.00000000e+00
1.07088633e+01 2.00825948e-02 4.01654630e-04 5.35162973e+00
1.43050129e-05 7.04851913e+00 2.98022769e-06 1.77007234e+00
4.35734226e-04 0.00000000e+00 1.69630184e+01 1.74643984e-03
9.30825653e+01 2.02655588e-06 9.69541168e+00 6.42928076e+00
9.53056622e+00 1.45746737e+01 7.02995360e-02 1.24028206e+01
3.12834173e-01 5.59626675e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 8.66864324e-01 3.38287401e+00 5.11497402e+00
1.76214085e+01 7.68319941e+00 0.00000000e+00 0.00000000e+00
3.51668447e-01 5.13326874e+01 1.31130128e-06 3.09932325e-02
7.74830332e-05 0.00000000e+00 1.55331343e-01 6.08139515e+00
5.36917057e-03 3.17595749e+01 0.00000000e+00 5.07234526e+00
0.00000000e+00 1.02419285e-02 9.30297565e+00 0.00000000e+00
1.77753055e+00 5.67782879e-01 9.63297749e+00 1.03959141e+01
5.43446688e-04 1.69644326e-01 5.18005714e+01 1.35443449e+00
8.69348297e+01 2.38418551e-07 2.39018021e+01 0.00000000e+00
1.15827160e+01 5.51138639e-01 6.20901166e-03 2.77004065e-03
0.00000000e+00 2.64578986e+00 5.79829216e-01 9.47760773e+00
4.30550003e+00 2.11157570e+01 9.27629089e+00 3.44559407e+00
0.00000000e+00 2.11372115e-02 1.07494650e+01 5.86657086e-03
5.82143784e+01 0.00000000e+00 2.49850154e-01 6.03397417e+00
5.96884172e-03 6.31080294e+00 1.19209282e-07 7.91490650e+00
1.07436323e+01 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.19209282e-07]
Epoch: 0/10 Iteration: 5 Validation Acc: 0.5913
Epoch: 1/10 Iteration: 5 Training loss: [ 1.75165539e+01 1.05104494e+01 3.92295384e+00 5.15097761e+00
0.00000000e+00 3.81468999e-06 2.38418306e-06 1.45880241e+01
1.54620662e-01 2.16600865e-01 5.90956926e+00 6.63973697e-05
1.23662434e+01 2.28240520e-01 1.18752770e-01 0.00000000e+00
2.50339190e-06 4.69450455e+01 1.23300208e-02 0.00000000e+00
0.00000000e+00 2.09806149e-05 2.38573627e+01 5.14038229e+00
0.00000000e+00 7.36954021e+00 0.00000000e+00 2.16877117e+01
3.81545611e-02 5.33717442e+00 1.58753768e-02 2.04556541e+01
0.00000000e+00 0.00000000e+00 4.94674683e+00 1.48310089e+01
1.68766766e+01 1.20632525e-04 1.19209282e-07 0.00000000e+00
1.00548925e+01 2.91585007e+01 1.63813877e+01 8.58219051e+00
1.98821319e-04 9.12369171e-04 3.38548634e-05 2.42732544e+01
6.76336861e+00 1.96890316e+01 0.00000000e+00 0.00000000e+00
5.50326565e-03 0.00000000e+00 1.07288304e-06 2.22425652e+00
0.00000000e+00 2.10513997e+00 1.54819107e+00 4.61829331e-04
2.57701759e+01 0.00000000e+00 9.65590607e-06 0.00000000e+00
4.52985041e-05 9.74884605e+00 9.11966324e+00 0.00000000e+00
7.14303732e+00 5.27775526e+00 3.50343585e+00 5.50714438e-04
6.29865170e+00 2.94032478e+01 7.01177502e+00 3.37120748e+00
1.59884644e+01 0.00000000e+00 3.80028458e+01 7.19998206e-05
1.29111862e+01 0.00000000e+00 1.96959841e+00 5.46077805e+01
1.45126734e+01 0.00000000e+00 7.88170719e+00 1.66892869e-06
8.15871656e-02 0.00000000e+00 1.54354897e+01 5.72202953e-06
0.00000000e+00 4.71302569e-01 0.00000000e+00 2.17785225e+01
8.60835934e+00 5.77695370e-01 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.14576494e-06 1.96515656e+01
7.53532124e+00 4.90243316e-01 5.07915199e-01 8.85656238e-01
0.00000000e+00 0.00000000e+00 1.71659904e-05 3.78324203e+01
2.24486084e+01 8.32229042e+00 5.43788958e+00 1.85686171e+00
1.92020550e+01 1.42423668e+01 9.41032916e-02 1.56122613e+00
0.00000000e+00 2.00857430e+01 0.00000000e+00 9.53100738e-04
0.00000000e+00 2.36485786e+01 5.12598626e-06 9.57983662e-04
2.55511398e+01 3.50016832e-01 7.76897478e+00 1.10999012e+01
1.01125994e+01 2.19772491e+01 0.00000000e+00 5.12996483e+01
0.00000000e+00 0.00000000e+00 9.19489741e-01 2.71130180e+01
5.74944067e+00 0.00000000e+00 3.21541652e-02 2.55031815e+01
6.33727503e+00 1.27059689e+01 1.43051045e-06 1.68078232e+00
3.53337765e+00 4.49794694e-04 7.28870869e+00 0.00000000e+00
5.96046277e-07 0.00000000e+00 1.51794729e+01 1.08832159e-04
9.53673862e-07 3.81739616e-01 8.23262393e-01 1.54791012e-01
0.00000000e+00 0.00000000e+00 0.00000000e+00 5.02960026e-01
2.33456373e+00 2.16460641e-04 1.43527384e+01 1.30612593e+01
3.56027007e+00 5.34533453e+00 1.32985041e-02 2.89250221e+01
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.78813775e-06
1.35055001e-04 7.34700155e+00 2.12259984e+00 9.80402660e+00
4.07687476e-05 8.85690330e-04 3.99290323e-02 5.43205142e-01
1.49294868e-01 5.39872330e-04 1.19209282e-07 4.00653076e+01
0.00000000e+00 7.15253191e-06 0.00000000e+00 6.52491522e+00
0.00000000e+00 7.41906071e+00 0.00000000e+00 7.82408285e+00
7.51015705e-06 1.08737488e+01 4.11858797e+00 0.00000000e+00
5.09146023e+00 7.98628151e-01 0.00000000e+00 4.56624651e+00
1.99077531e-05 5.02106018e+01 0.00000000e+00 4.90664272e-04
4.30670166e+00 3.27820162e-05 4.58637476e+00 8.73765894e-05
3.69952679e+00 0.00000000e+00 0.00000000e+00 7.80383289e-01
1.27877458e-03 4.62814045e+00 7.15255510e-07 0.00000000e+00
1.06983455e-02 1.77824268e+01 1.54971951e-06 0.00000000e+00
1.54440222e+01 0.00000000e+00 4.56379652e+00 3.13266635e+00
0.00000000e+00 3.93389882e-06 1.30414610e+01 3.90465483e-02
1.19209282e-07 4.24062014e+00 4.48835373e+00 1.39901533e+01
0.00000000e+00 8.34245756e-02 1.66892869e-06 1.50406817e-02
3.29530487e+01 0.00000000e+00 1.60299206e+01 0.00000000e+00
8.59834366e+01 1.09737110e+01 6.43931818e+00 2.38418551e-07
2.12900400e+00 0.00000000e+00 8.86965942e+00 0.00000000e+00
0.00000000e+00 2.14085364e+00 7.51476809e-02 5.14732441e-04
7.31128407e+00 1.93967152e+01 0.00000000e+00 1.94079494e+01
1.00135303e-05 0.00000000e+00 2.92382151e-01 3.81979980e+01
1.52029305e+01 2.62941117e-04 8.60791016e+00 0.00000000e+00
1.66774858e-02 1.54245098e-03 1.17419930e+01 2.36225033e+01
1.88899919e-01 1.07353389e-01 0.00000000e+00 2.33647479e-05
7.67929745e+00 2.41938412e-01 0.00000000e+00 1.40410895e-02
0.00000000e+00 9.71248779e+01 7.79106665e+00 1.19209282e-07
6.46430540e+00 1.43822842e+01 1.67531261e+01 0.00000000e+00
1.43091776e-03]
Epoch: 1/10 Iteration: 6 Training loss: [ 1.22677378e-01 4.57870169e-03 1.30937433e+00 1.79786491e+01
0.00000000e+00 2.74978025e-04 1.19209282e-07 1.35139667e-03
0.00000000e+00 4.17434648e-02 2.38418551e-07 0.00000000e+00
2.52015758e+00 3.57627812e-07 0.00000000e+00 5.60282069e-06
8.34464686e-07 0.00000000e+00 1.35120926e+01 7.19884119e-04
0.00000000e+00 1.69919720e+01 1.00249985e-04 8.97384167e+00
2.38418551e-07 5.50091553e+00 1.05247660e+01 3.69548115e-06
9.70144123e-02 0.00000000e+00 1.66366845e-02 7.79877454e-02
1.00303640e+01 1.60887782e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 7.04579830e-01 4.20845318e+00 2.12190280e-05
4.49598907e-03 0.00000000e+00 5.73380239e-05 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 7.11351097e-01
1.19209282e-07 0.00000000e+00 2.67658681e-01 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.98745161e-01 6.01017427e+00
2.19150810e+01 1.16432610e+01 4.66169834e+00 1.80436859e+01
1.29763384e+01 1.69393101e+01 9.54640102e+00 1.96579117e-02
1.19209282e-07 5.96046277e-07 0.00000000e+00 0.00000000e+00
6.92778111e+00 1.97190419e-02 1.51272230e-02 5.36205666e-03
5.11217070e+00 4.03379887e-01 0.00000000e+00 0.00000000e+00
1.19209282e-07 1.41610038e+00 2.89133854e+01 2.10592866e+00
4.40803194e+00 5.19739006e-05 0.00000000e+00 4.99676514e+00
5.78160763e+00 4.98093903e-01 0.00000000e+00 5.81491518e+00
0.00000000e+00 1.02264729e+01 8.77262592e+00 0.00000000e+00
1.60771599e+01 1.84772689e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 3.37162800e-03 2.81696558e+00 5.27177334e+00
4.26010656e+00 3.33785465e-06 1.37905188e+01 1.06764297e+01
5.14044571e+00 9.17734241e+00 0.00000000e+00 1.56973658e+01
1.32703571e+01 0.00000000e+00 0.00000000e+00 6.41998720e+00
7.15255510e-07 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.57314119e+01 0.00000000e+00 5.33693600e+00 0.00000000e+00
4.22086380e-03 1.98299656e+01 0.00000000e+00 8.98414803e+00
1.77245731e+01 0.00000000e+00 7.91900158e-02 1.85126171e+01
0.00000000e+00 1.22149801e+00 0.00000000e+00 0.00000000e+00
3.86788487e-03 0.00000000e+00 1.15807829e+01 6.02028966e-02
6.12982035e+00 1.58794365e+01 0.00000000e+00 0.00000000e+00
5.04941082e+00 0.00000000e+00 1.08355373e-04 3.58771649e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00 5.20655012e+00
2.45305779e-03 0.00000000e+00 2.10764017e-02 0.00000000e+00
0.00000000e+00 2.95476824e-01 0.00000000e+00 9.41819191e+00
1.12125216e+01 0.00000000e+00 0.00000000e+00 6.93534422e+00
0.00000000e+00 5.48361231e-06 5.35433590e-01 1.33393221e-02
2.14691786e-03 0.00000000e+00 1.31803150e+01 3.66511273e+00
3.11861110e+00 6.35235691e+00 1.13936348e+01 5.36440348e-06
0.00000000e+00 3.32778072e+00 3.57627812e-07 3.68530869e+00
0.00000000e+00 2.68962822e+01 3.04803419e+00 0.00000000e+00
7.52182314e-05 1.60800395e-04 0.00000000e+00 1.99584179e+01
0.00000000e+00 2.01412601e+01 5.03745750e-02 1.82306595e+01
2.44916007e-02 1.18380645e-02 0.00000000e+00 5.00677743e-06
0.00000000e+00 0.00000000e+00 7.08024168e+00 0.00000000e+00
0.00000000e+00 6.11732900e-01 0.00000000e+00 1.04265672e-03
1.72998536e+00 0.00000000e+00 5.47864996e-02 1.69745672e+00
0.00000000e+00 4.65820404e-03 0.00000000e+00 1.71166789e-02
0.00000000e+00 8.48171883e-04 0.00000000e+00 1.19209282e-07
1.49389801e+01 0.00000000e+00 0.00000000e+00 1.39603338e+01
5.04242598e-05 2.02655588e-06 1.14998808e+01 6.83312537e-04
1.25869825e-01 1.03354938e-02 1.33629808e+01 1.33513513e-05
4.33712912e+00 3.93369436e+00 7.33926773e+00 5.85485935e-01
7.49798346e-05 0.00000000e+00 1.48814802e+01 0.00000000e+00
8.56958771e+00 3.20667859e-05 0.00000000e+00 6.45759821e+00
1.52100730e+00 0.00000000e+00 2.55592079e+01 7.57550097e+00
0.00000000e+00 1.07878586e-04 7.93443799e-01 7.03332353e-06
1.31900778e+01 1.57403135e+00 8.32676697e+00 4.51792985e-05
2.85061216e+00 3.14707577e-05 0.00000000e+00 4.70777369e+00
0.00000000e+00 0.00000000e+00 2.32401347e+00 1.19209221e-06
0.00000000e+00 2.34839536e-05 1.19209282e-07 9.12580109e+00
3.45706349e-06 0.00000000e+00 2.10068779e+01 8.09024334e+00
1.73785152e+01 0.00000000e+00 2.38418551e-07 1.60207405e+01
6.29286245e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.95893917e+01 0.00000000e+00 6.03824496e-01 0.00000000e+00
5.87171759e-04 6.61399245e-01 0.00000000e+00 1.85490952e+01
2.34839536e-05 6.48289299e+00 0.00000000e+00 1.62937374e+01
9.88989532e-01 0.00000000e+00 3.78060389e+00 0.00000000e+00
0.00000000e+00]
Epoch: 1/10 Iteration: 7 Training loss: [ 8.34464686e-07 8.45908828e-04 1.40759792e+01 0.00000000e+00
1.21208584e+00 2.22138710e+01 1.26925027e-02 1.83113403e+01
0.00000000e+00 0.00000000e+00 7.63249731e+00 1.50339899e+01
0.00000000e+00 2.53485775e+00 0.00000000e+00 3.12584019e+00
0.00000000e+00 9.63938516e-03 0.00000000e+00 6.03218699e+00
4.62106429e-03 2.38418551e-07 6.21292815e-02 0.00000000e+00
0.00000000e+00 1.09671946e-05 0.00000000e+00 1.68083679e-05
7.54298878e+00 0.00000000e+00 0.00000000e+00 1.01638718e+01
1.48656082e+00 1.20961285e+01 2.52095866e-04 4.22069597e+00
0.00000000e+00 0.00000000e+00 1.82329584e-02 6.64164495e+00
5.26747370e+00 1.85103656e-03 1.43573895e-01 1.78082294e+01
4.97034937e-01 0.00000000e+00 1.19209282e-07 8.35079288e+00
1.78813775e-06 8.51406097e+00 0.00000000e+00 1.25958614e+01
0.00000000e+00 2.38418551e-07 0.00000000e+00 8.12955856e+00
2.24684263e-04 2.28462887e+01 4.16763499e-02 0.00000000e+00
3.21928329e+01 0.00000000e+00 4.88756905e-06 0.00000000e+00
1.19209282e-07 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.92079353e+01 0.00000000e+00 1.20567088e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.55237389e-05 0.00000000e+00
0.00000000e+00 2.40176201e-01 7.48860002e-01 0.00000000e+00
1.81769812e+00 0.00000000e+00 0.00000000e+00 1.16010103e-02
4.42902136e+00 6.31371455e-04 7.15255510e-07 1.82122917e+01
4.31748666e-03 2.73823776e+01 6.64111423e+00 2.38418551e-07
0.00000000e+00 0.00000000e+00 0.00000000e+00 3.91117120e+00
7.28872204e+00 8.12114143e+00 7.44086218e+00 1.05563691e-03
0.00000000e+00 2.59961671e-04 1.21824608e+01 1.19209282e-07
0.00000000e+00 6.64488029e+00 4.76837045e-07 9.59139061e+00
0.00000000e+00 2.02655588e-06 6.91364956e+00 1.79335003e+01
1.86109943e+01 1.29838591e+01 0.00000000e+00 0.00000000e+00
9.24993830e-04 1.89520607e+01 5.96222830e+00 1.96839757e-02
5.24519510e-06 1.41221178e+00 0.00000000e+00 4.50267047e-02
6.03635168e+00 0.00000000e+00 7.64772817e-02 1.52412500e+01
2.47952248e-05 1.99277949e+00 9.43253711e-02 1.72851978e-05
1.13445697e-02 1.26445249e-01 0.00000000e+00 6.60678023e-04
2.82939873e+01 0.00000000e+00 5.64783382e+00 0.00000000e+00
2.27687142e-05 1.94309250e-05 6.18216848e+00 3.60396028e+00
4.19607895e-05 0.00000000e+00 1.35663919e+01 5.65866804e+00
1.09251251e+01 1.09906748e-01 0.00000000e+00 3.11842155e+00
0.00000000e+00 5.35201645e+00 0.00000000e+00 8.21684074e+00
0.00000000e+00 9.65378433e-02 2.09695613e-03 6.63970947e-01
1.21593855e-01 1.24354858e+01 9.64938259e+00 3.51441479e+00
0.00000000e+00 8.72711563e+00 9.63520145e+00 5.56795597e-01
2.40419579e+00 0.00000000e+00 4.86069798e-01 0.00000000e+00
2.69669104e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
2.87397556e+01 0.00000000e+00 2.29834938e+01 6.38072014e+00
4.08296204e+00 3.96630859e+00 5.36663914e+00 0.00000000e+00
0.00000000e+00 3.57918471e-01 2.01559022e-01 1.02037942e-04
1.34658155e+01 3.09087485e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.58066339e+01 0.00000000e+00 1.29441357e+00
5.62507868e-01 0.00000000e+00 6.23212874e-01 2.09588557e-02
5.67923880e+00 1.60139294e+01 2.67025243e-05 1.89457566e-01
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.40756512e+01 1.67479444e+00 2.35862408e+01 0.00000000e+00
1.59954815e+01 2.33542991e+00 1.43545222e+00 1.11209206e-01
2.98022769e-06 4.64915138e-06 3.93497618e-03 3.59113124e-04
7.43888617e+00 0.00000000e+00 4.72314860e-04 9.03586894e-02
0.00000000e+00 6.55488074e-01 3.29344929e-03 8.83773994e+00
1.54980831e-02 1.02265028e-03 1.15481010e-02 2.18610577e-02
1.35059557e+01 1.53566122e-01 0.00000000e+00 0.00000000e+00
5.36440348e-06 0.00000000e+00 9.29828093e-06 0.00000000e+00
1.20711994e+00 1.10500907e-04 2.38418306e-06 1.12551880e+01
2.93099999e+00 0.00000000e+00 3.09943675e-06 1.19209282e-07
2.62560921e+01 1.38711497e-01 1.13389425e+01 4.73940611e-01
4.17223819e-05 4.93012462e-03 7.70172644e+00 3.19310697e-04
1.98974991e+01 0.00000000e+00 4.19561434e+00 0.00000000e+00
1.22580395e+01 0.00000000e+00 2.04953456e+00 8.34464686e-07
1.19209282e-07 7.76809263e+00 2.17766991e+01 7.07365894e+00
0.00000000e+00 0.00000000e+00 2.51315165e+00 4.87423849e+00
1.59028634e-01 6.48027472e-03 6.91411469e-06 1.90724354e+01
0.00000000e+00 4.37248260e-01 9.36546363e-04 9.05986508e-06
3.73090357e-01 2.05614881e-04 2.63340330e+00 0.00000000e+00
2.83808255e+00 1.22845383e+01 0.00000000e+00 3.57627812e-07
0.00000000e+00 0.00000000e+00 1.04903629e-05 0.00000000e+00
4.27781269e-02]
Epoch: 1/10 Iteration: 8 Training loss: [ 0.00000000e+00 0.00000000e+00 3.41285346e-03 1.98917603e+00
0.00000000e+00 5.35699800e-02 8.95755196e+00 1.27188568e+01
7.12851477e+00 0.00000000e+00 2.37995740e-02 3.66836929e+01
2.24102400e-02 0.00000000e+00 4.19553071e-02 0.00000000e+00
8.41924000e+00 8.22199059e+00 1.12527239e-04 0.00000000e+00
3.57627812e-07 5.55235958e+00 3.29746819e+00 1.31598397e-04
6.35280788e-01 6.15511648e-02 7.50379288e-04 0.00000000e+00
9.02614117e+00 1.33029032e+00 0.00000000e+00 2.56982195e-04
1.21941748e+01 1.38889885e+01 1.00066729e+01 1.48521626e+00
6.30556941e-01 1.01585541e+01 0.00000000e+00 2.23897305e+01
0.00000000e+00 0.00000000e+00 0.00000000e+00 8.94065670e-06
3.11820805e-01 0.00000000e+00 2.24100995e+00 1.07184305e+01
0.00000000e+00 0.00000000e+00 2.38418551e-07 1.97885456e-05
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.11449738e+01
0.00000000e+00 6.81347370e+00 0.00000000e+00 1.56718063e+00
2.14199162e+00 2.97911167e+01 6.43728072e-06 2.17507057e+01
1.82721708e-02 3.33785465e-06 0.00000000e+00 0.00000000e+00
0.00000000e+00 4.61837053e-01 0.00000000e+00 1.00548658e+01
0.00000000e+00 0.00000000e+00 1.19209282e-07 6.29611909e-02
1.60931249e-05 1.01129614e-01 4.10992093e-02 9.65961933e-01
2.42360001e+01 1.39075041e-01 0.00000000e+00 4.96026012e-04
0.00000000e+00 2.80136657e+00 5.50840460e-02 2.46256066e-04
3.71535540e+00 0.00000000e+00 1.04563370e+01 7.36686270e-05
9.91772104e-05 2.99210842e-05 0.00000000e+00 1.19209282e-07
6.18046010e-03 0.00000000e+00 2.62957859e+01 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 3.73608804e+00
0.00000000e+00 0.00000000e+00 1.37403049e+01 4.05057490e-01
4.17109989e-02 0.00000000e+00 1.98702139e-04 1.68418400e-02
5.12586812e-05 5.65824866e-01 0.00000000e+00 0.00000000e+00
2.14855671e+00 9.26022720e+00 8.34464686e-07 5.63072443e-01
1.26118183e+01 2.15233574e+01 9.38018703e+00 5.56444407e-01
0.00000000e+00 0.00000000e+00 0.00000000e+00 2.88648754e-01
1.87079582e+01 1.49138772e-03 1.71667635e+00 3.23510845e-03
7.28938580e-02 0.00000000e+00 0.00000000e+00 8.67609493e-03
2.02827530e+01 0.00000000e+00 0.00000000e+00 1.08355373e-04
0.00000000e+00 1.45875187e+01 0.00000000e+00 6.80728912e+00
2.07569771e+01 0.00000000e+00 2.77068558e+01 2.98722482e+00
0.00000000e+00 5.01210308e+00 5.03960991e+00 6.04987621e+00
3.24676609e+00 1.06990658e-01 1.09101095e+01 1.62965946e+01
0.00000000e+00 0.00000000e+00 1.00729513e+01 3.87014099e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00 3.57627232e-06
6.81434423e-02 1.10208178e+01 0.00000000e+00 1.49261463e+00
0.00000000e+00 6.34316874e+00 4.17484570e+00 0.00000000e+00
8.31873894e+00 0.00000000e+00 4.00135279e+00 4.25979914e-03
2.71523604e-03 1.58280735e+01 0.00000000e+00 4.63823843e+00
0.00000000e+00 6.28631329e-04 8.85015678e+00 0.00000000e+00
7.69322681e+00 5.52698183e+00 5.56332111e-01 3.00402899e-05
1.11464825e+01 8.10619895e-06 7.83613184e-04 7.32036680e-03
6.95196211e-01 0.00000000e+00 1.41796684e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.99097294e-01 2.21726823e-05
1.81462631e+01 1.75812798e+01 0.00000000e+00 1.75273307e-02
2.80883336e+00 0.00000000e+00 7.71254345e-05 7.03332353e-06
4.75568695e+01 0.00000000e+00 9.72172469e-02 1.81384506e+01
3.57627812e-07 0.00000000e+00 2.61656265e+01 1.08554684e-01
1.30329991e-03 2.00475287e+00 8.13749599e+00 0.00000000e+00
0.00000000e+00 1.91858654e+01 0.00000000e+00 0.00000000e+00
6.11589289e+00 4.13739157e+00 4.48216888e-05 3.49747017e-02
0.00000000e+00 3.64539146e+00 7.63411427e+00 2.59723311e-04
2.55104624e-05 2.26497400e-06 0.00000000e+00 3.09943675e-06
5.02890050e-01 1.45412378e+01 1.85718149e-01 0.00000000e+00
2.61920624e+01 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.07288304e-06 1.95246258e+01 8.92837706e-05 5.15329456e+00
0.00000000e+00 1.54006542e-04 7.76942703e-04 0.00000000e+00
0.00000000e+00 8.42389774e+00 3.69548115e-06 0.00000000e+00
1.75000983e-03 7.63356313e-03 0.00000000e+00 9.90075648e-01
7.14038179e-05 0.00000000e+00 9.61556507e-04 0.00000000e+00
1.08479862e-05 1.52025318e+01 2.01583576e+00 0.00000000e+00
1.19209221e-06 3.93521367e-03 1.05420160e+00 8.90982710e-03
1.31361942e+01 1.74979731e-01 7.89286280e+00 1.13922998e-03
2.09125094e-02 1.30957976e-01 4.58975506e+00 0.00000000e+00
0.00000000e+00 6.04586554e+00 1.39970160e+01 0.00000000e+00
3.87006067e-02 1.31130128e-06 0.00000000e+00 0.00000000e+00
7.80730247e-01 1.04479914e+01 0.00000000e+00 3.91168308e+00
3.19567986e+01]
Epoch: 1/10 Iteration: 9 Training loss: [ 5.92532975e-04 1.39127016e+01 0.00000000e+00 1.02519462e-05
5.64685059e+00 0.00000000e+00 2.87914677e+01 0.00000000e+00
2.97437399e-03 3.57627812e-07 4.63580465e+00 0.00000000e+00
0.00000000e+00 2.71785143e-03 5.99825191e+00 7.74857381e-06
3.12578566e-02 9.20694542e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 3.87809728e-03 2.38418551e-07 0.00000000e+00
6.89354315e-02 0.00000000e+00 4.75459456e-01 0.00000000e+00
2.95524001e-01 0.00000000e+00 1.76809786e-03 4.90176296e+00
8.05358505e+00 1.43051045e-06 2.97349310e+00 3.29559349e-04
0.00000000e+00 2.11132221e+01 6.24977160e+00 6.36587954e+00
1.01534939e+01 0.00000000e+00 1.75236128e-05 1.66226120e+01
1.18938370e+01 2.21709837e-03 6.20051563e-01 5.07186890e-01
1.36708364e+01 0.00000000e+00 0.00000000e+00 0.00000000e+00
3.08989454e-03 0.00000000e+00 0.00000000e+00 4.89999447e-03
1.65699548e-05 0.00000000e+00 0.00000000e+00 8.44950199e+00
0.00000000e+00 5.60894918e+00 0.00000000e+00 0.00000000e+00
1.79378777e+01 2.64171658e+01 0.00000000e+00 0.00000000e+00
3.09419440e-04 8.34464686e-07 0.00000000e+00 1.19209282e-07
2.11693288e-04 1.05111027e+00 6.34519196e+00 9.32446644e-02
1.12864608e-02 4.76836021e-06 1.18518181e+01 3.53322363e+00
1.80496061e+00 2.33839107e+00 0.00000000e+00 2.89279094e-04
3.44938774e+01 0.00000000e+00 7.03715897e+01 5.96044674e-06
0.00000000e+00 7.94291925e+00 0.00000000e+00 0.00000000e+00
2.51023244e-04 6.72413826e+00 5.48361231e-06 7.37977168e-03
0.00000000e+00 1.66892869e-06 0.00000000e+00 2.33088226e+01
2.58096194e+00 2.21322212e+01 9.31127071e+00 1.60919590e-04
3.04424553e+01 0.00000000e+00 1.62685841e-01 5.36440348e-06
0.00000000e+00 1.55723143e+01 1.92385283e-04 4.26066017e+00
3.10056329e+00 0.00000000e+00 0.00000000e+00 3.17915764e+01
1.11903965e+00 1.34365482e+01 1.19209282e-07 1.00602942e+01
3.46641946e+00 0.00000000e+00 6.73734665e+00 1.31910896e+00
0.00000000e+00 0.00000000e+00 9.67520618e+00 3.11698113e-02
0.00000000e+00 3.45447278e+00 4.90968376e-02 1.01233463e+01
1.99801140e+01 7.26779938e-01 1.11896348e+00 3.57627812e-07
0.00000000e+00 8.58820057e+00 3.70224619e+00 1.39473896e-05
3.13738918e+01 0.00000000e+00 3.37453651e+01 0.00000000e+00
1.26361047e-05 1.01327387e-05 0.00000000e+00 1.48205057e-01
1.71869731e+00 0.00000000e+00 0.00000000e+00 5.04014380e-02
3.87405977e-03 2.09618926e+00 3.57627812e-07 3.07820868e+00
2.38418551e-07 1.64763050e+01 2.59872868e-05 9.28991199e-01
1.56719816e+00 4.59291220e+00 0.00000000e+00 3.33785465e-06
8.34464686e-07 0.00000000e+00 2.33609788e-02 8.64266300e+00
7.99625218e-02 2.10692859e+00 1.32933885e-01 9.31750536e-02
0.00000000e+00 7.04502090e-05 1.83939648e+01 0.00000000e+00
1.13601971e+00 0.00000000e+00 7.27018788e-02 2.32881546e+01
1.08479862e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 2.10659337e+00 1.01350352e-01 2.74462134e-01
1.16156219e-02 4.21587658e+00 5.50105035e-01 1.73804073e+01
1.04351940e+01 0.00000000e+00 0.00000000e+00 5.53794801e-02
1.09492083e+01 1.08947964e+01 1.96329212e+01 0.00000000e+00
1.15245085e+01 0.00000000e+00 8.99763107e+00 0.00000000e+00
3.06501593e-02 1.54244917e-04 4.95069456e+00 2.93499413e+01
3.57627232e-06 9.50011921e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 2.37694778e-03 0.00000000e+00 0.00000000e+00
3.72278988e-02 1.42401340e-03 0.00000000e+00 0.00000000e+00
0.00000000e+00 2.49550724e+00 1.19209282e-07 1.12720289e+01
1.43051045e-06 6.32981319e-05 8.82264042e+00 1.68305409e+00
0.00000000e+00 6.84237893e-05 8.36322021e+00 0.00000000e+00
1.65059529e-02 1.24405518e-01 8.03347170e-01 8.23531818e+00
1.19044533e+01 3.38750458e+00 1.03600760e+01 0.00000000e+00
0.00000000e+00 1.73244228e+01 1.12719629e-02 3.10730335e-04
0.00000000e+00 1.42082062e+01 4.17548752e+00 0.00000000e+00
9.22235775e+00 1.63935232e+00 0.00000000e+00 2.38418551e-07
0.00000000e+00 0.00000000e+00 2.08878422e+01 9.57434368e+00
4.84621859e+00 1.00782084e+00 0.00000000e+00 1.11734514e+01
0.00000000e+00 1.80385265e+01 0.00000000e+00 1.26722595e-03
6.02351725e-01 0.00000000e+00 6.61589656e-05 8.74609113e-01
0.00000000e+00 0.00000000e+00 0.00000000e+00 4.43415763e-03
0.00000000e+00 7.15255510e-07 0.00000000e+00 0.00000000e+00
5.54125690e+00 6.70902729e-01 7.39094867e-06 1.90271130e+01
3.57627812e-07 2.99708676e+00 8.45826697e-03 0.00000000e+00
8.55942440e+00 3.49065304e+00 1.04677858e+01 9.18792343e+00
0.00000000e+00 0.00000000e+00 1.07849276e+00 2.33639097e+00
5.22123046e-05 0.00000000e+00 0.00000000e+00 9.23477769e-01
1.74983928e-04 0.00000000e+00 8.34461571e-06]
Epoch: 0/10 Iteration: 10 Validation Acc: 0.7084
Epoch: 2/10 Iteration: 10 Training loss: [ 6.62707424e+00 5.81724416e-05 4.79209848e-05 0.00000000e+00
0.00000000e+00 0.00000000e+00 4.83729315e+00 0.00000000e+00
2.68289843e-03 1.16341500e-04 0.00000000e+00 3.23059630e+00
0.00000000e+00 6.66515378e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 7.71738482e+00 1.70835400e+01
0.00000000e+00 2.41987019e+01 0.00000000e+00 2.28195161e-01
4.64915138e-06 5.87439258e-03 2.21922293e-01 1.28976128e-04
8.96805096e+00 0.00000000e+00 1.64809767e-02 0.00000000e+00
7.15255510e-07 8.38358307e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 4.88498926e-01 0.00000000e+00 1.89763174e-04
0.00000000e+00 1.88987112e+00 0.00000000e+00 3.57627812e-07
1.19209282e-07 0.00000000e+00 2.92609501e+00 3.48388043e-04
5.64864969e+00 0.00000000e+00 3.39740691e-05 5.04648732e-03
1.56162951e-05 8.94533470e-02 0.00000000e+00 7.95302057e+00
1.35770169e-04 3.62332177e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 2.24529020e-02 0.00000000e+00 0.00000000e+00
4.81012976e-04 5.24519510e-06 7.63805863e-03 0.00000000e+00
4.94848080e-02 4.61114396e-04 0.00000000e+00 3.41996264e+00
5.64698982e+00 7.67588663e+00 2.74721580e-03 0.00000000e+00
1.54970876e-05 1.84772689e-05 0.00000000e+00 3.43621330e-04
0.00000000e+00 0.00000000e+00 2.04119086e-02 1.00637031e+00
6.18792372e-03 2.31274903e-01 6.08713198e+00 4.59565403e-04
1.38901523e-03 7.48128355e-01 1.03598798e-03 7.59584141e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.99884450e+00 1.04034573e-01 5.84123791e-06 1.80045357e+01
7.38592492e-03 1.76877518e+01 6.96255589e+00 0.00000000e+00
2.83320347e-04 1.29706353e-01 1.13606987e+01 1.37596095e+00
2.59122998e-03 0.00000000e+00 2.71641067e-04 9.85256163e-04
6.01110922e-04 6.93139172e+00 5.93681395e-01 2.80524790e-02
1.31667876e+00 2.18150617e-05 0.00000000e+00 0.00000000e+00
2.63449056e-05 2.67351031e+00 1.35253957e-02 0.00000000e+00
9.29043163e-04 2.09806149e-05 0.00000000e+00 4.89790297e+00
0.00000000e+00 4.96778727e+00 4.76608500e-02 7.04342842e+00
9.58614349e+00 0.00000000e+00 6.32981319e-05 5.01622629e+00
0.00000000e+00 1.61065018e+00 3.41298962e+00 5.60282069e-06
8.39537941e-03 5.43840218e+00 1.19209282e-07 1.69909692e+00
9.29299355e+00 1.90734681e-06 0.00000000e+00 5.96028694e-05
0.00000000e+00 0.00000000e+00 9.78825148e-04 0.00000000e+00
1.10864021e-05 1.19209282e-07 4.76837045e-07 5.96341896e+00
0.00000000e+00 2.40547295e+01 0.00000000e+00 8.94277632e-01
0.00000000e+00 0.00000000e+00 2.10202193e+00 0.00000000e+00
2.38418551e-07 0.00000000e+00 2.94442616e-05 9.76300812e+00
7.66329956e+00 2.64244604e+00 1.38468199e+01 0.00000000e+00
7.65623391e-01 1.83271822e-02 1.12329066e-01 0.00000000e+00
9.13606071e+00 0.00000000e+00 2.85780740e+00 8.07453170e-02
2.34220619e+01 6.39795494e+00 2.38693785e-03 2.09327042e-02
0.00000000e+00 3.28598709e+01 8.97807884e+00 2.39820321e-04
1.90934145e+00 1.32073188e+00 1.10905394e-02 0.00000000e+00
0.00000000e+00 8.73762703e+00 2.28879217e-05 0.00000000e+00
1.75785232e+00 0.00000000e+00 7.21188211e+00 0.00000000e+00
1.80713882e+01 3.57627812e-07 1.19209221e-06 0.00000000e+00
1.91739023e+00 0.00000000e+00 6.97460842e+00 0.00000000e+00
7.85558368e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.54971951e-06 8.28271639e-03 2.63232660e+00 0.00000000e+00
3.57627232e-06 2.38418551e-07 3.70435262e+00 1.49740565e+00
0.00000000e+00 3.02671742e+00 1.59474730e+00 6.10700296e-03
2.85205930e-01 1.32194356e-04 0.00000000e+00 0.00000000e+00
1.26187029e+01 8.12497711e+00 6.70089270e-04 0.00000000e+00
5.96046277e-07 0.00000000e+00 3.00004758e-04 0.00000000e+00
0.00000000e+00 1.75814838e+01 1.26353858e-04 0.00000000e+00
1.93893816e-02 3.57627812e-07 3.57627812e-07 3.57627812e-07
6.78351998e-01 5.97667503e+00 3.48085050e-05 1.83811975e+00
2.21947720e-03 3.57627812e-07 7.17749670e-02 2.00713775e-03
0.00000000e+00 0.00000000e+00 7.49309540e+00 1.16078206e-03
0.00000000e+00 0.00000000e+00 3.57627812e-07 1.19209282e-07
2.59334164e+01 3.55339508e+01 5.28972503e-03 6.26762211e-01
0.00000000e+00 1.98827124e+00 6.08117506e-02 1.50377601e-01
7.99792480e+00 0.00000000e+00 4.10677052e+00 4.70376667e-03
6.12071541e-04 3.58402562e+00 0.00000000e+00 3.57627812e-07
1.09078252e+00 1.09641504e+00 0.00000000e+00 6.31807234e-06
2.02465057e-02 0.00000000e+00 0.00000000e+00 1.71734199e-01
3.57545093e-02 0.00000000e+00 2.89928883e-01 4.48746634e+00
0.00000000e+00 1.26459389e+01 0.00000000e+00 3.01816392e+00
0.00000000e+00]
Epoch: 2/10 Iteration: 11 Training loss: [ 3.91974077e-02 1.36583891e+01 2.13131547e+00 9.17907346e-06
0.00000000e+00 7.15255510e-07 0.00000000e+00 6.98247612e-01
1.90941601e+01 1.08721390e+01 3.60285544e+00 8.85169487e-03
2.02023461e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 8.04866219e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.58263296e-02 4.86476161e-03
5.48830462e+00 4.56422428e-03 6.28687763e+00 1.05965500e+01
4.67766356e-03 0.00000000e+00 5.17801614e-03 2.78005481e+00
2.42738819e+00 3.85155857e-01 8.34464686e-07 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.00515103e+00 4.40882587e+00
1.12011835e-01 3.99232912e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 5.24519510e-06 6.13430262e+00 1.09651573e-01
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.53050981e-02
0.00000000e+00 1.35055001e-04 2.38418551e-07 0.00000000e+00
3.52840185e+00 1.14911149e-04 6.91166353e+00 5.10919723e-04
0.00000000e+00 9.27839242e-03 4.23380220e-03 8.88069771e-05
0.00000000e+00 2.40887976e+00 1.56538300e-02 1.58073568e+00
2.92843878e-01 0.00000000e+00 0.00000000e+00 6.82836049e-04
4.10205603e+00 0.00000000e+00 2.44402001e-03 2.12558880e-01
1.48288161e-02 0.00000000e+00 2.18926463e-03 1.56092715e+00
7.92645738e-02 5.37452650e+00 1.07288304e-06 0.00000000e+00
0.00000000e+00 6.77321482e+00 7.03332353e-06 1.07288304e-06
2.77896255e-01 2.82128574e-04 0.00000000e+00 4.76878462e-03
1.55094395e+01 1.30140241e-02 1.46261239e+00 0.00000000e+00
4.80902338e+00 0.00000000e+00 3.90998830e-05 0.00000000e+00
5.96046277e-07 7.32391700e-03 5.33988327e-03 8.56747676e-04
0.00000000e+00 0.00000000e+00 0.00000000e+00 4.91773605e+00
6.58804877e-03 2.24339271e+00 6.93859696e-01 0.00000000e+00
5.12598626e-06 1.03568316e-01 5.62413025e+00 0.00000000e+00
2.45661831e+00 0.00000000e+00 1.36913464e-03 1.59993863e+00
5.24246550e+00 0.00000000e+00 8.42692913e-04 0.00000000e+00
9.83464625e-03 5.41654301e+00 3.91417813e+00 0.00000000e+00
3.85038584e-05 1.91789353e-04 4.35974170e-03 1.29350901e-01
1.25561762e+00 7.04502090e-05 4.41064658e-05 0.00000000e+00
0.00000000e+00 5.96046277e-07 1.47395179e-01 0.00000000e+00
7.98699057e-06 2.11420539e-03 0.00000000e+00 0.00000000e+00
6.25853147e-03 2.28988338e+00 0.00000000e+00 3.57627812e-07
2.38418551e-07 1.19209282e-07 9.61742029e-02 1.08916416e+01
0.00000000e+00 0.00000000e+00 9.23096538e-02 0.00000000e+00
1.28782284e-03 1.83580614e-05 0.00000000e+00 9.30273056e+00
5.22253180e+00 6.47784844e-02 1.48407865e+00 0.00000000e+00
0.00000000e+00 4.32134271e-02 3.52572823e+00 4.90414238e+00
2.07402656e-04 1.09919274e+00 0.00000000e+00 2.53691941e-01
1.19209221e-06 0.00000000e+00 3.70178074e-02 9.48926830e+00
2.08832862e-04 7.47134352e+00 8.34461571e-06 5.11394792e-05
0.00000000e+00 3.24315857e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 2.28085375e+00 1.87156838e-05 8.66613991e-05
2.45479912e-01 4.11743546e+00 3.50620985e-01 0.00000000e+00
2.05428600e-01 2.38418551e-07 5.56552492e-04 1.88239124e-02
1.00954370e+01 0.00000000e+00 1.05500836e-02 2.02655588e-06
2.56743835e-04 0.00000000e+00 5.23257685e+00 1.36228952e+01
1.78813775e-06 4.54283953e+00 2.67213488e+00 4.50166225e+00
9.02373577e-05 0.00000000e+00 5.36440348e-06 0.00000000e+00
0.00000000e+00 5.96046277e-07 0.00000000e+00 0.00000000e+00
0.00000000e+00 6.54244970e-04 7.78471291e-01 7.12878823e-01
7.16927147e+00 1.87271583e+00 2.11331267e-02 2.05924548e-03
4.82986307e+00 6.30758643e-01 1.06989040e+01 3.19475803e-05
0.00000000e+00 0.00000000e+00 5.92486203e-01 3.79078338e-05
8.74954909e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00
7.46208504e-02 4.64915138e-06 0.00000000e+00 6.65068913e+00
5.72202953e-06 1.99463665e+00 6.31218958e+00 1.19209282e-07
1.02991522e-04 6.61300611e+00 6.66506720e+00 0.00000000e+00
3.33785465e-06 4.52969819e-02 1.45434278e-05 2.29962111e-01
1.63315399e-05 2.60412514e-01 1.42744228e-01 5.59426928e+00
2.21619934e-01 1.48435086e-01 2.80213189e+00 3.81468999e-06
1.56256603e-03 0.00000000e+00 4.54177061e-05 8.51983379e-04
0.00000000e+00 1.49596468e-04 4.27012555e-02 7.95035139e-02
0.00000000e+00 0.00000000e+00 3.57627812e-07 0.00000000e+00
0.00000000e+00 7.15253191e-06 1.92750264e-02 4.34952450e+00
1.79412141e-02 1.75565088e+00 0.00000000e+00 5.31336293e-02
3.27454917e-02 0.00000000e+00 4.75453472e+00 8.32622219e-03
3.86568522e+00 1.10010567e+01 2.19773698e+00 1.19162333e+00
0.00000000e+00 2.17127919e+00 9.62550545e+00 2.24110954e-05
3.57627812e-07]
Epoch: 2/10 Iteration: 12 Training loss: [ 2.80052376e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 4.94357955e-04 1.25050650e+01 1.78813775e-06
0.00000000e+00 3.14901350e-04 1.18868103e+01 0.00000000e+00
3.22616324e-02 0.00000000e+00 0.00000000e+00 1.79315493e-01
0.00000000e+00 4.91021725e-04 2.25303011e-05 1.39473896e-05
2.79077396e+01 5.47020987e-04 1.48691416e+00 1.47889471e+01
0.00000000e+00 1.74286991e-01 1.19209282e-07 4.52994254e-06
5.37806377e-03 5.72492218e+00 0.00000000e+00 0.00000000e+00
5.00677743e-06 1.37282501e-03 2.56320804e-01 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.19209282e-07 8.39596090e-04
0.00000000e+00 5.40587178e-04 2.38418551e-07 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 4.95898348e-05
5.87499046e+00 4.48161745e+00 1.21228499e-04 5.94085693e+00
0.00000000e+00 6.43920243e-01 1.66892869e-06 0.00000000e+00
7.91518323e-05 7.94646502e+00 0.00000000e+00 1.43051045e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 5.81507564e-01
1.73874591e-02 0.00000000e+00 3.31396332e-05 9.53673862e-07
0.00000000e+00 2.13382355e-05 2.58127904e+00 0.00000000e+00
0.00000000e+00 2.26497400e-06 0.00000000e+00 4.17231649e-06
1.89157557e+00 5.95308095e-03 6.83110207e-02 1.86421895e+00
2.59484950e-04 2.98022769e-06 1.40537872e-04 0.00000000e+00
6.29545689e+00 3.24911729e-04 0.00000000e+00 9.73447636e-02
4.47013915e-01 2.38418551e-07 5.96046277e-07 1.49312824e-01
0.00000000e+00 4.07638680e-03 1.92255986e+00 3.69074017e-01
0.00000000e+00 0.00000000e+00 1.19209282e-07 8.58399296e+00
1.19209282e-07 2.85946190e-01 4.88756905e-06 3.90780854e+00
1.41685028e-02 3.88961565e-03 1.19209282e-07 1.60767476e-03
1.19209282e-07 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.17192376e+00 1.16865659e+00 3.49479556e+00 6.90293980e+00
1.37915631e-04 2.38418551e-07 0.00000000e+00 8.46382409e-06
1.50311622e-04 0.00000000e+00 0.00000000e+00 2.71179080e+00
6.04745102e+00 0.00000000e+00 0.00000000e+00 7.79089332e-03
6.64609310e-04 6.29977956e-02 1.54971951e-06 9.41748931e-06
1.31129354e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00
3.49162102e+00 1.58122942e-01 0.00000000e+00 2.99416351e+00
1.90734681e-06 4.17246675e+00 0.00000000e+00 1.38584049e-02
7.03332353e-06 6.30894909e-04 1.43492031e+00 6.44375622e-01
0.00000000e+00 4.05310766e-06 9.53673862e-07 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.50955455e-03 2.08974648e+00
8.16991180e-02 7.15253191e-06 1.07288304e-06 5.55966318e-01
1.80534944e-02 3.14707577e-05 1.27941108e+00 0.00000000e+00
1.06525624e+00 0.00000000e+00 6.61347806e-01 9.72700509e-05
4.10052204e+00 6.67569793e-06 0.00000000e+00 1.05365068e-01
0.00000000e+00 9.93354619e-01 5.36054596e-02 1.19209282e-07
0.00000000e+00 4.97090368e-05 3.51155758e+00 8.30854260e-05
1.33440375e-01 1.05578685e-02 5.45829535e-04 5.40832710e+00
1.62198022e-02 4.16435767e-03 1.82789536e+01 1.06155686e-01
1.34705588e-05 9.65407753e+00 9.43144877e-03 5.16912155e-03
4.49894190e-01 4.25129168e-04 8.85512158e-02 0.00000000e+00
4.00397889e-02 1.54971951e-06 1.58214283e+01 6.54813468e-01
0.00000000e+00 3.88614717e-05 1.58211663e-02 1.19209282e-07
3.37662903e-04 6.53681183e+00 0.00000000e+00 8.78616810e+00
0.00000000e+00 5.24831176e-01 1.22529954e-01 0.00000000e+00
1.92540959e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00
8.34464686e-07 2.40737820e+00 0.00000000e+00 0.00000000e+00
1.53557072e+01 0.00000000e+00 0.00000000e+00 5.00677743e-06
0.00000000e+00 3.00838990e-04 1.71019578e+00 7.34741867e-01
1.23091240e-03 1.07288304e-06 0.00000000e+00 0.00000000e+00
3.63164756e-04 0.00000000e+00 1.38658009e+01 7.78268814e-01
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.05411187e-02
2.60830188e+00 1.43051045e-06 2.41827399e-01 4.76249680e-03
2.34839536e-05 4.30310458e-01 0.00000000e+00 3.96684742e+00
5.96046277e-07 0.00000000e+00 1.54886198e+00 1.03554334e-02
3.10067773e-01 0.00000000e+00 7.15255510e-07 4.53995562e+00
6.42331783e-04 4.92621027e-03 5.37821245e+00 7.15253191e-06
0.00000000e+00 7.41948903e-01 2.41369678e-04 0.00000000e+00
0.00000000e+00 0.00000000e+00 9.61972692e-05 2.69127274e+00
3.87225795e+00 4.79741096e+00 5.71798570e-02 0.00000000e+00
8.19573551e-02 1.19209282e-07 4.76837045e-07 1.56923933e+01
0.00000000e+00 0.00000000e+00 3.57627812e-07 8.04095328e-01
4.97116754e-03 6.67569793e-06 0.00000000e+00 3.91027750e-03
2.93259993e-02 5.78138053e-01 6.21061117e-05 1.56793928e+00
6.94490528e+00 8.82144832e-06 2.65317917e+00 5.14970889e-05
0.00000000e+00]
Epoch: 2/10 Iteration: 13 Training loss: [ 0.00000000e+00 1.37053188e-02 1.34722993e-03 4.16077232e+00
8.39049149e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
6.15473539e-02 1.59416664e-02 2.95833685e-04 1.83259312e-03
1.19209221e-06 6.56810939e-01 0.00000000e+00 1.08788982e-01
0.00000000e+00 1.06095704e-05 0.00000000e+00 0.00000000e+00
8.34464686e-07 2.69110175e-03 0.00000000e+00 1.20513330e-04
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.95181498e-03 3.25269240e-04
5.08790553e-01 2.74024868e+00 3.66596451e+01 3.57627812e-07
1.64837809e-03 0.00000000e+00 0.00000000e+00 2.40227883e-03
0.00000000e+00 1.34621695e-01 2.30071273e-05 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.59232276e-04 1.09195674e-03
0.00000000e+00 1.82135205e-04 0.00000000e+00 4.76837045e-07
5.49036339e-02 5.89792791e-04 0.00000000e+00 0.00000000e+00
6.07965512e-06 8.04564543e-03 1.22187987e-01 4.46934951e-04
2.38418551e-07 0.00000000e+00 0.00000000e+00 6.26645237e-02
5.77948272e-01 2.43153353e-03 2.50339190e-06 2.38418551e-07
0.00000000e+00 0.00000000e+00 1.07608303e-01 2.98037142e-01
0.00000000e+00 1.58053834e-03 7.77802801e+00 5.13778832e-05
8.82144832e-06 3.34375215e+00 8.00083756e-01 4.06688824e-03
6.71383858e+00 0.00000000e+00 9.53673862e-07 1.19209282e-07
3.60002816e-02 0.00000000e+00 7.42474127e+00 1.08379768e-02
0.00000000e+00 2.77408332e-01 6.89005974e-05 0.00000000e+00
0.00000000e+00 0.00000000e+00 6.07965512e-06 3.19475803e-05
1.19209282e-07 2.45294031e-02 0.00000000e+00 1.06603680e-02
0.00000000e+00 7.06669569e+00 0.00000000e+00 7.20330060e-01
7.39385327e-03 3.82532366e-02 0.00000000e+00 0.00000000e+00
2.62260096e-06 2.79190087e+00 5.17322063e+00 1.66892869e-06
1.22784813e-05 0.00000000e+00 3.15914631e+00 5.84123791e-06
7.83174328e-05 4.76837045e-07 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.31904155e-01 0.00000000e+00 4.94706328e-05
1.02871597e-01 1.19209282e-07 5.83137246e-03 1.77782650e+01
5.54161370e-02 4.14839706e-05 0.00000000e+00 2.67775059e-01
3.32693553e+00 6.25217259e-01 7.58889771e+00 5.80713844e+00
0.00000000e+00 8.96157646e+00 0.00000000e+00 4.62518811e-01
4.07851010e-04 4.05310766e-06 0.00000000e+00 2.92020122e-04
2.90008658e-03 2.71000475e-01 0.00000000e+00 1.05586946e-02
3.84852727e-04 1.40591932e-03 6.66240752e-01 2.50339190e-06
0.00000000e+00 0.00000000e+00 2.45568117e-05 1.69122184e-03
1.07937870e+01 1.27844822e+00 5.56691884e-05 1.19209282e-07
1.61606491e-01 2.64602971e+00 1.43051045e-06 0.00000000e+00
0.00000000e+00 3.37188467e-02 3.90488887e+00 6.12533987e-02
2.10883188e+00 1.49119318e+00 0.00000000e+00 5.41642532e-02
0.00000000e+00 4.49505784e-02 5.52228165e+00 5.39472997e-02
4.12104093e-02 1.64773427e-02 3.38988805e+00 1.66892869e-06
1.19209282e-07 4.59805107e+00 3.12077105e-02 1.19209282e-07
2.38418551e-07 0.00000000e+00 2.03994751e+00 0.00000000e+00
0.00000000e+00 1.15382588e+00 0.00000000e+00 4.52404881e+00
8.83308239e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00
9.94660759e+00 8.29699039e-02 2.62260096e-06 5.05052805e-01
3.11723411e-01 5.82959410e-03 4.51972008e+00 1.59346327e-01
0.00000000e+00 7.18774378e-01 0.00000000e+00 1.94046959e-01
1.78813775e-06 9.96837795e-01 0.00000000e+00 1.19209282e-07
9.66740627e-05 8.53987336e-02 0.00000000e+00 4.28213644e+00
3.60387421e+00 0.00000000e+00 1.93891382e+00 1.66527776e-03
2.32455404e-05 0.00000000e+00 0.00000000e+00 9.89388136e-05
0.00000000e+00 4.56229056e-04 0.00000000e+00 2.08382588e-02
6.91411469e-06 5.68806529e-01 0.00000000e+00 1.26387095e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.30774632e+01 1.15637644e-03 3.03885126e+00 9.00322273e-02
6.22553492e+00 8.57702196e-01 1.26361204e-02 5.78450382e-01
1.44838214e-01 6.56766462e+00 1.53566641e-03 1.10434741e-01
2.62260096e-06 0.00000000e+00 0.00000000e+00 1.19209282e-07
2.22062241e-04 0.00000000e+00 2.10238293e-01 8.24349991e-04
0.00000000e+00 4.65939054e-03 9.11687946e+00 2.13177264e-01
3.36339259e+00 7.07797781e-02 1.20468892e-01 3.98137979e-02
7.86026669e+00 3.57627812e-07 8.20951834e-02 3.65650877e-02
1.38187257e-03 0.00000000e+00 0.00000000e+00 1.15627003e+00
0.00000000e+00 3.42548796e-04 0.00000000e+00 1.38282496e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
5.88624366e-03 1.34729385e+00 2.48484492e+00 5.80532396e-05
1.90734681e-06 3.34735274e-01 4.33912392e-05 0.00000000e+00
1.09671946e-05 7.15253191e-06 3.35415676e-02 1.97885456e-05
1.33584633e-01]
Epoch: 2/10 Iteration: 14 Training loss: [ 0.00000000e+00 0.00000000e+00 2.67670536e+00 0.00000000e+00
5.00677743e-06 1.78813775e-06 0.00000000e+00 1.99191235e-02
0.00000000e+00 1.78813775e-06 2.26497400e-06 9.53673862e-07
2.71297008e-01 0.00000000e+00 1.07288304e-06 7.33224094e-01
0.00000000e+00 2.41991929e-05 0.00000000e+00 1.03404675e+01
0.00000000e+00 9.05949564e-05 2.72486717e-01 4.13175970e-01
0.00000000e+00 2.62260096e-06 8.57712984e-01 3.51605559e-04
9.68660973e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00
2.90039611e+00 3.17560196e-01 2.25663686e+00 9.05986508e-06
4.76837045e-07 3.50469163e-05 0.00000000e+00 0.00000000e+00
1.60324704e-02 5.52025042e-04 3.88240886e+00 8.31452942e+00
0.00000000e+00 3.67441034e+00 9.01181629e-05 5.01858522e-05
4.64915138e-06 0.00000000e+00 2.86080778e-01 9.63878274e-01
2.96826729e-05 9.84620274e-05 0.00000000e+00 1.33513513e-05
0.00000000e+00 1.54971951e-06 0.00000000e+00 1.24358712e-02
0.00000000e+00 3.70555043e+00 3.84584486e-01 2.38418551e-07
1.13004018e-04 0.00000000e+00 3.13410256e-03 1.66892869e-06
1.20031298e-03 0.00000000e+00 1.72692351e-03 0.00000000e+00
1.23125858e+01 4.29152533e-06 1.92337914e-03 1.10772178e-02
0.00000000e+00 2.34219745e-01 0.00000000e+00 0.00000000e+00
9.14902401e+00 5.17895781e-02 1.19209282e-07 0.00000000e+00
0.00000000e+00 0.00000000e+00 4.82785981e-05 0.00000000e+00
1.31130128e-06 0.00000000e+00 1.78751545e+01 5.30638170e+00
1.46237683e+00 3.90998830e-05 5.19339943e+00 0.00000000e+00
3.42310464e-04 2.70494938e+00 4.89494658e+00 4.23130952e-03
2.19342692e-05 3.57627812e-07 2.75761988e-02 5.48405992e-03
2.45395374e+00 2.83104300e-01 0.00000000e+00 0.00000000e+00
0.00000000e+00 7.03332353e-06 4.88426834e-02 6.59837818e+00
1.15895987e+01 1.62386103e-03 1.44070506e+00 2.33091354e+00
5.08013916e+00 2.38418551e-07 0.00000000e+00 0.00000000e+00
1.62249636e-02 8.66493702e-01 7.40295827e-01 0.00000000e+00
3.85805219e-01 0.00000000e+00 0.00000000e+00 8.28614533e-01
4.36296468e-05 5.96476316e-01 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.19209282e-07
4.07609224e+00 7.86778219e-06 1.43051045e-06 9.94120717e-01
1.43051045e-06 1.19209221e-06 6.04219036e-03 1.15372635e-01
2.19486430e-02 8.69611162e-04 3.10480446e-01 7.72138774e-01
2.63469696e-01 2.18391186e-03 3.29178572e-03 8.10619895e-06
8.42216483e-04 2.22604752e+00 7.83174328e-05 0.00000000e+00
0.00000000e+00 4.42739773e+00 0.00000000e+00 5.23657131e+00
0.00000000e+00 0.00000000e+00 1.03790671e-01 2.92562962e-01
5.79849052e+00 0.00000000e+00 1.20856369e+00 8.16117320e-03
1.08530750e+01 1.00832379e+00 9.86820579e-01 0.00000000e+00
0.00000000e+00 4.77200112e-04 8.74355888e+00 6.41316921e-02
1.70467829e-05 1.07288304e-06 3.19010951e-02 1.66472836e+01
5.00677743e-06 0.00000000e+00 7.06185028e-02 0.00000000e+00
0.00000000e+00 4.81593925e-05 0.00000000e+00 0.00000000e+00
1.54971951e-06 5.26584625e-01 4.31674160e-02 2.71146154e+00
2.73803264e-01 3.05269635e-03 1.47818428e-05 3.57627812e-07
3.77618223e-02 1.66892869e-06 7.39094867e-06 0.00000000e+00
3.11841607e-01 4.46958065e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 4.64915138e-06 3.33780445e-05 0.00000000e+00
2.62260096e-06 8.52310113e-05 0.00000000e+00 1.21263817e-01
0.00000000e+00 1.19209282e-07 5.76752806e+00 4.25212197e-02
5.99858475e+00 1.94348037e-01 1.50187576e+00 2.73119926e+00
7.07552075e-01 1.16190379e-02 1.59363064e-03 1.02514736e-04
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.90370381e-02 6.93676644e-04
2.56019644e-03 7.83524849e-03 0.00000000e+00 5.49284741e-04
1.51503526e-04 1.22425430e-01 3.53254104e+00 0.00000000e+00
0.00000000e+00 1.80284493e-03 3.24077526e-04 7.37395138e-04
0.00000000e+00 9.17023754e+00 2.38418306e-06 2.62260096e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
4.41073416e-06 1.19209282e-07 2.65507773e-03 2.37706676e-03
6.02915650e-03 0.00000000e+00 1.79308586e+01 0.00000000e+00
2.94122620e+01 2.62260096e-06 3.45579088e-02 1.31130128e-06
1.32185090e-02 2.95995450e+00 0.00000000e+00 9.17414352e-02
0.00000000e+00 0.00000000e+00 3.57627812e-07 2.25965381e+00
0.00000000e+00 2.38418551e-07 1.69977997e-04 6.33444071e-01
0.00000000e+00 0.00000000e+00 8.60551357e+00 5.96044674e-06
1.28510399e+01 0.00000000e+00 7.04655349e-01 2.95202876e-03
5.02698898e-01 0.00000000e+00 3.59270535e-03 0.00000000e+00
2.39691623e-02 0.00000000e+00 0.00000000e+00 5.93605218e-04
3.93389882e-06]
Epoch: 1/10 Iteration: 15 Validation Acc: 0.7984
Epoch: 2/10 Iteration: 15 Training loss: [ 5.96028694e-05 1.31130128e-06 1.24634445e-01 8.76455456e-02
0.00000000e+00 8.34464686e-07 0.00000000e+00 4.54547489e-03
1.20290108e-02 9.29951966e-01 6.06756876e-05 1.42206569e-04
7.15255510e-07 0.00000000e+00 3.33785465e-06 4.66170162e-02
2.89636606e-04 2.46607533e+01 1.72553122e-01 7.06184830e-04
0.00000000e+00 1.19209282e-07 1.40806206e-03 1.29929685e-04
0.00000000e+00 1.19209221e-06 0.00000000e+00 4.57963324e+00
1.45201802e-01 5.96046277e-07 4.19263649e+00 5.88579130e+00
7.05298519e+00 1.07288304e-06 1.51145956e-04 0.00000000e+00
2.91028285e+00 2.81366869e-03 1.19209282e-07 0.00000000e+00
9.29870129e+00 3.52594769e-03 2.47251320e+00 4.33688164e-01
1.53816596e-03 1.05317700e+00 1.84995704e-04 4.93810511e+00
5.96044674e-06 5.39640546e-01 2.19161045e-02 0.00000000e+00
0.00000000e+00 2.38418551e-07 2.50050449e-03 0.00000000e+00
4.52091033e-03 1.35353041e+00 1.18499631e-02 7.62936543e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 4.60036516e+00
3.83555126e+00 4.18151426e+00 3.21864559e-06 0.00000000e+00
3.88614717e-05 1.16754130e-01 2.98022769e-06 9.04746703e-04
0.00000000e+00 4.68109226e+00 4.35095839e-03 1.62469063e-04
4.35104448e-05 5.55499864e-05 1.59484377e+01 1.45210640e-03
0.00000000e+00 0.00000000e+00 8.30140039e-02 6.68221807e+00
1.31130128e-06 3.28513212e-03 1.11874915e-03 1.56770665e-02
1.51394652e-05 0.00000000e+00 1.20886755e+01 3.96501692e-03
0.00000000e+00 0.00000000e+00 6.46700943e-03 5.72386146e-01
5.79131544e-01 2.36136103e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.66892869e-06 0.00000000e+00 0.00000000e+00
0.00000000e+00 7.12846158e-05 2.02655588e-06 2.77004001e-04
8.32330377e-04 2.38418551e-07 0.00000000e+00 5.96044674e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 9.07734108e+00
1.10757093e+01 3.63442516e+00 8.27684975e+00 0.00000000e+00
2.67036334e-02 2.08542037e+00 3.00779605e+00 9.24993830e-04
7.03332353e-06 3.36748624e+00 0.00000000e+00 1.40853820e-03
0.00000000e+00 3.57627812e-07 1.31130128e-06 1.47978589e-01
1.42669849e+01 0.00000000e+00 8.59598100e-01 0.00000000e+00
2.38418551e-07 9.33500671e+00 0.00000000e+00 1.27498074e+01
0.00000000e+00 0.00000000e+00 2.13198781e+00 1.42088499e+01
0.00000000e+00 2.38418551e-07 1.28770489e-02 1.14516988e-01
1.78813775e-06 7.70033741e+00 3.57728004e-02 3.44508917e-05
0.00000000e+00 0.00000000e+00 8.89452159e-01 2.21091006e-02
1.19209282e-07 1.19209221e-06 1.29937280e-05 5.95732927e-01
3.15608713e-03 2.44913343e-03 5.94354123e-02 1.19209282e-07
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
5.00924326e-03 0.00000000e+00 7.87818432e-01 1.22475103e-01
0.00000000e+00 3.90061259e+00 0.00000000e+00 2.49354751e-04
0.00000000e+00 0.00000000e+00 2.38418551e-07 8.24511983e-03
0.00000000e+00 3.22323143e-02 8.58303247e-06 3.43582392e+00
1.69921175e-01 5.73380239e-05 2.74382124e-04 6.60397636e-05
0.00000000e+00 6.43728072e-06 0.00000000e+00 2.12249641e+01
1.44204035e-01 5.74331079e-03 0.00000000e+00 1.27553130e-05
0.00000000e+00 3.93657833e-02 0.00000000e+00 4.19166207e-01
1.17891039e-04 6.32013194e-03 3.39928651e+00 0.00000000e+00
3.59105140e-01 2.47517624e-03 0.00000000e+00 3.33785465e-06
8.27327778e-04 1.70355263e+01 2.21726823e-05 1.90093182e-02
1.13057828e+00 1.19209282e-07 9.53673862e-07 1.02253119e-03
6.19886396e-06 0.00000000e+00 3.84714417e-02 6.40133367e-05
3.75139046e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
3.26350681e-03 3.27771821e-04 9.53673862e-07 7.03332353e-06
7.42293373e-02 4.41073416e-06 0.00000000e+00 5.67047882e+00
0.00000000e+00 3.74431670e-01 2.18056750e+00 7.65190041e-03
4.80401903e-01 1.57184980e-03 1.10464346e+00 1.49492592e-01
0.00000000e+00 3.95767020e-05 1.19208580e-05 0.00000000e+00
1.80036335e+01 0.00000000e+00 2.70548248e+00 0.00000000e+00
2.31891880e+01 3.40634227e+00 3.36420834e-02 0.00000000e+00
1.70467829e-05 0.00000000e+00 3.74200270e-02 0.00000000e+00
0.00000000e+00 7.12846158e-05 0.00000000e+00 2.31537938e-01
8.84261040e-04 7.84515217e-02 0.00000000e+00 1.14104700e+01
1.91909587e-03 0.00000000e+00 0.00000000e+00 1.90958080e+01
1.62940502e+00 4.17231649e-06 4.91372728e+00 0.00000000e+00
8.26224834e-02 3.57627812e-07 2.19641820e-01 5.12470341e+00
5.65737486e-02 6.80002093e-01 0.00000000e+00 1.19209282e-07
7.15255510e-07 7.24679995e+00 0.00000000e+00 5.81702650e-01
0.00000000e+00 2.74996128e+01 2.84906146e-05 1.72851978e-05
0.00000000e+00 2.90956013e-02 2.38418551e-07 7.15255510e-07
1.19209282e-07]
Epoch: 2/10 Iteration: 16 Training loss: [ 5.48995696e-02 3.81468999e-06 1.39925291e-03 7.64367044e-01
0.00000000e+00 5.98349631e-01 3.57627812e-07 1.34105593e-01
3.57627812e-07 1.23135615e-04 1.08970940e+00 1.19209282e-07
4.36620086e-01 3.66739725e-04 1.19209282e-07 9.91644710e-03
1.16358328e+00 1.40665970e-05 5.16027260e+00 1.20990109e-04
0.00000000e+00 4.01727229e-05 1.10334773e-02 2.35887361e-04
0.00000000e+00 1.40872698e+01 6.70433650e-03 3.65030244e-02
2.67708208e-04 0.00000000e+00 8.24588176e-04 5.56096268e+00
1.21251326e+01 5.02579263e-04 0.00000000e+00 0.00000000e+00
1.09711057e-02 5.72202953e-06 5.00677743e-06 1.63422577e-04
1.58547100e-05 0.00000000e+00 2.68661650e-04 6.67569793e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 3.19045329e+00
0.00000000e+00 3.38194594e-02 2.31709313e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.84518954e-04 0.00000000e+00 0.00000000e+00 1.55871669e-02
1.55701046e+01 1.90955048e-04 9.62091827e+00 5.49999590e-04
5.56691884e-05 1.31130128e-06 1.15833348e-02 2.84906146e-05
2.10469868e-02 5.86396363e-03 0.00000000e+00 3.89806773e-05
8.34464686e-07 9.15346667e-04 2.60407128e-03 1.99665666e-01
3.46928346e-03 6.58738613e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 8.10418415e+00 7.55196095e+00 4.09995904e-04
3.57627812e-07 5.96044674e-06 0.00000000e+00 3.35741900e-02
0.00000000e+00 9.20253369e-05 6.71272278e-01 6.83645010e+00
2.38418551e-07 5.22123046e-05 8.07674602e-03 0.00000000e+00
2.99439896e-02 4.89410496e+00 2.42919021e-04 1.19822491e-02
0.00000000e+00 8.98434315e-04 4.15358829e+00 2.74180979e-06
0.00000000e+00 1.96038140e-03 1.48611860e+01 2.38628520e-04
5.98412735e-05 5.09701818e-02 5.84123791e-06 9.28124309e-01
1.35711297e-01 0.00000000e+00 0.00000000e+00 2.33980449e-04
1.69328064e-01 0.00000000e+00 1.78813775e-06 0.00000000e+00
1.46871829e+00 0.00000000e+00 1.46043894e-03 0.00000000e+00
9.62002203e-03 2.74854541e+00 0.00000000e+00 9.17907346e-06
1.68675041e+01 2.47928370e-02 4.44809294e+00 7.89014626e+00
0.00000000e+00 9.88681894e-03 3.21395742e-03 0.00000000e+00
3.06440110e-04 0.00000000e+00 2.38418551e-07 7.56840086e+00
1.34708239e-02 2.08594502e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 4.48603125e-04 2.10021392e-01 7.03332353e-06
0.00000000e+00 9.53673862e-07 0.00000000e+00 1.01653996e+01
4.05427599e+00 0.00000000e+00 0.00000000e+00 5.36440348e-06
4.38680581e-05 1.98723471e+00 6.59205616e-05 4.70885017e-04
1.37750854e+01 0.00000000e+00 6.75643701e-03 3.59418653e-02
0.00000000e+00 9.01373446e-01 3.57627812e-07 1.70020688e+00
2.28703558e-03 0.00000000e+00 1.09421463e+01 1.38877716e-03
9.34946251e+00 9.94708824e+00 4.71797943e-01 7.38076925e-01
0.00000000e+00 1.26901187e-03 6.29584421e-04 4.36120220e-02
0.00000000e+00 1.34834886e+00 6.28631329e-04 0.00000000e+00
1.60204450e-04 1.77486872e-04 0.00000000e+00 8.44387817e+00
1.78154465e-03 7.49040794e+00 0.00000000e+00 1.03004396e+00
0.00000000e+00 0.00000000e+00 1.28615601e-03 5.84123791e-06
6.89691454e-02 1.05373154e-03 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.20374477e+00 1.62032656e-02 2.80146092e-01
3.83846527e-05 2.02655588e-06 9.03186512e+00 0.00000000e+00
0.00000000e+00 1.08996384e-01 4.97090368e-05 3.55878800e-01
3.82292360e-01 1.61687922e+00 2.82522033e-05 1.19209282e-07
1.30889559e+00 0.00000000e+00 0.00000000e+00 4.26048613e+00
1.31130128e-06 0.00000000e+00 1.20698067e-03 2.02659297e+00
3.60925555e+00 0.00000000e+00 3.21864559e-06 3.57627812e-07
6.34625530e+00 9.57124233e+00 3.65730189e-02 6.87718868e+00
1.50963500e-01 0.00000000e+00 3.20774031e+00 0.00000000e+00
0.00000000e+00 3.72525700e-03 4.38474846e-04 2.21108785e-04
1.37481183e-01 2.38418551e-07 2.62158375e+01 2.50423644e-02
0.00000000e+00 1.01457583e-02 0.00000000e+00 2.10501443e-04
2.42427923e-03 0.00000000e+00 4.17231649e-06 0.00000000e+00
9.07806873e+00 2.56445315e-02 0.00000000e+00 1.36807486e-01
4.76837045e-07 0.00000000e+00 3.59589787e-04 4.73330962e-03
0.00000000e+00 3.92459720e-01 5.90068557e-05 1.27466038e-01
6.79124752e-03 0.00000000e+00 3.71551490e+00 3.92518210e+00
2.61298870e-03 0.00000000e+00 0.00000000e+00 1.32313551e-04
2.53188163e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00
6.06003284e-01 2.25349469e-03 4.95488733e-01 8.98891509e-01
3.07942599e-01 0.00000000e+00 0.00000000e+00 4.69407701e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 6.52020812e-01
9.38309133e-02 0.00000000e+00 5.00677743e-06 0.00000000e+00
0.00000000e+00]
Epoch: 2/10 Iteration: 17 Training loss: [ 5.46856260e+00 9.36357307e+00 5.57126522e-01 0.00000000e+00
1.35179262e+01 2.95412803e+00 9.81590301e-02 1.12770855e+00
0.00000000e+00 0.00000000e+00 1.28032232e-03 6.55263802e-03
0.00000000e+00 4.49207285e-03 0.00000000e+00 2.00847484e-04
0.00000000e+00 1.99368322e+00 0.00000000e+00 1.98295460e+01
3.31099927e-02 1.19209282e-07 2.02277704e-04 0.00000000e+00
1.19209282e-07 7.18255424e+00 0.00000000e+00 9.78526211e+00
1.02682402e-02 0.00000000e+00 0.00000000e+00 3.15682501e-01
1.98873067e+00 1.31130128e-06 0.00000000e+00 0.00000000e+00
6.42306089e-01 2.38418551e-07 0.00000000e+00 1.83045924e-01
1.88982615e-03 8.04319859e+00 0.00000000e+00 1.79674149e+00
1.80063009e-01 0.00000000e+00 1.63315399e-05 1.59432735e+01
3.48388043e-04 1.11229472e-01 0.00000000e+00 1.49348295e+00
0.00000000e+00 0.00000000e+00 9.53673862e-07 1.60929292e-01
8.40152168e+00 1.40437245e-01 0.00000000e+00 1.66892869e-06
7.56950321e-05 0.00000000e+00 3.40073556e-03 1.19209282e-07
1.88280607e-03 5.96046277e-07 3.49529415e-01 1.12065440e-03
4.86185503e+00 2.38418551e-07 2.12788892e+00 1.19209282e-07
5.96046277e-07 0.00000000e+00 2.57220556e-04 0.00000000e+00
0.00000000e+00 1.19209221e-06 3.02215270e-03 3.08227696e-04
4.25009988e-04 0.00000000e+00 0.00000000e+00 1.28092670e+01
0.00000000e+00 0.00000000e+00 1.91550478e-01 5.78537464e+00
8.56287360e-01 1.17246895e+01 1.59904945e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.67129116e+01
1.71302393e-01 1.64255023e-01 1.31913403e-03 0.00000000e+00
0.00000000e+00 2.75981706e-03 1.14268321e-03 9.10063148e-01
0.00000000e+00 8.85685804e-05 0.00000000e+00 2.28884015e-02
0.00000000e+00 2.73497748e+00 2.64901435e-03 1.71933002e+01
3.30989599e-01 1.28539130e-01 4.12455629e-05 8.82144832e-06
2.73613715e+00 4.82883835e+00 1.70074240e-03 4.70527564e-04
0.00000000e+00 2.58680811e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.07326114e-03 9.77997705e-02
0.00000000e+00 2.64913216e-02 1.90734681e-06 1.85392141e+00
0.00000000e+00 4.49492084e-03 0.00000000e+00 1.95524299e+00
5.25268435e-01 0.00000000e+00 9.64356659e-05 0.00000000e+00
5.26857710e+00 7.86750388e-05 3.57627232e-06 1.56390364e-04
0.00000000e+00 0.00000000e+00 1.91925119e-05 1.54971951e-06
2.03891945e+01 0.00000000e+00 7.92809296e-03 1.52689386e-02
0.00000000e+00 2.19818782e-02 0.00000000e+00 4.42937136e+00
0.00000000e+00 2.58393642e-02 3.57627812e-07 1.31130128e-06
2.15558982e+00 1.09438682e-02 4.42668051e-03 0.00000000e+00
0.00000000e+00 2.36609578e+00 8.94265715e-04 2.72696197e-01
1.98050201e-01 0.00000000e+00 2.00519562e+00 0.00000000e+00
6.01988795e-05 0.00000000e+00 0.00000000e+00 4.27952182e-05
6.48884392e+00 0.00000000e+00 4.18264675e+00 1.22363033e+01
1.29801607e+00 2.78195774e-04 2.56397843e+00 3.69548115e-06
3.58813522e-05 2.40773777e-04 3.37396622e+00 2.72985544e-05
3.79242468e+00 1.46365294e-03 2.63656169e-04 0.00000000e+00
0.00000000e+00 7.90860844e+00 3.53393116e-04 0.00000000e+00
0.00000000e+00 8.34464686e-07 7.15255510e-07 0.00000000e+00
0.00000000e+00 3.02864937e-04 7.06088603e-01 1.19209282e-07
0.00000000e+00 0.00000000e+00 5.36440348e-06 0.00000000e+00
2.47266316e+00 7.83613184e-04 9.71028805e-01 3.82972765e+00
2.60669123e-02 2.80332360e-02 0.00000000e+00 5.53853607e+00
2.83812857e+00 3.78631741e-01 6.63684011e-02 0.00000000e+00
5.63426083e-03 0.00000000e+00 2.22187005e-02 1.02438163e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 3.69548115e-06
0.00000000e+00 5.96046277e-07 7.57623148e+00 1.56732695e-03
0.00000000e+00 3.00207496e+00 0.00000000e+00 0.00000000e+00
5.76328278e+00 0.00000000e+00 1.58754941e-02 0.00000000e+00
5.96046277e-07 0.00000000e+00 6.04372835e-05 3.12298203e+01
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.62827857e-02
7.24412966e+00 0.00000000e+00 6.86985910e-01 7.52081443e-03
2.51738325e-04 5.31351089e-01 0.00000000e+00 0.00000000e+00
4.09087073e-03 0.00000000e+00 2.38418551e-07 0.00000000e+00
1.48843795e-01 2.69469973e-02 0.00000000e+00 2.94656144e-03
0.00000000e+00 1.44282158e-03 3.53554225e+00 0.00000000e+00
0.00000000e+00 2.05614881e-04 4.29180538e-04 5.76168252e-03
4.43840995e-02 0.00000000e+00 1.57065964e+00 4.18318473e-02
0.00000000e+00 0.00000000e+00 2.73758615e-03 0.00000000e+00
0.00000000e+00 1.99937000e+01 9.96858299e-01 1.11935735e-02
1.38337841e+01 0.00000000e+00 1.60594527e-02 3.20690250e+00
0.00000000e+00 0.00000000e+00 2.82645464e+00 0.00000000e+00
4.88756905e-06]
Epoch: 2/10 Iteration: 18 Training loss: [ 0.00000000e+00 5.37402487e+00 3.14543839e-04 7.05708342e-04
0.00000000e+00 1.55017424e+00 2.97984600e-01 9.07682478e-01
1.69275754e-05 1.85301363e-01 0.00000000e+00 6.16454296e-02
2.02655588e-06 0.00000000e+00 1.19209221e-06 0.00000000e+00
8.34659767e+00 8.38082358e-02 1.17991874e-02 1.03306131e+01
3.73647928e+00 1.52337860e-04 1.68963447e-02 0.00000000e+00
4.42455673e+00 3.59353703e-03 5.59856407e-02 0.00000000e+00
4.12789249e+00 4.76837045e-07 0.00000000e+00 0.00000000e+00
7.08990395e-01 5.96046277e-07 2.62898588e+00 1.28447542e+01
8.58303247e-06 1.23543676e-03 0.00000000e+00 4.69242096e+00
0.00000000e+00 0.00000000e+00 2.67093253e+00 4.74471426e+00
0.00000000e+00 0.00000000e+00 1.66944310e-03 2.22700095e+00
0.00000000e+00 0.00000000e+00 6.68308020e+00 5.82048728e-04
1.38281821e-05 2.00594822e-03 1.80450659e-02 8.29938471e-01
2.62260096e-06 3.68169713e-04 8.33319664e+00 7.69618526e-02
2.43395742e-04 1.45615935e+00 1.47992678e+01 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.86514473e+00 0.00000000e+00
0.00000000e+00 1.48881922e+01 1.92705363e-01 0.00000000e+00
0.00000000e+00 5.24649382e-01 1.28711643e+01 5.37116639e-02
0.00000000e+00 2.06653261e+00 3.84544116e-03 2.21303217e-02
2.08682323e+00 1.04903629e-05 0.00000000e+00 1.05480326e-03
4.41187918e-01 1.37089746e-05 0.00000000e+00 2.38418551e-07
2.16125131e+00 1.97885456e-05 6.17497750e-02 5.01506904e-04
1.19717627e+01 1.35141043e-02 4.02497780e-03 0.00000000e+00
1.16815948e+00 0.00000000e+00 7.18351936e+00 0.00000000e+00
1.26394164e-02 2.88877535e+00 0.00000000e+00 1.39473896e-05
0.00000000e+00 0.00000000e+00 2.79751849e+00 1.10339308e+00
7.15255510e-07 0.00000000e+00 4.76837045e-07 1.62945827e-04
3.50154489e-02 0.00000000e+00 0.00000000e+00 9.80496705e-02
2.64374733e-01 2.45242447e-01 9.77511354e-06 2.04134774e+00
2.57496071e+00 4.12098122e+00 4.76837045e-07 2.90470838e-04
1.28141779e-04 0.00000000e+00 0.00000000e+00 3.80107723e-02
5.32222986e+00 4.81014073e-01 0.00000000e+00 0.00000000e+00
9.87756997e-04 2.79701400e+00 1.26817846e-03 0.00000000e+00
5.36440348e-06 1.95804405e+01 4.14047361e-04 9.39325109e-05
0.00000000e+00 6.45098925e-01 0.00000000e+00 1.80004408e-05
2.45027590e+00 0.00000000e+00 2.48460274e+01 5.67420102e-05
1.75468940e-02 1.19209221e-06 2.73447186e-01 1.04020429e+00
0.00000000e+00 1.32321438e-05 2.01324219e-04 3.47487521e+00
0.00000000e+00 0.00000000e+00 5.62884808e-01 8.40906287e-04
4.52446900e-02 0.00000000e+00 0.00000000e+00 1.09356394e+01
0.00000000e+00 1.99077531e-05 1.35076351e+01 0.00000000e+00
1.30401424e-03 0.00000000e+00 1.16127050e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.13647079e+00 0.00000000e+00
1.27177439e+01 3.63096666e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.73825014e+00 6.08479559e-01 5.50805044e+00
2.83714089e-05 5.15262246e-01 1.19209282e-07 6.83045873e-05
1.25946057e+00 6.34586334e+00 2.67174149e+01 1.19209282e-07
1.66159687e+01 0.00000000e+00 8.57632065e+00 2.38418551e-07
0.00000000e+00 0.00000000e+00 1.84772689e-05 1.07287788e-05
2.59747362e+00 2.23398837e-03 0.00000000e+00 2.13557649e+00
0.00000000e+00 8.93537402e-01 0.00000000e+00 0.00000000e+00
1.19209282e-07 0.00000000e+00 1.07443541e-01 9.73313689e-01
0.00000000e+00 5.01971424e-01 1.01084681e-02 9.38011932e+00
1.07623823e-03 1.26079861e-02 4.38415575e+00 0.00000000e+00
8.25643659e-01 1.71431050e-01 0.00000000e+00 0.00000000e+00
0.00000000e+00 4.77368906e-02 0.00000000e+00 1.07288304e-06
0.00000000e+00 1.63564846e-01 1.25379432e-02 1.79156780e+01
6.10959604e-02 6.45940924e+00 0.00000000e+00 1.35770235e-02
0.00000000e+00 3.45766341e-04 9.53673862e-07 0.00000000e+00
7.63796568e-02 0.00000000e+00 1.07288304e-06 6.04372835e-05
7.15165901e+00 3.10727477e+00 3.49359065e-02 3.80270394e-05
0.00000000e+00 1.25152722e-01 9.64176608e-04 0.00000000e+00
0.00000000e+00 9.10468757e-01 5.24573121e-03 0.00000000e+00
4.17231649e-06 4.68481521e-05 8.21322155e+00 0.00000000e+00
0.00000000e+00 2.13890600e+00 0.00000000e+00 0.00000000e+00
1.18974571e+01 5.21587467e+00 6.44837558e-01 0.00000000e+00
2.87281394e+00 4.74459608e-04 9.69124594e-05 7.15255510e-07
2.79842091e+00 2.16199756e+00 2.15673161e+00 7.03332353e-06
4.41215438e-04 1.42446339e-01 4.55369118e-05 0.00000000e+00
2.38418551e-07 6.89188484e-03 1.89327039e-02 7.86332488e-02
1.55805397e+00 9.50462914e+00 7.46331871e-01 0.00000000e+00
5.63054867e-02 3.93113184e+00 7.13138866e+00 2.98930019e-01
1.63084716e-02]
Epoch: 2/10 Iteration: 19 Training loss: [ 1.20706425e+01 1.73644372e-03 7.75275053e-04 1.36222993e-03
2.09820956e-01 0.00000000e+00 7.44619012e-01 2.38291129e-01
1.01918748e-04 1.13756638e+01 1.37842027e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 4.41692071e-04
2.61705052e-02 2.32455404e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 7.00926030e-05 3.98192927e-02 0.00000000e+00
1.09161576e-02 2.38415741e-05 7.70359579e-03 8.34464686e-07
4.36296468e-05 2.18954515e+00 2.19646525e+00 2.38418551e-07
0.00000000e+00 5.91231557e-03 3.72357416e+00 6.09503150e-01
3.23736620e+00 0.00000000e+00 4.45832811e-05 1.88690494e-04
3.61047655e-01 1.07137537e+01 0.00000000e+00 1.15786213e-02
7.42712796e-01 0.00000000e+00 0.00000000e+00 2.41487694e+00
4.42312006e-03 0.00000000e+00 7.39094867e-06 1.48745952e-03
1.19209282e-07 0.00000000e+00 8.10619895e-06 1.31130128e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
9.32339132e-02 0.00000000e+00 0.00000000e+00 3.17183584e-01
0.00000000e+00 4.44520187e+00 0.00000000e+00 0.00000000e+00
7.15255510e-07 1.35222198e-02 3.98606002e-01 1.69963211e-01
1.65054321e+01 0.00000000e+00 3.12154535e-02 4.29152533e-06
0.00000000e+00 3.18187359e-03 1.99180710e+00 0.00000000e+00
2.78981996e+00 0.00000000e+00 5.81312040e-03 0.00000000e+00
0.00000000e+00 3.25574875e+00 6.31807234e-06 0.00000000e+00
0.00000000e+00 8.48734126e-05 2.38418551e-07 0.00000000e+00
2.02655588e-06 0.00000000e+00 4.76837045e-07 4.20890093e+00
3.21932457e-04 3.08747294e-05 9.53673862e-07 1.09578037e+01
1.68119478e+00 0.00000000e+00 2.48674918e-02 0.00000000e+00
0.00000000e+00 7.25977230e+00 2.38418551e-07 0.00000000e+00
1.10350561e+00 4.28468323e+00 2.80974245e+00 1.80979297e-01
1.34705588e-05 9.47839832e+00 2.94284429e-04 4.07919359e+00
2.20515594e-01 0.00000000e+00 0.00000000e+00 2.01641745e-03
2.84906146e-05 0.00000000e+00 2.25527887e-03 2.17652472e-04
0.00000000e+00 2.65343738e+00 5.96046277e-07 2.36902647e-02
3.25292945e+00 1.88348895e-05 1.92097291e-01 1.09481462e-03
0.00000000e+00 5.15983641e-01 2.92017451e-03 2.74742305e-01
9.60780744e-05 1.19209282e-07 6.79469886e-05 0.00000000e+00
0.00000000e+00 1.20466080e+01 0.00000000e+00 1.29440092e-02
6.64394572e-02 0.00000000e+00 1.18844597e-04 1.15983908e-04
1.34882256e-01 1.18662021e-03 2.25496829e-01 7.58598559e-04
6.48959303e+00 0.00000000e+00 2.38418551e-07 1.26050911e+01
0.00000000e+00 3.94574963e-05 0.00000000e+00 4.76837045e-07
0.00000000e+00 2.38418551e-07 5.35344821e-04 3.89255095e+00
1.09431467e+01 3.09048183e-02 5.14851592e-04 2.70347357e-01
0.00000000e+00 2.26871925e-03 0.00000000e+00 2.29506183e+00
3.21864559e-06 8.49446282e-02 3.75328539e-03 2.82068225e-03
4.13214825e-02 9.22506034e-01 0.00000000e+00 1.04944952e-01
3.63581712e-05 4.27000737e-03 5.65583445e-03 5.96046277e-07
0.00000000e+00 5.84123791e-06 1.89729426e-02 0.00000000e+00
1.88598279e-02 1.67813094e-03 0.00000000e+00 1.58648938e-03
1.50689113e+00 5.99800434e-04 0.00000000e+00 1.38503504e+01
0.00000000e+00 2.38418551e-07 6.60482943e-02 0.00000000e+00
1.61833152e-01 0.00000000e+00 1.54399788e+00 1.32139659e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 3.80270394e-05
0.00000000e+00 0.00000000e+00 6.71757094e-04 0.00000000e+00
1.49929504e+01 5.74610531e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 3.21864559e-06 0.00000000e+00 1.50920033e+00
3.91139054e+00 3.82311549e-03 1.34759754e-01 2.76646490e-04
5.23763075e-02 5.20689820e-04 2.61010583e-02 0.00000000e+00
0.00000000e+00 2.45983596e-03 5.20930099e+00 1.90849411e+00
3.00109673e+00 6.30704165e-01 2.40008020e+00 0.00000000e+00
0.00000000e+00 5.16376781e+00 1.64893322e+01 7.27174029e-06
0.00000000e+00 9.14166391e-01 1.39954305e+00 0.00000000e+00
9.43677664e-01 4.76837045e-07 0.00000000e+00 1.05932844e-03
0.00000000e+00 4.18337091e-04 4.93907556e-02 1.15593731e+00
4.21991972e-05 3.39740691e-05 6.98565900e-01 4.25735451e-02
0.00000000e+00 2.89866026e-03 0.00000000e+00 0.00000000e+00
1.19209282e-07 1.31130128e-06 9.77209663e+00 4.73449612e-03
3.50469163e-05 0.00000000e+00 0.00000000e+00 5.74411303e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.30644839e-04
3.58874793e-04 1.24281096e+00 7.13125467e+00 3.54610419e+00
1.40658140e+01 1.19209282e-07 0.00000000e+00 0.00000000e+00
8.26467037e-01 8.56063440e-02 1.14647627e+00 4.67029512e-01
1.73727679e-03 3.54533648e+00 9.53673862e-07 1.36051702e+00
6.52053568e-05 0.00000000e+00 0.00000000e+00 2.28539128e-02
0.00000000e+00 4.76837045e-07 0.00000000e+00]
Epoch: 1/10 Iteration: 20 Validation Acc: 0.8174
Epoch: 3/10 Iteration: 20 Training loss: [ 4.73249675e-05 0.00000000e+00 8.25179482e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.58885208e-03 0.00000000e+00
2.29964266e-03 1.00726778e-04 0.00000000e+00 3.48720759e-01
4.20828676e+00 1.90734681e-06 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.75378732e-02 2.88005471e+00
2.41991929e-05 6.36778307e+00 0.00000000e+00 2.72962102e-03
0.00000000e+00 4.05126333e-01 1.66282046e+00 4.29152533e-06
1.52911842e+00 0.00000000e+00 2.60467649e-01 0.00000000e+00
1.53778801e-05 2.36755260e-03 2.45783639e+00 0.00000000e+00
0.00000000e+00 1.76454000e-02 0.00000000e+00 8.34464686e-07
0.00000000e+00 4.72076557e-04 0.00000000e+00 1.78813775e-06
1.19209282e-07 0.00000000e+00 1.19209282e-07 1.20036551e-04
1.88421965e-01 0.00000000e+00 2.37468816e-03 1.01918748e-04
0.00000000e+00 5.03101870e-02 0.00000000e+00 7.83374941e-04
5.12598626e-06 0.00000000e+00 1.62826455e-03 5.96046277e-07
4.31099713e-01 1.24079678e-02 0.00000000e+00 0.00000000e+00
1.05971441e-04 6.29405258e-05 1.14065886e-03 5.96046277e-07
7.79555365e-02 1.34139648e-03 0.00000000e+00 1.09529099e-03
8.36644888e-01 1.19399357e+00 7.86778219e-06 0.00000000e+00
3.83915520e+00 4.43806171e+00 3.29012219e-05 4.30037451e+00
0.00000000e+00 3.57627812e-07 3.02787012e-05 1.89643994e-04
1.07288304e-06 0.00000000e+00 3.42493385e-01 2.62464397e-04
0.00000000e+00 4.76837045e-07 0.00000000e+00 0.00000000e+00
3.57627812e-07 9.53673862e-07 4.41214532e-01 0.00000000e+00
5.39648485e+00 6.80887938e+00 2.31224997e-03 3.60398054e+00
1.19209282e-07 4.42063427e+00 3.63335073e-01 0.00000000e+00
6.72076046e-02 5.89238822e-01 4.92542461e-02 7.90763274e-03
0.00000000e+00 1.19209282e-07 2.38418551e-07 3.57627812e-07
6.71139193e+00 2.87729810e-04 1.54100573e+00 5.70673704e+00
6.37083082e-03 4.14049579e-03 0.00000000e+00 3.57627812e-07
6.71042304e-04 3.33785465e-06 6.43761363e-04 5.87529154e-04
1.49903027e-02 1.51861095e-04 0.00000000e+00 1.19209282e-07
7.15255510e-07 6.98954642e-01 2.61976593e-03 1.77989483e+00
5.80142485e-04 3.86230640e-05 5.36440348e-06 1.05577338e+00
0.00000000e+00 3.86954728e-03 1.27484568e-03 2.66375695e-03
3.94791830e-03 7.53276423e-03 0.00000000e+00 1.18015838e+00
1.75236128e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 7.87345227e-03 3.69354594e-03 0.00000000e+00
0.00000000e+00 5.96044674e-06 5.96046277e-07 7.22326487e-02
7.06886131e-05 5.78677082e+00 8.01862717e-01 1.79951312e-03
6.91411469e-06 0.00000000e+00 8.86540022e-03 0.00000000e+00
5.40003493e-05 0.00000000e+00 1.19209282e-07 1.02765195e-03
1.19991846e-01 5.32050692e-02 2.03536246e-02 7.32749351e-04
2.72484350e+00 1.13370395e+00 3.64713924e-04 9.53669769e-06
2.64214659e+00 0.00000000e+00 0.00000000e+00 1.54971951e-06
9.14436996e-01 1.68083679e-05 1.74030414e-04 2.74180979e-06
1.00845973e-04 8.42731476e-01 5.06672812e+00 3.69242218e-04
9.83428254e-05 5.65061904e-03 1.03376341e+00 0.00000000e+00
0.00000000e+00 2.93463349e+00 6.03180815e-05 0.00000000e+00
0.00000000e+00 2.98022769e-06 1.01883642e-01 0.00000000e+00
3.53640108e-03 1.03229919e-04 0.00000000e+00 1.19209282e-07
1.64928675e-01 0.00000000e+00 2.80814562e-02 1.59325134e-02
5.17434021e-03 0.00000000e+00 7.84080848e-03 5.84312424e-04
3.57627812e-07 1.23384995e-02 3.11781298e-02 1.19209282e-07
1.00657332e-03 5.96046277e-07 5.16430259e-01 2.59872868e-05
0.00000000e+00 2.67393589e-01 7.51015705e-06 2.62638703e-02
0.00000000e+00 1.60931249e-05 0.00000000e+00 1.19209282e-07
1.55007830e-02 1.94411448e-04 8.99989609e-05 2.31736409e-03
1.52026796e+00 2.47952248e-05 2.18844303e-04 0.00000000e+00
1.32424012e-01 2.74547767e-02 0.00000000e+00 0.00000000e+00
2.17903499e-03 0.00000000e+00 6.58439350e+00 3.71721363e+00
4.32516972e-04 0.00000000e+00 2.17444682e+00 7.62936543e-06
0.00000000e+00 4.64915138e-06 3.66354249e-02 3.96786677e-03
0.00000000e+00 0.00000000e+00 2.01087070e+00 0.00000000e+00
0.00000000e+00 1.20288777e+00 0.00000000e+00 0.00000000e+00
5.59259129e+00 2.54259920e+00 1.89553748e-03 4.71277535e-02
0.00000000e+00 4.11306694e-02 1.55810881e+00 4.86428710e-03
9.54395905e-02 0.00000000e+00 2.67263819e-02 1.48126984e-03
8.71249381e-03 5.26891163e-05 1.07288304e-06 0.00000000e+00
0.00000000e+00 1.25152217e-02 0.00000000e+00 3.74310148e-05
7.23678321e-02 9.89432192e-06 2.02655588e-06 3.95667814e-02
1.32552481e+00 0.00000000e+00 4.73796904e-01 1.53899915e-03
0.00000000e+00 4.43448735e-05 0.00000000e+00 1.98620945e-01
1.23976897e-05]
Epoch: 3/10 Iteration: 21 Training loss: [ 4.04776596e-02 2.65659499e+00 6.29466306e-03 2.32023060e-01
0.00000000e+00 5.36440348e-06 0.00000000e+00 1.21431485e-01
8.76065567e-02 5.17592009e-04 2.41381419e-03 2.38418551e-07
6.08712025e-02 3.75200470e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.31123200e-01 1.80510583e-03
0.00000000e+00 0.00000000e+00 2.58552283e-03 2.52942979e-01
8.97999331e-02 4.76837045e-07 1.15407777e+00 6.31930260e-03
7.74937496e-03 1.19209221e-06 2.39953492e-02 4.52748251e+00
1.41858045e-05 3.92685905e-02 1.60931249e-05 0.00000000e+00
0.00000000e+00 0.00000000e+00 8.34464686e-07 6.75974846e-01
1.16222305e-04 5.48376465e+00 4.17525023e-02 8.34464686e-07
0.00000000e+00 8.82109816e-05 1.30648983e+00 5.19097471e+00
0.00000000e+00 5.45963630e-05 0.00000000e+00 9.38527472e-03
0.00000000e+00 1.51578884e-03 0.00000000e+00 0.00000000e+00
3.91773507e-02 3.31583071e+00 1.36922663e-02 6.13167644e-01
0.00000000e+00 2.21008039e-03 1.41968179e-04 1.07288304e-06
2.24110954e-05 1.13530421e+00 5.17638445e+00 1.48787331e-02
5.24740783e-04 1.26361047e-05 0.00000000e+00 5.28474478e-03
1.56710342e-01 0.00000000e+00 8.34464686e-07 7.94708967e+00
5.29744953e-04 0.00000000e+00 2.05805548e-03 2.26497400e-06
3.86231327e+00 7.47017920e-01 7.62936543e-06 0.00000000e+00
0.00000000e+00 4.76837045e-07 4.06495419e-05 1.01799553e-04
4.16460484e-02 1.48404550e-04 0.00000000e+00 0.00000000e+00
1.14741755e+01 2.45695874e-01 1.93174317e-01 0.00000000e+00
5.24507122e-05 5.78148356e-05 2.38418551e-07 0.00000000e+00
3.66315055e+00 2.73306668e-02 1.26331687e-01 8.41582150e-05
0.00000000e+00 7.15255510e-07 0.00000000e+00 1.88999906e-01
3.30580631e-03 0.00000000e+00 2.36031610e-05 0.00000000e+00
1.70931511e-04 5.19955444e+00 0.00000000e+00 0.00000000e+00
4.24754061e-02 5.86492497e-05 2.55758059e-03 3.93780804e+00
2.46638618e-02 0.00000000e+00 2.26114455e-04 0.00000000e+00
3.26588331e-03 5.01543164e-01 1.03658333e-03 0.00000000e+00
6.71945095e-01 3.14562977e-03 6.71275473e+00 5.38446615e-03
2.63914943e-01 1.01788668e-03 0.00000000e+00 0.00000000e+00
5.96046277e-07 1.19209282e-07 3.26580106e-04 0.00000000e+00
0.00000000e+00 1.62374205e-03 0.00000000e+00 0.00000000e+00
4.01910767e-02 3.26452684e+00 0.00000000e+00 2.98022769e-06
0.00000000e+00 1.89969826e+00 5.49539727e-05 5.41778631e-04
1.19209282e-07 1.28022584e-04 3.50771385e-04 0.00000000e+00
1.42444958e-04 5.20655513e-01 2.68217300e-05 5.08722687e+00
3.45496273e+00 2.22142458e-01 7.22504861e-04 1.19209221e-06
0.00000000e+00 3.27414309e-04 1.59695756e+00 9.23542261e-01
4.59393412e-02 1.36565197e+00 0.00000000e+00 3.66995478e+00
2.26497400e-06 0.00000000e+00 2.10475698e-02 3.34936053e-01
2.38418551e-07 1.04706280e-03 0.00000000e+00 6.79490631e-06
1.15030351e-04 8.90216266e-04 0.00000000e+00 3.12323464e-05
0.00000000e+00 4.02726293e-01 0.00000000e+00 1.03468308e-04
1.36604518e-04 7.01038679e-03 1.19209282e-07 2.26495085e-05
1.43351030e+00 0.00000000e+00 1.11327169e-03 2.87076272e-02
1.24862671e+00 0.00000000e+00 9.18681500e-04 5.96046277e-07
7.15255510e-07 0.00000000e+00 1.60539374e-02 6.48780918e+00
4.06914838e-02 1.06922472e+00 4.04358327e-01 1.84514765e-02
5.60282069e-06 0.00000000e+00 6.45729713e-03 0.00000000e+00
3.58813522e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.73157584e-02 6.86290732e-04 0.00000000e+00 3.58300768e-02
6.87158704e-02 5.94158610e-03 2.90730715e+00 5.57648122e-01
2.62064266e+00 5.50047016e+00 4.79392290e+00 4.54177061e-05
0.00000000e+00 0.00000000e+00 4.01727229e-05 4.21554403e-04
1.36842893e-04 0.00000000e+00 0.00000000e+00 7.97811989e-03
4.15993929e-02 4.43448735e-05 2.38418551e-07 3.17889713e-02
1.35531780e-04 1.42065418e+00 2.38418551e-07 1.19209282e-07
1.02949679e+00 8.97605642e-05 3.41983974e-01 0.00000000e+00
1.29548264e+00 2.33414136e-02 1.95245753e-04 4.63346876e-02
7.73638385e-05 2.37579393e+00 1.30800259e+00 3.04295012e-04
5.59216142e-02 2.03719759e+00 8.65421971e-05 0.00000000e+00
5.22357877e-04 2.38418551e-07 0.00000000e+00 3.54348207e+00
1.05971441e-04 2.98622966e+00 2.24219519e-03 3.43534291e-01
0.00000000e+00 0.00000000e+00 1.20110416e+01 1.19209282e-07
0.00000000e+00 0.00000000e+00 6.68968201e+00 0.00000000e+00
4.03812639e-02 2.50488758e+00 5.88876537e-05 1.01209767e-02
8.49395916e-02 0.00000000e+00 2.15109587e+00 5.89914992e-02
7.75989727e-04 1.72449112e+00 1.72388148e+00 3.24068256e-02
2.61122063e-02 4.15402884e-03 6.01747394e-01 0.00000000e+00
0.00000000e+00]
Epoch: 3/10 Iteration: 22 Training loss: [ 6.40791431e-02 1.83854264e-03 0.00000000e+00 0.00000000e+00
0.00000000e+00 7.58671388e-03 8.56453991e+00 5.12586812e-05
0.00000000e+00 1.22641968e-02 2.73937821e+00 0.00000000e+00
1.68231773e+00 0.00000000e+00 0.00000000e+00 2.19082664e-04
0.00000000e+00 1.85964764e-05 1.66891605e-05 1.22784813e-05
1.35755730e+00 5.78236242e-04 6.27431870e-01 4.02362347e+00
0.00000000e+00 3.38077962e-01 0.00000000e+00 0.00000000e+00
2.84184143e-03 5.09840107e+00 5.36440348e-06 6.55648955e-06
1.28745205e-05 9.81965475e-03 2.37913438e-04 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.19209282e-07 1.12089259e-03
1.19209282e-07 1.49864855e-03 8.34464686e-07 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 4.38680581e-05
3.40624824e-02 9.75673139e-01 2.38418551e-07 5.32644606e+00
0.00000000e+00 4.82510042e+00 8.33283295e-04 0.00000000e+00
3.83065286e-04 3.12970924e+00 0.00000000e+00 6.50671020e-04
4.76837045e-07 0.00000000e+00 2.38418551e-07 1.21765591e-01
8.61742273e-02 8.34464686e-07 2.16958560e-05 1.19209282e-07
0.00000000e+00 3.49277107e-05 1.46298051e-01 0.00000000e+00
0.00000000e+00 1.31717592e-04 0.00000000e+00 2.58293177e-04
1.59372047e-01 9.19362009e-02 1.65837503e-03 3.58069614e-02
3.71385552e-03 2.86101886e-06 8.34464686e-07 0.00000000e+00
1.60571957e+00 1.54125737e-04 0.00000000e+00 6.73676908e-01
5.51642524e-03 2.38418551e-07 6.39238907e-03 4.91113625e-02
6.05564856e-05 2.15368848e-02 2.01650336e-01 3.76260579e-01
0.00000000e+00 4.08897130e-03 3.12804198e-03 5.71196604e+00
0.00000000e+00 9.98466741e-03 3.14543839e-04 1.30156279e-01
7.04502090e-05 1.19209221e-06 0.00000000e+00 3.48572284e-01
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.63149938e-01 7.29175692e-04 7.63258553e+00 6.43354607e+00
2.46494426e-04 1.22539641e-04 0.00000000e+00 1.07288304e-06
6.34173339e-05 0.00000000e+00 0.00000000e+00 1.21735287e+00
9.44589078e-01 0.00000000e+00 0.00000000e+00 4.43366617e-02
3.05141918e-02 4.77115437e-02 0.00000000e+00 3.25436049e-05
8.10590282e-05 3.57627812e-07 0.00000000e+00 0.00000000e+00
1.06525831e-02 4.79554199e-02 0.00000000e+00 1.13431871e+00
1.08619155e-02 3.51836991e+00 0.00000000e+00 2.56938994e-01
2.38418551e-07 1.84772689e-05 5.64765260e-02 8.53267089e-02
0.00000000e+00 1.38281821e-05 1.93359628e-01 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.10864021e-05 1.02679586e+00
1.87211901e-01 1.76428184e-05 0.00000000e+00 6.80989146e-01
0.00000000e+00 3.80551726e-01 4.69557941e-03 1.19209282e-07
3.75081290e-04 0.00000000e+00 1.81176507e+00 3.15846363e-03
9.15485434e-05 2.56386294e-04 0.00000000e+00 4.97663617e-02
0.00000000e+00 2.12048218e-01 7.15253191e-06 0.00000000e+00
0.00000000e+00 2.98932195e-04 9.20573950e-01 3.33372795e-04
3.25959593e-01 1.29937280e-05 1.17627839e-02 2.22941566e+00
1.19936652e-01 1.60931249e-05 8.34843636e+00 8.95566866e-03
2.08280003e-03 1.53827000e+00 8.17748997e-03 4.63435380e-03
6.46382279e-04 0.00000000e+00 2.36659884e+00 0.00000000e+00
1.02313086e-02 4.27952182e-05 9.51047134e+00 1.42229438e+00
5.36440348e-06 5.20170666e-02 6.98517216e-03 0.00000000e+00
4.75291908e-01 6.95584059e-01 0.00000000e+00 5.02333879e+00
0.00000000e+00 5.76480865e+00 7.30061471e-01 1.19209282e-07
1.30839899e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00
3.57627812e-07 3.66314058e-03 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.86101886e-06 4.34989017e-03
0.00000000e+00 6.93773982e-05 1.28109157e+00 1.15267895e-01
9.35593562e-04 7.15255510e-07 0.00000000e+00 0.00000000e+00
5.37619453e-05 0.00000000e+00 8.79726315e+00 1.15464516e-02
0.00000000e+00 0.00000000e+00 3.57627812e-07 4.30656644e-03
3.31337118e+00 1.19209282e-07 4.50156676e-03 8.94029727e-05
7.13094079e-04 4.03177708e-01 0.00000000e+00 1.46770641e-01
0.00000000e+00 0.00000000e+00 2.66828574e-02 1.95603308e-04
1.42310783e-01 0.00000000e+00 6.02666754e-03 4.65894270e+00
0.00000000e+00 4.91130195e-05 4.01623815e-01 5.85300477e-05
0.00000000e+00 2.18219832e-02 2.73071200e-04 7.15253191e-06
3.57627812e-07 0.00000000e+00 9.00459068e-04 1.25166345e+00
3.74678731e+00 8.54328796e-02 3.67596792e-03 1.19209282e-07
2.50336379e-05 1.19209282e-07 5.57883905e-05 2.47155190e+00
1.30341901e-03 0.00000000e+00 0.00000000e+00 9.12361220e-02
3.27467592e-03 2.25028326e-03 0.00000000e+00 3.29440198e-04
1.39142480e-02 1.56673184e-03 4.85421345e-02 1.11636764e-03
2.74190754e-01 2.17598137e-02 1.05757523e+00 0.00000000e+00
0.00000000e+00]
Epoch: 3/10 Iteration: 23 Training loss: [ 1.43051045e-06 1.93967926e-03 5.96371830e-01 8.30608547e-01
3.81478691e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.32852048e-01 5.38600748e-03 1.74149609e-04 1.90734681e-06
9.53673862e-07 3.86592001e-02 1.04903629e-05 7.69154876e-02
0.00000000e+00 1.69181684e-03 0.00000000e+00 0.00000000e+00
1.48285355e-04 1.34822249e-01 0.00000000e+00 1.91670159e-04
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.46134996e-02 3.65965825e-05
1.04493809e+00 1.47294998e+00 1.01874933e+01 8.34464686e-07
7.00020650e-03 0.00000000e+00 0.00000000e+00 2.58378536e-02
0.00000000e+00 1.42148100e-02 2.63450900e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.71511707e-03 1.56289488e-02
0.00000000e+00 1.33446842e-01 0.00000000e+00 3.93382907e-05
3.44652116e-01 9.83488280e-03 0.00000000e+00 0.00000000e+00
1.16824422e-05 2.53130216e-03 1.42333940e-01 4.50867083e-04
1.19209282e-07 0.00000000e+00 0.00000000e+00 1.79193228e-01
1.79914653e-01 9.29789239e-05 0.00000000e+00 2.14576494e-06
0.00000000e+00 1.54971951e-06 6.64025322e-02 2.76189297e-01
3.57627812e-07 7.51927844e-04 2.92758775e+00 9.77511354e-06
5.06987795e-04 2.15834260e-01 5.45325428e-02 2.45898525e-04
7.76534319e-01 0.00000000e+00 7.02118050e-05 1.52586726e-05
2.01322600e-01 0.00000000e+00 3.80773330e+00 1.84646994e-02
0.00000000e+00 3.21018785e-01 1.99178889e-04 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.75584096e-03 5.42612688e-04
0.00000000e+00 2.35270405e+00 0.00000000e+00 9.54820789e-05
0.00000000e+00 2.13347530e+00 0.00000000e+00 1.28262770e+00
1.31180361e-02 6.84735551e-02 0.00000000e+00 0.00000000e+00
1.72851978e-05 5.82312584e-01 7.20129251e-01 2.77753788e-05
6.40968233e-03 1.19209282e-07 1.30001688e+00 1.58774172e-04
1.08636008e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.09003818e+00 0.00000000e+00 3.96252377e-03
2.13609310e-03 7.73726555e-04 4.60053561e-03 1.23720849e+00
8.27653706e-01 1.62111493e-04 0.00000000e+00 4.10385691e-02
5.28806329e-01 7.72530958e-02 3.22501731e+00 1.03353024e+00
1.35293390e-04 1.44033217e+00 0.00000000e+00 7.35638916e-01
1.12765629e-04 1.10922311e-03 0.00000000e+00 8.36499210e-04
2.58924533e-02 2.70061772e-02 1.87156838e-05 1.12005905e-03
1.14597166e-02 2.38895952e-03 4.40187842e-01 6.07965512e-06
1.28745205e-05 0.00000000e+00 1.54970876e-05 7.70300440e-03
5.06163359e+00 6.49137869e-02 0.00000000e+00 7.23574194e-05
1.62986085e-01 4.66677487e-01 7.03332353e-06 0.00000000e+00
0.00000000e+00 3.26699286e-04 2.17608094e-01 1.10718749e-01
3.71309608e-01 1.12580395e+00 0.00000000e+00 2.36031610e-05
0.00000000e+00 1.71533620e+00 2.70117447e-02 1.34685887e-02
1.22825671e-02 5.59414513e-02 4.56831753e-01 5.36440348e-06
0.00000000e+00 1.47145402e+00 5.74900303e-04 3.57627812e-07
7.93902364e-05 0.00000000e+00 7.75184870e+00 0.00000000e+00
0.00000000e+00 6.01097941e-01 0.00000000e+00 2.73198307e-01
3.45585938e-03 0.00000000e+00 5.48361231e-06 0.00000000e+00
2.82703018e+00 2.71880254e-03 6.12726295e-03 2.32256606e-01
1.18806444e-01 2.25303011e-05 7.44875753e-03 2.50032991e-02
0.00000000e+00 1.43994446e-04 2.86101886e-06 3.30830133e-03
1.33513513e-05 3.38805228e-01 0.00000000e+00 2.76561732e-05
5.23410924e-03 1.08538538e-01 0.00000000e+00 5.37643528e+00
6.60883129e-01 0.00000000e+00 1.63770784e-02 8.56390398e-04
1.83207885e-04 0.00000000e+00 0.00000000e+00 2.67589057e-04
0.00000000e+00 1.66408764e-03 0.00000000e+00 5.07288501e-02
1.59727686e-04 4.03677523e-02 0.00000000e+00 3.40761268e-04
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.09690399e+01 5.47378440e-04 2.42299795e-01 6.18650205e-03
8.84380192e-04 1.14550158e-01 6.33055577e-03 2.34239087e-01
7.39101917e-02 4.57778078e-04 8.52578960e-04 2.51405001e-01
1.19209282e-07 0.00000000e+00 0.00000000e+00 8.22540733e-06
1.08110905e-02 0.00000000e+00 1.56305563e+00 8.51030520e-04
0.00000000e+00 1.81403034e-03 5.15054035e+00 5.30804825e+00
1.14287341e+00 8.55244845e-02 2.07521836e-04 2.64035519e-02
6.01729727e+00 7.15255510e-07 2.83725262e-01 8.90150666e-01
7.04502090e-05 0.00000000e+00 1.49010502e-05 5.20483732e-01
0.00000000e+00 2.38289405e-03 0.00000000e+00 3.78748844e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00 2.38418551e-07
1.99655801e-01 4.00025940e+00 5.85813820e-01 7.16422146e-05
5.00677743e-06 1.10642491e-02 3.01673193e-04 0.00000000e+00
2.80340930e-04 2.56505475e-04 1.08722901e+00 5.45963630e-05
3.69541958e-05]
Epoch: 3/10 Iteration: 24 Training loss: [ 0.00000000e+00 0.00000000e+00 1.76420044e-02 0.00000000e+00
4.02919286e-05 5.34749066e-04 0.00000000e+00 4.52710003e-01
9.53673862e-07 3.26628106e-05 5.96044674e-06 6.91411469e-06
5.78261495e-01 0.00000000e+00 1.05170708e-03 4.80120629e-01
0.00000000e+00 7.32749351e-04 1.19209282e-07 1.64242741e-03
0.00000000e+00 4.92928142e-04 3.03954370e-02 2.53016138e+00
0.00000000e+00 3.57627812e-07 1.67475024e-04 1.14804145e-03
2.41238717e-03 3.93389882e-06 1.19209282e-07 1.07288304e-06
8.36429060e-01 1.94704318e+00 2.27691472e-01 3.09943675e-06
1.07288304e-06 4.15119779e-04 0.00000000e+00 0.00000000e+00
4.43836878e-04 8.53650912e-04 5.30221272e+00 5.21464539e+00
0.00000000e+00 1.04997778e+00 3.74962139e-04 4.39872601e-05
4.62521348e-05 1.19209282e-07 6.83991909e-02 6.50861548e-05
4.99474445e-05 5.95392310e-04 0.00000000e+00 1.19209282e-07
0.00000000e+00 2.82522033e-05 2.32431092e-04 9.15919840e-02
1.19209282e-07 1.98952993e-03 7.03617632e-02 7.15255510e-07
1.44252777e-02 0.00000000e+00 9.48317163e-03 5.19739006e-05
1.19048581e-02 0.00000000e+00 4.62011481e-03 0.00000000e+00
1.76519692e+00 3.54312003e-01 7.36442162e-04 2.42919021e-04
0.00000000e+00 3.90482657e-02 0.00000000e+00 0.00000000e+00
3.38332438e+00 1.31729245e-01 1.19209282e-07 0.00000000e+00
2.38418551e-07 1.43051045e-06 9.53669769e-06 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.72121902e-03 2.24734351e-01
1.77956462e-01 5.71206969e-04 4.31213140e+00 0.00000000e+00
1.96318419e-04 9.36950222e-02 1.90068376e+00 3.78465682e-01
8.91645497e-04 1.19209282e-07 1.71659904e-05 1.25936046e-01
9.25365388e-01 9.42362547e-01 0.00000000e+00 0.00000000e+00
0.00000000e+00 9.77511354e-06 6.25002533e-02 2.69295669e+00
2.42364720e-01 4.18560719e-03 1.45845294e+00 3.33780445e-05
3.33512378e+00 4.76837045e-07 0.00000000e+00 0.00000000e+00
6.22891495e-03 1.74592090e+00 1.09157152e-01 0.00000000e+00
6.06366515e-01 0.00000000e+00 0.00000000e+00 2.42154058e-02
3.14232968e-02 2.66692251e-01 8.02246359e-05 0.00000000e+00
1.07288304e-06 0.00000000e+00 0.00000000e+00 0.00000000e+00
6.85653910e-02 1.90734681e-06 3.57627232e-06 1.39395618e+00
0.00000000e+00 3.85038584e-05 5.75574100e-01 1.84916690e-01
9.26786140e-02 1.11931258e-04 1.73542202e+00 1.28782252e-02
1.96764016e+00 7.86623731e-03 1.10068303e-02 6.37749326e-05
8.10567284e+00 2.09490374e-01 2.41643051e-03 0.00000000e+00
0.00000000e+00 5.96841574e-01 7.39094867e-06 2.95634673e-05
0.00000000e+00 0.00000000e+00 8.83071125e-02 3.16153914e-02
6.57673597e-01 0.00000000e+00 1.04448271e+00 4.15144265e-02
5.83197737e+00 1.03284148e-02 5.15088940e+00 0.00000000e+00
0.00000000e+00 5.29864104e-04 8.79302502e+00 2.88681649e-02
7.00926030e-05 1.64507474e-05 4.01318520e-01 1.00249985e-04
8.10619895e-06 0.00000000e+00 1.66844036e-02 0.00000000e+00
1.19209282e-07 9.05986508e-06 0.00000000e+00 0.00000000e+00
2.39701141e-04 2.83164096e+00 1.20645808e-02 9.12505984e-01
6.48953259e-01 8.09576511e+00 2.34839536e-05 1.19209282e-07
5.38256951e-03 2.31263348e-05 4.88756905e-06 0.00000000e+00
2.85981476e-01 1.20567203e+00 0.00000000e+00 1.19209282e-07
4.76837045e-07 1.04421888e-04 8.65421971e-05 9.53673862e-07
4.52994254e-06 1.98869710e-03 0.00000000e+00 1.66682480e-03
0.00000000e+00 2.38418551e-07 2.95363855e+00 2.72018170e+00
3.57627812e-07 5.66093437e-02 8.73991847e-01 2.78959244e-01
1.46013364e-01 2.25357749e-02 3.55608433e-01 1.12056105e-05
0.00000000e+00 0.00000000e+00 2.27687142e-05 0.00000000e+00
0.00000000e+00 0.00000000e+00 4.05074190e-03 2.06923834e-03
5.57712279e-03 1.38667524e-02 0.00000000e+00 2.59539159e-03
5.85503818e-04 2.26497400e-06 9.52482149e-02 0.00000000e+00
0.00000000e+00 1.83866161e-03 9.32102930e-03 1.21186231e-03
0.00000000e+00 2.53557181e+00 1.66892869e-06 8.33238228e-05
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
4.52985041e-05 0.00000000e+00 6.58721989e-03 3.29903923e-02
1.81036014e-02 0.00000000e+00 9.08125210e+00 0.00000000e+00
3.50727153e+00 1.47781789e-03 1.49715663e-04 0.00000000e+00
1.55030236e-01 1.48785338e-01 0.00000000e+00 9.41895470e-02
0.00000000e+00 0.00000000e+00 1.43051045e-06 5.83971798e-01
0.00000000e+00 0.00000000e+00 3.01316250e-02 1.32964718e+00
0.00000000e+00 0.00000000e+00 1.19804192e+01 4.35495895e-04
3.94385774e-04 0.00000000e+00 5.93100309e+00 2.92219501e-03
3.44144315e-01 0.00000000e+00 8.54431652e-03 0.00000000e+00
3.52447659e-01 0.00000000e+00 0.00000000e+00 3.25192250e-02
5.96046277e-07]
Epoch: 2/10 Iteration: 25 Validation Acc: 0.8610
Epoch: 3/10 Iteration: 25 Training loss: [ 1.19209282e-07 3.93389882e-06 6.28933217e-03 2.26585412e+00
0.00000000e+00 5.86099515e-04 0.00000000e+00 5.50154984e-01
5.74331079e-03 2.34488320e+00 1.58601324e-03 6.79490631e-06
1.19209221e-06 0.00000000e+00 3.47748026e-03 2.67517031e-03
6.04775921e-03 8.91037655e+00 1.00343883e+00 1.52457054e-04
0.00000000e+00 1.19209282e-07 9.53673862e-07 3.42429645e-04
0.00000000e+00 3.48085050e-05 0.00000000e+00 1.16818279e-04
8.82888883e-02 1.90734681e-06 6.63509548e-01 1.59370116e-04
1.54468560e+00 1.09705620e-01 3.61313578e-03 0.00000000e+00
2.27440819e-01 8.61392880e-04 2.02992815e-04 0.00000000e+00
5.33705616e+00 1.35531780e-04 1.09958220e+00 1.25356507e+00
6.86856173e-03 2.69183636e+00 4.49079758e-04 1.35727787e+00
2.98022769e-06 1.19209282e-07 2.41045114e-02 0.00000000e+00
3.43316860e-05 1.19209221e-06 1.73355602e-02 0.00000000e+00
3.78126726e-02 6.77819777e+00 3.01938343e+00 5.96046277e-07
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.36223054e+00
5.24402916e-01 7.15730906e+00 3.93389882e-06 0.00000000e+00
8.74957914e-05 8.91069317e+00 1.45434278e-05 6.41140447e-04
0.00000000e+00 3.64342378e-03 5.78989089e-03 6.21683104e-03
3.65428918e-04 1.03711545e-05 5.80269052e-03 1.97650027e+00
0.00000000e+00 0.00000000e+00 2.89398275e-04 0.00000000e+00
1.46626353e-05 3.43316860e-05 2.40406278e-03 1.34585947e-01
2.98022769e-06 9.85812221e-05 4.92993736e+00 2.11770554e+01
0.00000000e+00 2.14576494e-06 8.42573820e-04 1.61361694e-02
7.77111501e-02 2.36918664e+00 1.43051045e-06 0.00000000e+00
6.32981319e-05 3.98824103e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.08479862e-05 7.68240914e-02 3.57627812e-07
8.10619895e-06 1.19209221e-06 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 7.62936543e-06
3.46050739e-01 4.74920822e-03 1.03405581e+01 0.00000000e+00
2.02843314e-03 2.57057991e+01 1.69737086e-01 2.38418551e-07
1.37081282e-04 1.42065072e+00 0.00000000e+00 1.23214256e-02
1.19209282e-07 0.00000000e+00 0.00000000e+00 1.93216965e-01
6.15796280e+00 7.15255510e-07 8.10400665e-01 0.00000000e+00
1.81196483e-05 1.15279341e+00 0.00000000e+00 1.66892869e-06
0.00000000e+00 0.00000000e+00 9.31038111e-02 5.27267504e+00
3.57627812e-07 3.57627812e-07 7.32930899e-02 4.04254952e-03
1.19209282e-07 2.14299257e-03 5.01758456e-02 2.50339190e-06
0.00000000e+00 0.00000000e+00 1.78730810e+00 3.67573020e-03
0.00000000e+00 5.13540930e-04 2.05037868e-05 1.25940018e+01
4.55982834e-02 4.59087658e+00 2.45568117e-05 3.64773769e-05
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
3.93224582e-02 0.00000000e+00 7.98868015e-02 6.40200078e-01
2.38418551e-07 8.26741040e-01 0.00000000e+00 4.76837045e-07
2.38418551e-07 0.00000000e+00 1.19209282e-07 2.85142511e-01
2.45568117e-05 7.03642936e-03 2.74382124e-04 9.04719532e-01
7.82390013e-02 7.05953956e-01 6.59855545e-01 1.19202181e-04
0.00000000e+00 5.36440348e-06 0.00000000e+00 9.15564060e+00
2.00249672e+00 2.04854906e-02 0.00000000e+00 5.72202953e-06
0.00000000e+00 7.87771493e-02 0.00000000e+00 4.87600304e-02
2.68661650e-04 2.92301439e-02 1.33900058e+00 0.00000000e+00
1.04901478e-01 6.45316660e-01 0.00000000e+00 2.64663645e-03
1.24565951e-04 1.75726903e-03 4.82085336e-04 9.79870701e+00
4.70224237e+00 0.00000000e+00 3.77941236e-04 9.31306044e-04
2.19342692e-05 0.00000000e+00 1.15332529e-02 1.17414260e-04
8.69028866e-01 5.00677743e-06 3.63164756e-04 1.19209282e-07
8.78533901e-05 6.97350042e-05 6.43728072e-06 4.29144238e-05
3.97873335e-02 8.70223994e-06 0.00000000e+00 1.61874056e+00
3.57627812e-07 1.88464914e-02 1.45067184e-04 2.93992758e-02
1.05510998e+00 2.75636953e-03 2.84798622e+00 1.13196648e-03
2.33742088e-04 4.59961519e-02 2.86101886e-06 0.00000000e+00
7.29243708e+00 0.00000000e+00 8.40850472e-01 0.00000000e+00
5.81333879e-04 3.43419385e+00 5.96046277e-07 0.00000000e+00
2.05138145e-04 0.00000000e+00 3.88784480e+00 0.00000000e+00
0.00000000e+00 1.19209282e-07 0.00000000e+00 6.34504700e+00
4.66923881e-03 1.35553479e-01 0.00000000e+00 5.76349783e+00
1.13684954e-02 2.74180979e-06 0.00000000e+00 4.06074166e-01
5.24519510e-06 5.72202953e-06 8.70696455e-02 0.00000000e+00
1.24912895e-03 0.00000000e+00 3.57377768e+00 3.90319496e-01
2.93585304e-02 1.95602342e-01 0.00000000e+00 0.00000000e+00
3.57627812e-07 2.48622298e+00 0.00000000e+00 6.16858244e-01
0.00000000e+00 4.64915138e-06 1.69209421e-01 7.29771331e-04
0.00000000e+00 3.65667008e-02 4.13647685e-05 6.07901777e-04
3.62926425e-04]
Epoch: 3/10 Iteration: 26 Training loss: [ 4.15786952e-02 4.76837045e-07 2.02653737e-05 5.86346209e-01
9.53673862e-07 4.79376949e-02 5.96046277e-07 3.13620836e-01
2.50339190e-06 2.15083170e+00 7.12141104e-04 0.00000000e+00
9.69282532e+00 0.00000000e+00 1.19209282e-07 1.89243808e-01
1.43757090e-01 3.25626752e-04 0.00000000e+00 4.87925720e+00
0.00000000e+00 8.55886101e-05 1.82926543e-02 2.04739451e-01
1.15632338e-05 1.56486244e+01 6.11751378e-01 3.03460780e-04
1.43051045e-06 0.00000000e+00 4.73359562e-02 6.90727541e-03
6.53092861e-01 5.83478424e-04 0.00000000e+00 7.15255510e-07
3.69548115e-06 4.76837045e-07 1.80004408e-05 3.73915257e-03
3.74310148e-05 0.00000000e+00 4.67310427e-04 1.19209282e-07
0.00000000e+00 0.00000000e+00 0.00000000e+00 2.98022769e-06
3.95767020e-05 2.99170555e-04 1.67392778e+00 1.19209282e-07
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
5.15804742e-04 0.00000000e+00 0.00000000e+00 4.03899625e-02
1.95395667e-03 5.36440348e-06 7.00593996e+00 2.84869602e-04
8.91764590e-04 1.51829928e-01 8.67964048e-03 2.46756570e-03
2.50339190e-06 2.45898525e-04 0.00000000e+00 4.64915138e-06
2.14576494e-06 4.23277855e+00 2.67708208e-04 8.42062175e-01
9.06652363e-04 2.27351499e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.48295201e-02 7.95099449e+00 2.30523292e-03
3.51661220e-05 9.53673862e-07 0.00000000e+00 5.57591438e-01
0.00000000e+00 3.57627812e-07 4.30179685e-01 2.95547582e-03
5.62628731e-04 2.09806149e-05 2.51929252e-03 5.99043928e-02
3.18448603e-01 3.11514378e+00 0.00000000e+00 2.44034212e-02
0.00000000e+00 9.36444163e-01 8.49926146e-05 6.31789298e-05
1.19209282e-07 2.19461718e-03 1.50144938e-02 6.66357737e-05
1.69011503e-02 2.73812413e-02 9.53673862e-07 2.03149080e+00
1.34991920e+00 0.00000000e+00 0.00000000e+00 1.33364372e+01
1.04524218e-01 8.34464686e-07 0.00000000e+00 0.00000000e+00
2.13837075e+00 0.00000000e+00 9.46566164e-02 0.00000000e+00
2.39108521e-02 9.15077627e-01 0.00000000e+00 2.06229943e-05
7.05611408e-01 3.19602117e-02 1.34673789e-01 6.94327593e-01
0.00000000e+00 6.60280991e+00 3.92464502e-03 0.00000000e+00
1.74745554e-04 0.00000000e+00 1.61318295e-02 4.53054380e+00
1.07739428e-02 1.06978742e-02 0.00000000e+00 0.00000000e+00
5.00677743e-06 1.86198356e-03 1.01860124e-03 1.27123967e-01
4.93514272e-05 0.00000000e+00 0.00000000e+00 4.79143667e+00
1.51026761e-04 0.00000000e+00 1.31130128e-06 1.15983908e-04
8.82144832e-06 1.04224160e-01 3.57627232e-06 6.10641902e-04
2.22066593e+00 0.00000000e+00 5.60282069e-06 1.45595735e-02
0.00000000e+00 5.64690866e-02 1.19209282e-07 3.70504469e-01
2.30499497e-03 0.00000000e+00 6.31807234e-06 2.95369281e-03
7.19436035e-02 1.35758090e+00 2.02200888e-03 2.78245062e-01
0.00000000e+00 8.18934277e-05 1.67408446e-03 2.81183142e-02
0.00000000e+00 1.51959673e-01 3.57621466e-05 4.92881984e-03
6.30597278e-05 3.33372795e-04 6.86767278e-04 5.00677743e-06
2.96408273e-02 5.96046277e-07 0.00000000e+00 3.26641053e-01
2.38418551e-07 0.00000000e+00 7.50697125e-03 5.66934824e+00
9.64646712e-02 2.00415492e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.16929460e+00 8.46358575e-03 1.83510590e+00
6.72114489e-04 8.34464686e-07 2.22336340e+00 0.00000000e+00
0.00000000e+00 4.97706473e-01 5.00677743e-06 8.39177251e-01
6.34867102e-02 0.00000000e+00 2.67589057e-04 3.57627812e-07
4.42873389e-01 0.00000000e+00 2.96865404e-02 3.05723763e+00
8.34464686e-07 0.00000000e+00 2.23018206e-03 3.57256353e-01
3.76511278e-04 0.00000000e+00 5.96046277e-07 4.55275818e-04
2.05376506e-04 1.54424950e-01 5.95345944e-02 4.09162529e-02
1.10350735e-03 1.75236128e-05 1.56677508e+00 0.00000000e+00
0.00000000e+00 4.81012976e-04 1.35897662e-05 5.45591291e-04
1.16338860e-02 4.07687476e-05 1.78813775e-06 8.50813836e-02
0.00000000e+00 9.76662561e-02 0.00000000e+00 7.29790777e-02
1.83164119e-03 0.00000000e+00 5.17354929e-05 4.72782642e-01
1.99739281e-02 2.20306241e-03 0.00000000e+00 3.76616478e-01
0.00000000e+00 0.00000000e+00 1.25810290e-02 6.19886396e-06
0.00000000e+00 1.48472178e-03 4.76837045e-07 1.20444071e+00
2.39105240e-04 0.00000000e+00 2.83156538e+00 1.21824336e+00
7.00705044e-04 0.00000000e+00 1.55910149e-01 1.29437086e-03
6.39348507e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.26416087e+00 2.10095160e-02 1.26086444e-01 1.03349113e-04
6.16312027e-01 0.00000000e+00 0.00000000e+00 1.86445045e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 7.82223791e-03
1.76644647e+00 0.00000000e+00 1.19209282e-07 0.00000000e+00
0.00000000e+00]
Epoch: 3/10 Iteration: 27 Training loss: [ 3.24593373e-02 1.16824422e-05 1.12928772e+00 0.00000000e+00
3.63434814e-02 9.74553299e+00 1.84610277e-01 8.16679001e-01
0.00000000e+00 0.00000000e+00 1.59712322e-02 2.12976839e-02
5.96046277e-07 2.65563023e-04 8.34464686e-07 3.23051972e-05
0.00000000e+00 4.65638787e-02 0.00000000e+00 4.36955579e-02
1.69602782e-01 0.00000000e+00 3.53273936e-04 0.00000000e+00
2.98022769e-06 2.61493158e+00 0.00000000e+00 6.44714397e-04
1.77297276e-02 4.76837045e-07 4.76837045e-07 4.84156162e-02
1.77322999e-01 5.74572259e-05 2.62260096e-06 1.32466257e-02
8.79735104e-04 1.19209282e-07 0.00000000e+00 6.81549907e-01
4.67576459e-03 1.54971951e-06 1.41520449e-03 1.37803721e+00
3.20662856e-01 0.00000000e+00 0.00000000e+00 3.90691741e-04
1.11764809e-02 2.19169203e-02 0.00000000e+00 4.80547011e-01
0.00000000e+00 0.00000000e+00 0.00000000e+00 6.32094443e-02
2.02919468e-02 7.93279886e+00 2.38418551e-07 8.34464686e-07
2.77907968e+00 0.00000000e+00 8.70325835e-04 0.00000000e+00
3.67566571e-02 0.00000000e+00 5.32127859e-04 9.53673862e-07
3.82020187e+00 1.27553130e-05 3.10029566e-01 0.00000000e+00
4.17231649e-06 0.00000000e+00 6.01587468e-04 0.00000000e+00
0.00000000e+00 1.25386000e-01 1.40297627e+00 2.38418551e-07
3.26796651e+00 0.00000000e+00 3.10253643e-04 2.38955417e-03
0.00000000e+00 0.00000000e+00 8.63685831e-03 3.86572555e-02
1.05410345e-01 2.71905971e+00 1.32495224e-01 0.00000000e+00
5.33611514e-02 0.00000000e+00 0.00000000e+00 1.35989225e+00
1.33974552e-01 3.52817804e-01 2.05614881e-04 4.31682856e-04
0.00000000e+00 1.77132696e-01 2.70256132e-01 6.11833239e-04
0.00000000e+00 2.83916219e-04 0.00000000e+00 1.17484279e-01
0.00000000e+00 1.90734681e-06 6.70120144e+00 9.90377041e-04
7.25106448e-02 2.25325674e-03 0.00000000e+00 0.00000000e+00
1.19670546e-02 1.08351064e+00 4.43593785e-03 8.39882270e-02
0.00000000e+00 2.55104624e-05 0.00000000e+00 1.19209282e-07
2.38418551e-07 0.00000000e+00 2.50859070e-03 2.02578381e-02
1.56161387e-03 5.85594177e-01 2.83714089e-05 3.30768675e-01
3.57627812e-07 6.60628593e-03 0.00000000e+00 2.88435608e-01
4.89215803e+00 0.00000000e+00 1.45782338e-04 0.00000000e+00
3.91811458e-03 1.22235715e-02 3.45706349e-06 2.18486748e-04
2.38418306e-06 0.00000000e+00 1.49662502e-03 2.02655588e-06
2.71046853e+00 0.00000000e+00 1.14440263e-05 9.19157919e-03
0.00000000e+00 2.47924589e-04 0.00000000e+00 3.55632067e-01
0.00000000e+00 1.74268472e+00 1.51394652e-05 1.06095704e-05
2.58015215e-01 1.37319672e-04 8.01773742e-03 3.57627812e-07
0.00000000e+00 1.22728145e+00 1.17284991e-02 5.56276023e-01
3.14518325e-02 0.00000000e+00 1.02284503e+00 2.02655588e-06
1.54161779e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00
8.09541106e-01 0.00000000e+00 8.26777840e+00 2.49144305e-05
4.34055060e-01 2.45898525e-04 6.65954530e-01 0.00000000e+00
8.96413694e-05 3.31845880e+00 2.75579933e-02 9.38690093e-04
7.72620440e+00 1.63743168e-01 9.66740627e-05 0.00000000e+00
0.00000000e+00 4.94720745e+00 2.31355825e-03 0.00000000e+00
0.00000000e+00 1.19209282e-07 4.80401904e-05 0.00000000e+00
9.85471345e-03 3.52201430e-04 3.57627812e-07 2.43157381e-04
0.00000000e+00 0.00000000e+00 7.98699057e-06 0.00000000e+00
2.38904452e+00 1.50567130e-03 5.04594743e-01 0.00000000e+00
1.76606596e-01 2.32163414e-01 2.32455404e-05 5.25043869e+00
5.04885940e-03 4.08705957e-02 1.82732308e+00 0.00000000e+00
7.76108587e-03 0.00000000e+00 7.98990279e-02 8.27278272e-05
1.19209282e-07 2.50339190e-06 0.00000000e+00 7.76884407e-02
0.00000000e+00 2.52214633e-03 1.34194994e+00 3.85470362e-03
1.91925119e-05 8.92949477e-02 0.00000000e+00 0.00000000e+00
1.45413005e-03 0.00000000e+00 1.68226156e-02 0.00000000e+00
4.33912392e-05 1.19209282e-07 5.09909987e-01 9.74061375e-04
0.00000000e+00 0.00000000e+00 0.00000000e+00 9.53673862e-07
1.92128706e+00 0.00000000e+00 1.13938358e-02 5.53714745e-02
1.74044053e-05 1.23902656e-01 7.90326376e-05 0.00000000e+00
5.85930300e+00 0.00000000e+00 4.76837045e-07 0.00000000e+00
2.72332015e-03 1.66637693e-02 7.18692900e-04 4.78325877e-03
0.00000000e+00 3.05447914e-03 9.82426286e-01 4.55069682e-03
0.00000000e+00 1.19209282e-07 2.15983906e-04 1.49850184e-02
1.44654334e+00 0.00000000e+00 4.99474445e-05 4.27672684e-01
0.00000000e+00 8.34464686e-07 2.10937667e+00 0.00000000e+00
1.27098215e+00 1.70841157e-01 1.21434450e-01 4.43228632e-02
5.56909887e-04 7.15255510e-07 2.40001213e-02 2.80534755e-03
0.00000000e+00 0.00000000e+00 2.24110559e-02 0.00000000e+00
5.60267981e-05]
Epoch: 3/10 Iteration: 28 Training loss: [ 0.00000000e+00 5.60282069e-06 5.60311787e-02 8.44798237e-03
0.00000000e+00 1.65164679e-01 5.36534846e-01 1.35402635e-01
6.98085725e-01 2.70881620e-03 0.00000000e+00 5.49524164e+00
3.09943675e-06 0.00000000e+00 1.37089746e-05 0.00000000e+00
5.70240068e+00 9.48962495e-02 5.19485632e-03 8.47172856e-01
8.09341902e-04 3.74723808e-04 2.38705799e-02 0.00000000e+00
3.78111649e+00 7.74341583e-01 7.67319370e-03 0.00000000e+00
3.30191350e+00 6.40146211e-02 0.00000000e+00 5.00677743e-06
7.76077271e-01 5.77954888e-01 2.49109730e-01 2.38418306e-06
1.43051045e-06 4.89591912e-04 0.00000000e+00 2.07668364e-01
0.00000000e+00 0.00000000e+00 1.19209282e-07 1.69739622e-04
9.53673862e-07 0.00000000e+00 5.84518127e-02 2.11530432e-01
0.00000000e+00 0.00000000e+00 9.83896181e-02 3.50706000e-03
4.29152533e-06 2.02058139e-03 5.60282069e-06 2.26866990e-01
0.00000000e+00 4.54832334e-03 0.00000000e+00 1.01405397e-01
3.18793394e-03 2.45240593e+00 4.74521518e-02 0.00000000e+00
0.00000000e+00 2.38418551e-07 7.28415418e-03 5.49539727e-05
0.00000000e+00 1.99822649e-01 1.62123324e-05 8.35622195e-05
0.00000000e+00 1.19209282e-07 6.88744485e-02 1.86774340e-02
1.19209282e-07 2.29689837e-01 1.80129800e-03 1.38063097e+00
3.19747353e+00 4.93997056e-03 1.29710906e-03 3.62330611e-04
4.12455629e-05 2.95714504e-04 4.88756905e-06 2.26497400e-06
5.65208010e-02 0.00000000e+00 2.88364291e-02 2.68217300e-05
4.20141172e+00 7.28937448e-04 1.00011595e-04 3.33785465e-06
1.99119461e+00 0.00000000e+00 4.34196901e+00 0.00000000e+00
3.93389882e-06 1.38627726e-03 0.00000000e+00 1.53529778e-04
0.00000000e+00 0.00000000e+00 1.11298501e+00 8.80233347e-02
6.55648955e-06 0.00000000e+00 3.65965825e-05 2.95717362e-02
3.49173578e-03 3.39699574e-02 5.72202953e-06 2.14576494e-06
2.46859312e+00 1.19660750e-01 1.97885456e-05 6.84315264e-01
1.37798643e+00 1.75935483e+00 1.86884347e-02 7.01713422e-03
1.20870915e-04 0.00000000e+00 0.00000000e+00 1.85995117e-01
6.61240578e-01 7.52355829e-02 5.84123791e-06 3.68349938e-05
4.76825808e-05 2.94165249e-04 3.04414163e-04 2.59723311e-04
1.75733998e-01 7.59334362e-05 0.00000000e+00 0.00000000e+00
1.98465213e-03 1.23780612e-02 0.00000000e+00 1.11661568e-01
4.11759663e+00 3.57627812e-07 1.21038246e+01 4.23297146e-03
1.38281821e-05 1.32140387e-02 1.00531340e+00 6.39283299e-01
0.00000000e+00 8.47457268e-04 7.19288539e-04 2.54721880e+00
5.12598626e-06 0.00000000e+00 8.66877884e-02 2.62037180e-02
1.66892869e-06 0.00000000e+00 0.00000000e+00 7.15255510e-07
1.19209282e-07 3.44599923e-03 7.86750388e-05 0.00000000e+00
0.00000000e+00 0.00000000e+00 5.97346306e-01 0.00000000e+00
1.43051045e-06 0.00000000e+00 4.64812040e+00 0.00000000e+00
1.53887348e-04 9.39250886e-01 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.90058857e-01 3.62072468e-01 8.35546351e-04
1.01327387e-05 1.56342294e-02 5.60282069e-06 1.48853078e-03
2.50960851e+00 1.05845280e-01 1.17128122e+00 2.86101886e-06
2.97324806e-02 0.00000000e+00 2.73426156e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.88695922e-01 4.15070495e-03
2.71432734e+00 2.15671524e-01 0.00000000e+00 7.50597641e-02
0.00000000e+00 5.01506904e-04 1.19209282e-07 3.41476290e-04
6.97676698e-03 0.00000000e+00 1.15584712e-02 1.60386623e-03
0.00000000e+00 1.95722503e-04 1.55852118e+01 2.12906027e+00
1.74501333e-02 1.24774314e-02 1.18351412e+00 0.00000000e+00
1.58547100e-05 1.62866265e-01 1.19209282e-07 0.00000000e+00
1.19209282e-07 3.62914056e-02 0.00000000e+00 2.50339190e-06
0.00000000e+00 5.67384325e-02 1.71781391e-01 1.72877908e+00
8.63741264e-02 8.29205569e-03 0.00000000e+00 1.15603572e-02
7.79325026e-04 2.14670348e+00 8.09222751e-04 0.00000000e+00
5.11802316e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00
4.90069538e-01 4.42283010e+00 9.88471555e-04 5.56005212e-03
0.00000000e+00 8.17110389e-03 9.97760682e-04 0.00000000e+00
0.00000000e+00 1.65851045e+00 2.64699315e-03 0.00000000e+00
1.71054285e-02 4.52862401e-03 2.89785322e-02 5.96046277e-07
7.15255510e-07 2.38418551e-07 1.54971951e-06 0.00000000e+00
1.85964764e-05 3.52310991e+00 4.68172014e-01 0.00000000e+00
4.36296468e-05 3.12340725e-03 2.46017706e-04 0.00000000e+00
4.25277233e-01 5.58007658e-02 2.44240308e+00 5.57883905e-05
8.50761309e-02 2.92627126e-01 2.51528436e-05 0.00000000e+00
0.00000000e+00 2.11673990e-01 1.39144644e-01 1.19209282e-07
1.18389815e-01 1.10977693e-04 7.15255510e-07 0.00000000e+00
8.05037562e-03 4.54918365e-04 2.40654597e-04 8.39962840e-01
3.47503710e+00]
Epoch: 3/10 Iteration: 29 Training loss: [ 8.64064042e-03 8.16367507e-01 3.17091690e-05 1.41729804e-04
1.61408269e+00 0.00000000e+00 6.17247641e-01 1.26110474e-02
7.30726242e-05 2.24445903e-04 9.50852871e+00 0.00000000e+00
0.00000000e+00 1.33513513e-05 0.00000000e+00 4.76836021e-06
5.96046277e-07 2.38418306e-06 0.00000000e+00 1.19209282e-07
4.48722276e-04 4.57753194e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 4.17567305e-02 0.00000000e+00
3.49240527e-02 1.71659904e-05 8.35223123e-03 1.08479862e-05
5.24554960e-02 4.95266309e-03 3.55376780e-01 1.19209282e-07
0.00000000e+00 8.98047924e-01 2.55461884e+00 2.62693238e+00
2.47627330e+00 0.00000000e+00 8.34461571e-06 2.52446866e+00
2.05076173e-01 3.29756252e-02 0.00000000e+00 5.80675267e-02
2.59322047e-01 0.00000000e+00 0.00000000e+00 8.34464686e-07
6.32801035e-04 0.00000000e+00 0.00000000e+00 4.83422466e-02
5.12598626e-06 0.00000000e+00 0.00000000e+00 9.17907346e-06
0.00000000e+00 5.43579590e-05 0.00000000e+00 0.00000000e+00
1.70592749e+00 1.50471914e-03 0.00000000e+00 5.07103931e-03
2.38418551e-07 5.25217387e-04 0.00000000e+00 0.00000000e+00
1.32321438e-05 5.63318543e-02 1.11824870e+00 5.63911200e-02
6.90656528e-03 2.50339190e-06 2.66572499e+00 9.32480320e-02
0.00000000e+00 9.07085463e-03 1.90734681e-06 3.57627812e-07
3.39824462e+00 0.00000000e+00 4.89406729e+00 4.76837045e-07
0.00000000e+00 5.62180392e-02 0.00000000e+00 0.00000000e+00
3.57627812e-07 3.80324520e-04 3.65548069e-04 2.50339190e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 2.76104069e+00
1.46879867e-01 2.58015007e-01 6.49002716e-02 2.61548996e+00
6.23945284e+00 0.00000000e+00 5.22776581e-02 0.00000000e+00
4.05310766e-06 9.62433159e-01 1.47818428e-05 6.67569793e-06
1.48350728e+00 1.06370142e-02 2.50339190e-06 5.51007128e+00
5.44192934e+00 1.59133915e-02 6.62781677e-05 2.89040734e-04
2.93306299e-02 0.00000000e+00 3.39643866e-01 1.84359878e-01
9.29828093e-06 0.00000000e+00 2.97841500e-03 2.50680698e-03
0.00000000e+00 1.69871211e+00 2.92058503e-05 6.71428442e-02
4.66819429e+00 3.55769247e-01 9.98440802e-01 1.54721201e-03
0.00000000e+00 6.14419803e-02 1.41580431e-02 3.90719017e-03
1.37251616e+01 0.00000000e+00 9.37502670e+00 0.00000000e+00
1.19209282e-07 3.15258862e-04 0.00000000e+00 2.64434908e-02
4.71235476e-02 0.00000000e+00 1.07288304e-06 3.14254011e-03
1.51733623e-03 6.27392083e-02 4.95598419e-03 3.65775041e-02
9.66201187e-04 1.19209282e-07 3.38548634e-05 2.50339190e-06
1.19209282e-07 5.64418554e-01 0.00000000e+00 3.57627812e-07
0.00000000e+00 0.00000000e+00 2.39478680e-03 7.80334294e-01
1.01337537e-01 5.88707924e-02 1.19209282e-07 7.68400669e-01
0.00000000e+00 1.46259103e-04 6.22253137e-05 1.23995960e-01
4.59922856e-04 1.60481839e-03 1.13420952e-02 3.64629912e+00
6.98542062e-05 3.36947880e-04 0.00000000e+00 1.30168075e-04
1.19209282e-07 4.41146009e-02 1.39808044e-01 2.77838233e-04
7.15255510e-07 1.78812334e-05 1.51280493e-01 0.00000000e+00
7.45898709e-02 3.27820162e-05 0.00000000e+00 9.34464950e-03
1.15360424e-01 5.11681987e-03 2.85277748e-03 1.51394652e-05
1.07288304e-06 0.00000000e+00 3.59635986e-02 0.00000000e+00
1.81146502e-01 1.19209282e-07 1.05249751e+00 2.35155678e+00
2.38418551e-07 1.79989831e-04 0.00000000e+00 2.38418551e-07
0.00000000e+00 0.00000000e+00 2.27687142e-05 0.00000000e+00
1.48540640e+00 6.57610223e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 8.14430043e-02 3.21864559e-06 3.79242510e-01
2.16535226e-01 1.19209282e-07 2.59408265e-01 1.20891321e+00
4.88756905e-06 1.62458420e-02 7.62741128e-03 0.00000000e+00
0.00000000e+00 4.17777197e-03 2.16611505e+00 9.05018389e-01
2.06516075e+00 2.16030598e-01 1.25151110e+00 0.00000000e+00
0.00000000e+00 1.14975977e+00 6.03625059e+00 6.33039337e-04
0.00000000e+00 4.18869359e-03 3.17133337e-01 0.00000000e+00
8.16250563e-01 3.42715502e-01 0.00000000e+00 9.35749122e-05
0.00000000e+00 1.07287788e-05 3.50926697e-01 1.79520345e+00
1.04893751e-01 4.71646199e-03 1.19209282e-07 5.62887907e-01
0.00000000e+00 6.55588508e-02 0.00000000e+00 1.29929685e-04
2.38418306e-06 0.00000000e+00 8.02726388e-01 1.47769891e-03
5.12598626e-06 0.00000000e+00 0.00000000e+00 1.76175255e-02
0.00000000e+00 2.98022769e-06 0.00000000e+00 0.00000000e+00
8.13477576e-01 2.27413267e-01 2.91592360e-01 8.41988504e-01
1.40600175e-01 1.66892869e-06 2.86101886e-06 0.00000000e+00
2.73558348e-01 1.27710775e-03 4.28852439e-03 2.29599819e-01
6.19886396e-06 7.99834263e-03 1.19209282e-07 5.04591274e+00
2.89269965e-02 0.00000000e+00 0.00000000e+00 3.86622245e-03
8.34464686e-07 1.19209282e-07 0.00000000e+00]
Epoch: 2/10 Iteration: 30 Validation Acc: 0.8556
Epoch: 4/10 Iteration: 30 Training loss: [ 2.34796423e-02 1.19209282e-07 1.39822718e-04 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.06324144e-02 0.00000000e+00
9.28390846e-02 1.48269825e-03 0.00000000e+00 1.37347151e-02
1.19542154e-02 8.43966118e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.62774564e-02 1.70276296e+00
1.38281821e-05 3.05256748e+00 0.00000000e+00 5.04247379e-04
5.96046277e-07 3.10931355e-01 1.11598596e-02 2.02655588e-06
5.78474544e-04 0.00000000e+00 7.42319878e-03 0.00000000e+00
1.55198446e-04 1.22484029e-03 4.48245672e-04 0.00000000e+00
0.00000000e+00 1.11151850e+00 0.00000000e+00 6.31807234e-06
0.00000000e+00 1.42828552e-02 0.00000000e+00 1.78047363e-03
1.06095704e-05 0.00000000e+00 0.00000000e+00 5.36988210e-03
1.36682004e-01 0.00000000e+00 1.45424754e-04 3.67157882e-05
0.00000000e+00 3.72315720e-02 0.00000000e+00 1.34889665e-03
1.28141779e-04 0.00000000e+00 8.01054339e-05 1.31129354e-05
7.36545352e-03 1.78019833e-02 0.00000000e+00 0.00000000e+00
5.14021553e-02 3.54293454e-03 1.73798446e-02 1.07288304e-06
1.06938288e-01 2.81413522e-04 0.00000000e+00 1.02300756e-03
7.27587007e-03 2.76002046e-02 2.58769869e-04 0.00000000e+00
1.02634408e-01 1.22784813e-05 3.57627812e-07 1.60632893e-01
0.00000000e+00 0.00000000e+00 5.43343415e-03 1.30525659e-04
8.70223994e-06 7.15255510e-07 3.50264966e-01 1.86871767e-01
0.00000000e+00 9.53673862e-07 0.00000000e+00 7.10910792e-03
0.00000000e+00 0.00000000e+00 8.01962893e-03 0.00000000e+00
1.25218332e+00 2.02819633e+00 1.22079207e-03 1.94559646e+00
3.29012219e-05 9.90947056e+00 3.36642146e-01 0.00000000e+00
5.08153066e-02 1.84303308e+00 1.07106552e-01 2.70424783e-01
0.00000000e+00 2.38418551e-07 4.17231649e-06 7.32987595e-04
6.28913939e-01 1.56764448e-01 5.65722808e-02 7.23621771e-02
1.93473399e-01 5.04247379e-04 0.00000000e+00 0.00000000e+00
3.40999628e-04 2.00847484e-04 6.07489329e-03 3.45706349e-06
3.09013203e-03 1.59892980e-02 1.54971951e-06 1.87031261e-03
2.38418551e-07 6.37422800e-01 1.13756303e-03 1.88100648e+00
9.50502038e-01 1.19209282e-07 1.95484128e-04 1.46990359e+00
0.00000000e+00 1.37796436e-04 3.02859191e-02 1.19148716e-02
1.57838520e-02 4.16566338e-03 0.00000000e+00 1.65955162e+00
3.60662263e-04 1.19209221e-06 0.00000000e+00 8.10619895e-06
0.00000000e+00 3.56429409e-05 2.91114091e-03 0.00000000e+00
0.00000000e+00 2.84906146e-05 3.57627812e-07 3.09905745e-02
2.98022769e-06 7.32388049e-02 4.81683342e-03 3.17703962e-01
2.38418551e-07 0.00000000e+00 2.58516613e-03 0.00000000e+00
6.68741777e-05 0.00000000e+00 5.41470908e-02 2.60196567e+00
7.76928440e-02 1.53139070e-01 1.31032872e+00 1.07288304e-06
6.45165920e+00 2.03702831e+00 1.13489311e-02 4.76836021e-06
2.34981251e+00 0.00000000e+00 3.57627812e-07 0.00000000e+00
2.58523965e+00 6.42517407e-05 9.33365154e-05 1.75937428e-04
0.00000000e+00 6.66132879e+00 1.42624915e+00 6.64915470e-03
8.03748518e-03 3.27054560e-02 4.65878882e-02 0.00000000e+00
0.00000000e+00 6.87199906e-02 2.52355710e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 5.67842484e-01 0.00000000e+00
8.27315509e-01 3.60662263e-04 1.07288304e-06 0.00000000e+00
7.46916533e-02 0.00000000e+00 8.15885961e-02 0.00000000e+00
2.46809591e-02 0.00000000e+00 5.48361231e-06 1.20394136e-04
1.12684630e-03 5.58150886e-03 6.30180119e-04 0.00000000e+00
1.45436812e-03 1.22062862e-04 1.92607433e-01 8.02868903e-02
0.00000000e+00 1.08640783e-01 4.76825808e-05 8.89399368e-03
0.00000000e+00 7.98699057e-06 0.00000000e+00 5.12598626e-06
3.44921303e+00 1.33513513e-05 1.59446371e-03 6.99734082e-05
2.43664719e-03 1.90733044e-05 1.68907968e-03 0.00000000e+00
2.27687142e-05 0.00000000e+00 3.24244029e-05 0.00000000e+00
2.60062306e-03 3.69548115e-06 4.84794453e-02 1.95046440e-01
1.62379835e-02 1.19209282e-07 1.14810476e-02 3.69541958e-05
7.15255510e-07 0.00000000e+00 3.65270883e-01 1.42787442e-01
0.00000000e+00 0.00000000e+00 4.63874483e+00 0.00000000e+00
0.00000000e+00 3.71611640e-02 2.34174496e-03 0.00000000e+00
5.40476465e+00 2.73287058e+00 0.00000000e+00 7.28171542e-02
0.00000000e+00 1.55681539e-02 1.32036000e-01 1.46842405e-01
3.74338686e-01 0.00000000e+00 1.18153000e+00 2.59491592e-03
4.56113927e-03 2.05317815e-03 1.19209282e-07 0.00000000e+00
1.19209282e-07 1.52573079e-01 0.00000000e+00 1.66521510e-04
1.02626951e-02 2.38418551e-07 3.21864559e-06 4.13437098e-01
2.38104749e+00 0.00000000e+00 1.49217916e+00 7.04264939e-01
0.00000000e+00 7.42040866e-04 0.00000000e+00 2.54198253e-01
3.81468999e-06]
Epoch: 4/10 Iteration: 31 Training loss: [ 1.80140380e-02 7.27746248e+00 2.42191911e-01 2.35477574e-02
0.00000000e+00 6.86529034e-04 0.00000000e+00 3.96173112e-02
4.47541505e-01 6.28631329e-04 3.63724749e-03 3.83899920e-02
1.72662348e-01 7.25958234e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.21519696e-02 6.69933797e-05
0.00000000e+00 0.00000000e+00 4.75633751e-05 4.21413891e-02
1.26448763e-03 1.43051045e-06 2.42410612e+00 6.51266754e-01
3.42051126e-02 1.19209282e-07 2.51552463e-02 4.85437810e-01
3.85038584e-05 9.79852339e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 4.91731763e-01
1.13560027e-02 2.36251831e+00 2.65086303e-04 2.79864238e-04
0.00000000e+00 2.28974823e-04 1.82234757e-02 6.63973697e-05
0.00000000e+00 1.88348895e-05 2.37675078e-04 1.31002424e-04
0.00000000e+00 1.94309250e-05 0.00000000e+00 0.00000000e+00
5.66922501e-02 6.65247068e-03 2.11135019e-03 4.68211949e-01
0.00000000e+00 4.31380700e-03 4.68025333e-04 5.10202735e-05
8.46382409e-06 1.24466622e+00 5.46881676e-01 2.24197991e-02
4.67662930e-01 2.38418551e-07 0.00000000e+00 0.00000000e+00
8.17895234e-02 0.00000000e+00 2.65697995e-03 6.46955818e-02
1.73919108e-02 0.00000000e+00 3.02713457e-02 3.69541958e-05
1.20232394e-02 7.71490335e-02 1.66892869e-06 0.00000000e+00
0.00000000e+00 9.06771456e-04 5.50978584e-03 1.51478142e-01
1.84781328e-01 1.44936866e-03 0.00000000e+00 5.36440348e-06
2.85071754e+00 1.28158718e-01 3.03931147e-01 0.00000000e+00
1.04064296e-04 2.27687142e-05 6.55648955e-06 0.00000000e+00
1.49965268e-02 1.18336335e-01 1.93117176e-05 5.20931026e-05
0.00000000e+00 1.19209282e-07 0.00000000e+00 3.41984294e-02
7.15942085e-02 5.55480190e-04 1.06329033e-04 0.00000000e+00
4.07687476e-05 1.05555606e+00 0.00000000e+00 0.00000000e+00
8.46834332e-02 2.38418551e-07 3.55367512e-02 2.69038200e+00
4.68732119e-02 0.00000000e+00 1.42023517e-02 0.00000000e+00
8.47695454e-04 7.05894008e-02 1.68083679e-05 4.05310766e-06
3.29349115e-02 2.49666378e-01 8.58962774e-01 1.84105858e-01
8.51726353e-01 2.75369675e-05 5.49999590e-04 0.00000000e+00
2.38418551e-07 8.10590282e-05 2.13776886e-01 0.00000000e+00
0.00000000e+00 9.29808542e-02 0.00000000e+00 0.00000000e+00
2.52157718e-01 6.86371565e-01 0.00000000e+00 3.01834918e-03
0.00000000e+00 9.58412793e-03 5.19426353e-03 1.81026950e-01
0.00000000e+00 5.75824501e-03 9.24343243e-03 0.00000000e+00
6.54813787e-03 0.00000000e+00 1.16824422e-05 8.97973716e-01
1.90076029e+00 1.78297260e-03 1.56032780e-04 5.20931026e-05
0.00000000e+00 4.00598068e-03 2.03445125e-02 1.03511781e-01
9.58966851e-01 1.85989749e+00 0.00000000e+00 3.49643290e-01
3.67454719e-04 0.00000000e+00 5.81388399e-02 1.23290040e-01
0.00000000e+00 3.00598890e-03 0.00000000e+00 4.83276875e-04
1.04903629e-05 3.59351456e-04 0.00000000e+00 1.51394652e-05
0.00000000e+00 1.87246203e-01 4.76836021e-06 4.53515071e-03
8.80926149e-04 6.86299708e-03 1.37041435e-02 8.34464686e-07
3.68207312e+00 2.62260096e-06 4.98657107e-01 1.73572913e-01
1.63046136e-01 1.19209282e-07 8.47933698e-04 8.84493784e-05
1.00135303e-05 0.00000000e+00 1.24219777e-02 6.08133411e+00
4.99634314e+00 1.01366901e+00 1.87930435e-01 4.91529657e-03
7.00943347e-04 0.00000000e+00 3.02666891e-03 0.00000000e+00
1.19209221e-06 0.00000000e+00 0.00000000e+00 0.00000000e+00
9.88352462e-04 2.40321252e-02 3.93432478e-04 8.49687159e-02
3.55741531e-01 4.74614687e-02 4.74020131e-02 8.23572725e-02
4.75763619e-01 6.91781193e-03 9.42719460e-01 1.15501042e-02
0.00000000e+00 0.00000000e+00 6.66396285e-04 2.78296713e-02
3.01502156e-03 0.00000000e+00 4.71957377e-04 2.40416237e-04
7.80000910e-02 3.75672942e-03 0.00000000e+00 7.08555281e-02
6.43728072e-06 1.99684215e+00 2.03111995e-04 5.24519510e-06
5.79280369e-02 4.69673578e-05 1.40108801e-02 8.34464686e-07
2.70957500e-02 3.03994827e-02 2.01104023e-02 1.16966464e-01
6.19886396e-06 3.75458747e-02 9.80722785e-01 2.18797177e-02
1.71319116e-02 3.41537380e+00 5.70612997e-02 3.57627812e-07
2.44376060e-05 0.00000000e+00 8.60654036e-05 2.34329095e-03
3.69548115e-06 6.55145384e-03 4.04157036e-04 7.37482086e-02
0.00000000e+00 0.00000000e+00 2.23326057e-01 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.97558880e+00 1.19209282e-07
1.14346132e-01 3.61664772e-01 1.85964764e-05 1.42988116e-01
1.59176975e-01 0.00000000e+00 9.61443424e-01 1.29579951e-03
6.75858855e-01 5.17281413e-01 5.47753692e-01 3.86736579e-02
4.09324514e-03 2.52810947e-04 6.06500804e-01 6.07965512e-06
2.26497400e-06]
Epoch: 4/10 Iteration: 32 Training loss: [ 7.94397667e-02 4.86851408e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.32145090e-02 9.89114475e+00 4.05586965e-04
0.00000000e+00 3.13588511e-03 1.60598290e+00 0.00000000e+00
7.01504126e-02 0.00000000e+00 0.00000000e+00 6.47285488e-05
0.00000000e+00 8.57700536e-04 4.05310766e-06 1.30103785e-03
2.23259572e-02 1.35770169e-04 1.23354373e-02 3.45037413e+00
1.19209282e-07 1.74461544e+00 0.00000000e+00 3.21864559e-06
1.09159958e-03 1.96299739e-02 7.15253191e-06 1.19209282e-07
5.87767456e-04 5.54881215e-01 3.86282714e-04 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.69275754e-05 3.01275775e-02
2.98022769e-06 9.40261409e-02 1.13480804e-04 0.00000000e+00
0.00000000e+00 2.14576494e-06 0.00000000e+00 1.37200477e-04
5.05434618e-05 3.76224555e-02 1.43051045e-06 2.53186226e+00
0.00000000e+00 4.40848780e+00 1.49358078e-04 0.00000000e+00
3.40999628e-04 1.95636988e+00 0.00000000e+00 4.52822857e-02
1.19209282e-07 0.00000000e+00 1.31130128e-06 5.99743485e-01
4.68505412e-01 0.00000000e+00 1.25877280e-03 0.00000000e+00
0.00000000e+00 1.58375187e-03 3.29214275e-01 0.00000000e+00
0.00000000e+00 1.84876510e-04 0.00000000e+00 1.85246440e-03
5.66176092e-03 5.17277718e-02 5.75853453e-04 2.27974996e-01
3.01169371e-03 1.38865807e-03 3.01911554e-04 0.00000000e+00
2.17573196e-01 3.07373190e-03 0.00000000e+00 4.42549353e-03
1.48640275e-01 2.49144305e-05 2.01684684e-02 2.57313430e-01
2.69495882e-04 7.73920212e-03 4.19894218e+00 0.00000000e+00
1.07288304e-06 2.11408641e-03 2.45721987e-03 2.13307762e+00
7.15253191e-06 1.33943275e-01 1.28499363e-04 2.21708976e-02
2.90866428e-05 9.89432192e-06 0.00000000e+00 1.67726469e+00
9.53673862e-07 0.00000000e+00 9.89432192e-06 0.00000000e+00
3.08509737e-01 1.57170817e-02 4.14007425e+00 3.42738962e+00
8.54880735e-03 2.09309597e-04 0.00000000e+00 8.67805938e-05
2.93776579e-03 0.00000000e+00 0.00000000e+00 1.56455919e-01
2.64398903e-02 0.00000000e+00 0.00000000e+00 1.86006224e+00
8.19906294e-01 2.11565867e-02 4.88756905e-06 8.90734605e-03
1.41333602e-02 2.14576494e-06 3.57627812e-07 0.00000000e+00
2.00022068e-02 4.02186699e-02 0.00000000e+00 2.35485077e+00
2.74127394e-01 3.64987230e+00 0.00000000e+00 3.05377054e+00
3.21864559e-06 2.98574683e-04 3.51661220e-05 1.96680590e-03
0.00000000e+00 1.26198737e-03 4.32845540e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.20990109e-04 4.63186204e-03
1.73989404e-02 2.55413237e-03 0.00000000e+00 1.68756616e+00
1.19209282e-07 1.29381806e-01 1.94255095e-02 0.00000000e+00
5.91237582e-02 0.00000000e+00 1.13246226e+00 2.11824989e-03
1.73553664e-04 8.26291740e-02 0.00000000e+00 4.16950762e-01
0.00000000e+00 5.49057245e-01 1.37163454e-03 4.76837045e-07
0.00000000e+00 1.77283194e-02 2.61720158e-02 2.07422017e-05
1.69087686e-02 9.94664384e-04 2.97261357e-01 7.57028818e-01
2.46321604e-01 6.99734082e-05 7.53032491e-02 7.85976574e-02
4.06421081e-04 6.93802238e-01 7.15357426e-04 1.04753918e-03
1.27632413e-02 8.34464686e-07 6.79446578e-01 0.00000000e+00
3.63581712e-05 2.03319197e-03 4.12997395e-01 2.46660829e+00
1.26361047e-05 1.36713358e-02 4.18206416e-02 0.00000000e+00
9.53252893e-03 8.49131525e-01 0.00000000e+00 8.06809807e+00
0.00000000e+00 6.94001865e+00 6.40865707e+00 4.43241093e-04
9.03471887e-01 2.38418551e-07 2.84988782e-04 0.00000000e+00
0.00000000e+00 8.58534302e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 4.76837045e-07 1.14076785e-04
0.00000000e+00 1.42413250e-03 3.79833996e-01 6.47980114e-03
3.26628106e-05 5.24519510e-06 0.00000000e+00 0.00000000e+00
1.07759392e-04 0.00000000e+00 2.45927185e-01 2.33980449e-04
0.00000000e+00 0.00000000e+00 2.27368083e-02 7.37546235e-02
1.87570691e-01 4.76837045e-07 4.05751914e-02 4.19886172e-04
1.01024672e-01 3.31399776e-02 0.00000000e+00 4.17435789e+00
1.19209282e-07 0.00000000e+00 2.11454913e-04 2.21823881e-04
3.68886776e-02 0.00000000e+00 9.36531648e-03 8.64914298e-01
2.50339190e-06 9.63581144e-04 7.39110783e-02 9.28547978e-03
0.00000000e+00 2.77848123e-03 0.00000000e+00 5.60282069e-06
0.00000000e+00 0.00000000e+00 9.55981016e-02 1.84922647e+00
8.42881799e-01 1.36175379e-03 1.21424310e-02 0.00000000e+00
3.69548115e-06 2.38418551e-07 1.64507474e-05 2.67522359e+00
1.00562058e-03 0.00000000e+00 7.15255510e-07 2.90505075e+00
1.20531372e-03 5.80612779e-01 0.00000000e+00 1.25923753e-01
7.91395754e-02 3.24295065e-03 2.11348794e-02 3.17091690e-05
2.12946162e-01 5.63891792e+00 9.07033563e-01 0.00000000e+00
0.00000000e+00]
Epoch: 4/10 Iteration: 33 Training loss: [ 9.33211588e-04 8.07014294e-05 6.19938469e+00 5.80732636e-02
1.18968201e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
7.08855018e-02 1.12338895e-02 5.41195514e-05 0.00000000e+00
1.19209282e-07 6.93770079e-03 1.19208580e-05 1.01594850e-01
0.00000000e+00 1.10546993e-02 0.00000000e+00 0.00000000e+00
9.19061349e-05 1.20893586e+00 1.78813775e-06 5.40806167e-03
0.00000000e+00 8.34464686e-07 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.85756183e+00 2.83714089e-05
6.21833205e-01 3.60433757e-01 5.23517653e-03 2.76980293e-03
2.85823015e-04 0.00000000e+00 0.00000000e+00 2.25171051e-03
0.00000000e+00 7.87562132e-02 6.00457415e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.78187729e-02 3.72958690e-01
0.00000000e+00 6.24181986e-01 0.00000000e+00 1.58547100e-05
1.21810444e-01 5.23636257e-03 0.00000000e+00 0.00000000e+00
3.05171125e-05 7.70062325e-05 1.53411385e-02 6.81978231e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00 5.96448421e-01
1.99658841e-01 7.86778219e-06 0.00000000e+00 2.38418551e-07
0.00000000e+00 4.85170021e-05 1.32383183e-01 2.83815145e-01
2.02655588e-06 2.70059556e-01 6.82954609e-01 6.06710382e-04
9.43215797e-04 1.26703233e-01 7.41861686e-02 1.47472299e-03
3.83642703e-01 0.00000000e+00 2.53912567e-05 1.78813775e-06
1.48679331e-01 0.00000000e+00 4.97614050e+00 4.18318473e-02
1.19209282e-07 1.79579556e-02 1.74269397e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.56140500e-01 3.40046274e-04
1.87156838e-05 4.21573973e+00 0.00000000e+00 1.27771301e-02
0.00000000e+00 3.37127984e-01 0.00000000e+00 5.65372169e-01
1.69650868e-01 5.23671508e-01 0.00000000e+00 1.54971951e-06
7.77657377e-04 1.33128628e-01 5.09784520e-02 1.04898674e-04
9.11911845e-01 3.57627812e-07 3.79090011e-01 6.64311554e-03
1.10262510e-04 2.38418551e-07 0.00000000e+00 0.00000000e+00
0.00000000e+00 3.44940990e-01 0.00000000e+00 1.65972915e-02
1.77129317e-04 2.99766427e-04 1.85964764e-05 3.29864562e-01
1.02140594e+00 8.81341007e-03 0.00000000e+00 6.55583618e-03
8.41716886e-01 2.86928024e-02 3.15203285e+00 7.06431568e-02
4.37896885e-03 2.49694988e-01 0.00000000e+00 1.52461565e+00
4.63179573e-02 1.45486921e-01 0.00000000e+00 8.33969936e-03
1.54134510e-02 2.11720690e-01 1.19209282e-07 2.17284961e-03
5.53335587e-04 1.47472299e-03 1.84823245e-01 1.19209282e-07
6.67569793e-06 0.00000000e+00 1.55875727e-03 8.08354840e-02
8.04987848e-01 1.40115758e-03 0.00000000e+00 2.31954371e-04
1.84958279e-02 9.36885104e-02 1.19828875e-03 0.00000000e+00
0.00000000e+00 1.09290937e-03 8.93268883e-02 2.24403143e-02
1.80040705e+00 6.81307673e-01 3.49277107e-05 7.15255510e-07
0.00000000e+00 5.89090466e-01 1.25793938e-03 9.29162093e-03
3.11131407e-05 1.62460899e+00 1.51717244e-02 8.04458279e-04
0.00000000e+00 4.79521990e-01 9.89067019e-04 1.07288304e-06
1.30710960e-03 0.00000000e+00 4.70124197e+00 2.14576494e-06
0.00000000e+00 2.97560878e-02 0.00000000e+00 7.51410425e-02
1.30040217e-02 0.00000000e+00 1.19209282e-07 0.00000000e+00
6.78084195e-02 1.82254385e-04 9.53628842e-05 1.26914215e+00
1.91369187e-02 1.17092445e-01 3.67157882e-05 3.58272763e-03
0.00000000e+00 4.64915138e-06 5.96046277e-07 8.67705501e-04
2.19878042e-03 4.55678433e-01 0.00000000e+00 9.77511354e-06
9.82874306e-04 1.27084389e-01 0.00000000e+00 2.67036843e+00
4.56548601e-01 0.00000000e+00 2.11932044e-03 2.34576364e-04
4.92332387e-04 0.00000000e+00 0.00000000e+00 1.21833339e-01
2.38418551e-07 2.21023858e-01 0.00000000e+00 1.15813112e+00
3.85993347e-02 1.51959971e-01 0.00000000e+00 3.89480628e-02
0.00000000e+00 0.00000000e+00 1.19209282e-07 9.53673862e-07
6.34287024e+00 1.96775771e-03 4.03645448e-02 1.14689834e-01
2.41500349e-03 2.53171057e-01 1.60919590e-04 1.21172275e-02
3.10491974e-04 3.74310148e-05 6.17423773e+00 3.22631514e-03
1.01799553e-04 0.00000000e+00 0.00000000e+00 2.55318102e-03
2.62945239e-02 0.00000000e+00 4.43426609e+00 2.07030890e-03
1.19209282e-07 7.51359668e-03 4.87321377e-01 5.82453680e+00
2.74331838e-01 3.82884592e-02 4.23184028e-05 2.80728787e-02
3.00022101e+00 1.74044053e-05 6.43472224e-02 5.84119439e-01
1.94372458e-03 0.00000000e+00 1.96693400e-05 9.98716474e-01
0.00000000e+00 1.06155481e-02 0.00000000e+00 1.99131458e-03
1.19209282e-07 0.00000000e+00 0.00000000e+00 8.34464686e-07
4.72097099e-03 3.34218740e+00 3.14217591e+00 1.14161149e-03
1.19209282e-07 2.08732043e-03 6.87601161e-04 0.00000000e+00
2.15268796e-04 1.11931258e-04 1.09998810e+00 4.05110302e-04
2.38418551e-07]
Epoch: 4/10 Iteration: 34 Training loss: [ 0.00000000e+00 0.00000000e+00 1.25814646e-01 0.00000000e+00
1.33624679e-04 1.39258325e-01 0.00000000e+00 8.28200765e-03
9.53673862e-07 1.15968855e-02 2.05389177e-03 1.98393827e-03
5.38029313e-01 0.00000000e+00 2.31263348e-05 9.34541225e-02
0.00000000e+00 1.62023250e-02 3.62389692e-05 1.04676045e-01
4.76837045e-07 1.78202012e-04 1.51638396e-03 7.80218095e-02
0.00000000e+00 0.00000000e+00 4.48053703e-02 5.12025924e-03
1.23254809e-04 9.66677559e-04 2.02655588e-06 2.58769869e-04
7.68948495e-02 3.17642291e-04 3.33455764e-02 7.74857381e-06
2.92058503e-05 8.30565114e-03 4.76837045e-07 0.00000000e+00
7.89060257e-03 1.19209282e-07 6.57191649e-02 1.12186146e+00
0.00000000e+00 3.42226215e-02 1.16937474e-04 1.62469063e-04
1.07288304e-06 0.00000000e+00 2.65293997e-02 5.54765342e-04
3.68048134e-03 2.36959982e-04 0.00000000e+00 2.62260096e-06
0.00000000e+00 6.68461844e-02 3.00402899e-05 1.49238898e-04
3.09943675e-06 1.30115694e-03 3.85630935e-01 4.29144238e-05
3.87422697e-05 0.00000000e+00 3.01787397e-03 1.19209282e-07
1.63040072e-01 0.00000000e+00 7.11680157e-03 0.00000000e+00
3.00094938e+00 3.47451051e-03 3.47569841e-03 8.34464686e-07
0.00000000e+00 8.60406831e-02 0.00000000e+00 0.00000000e+00
2.27209181e-01 1.07687086e-01 2.74180979e-06 0.00000000e+00
1.77620259e-05 1.32321438e-05 5.92452634e-05 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.13004018e-04 4.21552174e-03
5.57769358e-01 9.41748931e-06 2.28617042e-01 0.00000000e+00
5.67728933e-03 4.40769130e-03 4.43169296e-01 9.25746262e-01
6.60581235e-03 1.32321438e-05 2.50336379e-05 2.15790343e+00
6.79571390e-01 1.32071197e-01 0.00000000e+00 2.38418551e-07
0.00000000e+00 3.37901234e-04 7.27839291e-01 1.16437650e+00
1.00363158e-01 2.10980373e-03 5.47378440e-04 7.34458745e-01
5.36109090e-01 1.38281821e-05 0.00000000e+00 0.00000000e+00
1.40830013e-03 5.89284718e-01 5.08448780e-02 0.00000000e+00
1.48585796e+00 0.00000000e+00 0.00000000e+00 1.74730942e-02
3.86214703e-02 1.25173241e-01 1.26361047e-05 0.00000000e+00
2.45568117e-05 1.07288304e-06 0.00000000e+00 1.19209282e-07
1.14800267e-01 1.31129354e-05 6.06591231e-04 6.25323951e-02
3.09943675e-06 5.12598626e-06 7.11902801e-04 3.44498903e-01
3.87184769e-01 1.59739175e-05 1.97678530e+00 2.21769302e-03
8.18216503e-01 1.67799462e-02 1.32313551e-04 2.80936831e-04
1.76508510e+00 2.51153171e-01 4.88746155e-05 0.00000000e+00
0.00000000e+00 5.99470496e-01 0.00000000e+00 1.77620259e-05
0.00000000e+00 0.00000000e+00 1.35413902e-02 6.25131354e-02
4.30537947e-03 0.00000000e+00 4.68820892e-02 5.46080053e-01
2.54265636e-01 2.28089929e-01 7.00771868e-01 0.00000000e+00
0.00000000e+00 6.84831617e-03 3.96520996e+00 5.19171357e-02
2.07497209e-01 7.82117341e-03 2.62077823e-02 2.95634673e-05
1.13248179e-05 0.00000000e+00 1.46911489e-02 3.57627812e-07
1.07288304e-06 3.45706349e-06 0.00000000e+00 0.00000000e+00
1.15611278e-01 1.66892869e-06 6.61204979e-02 9.10477415e-02
2.74746394e+00 1.64873514e-03 1.75818248e-04 2.74180979e-06
1.86016131e-02 2.14576494e-06 5.00677743e-06 0.00000000e+00
4.70617473e-01 2.17767388e-01 0.00000000e+00 0.00000000e+00
1.39703523e-04 1.21618621e-02 1.27903390e-04 5.61079883e-04
3.85038584e-05 5.85625619e-02 0.00000000e+00 3.03979068e-05
0.00000000e+00 2.50339190e-06 1.92288518e-01 3.08691021e-02
1.19209282e-07 8.63142218e-03 2.16017866e+00 4.11817342e-01
4.02503133e-01 9.95285571e-01 2.50893205e-01 1.12056105e-05
0.00000000e+00 0.00000000e+00 8.89261792e-05 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.20420847e-02 3.65981483e-03
1.26885008e-02 5.96717298e-02 0.00000000e+00 3.45158274e-03
1.91661548e-02 1.07288304e-06 3.34192580e-03 0.00000000e+00
0.00000000e+00 2.84906146e-05 3.82371731e-02 8.40906287e-04
0.00000000e+00 4.48216888e-05 0.00000000e+00 1.90568045e-02
0.00000000e+00 0.00000000e+00 2.38418551e-07 0.00000000e+00
3.72102164e-04 3.21864559e-06 2.74154514e-01 1.57417245e-02
1.62060469e-01 1.19209282e-07 4.96859360e+00 0.00000000e+00
2.23502636e-01 4.92858281e-03 8.16550310e-05 0.00000000e+00
3.57700258e-01 5.12381783e-03 0.00000000e+00 4.26953239e-03
0.00000000e+00 1.19209282e-07 1.05277891e-03 1.90449703e+00
1.07288304e-06 0.00000000e+00 1.20612109e+00 1.12156179e-02
0.00000000e+00 0.00000000e+00 3.99743319e+00 9.50052927e-05
1.16066297e-03 0.00000000e+00 1.97709829e-01 1.39123676e-02
2.50016712e-02 1.78813775e-06 9.92022362e-03 1.19209282e-07
1.39899254e+00 0.00000000e+00 0.00000000e+00 3.24244029e-05
4.76837045e-07]
Epoch: 3/10 Iteration: 35 Validation Acc: 0.8665
Epoch: 4/10 Iteration: 35 Training loss: [ 9.15485434e-05 2.38418306e-06 2.13045105e-01 9.90248993e-02
0.00000000e+00 7.71254345e-05 0.00000000e+00 1.03702983e-02
1.24428179e-02 5.12517095e-01 2.54172347e-02 1.31130128e-06
1.46626353e-05 1.19209282e-07 2.62345216e-04 0.00000000e+00
2.74614594e-03 5.88619471e+00 7.53745317e-01 2.80137901e-05
0.00000000e+00 3.93389882e-06 5.36039658e-03 4.30929614e-03
0.00000000e+00 2.50680698e-03 0.00000000e+00 1.80347386e-04
4.14585024e-02 2.17652472e-04 1.12896673e-01 1.00011595e-04
3.93389882e-06 6.15169061e-04 2.40449272e-02 1.19209282e-07
3.01838726e-01 5.25901280e-03 2.52720492e-05 0.00000000e+00
2.20780873e+00 1.69049907e+00 2.95409846e+00 4.11021821e-02
3.87085346e-03 1.19942951e+00 1.49000509e-04 2.91893411e+00
3.81468999e-06 9.53673862e-07 5.24519510e-06 0.00000000e+00
2.12765939e-04 0.00000000e+00 2.89517455e-04 9.53673862e-07
2.96826729e-05 3.58044952e-01 5.03128767e-01 7.62936543e-06
1.82388558e-05 0.00000000e+00 0.00000000e+00 5.87684517e-05
1.96216605e-03 1.14061877e-01 1.59739175e-05 0.00000000e+00
3.32061929e-04 2.41954780e+00 6.92581962e-05 7.65130809e-03
7.15255510e-07 1.29855350e-01 3.78036313e-03 1.12034762e-02
1.83586664e-02 0.00000000e+00 1.19004898e-01 6.70173243e-02
0.00000000e+00 0.00000000e+00 8.60766694e-03 4.76837045e-07
2.25303011e-05 3.57627232e-06 2.33147442e-02 5.60722488e-04
1.93039898e-03 0.00000000e+00 2.62878942e+00 1.07209754e+00
0.00000000e+00 4.35104448e-05 0.00000000e+00 2.92771554e+00
2.72880763e-01 6.09755099e-01 1.19209282e-07 0.00000000e+00
6.07965512e-06 3.05248395e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.19209221e-06 1.53291388e-04 3.57627812e-07
5.05052041e-03 7.98699057e-06 1.19209282e-07 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 3.57621466e-05
9.73370910e-01 6.88784570e-02 7.44027555e-01 3.06363181e-05
3.14586726e-03 8.98087883e+00 1.97941646e-01 1.49010502e-05
1.19209221e-06 3.54119873e+00 0.00000000e+00 9.72120091e-03
1.19209282e-07 6.99734082e-05 0.00000000e+00 2.89461404e-01
4.75221539e+00 2.70601431e-05 1.62945163e+00 0.00000000e+00
1.04444299e-03 1.89160204e+00 0.00000000e+00 3.93389882e-06
0.00000000e+00 0.00000000e+00 1.19902594e-02 4.37962532e+00
0.00000000e+00 2.28879217e-05 6.32634223e-01 1.35778153e+00
1.19209282e-07 2.34099209e-01 2.24512722e-02 1.19208580e-05
0.00000000e+00 0.00000000e+00 1.82213557e+00 2.00013179e-04
6.91411469e-06 3.23451427e-03 6.55648955e-06 6.74964094e+00
1.01642851e-02 7.94828162e-02 3.39645846e-03 1.32321438e-05
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
2.15332672e-01 7.15255510e-07 1.26514375e-01 1.95156741e+00
1.78813775e-06 2.30883583e-01 8.34464686e-07 3.52558942e-04
2.38418551e-07 0.00000000e+00 0.00000000e+00 2.16611817e-01
1.99077531e-05 5.34376614e-02 4.01488505e-03 1.73785448e+00
1.52788004e-02 1.51375569e-02 5.22984751e-02 1.45543949e-04
2.92020122e-04 9.04757544e-05 0.00000000e+00 8.69362354e+00
5.27454680e-03 6.16293037e-05 0.00000000e+00 1.69620427e-04
0.00000000e+00 6.92870840e-02 0.00000000e+00 1.74358189e-01
5.29275239e-05 2.18388975e-01 1.20987904e+00 0.00000000e+00
5.91030065e-03 1.74917688e-03 0.00000000e+00 1.48320809e-01
3.54045333e-05 1.80633292e-02 2.54360260e-04 5.14600039e+00
3.98459971e-01 4.76837045e-07 1.66088995e-02 3.19549028e-04
1.04779472e-04 0.00000000e+00 2.75335537e-04 1.31955981e-04
9.52329263e-02 9.53673862e-07 2.38415741e-05 0.00000000e+00
2.80428201e-01 6.20429069e-02 7.27174029e-06 0.00000000e+00
2.95175362e+00 2.98022769e-06 0.00000000e+00 2.19680697e-01
2.62260096e-06 8.62941262e-04 1.97382551e-03 1.48912994e-02
1.18304824e-03 1.16514424e-02 7.12388635e-01 1.86981428e-02
2.39607798e-05 3.21312575e-03 1.19209282e-07 0.00000000e+00
5.74111843e+00 2.38418551e-07 1.08618474e+00 0.00000000e+00
6.62781677e-05 4.23196375e-01 2.86101886e-06 0.00000000e+00
2.08815327e-03 0.00000000e+00 6.14898466e-02 0.00000000e+00
0.00000000e+00 2.15161182e-02 0.00000000e+00 1.44959939e+00
6.06773533e-02 3.11272812e+00 0.00000000e+00 7.06948853e+00
7.25363789e-04 0.00000000e+00 0.00000000e+00 5.40773273e-01
5.96232386e-03 1.31130128e-06 1.45886588e+00 0.00000000e+00
3.93505357e-02 1.19209282e-07 5.63477325e+00 1.90639213e-01
2.13747006e-02 5.33820450e-01 0.00000000e+00 3.21864559e-06
2.62464397e-04 4.57295962e-02 0.00000000e+00 1.51321188e-01
0.00000000e+00 1.50393890e-02 8.05887626e-04 2.41991929e-05
0.00000000e+00 9.36378166e-03 5.22474060e-03 1.19209282e-07
3.45706349e-06]
Epoch: 4/10 Iteration: 36 Training loss: [ 9.60597210e-03 8.48734126e-05 2.50339190e-06 1.99116766e+00
2.86101886e-06 1.29689556e-02 1.31130128e-06 2.52747089e-01
1.66892869e-06 3.75586189e-02 1.22614894e-02 0.00000000e+00
5.40381336e+00 2.25876094e-04 0.00000000e+00 7.80806914e-02
1.67594219e-04 9.53673862e-07 0.00000000e+00 3.64087746e-02
0.00000000e+00 5.26527991e-04 7.22604571e-03 5.23315102e-05
1.19209282e-07 1.08853811e-02 3.56689319e-02 1.29891951e-02
1.19209282e-07 0.00000000e+00 1.25038803e-01 6.49976134e-01
1.08553016e+00 1.08236178e-04 0.00000000e+00 2.38418551e-07
2.20870410e-04 7.59334362e-05 1.65091231e-04 2.69853423e-04
1.09671946e-05 0.00000000e+00 2.08898587e-03 2.02655588e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 5.53812191e-04
3.21864559e-06 3.24244029e-05 7.73409665e-01 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
2.24326723e-04 0.00000000e+00 0.00000000e+00 1.31746435e+00
2.12579399e-01 6.44357002e-04 4.63737726e+00 3.22627872e-02
4.33968240e-03 2.03461945e-03 3.07164025e-02 5.96046277e-07
1.08850352e-03 9.11909447e-05 0.00000000e+00 9.53673862e-07
1.08479862e-05 3.61567773e-02 4.72791464e-04 1.09210145e+00
4.66357189e-04 5.03762737e-02 0.00000000e+00 0.00000000e+00
1.19209282e-07 6.37323916e-01 5.79770565e-01 2.07375898e-03
2.42203940e-04 3.57627812e-07 0.00000000e+00 3.79194170e-02
0.00000000e+00 5.11396269e-04 1.18902348e-01 5.49330702e-03
4.52994254e-06 4.99474445e-05 4.84933937e-03 8.94065670e-06
1.28732204e+00 5.67687869e-01 1.54971951e-06 6.43431908e-03
0.00000000e+00 9.83818714e-03 3.14782170e-04 7.33110282e-05
1.19209221e-06 2.38485802e-02 3.82951140e-01 9.39040557e-02
5.54169645e-04 9.12391961e-01 1.24208367e-04 1.85654211e+00
1.34264817e-02 0.00000000e+00 0.00000000e+00 2.38347483e+00
1.20980993e-01 0.00000000e+00 5.04242598e-05 0.00000000e+00
2.26865840e+00 3.57627812e-07 3.21525574e-01 0.00000000e+00
8.36642265e-01 1.71306288e+00 0.00000000e+00 1.10195938e-03
1.84565365e+00 1.20830722e-02 1.76231965e-01 8.05119276e-01
0.00000000e+00 1.13579965e+00 1.77321478e-03 0.00000000e+00
2.07245024e-03 0.00000000e+00 2.45568117e-05 1.28293633e+00
8.23956262e-03 1.62923798e-01 0.00000000e+00 0.00000000e+00
1.64614481e-04 7.26674160e-04 1.18499631e-02 4.07092506e-03
1.19209282e-07 0.00000000e+00 0.00000000e+00 6.73568821e+00
3.52345891e-02 0.00000000e+00 1.62123324e-05 0.00000000e+00
0.00000000e+00 1.71653107e-02 0.00000000e+00 1.50249496e-01
2.65687656e+00 0.00000000e+00 2.25849031e-03 4.64186430e-01
0.00000000e+00 1.84218660e-02 0.00000000e+00 3.37155014e-02
4.11306653e-04 0.00000000e+00 5.51144592e-03 3.66658485e-03
7.75209188e-01 2.67817307e+00 1.17105909e-01 5.51826470e-02
0.00000000e+00 4.30276804e-03 1.36636555e-01 5.20344973e-02
0.00000000e+00 2.83073932e-01 3.14622396e-03 1.07288304e-06
1.86068384e-04 2.34839536e-05 7.03332353e-06 1.46091508e-03
1.20748281e-02 1.02825174e-02 4.76837045e-07 8.64574611e-01
2.26497400e-06 0.00000000e+00 1.96882850e-03 2.68151686e-02
2.72248802e-03 7.38341287e-02 5.96046277e-07 0.00000000e+00
0.00000000e+00 8.39065108e-03 5.47259289e-04 1.40168047e+00
8.07555218e-04 9.29828093e-06 1.30008440e-02 0.00000000e+00
0.00000000e+00 1.62283981e+00 0.00000000e+00 7.45869160e-01
1.13807535e-02 1.14440263e-05 7.59194139e-04 0.00000000e+00
1.73544502e+00 0.00000000e+00 8.84493784e-05 2.01099515e+00
5.96046277e-07 0.00000000e+00 1.65651664e-02 2.16605477e-02
9.47622349e-04 0.00000000e+00 3.45706349e-06 2.74177601e-05
8.98434315e-04 3.20613205e-01 1.11734480e-01 1.94835827e-01
1.76897887e-02 2.38418551e-07 1.57638359e+00 0.00000000e+00
0.00000000e+00 1.19740041e-02 1.73196095e-04 4.52340208e-03
7.72146955e-02 5.92452634e-05 6.90817600e-04 3.48450994e+00
0.00000000e+00 1.84975252e-01 1.19209282e-07 8.93497840e-02
3.65031301e-03 0.00000000e+00 7.27388891e-04 5.02817566e-04
1.34829536e-01 1.40180302e-04 0.00000000e+00 2.02474624e-01
5.96046277e-07 0.00000000e+00 1.49662502e-03 4.58795717e-03
0.00000000e+00 6.75063487e-03 4.93514272e-05 8.64004865e-02
2.79726391e-03 0.00000000e+00 4.28843021e+00 2.61016059e+00
2.02653737e-05 0.00000000e+00 1.59739175e-05 9.40912962e-03
1.53171587e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.72992635e+00 1.06615471e-02 5.60652375e-01 1.72609056e-03
3.64878550e-02 0.00000000e+00 0.00000000e+00 1.42258310e+00
0.00000000e+00 2.38418551e-07 1.19209282e-07 2.67263819e-02
3.35435241e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00]
Epoch: 4/10 Iteration: 37 Training loss: [ 8.70102525e-01 1.39107564e-04 5.00546396e-02 0.00000000e+00
2.19155937e-01 3.15557504e+00 2.43213162e-01 7.13181317e-01
0.00000000e+00 0.00000000e+00 4.16984186e-02 2.80267466e-02
0.00000000e+00 1.54244917e-04 9.53673862e-07 5.87684517e-05
0.00000000e+00 2.94436455e-01 0.00000000e+00 1.62450433e+00
7.86452413e-01 0.00000000e+00 1.41491415e-04 0.00000000e+00
3.18283746e-05 8.88804913e-01 0.00000000e+00 1.12181492e-01
1.78562030e-02 2.50339190e-06 1.31130128e-06 7.33456761e-03
1.77254602e-01 1.53648973e-04 2.02655588e-06 2.49235571e-04
1.19965941e-01 0.00000000e+00 0.00000000e+00 6.16976023e-01
1.57173071e-03 3.30036040e-04 6.06756876e-05 7.98186734e-02
1.70789436e-02 0.00000000e+00 0.00000000e+00 6.53250515e-03
2.06362586e-02 4.40982776e-03 0.00000000e+00 6.43068373e-01
0.00000000e+00 0.00000000e+00 3.57627812e-07 1.39000669e-01
7.11587429e-01 7.19516695e-01 1.19209282e-07 3.74310148e-05
3.69123038e-04 0.00000000e+00 1.07040326e-03 0.00000000e+00
3.60319093e-02 0.00000000e+00 2.12275460e-02 6.19869097e-05
3.08533764e+00 0.00000000e+00 1.70559153e-01 0.00000000e+00
4.62521348e-05 0.00000000e+00 1.50114822e-03 0.00000000e+00
0.00000000e+00 5.37474407e-03 3.22955661e-02 0.00000000e+00
1.27586517e-02 0.00000000e+00 1.07288304e-06 1.29989848e-01
0.00000000e+00 3.57627812e-07 1.94681797e-03 5.57514951e-02
7.27125183e-02 1.61465394e+00 1.35048911e-01 0.00000000e+00
1.65699548e-05 0.00000000e+00 0.00000000e+00 2.55869889e+00
8.23363066e-02 7.77905658e-02 5.74572259e-05 4.41073416e-06
0.00000000e+00 2.37159617e-03 7.48271644e-02 1.65171036e-03
0.00000000e+00 1.40925241e-03 0.00000000e+00 4.47026603e-02
0.00000000e+00 2.57488755e-05 2.43319422e-01 3.96276126e-03
1.90383226e-01 1.91314681e-03 4.76837045e-07 1.19209282e-07
8.58385265e-02 4.00477946e-01 5.81454253e-03 2.03111995e-04
0.00000000e+00 3.95815703e-04 0.00000000e+00 0.00000000e+00
3.38735408e-04 0.00000000e+00 1.14195980e-04 1.14560999e-01
3.81468999e-06 3.36061195e-02 4.38680581e-05 2.98903763e-01
2.38418551e-07 1.39639585e-03 0.00000000e+00 7.03519806e-02
1.80076361e-01 0.00000000e+00 5.80619031e-04 0.00000000e+00
2.54562832e-02 8.22801550e-04 4.76837045e-07 2.53912567e-05
0.00000000e+00 0.00000000e+00 1.11946370e-03 1.19209221e-06
1.71537566e+00 0.00000000e+00 7.05169933e-03 3.55180615e-04
0.00000000e+00 6.90197994e-05 0.00000000e+00 3.92563231e-02
0.00000000e+00 4.60362108e-03 1.04183491e-04 5.96046277e-07
2.82582313e-01 1.30287270e-04 4.06810679e-02 1.31130128e-06
0.00000000e+00 3.28452289e-01 5.20486385e-02 1.01445127e+00
4.96891374e-03 0.00000000e+00 3.48495913e+00 0.00000000e+00
2.21828767e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00
3.06264590e-02 0.00000000e+00 2.93729067e+00 6.45667489e-04
8.94290358e-02 1.49472058e-03 6.88894689e-02 2.38418551e-07
2.56505475e-04 1.15282029e-01 2.74382124e-04 7.18097261e-04
4.40688276e+00 1.12977773e-02 5.86492497e-05 0.00000000e+00
0.00000000e+00 5.61044168e+00 1.74334587e-03 0.00000000e+00
0.00000000e+00 2.02655588e-06 1.53053013e-04 0.00000000e+00
5.04242598e-05 6.39949110e-04 4.52994254e-06 1.70835876e-03
0.00000000e+00 0.00000000e+00 1.38281821e-05 0.00000000e+00
3.02587438e+00 1.13006134e-03 7.85412192e-01 8.10619895e-06
1.80869773e-02 2.48737052e-01 7.42646298e-05 2.52261162e-01
9.38216820e-02 1.21695166e-02 1.03539252e-03 0.00000000e+00
1.13410992e-03 0.00000000e+00 1.73277140e-01 2.27687142e-05
0.00000000e+00 8.82144832e-06 0.00000000e+00 5.10590896e-03
0.00000000e+00 4.70865598e-05 4.57003736e+00 3.75502204e-05
2.38418306e-06 1.05009884e-01 0.00000000e+00 0.00000000e+00
9.93210152e-02 0.00000000e+00 1.18291117e-02 0.00000000e+00
1.68666913e-04 0.00000000e+00 5.38766757e-03 4.07931134e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 8.46382409e-06
1.09378445e+00 0.00000000e+00 1.13232376e-03 1.08303763e-01
9.29828093e-06 4.30273652e-01 2.02655588e-06 1.19209282e-07
1.21861780e+00 0.00000000e+00 1.19209282e-07 0.00000000e+00
7.82779360e-04 4.65931222e-02 7.86750388e-05 1.86031754e-03
0.00000000e+00 1.86784882e-02 8.90659809e-01 1.75236128e-05
0.00000000e+00 5.03050542e-05 1.63184202e-04 2.67766379e-02
4.74378243e-02 0.00000000e+00 5.99919586e-04 5.48934102e-01
0.00000000e+00 2.38418306e-06 6.35779947e-02 0.00000000e+00
1.03516569e-02 4.59887695e+00 3.01863346e-02 2.45576706e-02
1.81076992e-02 0.00000000e+00 2.91934237e-03 4.12221886e-02
0.00000000e+00 0.00000000e+00 2.60740030e-03 0.00000000e+00
1.90597493e-04]
Epoch: 4/10 Iteration: 38 Training loss: [ 0.00000000e+00 4.39950563e-02 3.91041368e-01 2.01681774e-04
0.00000000e+00 3.41863692e-01 9.67422873e-02 5.73336333e-02
4.98765521e-03 3.70373391e-02 0.00000000e+00 2.08089664e-03
2.38418551e-07 0.00000000e+00 3.57627812e-07 0.00000000e+00
1.61973619e+00 4.83250916e-02 9.77090094e-03 2.77554131e+00
7.66138807e-02 7.30726242e-05 3.63194570e-02 0.00000000e+00
3.79472327e+00 5.90466708e-02 2.48279553e-02 0.00000000e+00
1.01711106e+00 3.28129332e-04 0.00000000e+00 2.02655588e-06
2.09485844e-01 7.63924187e-03 5.24987020e-02 1.38392410e-04
0.00000000e+00 1.58178213e-04 0.00000000e+00 1.30441025e-01
0.00000000e+00 0.00000000e+00 4.52994254e-06 1.20531372e-03
1.90734681e-06 0.00000000e+00 5.44837303e-03 1.80772662e-01
0.00000000e+00 0.00000000e+00 1.28770864e+00 1.05238957e-02
1.54971951e-06 2.75708293e-03 3.57627812e-07 2.26713158e-02
1.07288304e-06 1.27567910e-03 4.76837045e-07 6.21045269e-02
7.89597034e-02 4.25554723e-01 1.47920921e-01 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.59509361e-01 0.00000000e+00
0.00000000e+00 4.25276607e-01 1.66115966e-02 7.15255510e-07
0.00000000e+00 1.15632338e-05 1.62276149e+00 1.26560125e-02
0.00000000e+00 1.32708311e-01 1.35639659e-03 2.69088205e-02
1.43282259e+00 1.24907345e-02 8.70223994e-06 5.11753722e-04
2.94061843e-03 9.05949564e-05 3.21864559e-06 1.19209282e-07
1.16516771e-02 1.19209282e-07 1.33897839e-02 2.08648783e-03
4.53245211e+00 1.59839133e-03 5.78951091e-04 1.19209282e-07
1.34513390e+00 0.00000000e+00 2.80697078e-01 0.00000000e+00
2.68899981e-04 1.65766612e-01 0.00000000e+00 3.65965825e-05
0.00000000e+00 0.00000000e+00 1.30763441e-01 9.41684991e-02
2.26497400e-06 0.00000000e+00 8.73765894e-05 4.58807591e-03
4.81979921e-03 3.77886317e-05 1.19209282e-07 2.92058503e-05
4.38142233e-02 2.22649992e-01 5.96046277e-07 3.23072463e-01
1.22500801e+00 1.82270658e+00 1.31002424e-04 6.38528168e-03
1.69977997e-04 0.00000000e+00 0.00000000e+00 3.32422629e-02
3.74975353e-02 2.85889506e-01 2.38418551e-07 2.82522033e-05
1.19209221e-06 1.66446585e-02 3.78535083e-03 8.12974322e-05
8.17203312e-04 1.45117670e-01 1.46626353e-05 0.00000000e+00
1.54971951e-06 8.92187841e-03 0.00000000e+00 9.55601747e-04
3.04353523e+00 1.19209282e-07 1.52682285e+01 6.68089092e-03
3.40168597e-03 6.31847943e-04 6.53829947e-02 8.13314617e-02
0.00000000e+00 6.74020557e-04 6.36970741e-04 3.07116866e+00
0.00000000e+00 0.00000000e+00 5.95904179e-02 1.59608506e-04
1.49477273e-04 0.00000000e+00 0.00000000e+00 3.24244029e-05
0.00000000e+00 5.03413321e-04 6.59006182e-03 0.00000000e+00
7.15255510e-07 0.00000000e+00 1.23656392e-01 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.32803828e-01 0.00000000e+00
3.71884368e-03 2.59646028e-01 0.00000000e+00 0.00000000e+00
0.00000000e+00 9.38608646e-02 1.09232485e+00 2.82312304e-01
5.60282069e-06 9.32973402e-04 9.89432192e-06 1.19209282e-07
1.32782996e+00 2.45863974e-01 2.28932667e+00 1.45434278e-05
3.37046564e-01 0.00000000e+00 9.05667916e-02 7.15255510e-07
0.00000000e+00 0.00000000e+00 1.43603631e-03 9.83428254e-05
1.70944035e+00 9.56252031e-03 0.00000000e+00 1.08278764e-03
0.00000000e+00 7.54388561e-03 0.00000000e+00 1.99077531e-05
1.12056105e-05 0.00000000e+00 1.11327169e-03 3.08926813e-02
0.00000000e+00 5.20434370e-03 9.60749722e+00 2.86419487e+00
6.35365359e-05 9.08632949e-03 1.12835014e+00 0.00000000e+00
5.11396269e-04 8.60533714e-02 1.31130128e-06 0.00000000e+00
0.00000000e+00 2.13393439e-02 0.00000000e+00 8.58303247e-06
0.00000000e+00 3.68777625e-02 1.24431709e-02 2.84773898e+00
1.44620776e-01 4.22703028e-02 0.00000000e+00 3.48083526e-02
2.62260096e-06 6.37793820e-03 2.16937377e-04 0.00000000e+00
3.54548357e-02 0.00000000e+00 7.15255510e-07 0.00000000e+00
8.73532236e-01 3.42218685e+00 1.32068177e-03 2.24469299e-03
0.00000000e+00 1.10202720e-02 1.21638644e-02 0.00000000e+00
0.00000000e+00 1.28576899e+00 1.20539814e-02 0.00000000e+00
1.32270565e-03 1.89184886e-03 2.69320875e-01 4.76837045e-07
2.38418551e-07 4.29152533e-06 2.38418551e-07 0.00000000e+00
1.75460678e-04 2.09222460e+00 1.03904031e-01 0.00000000e+00
9.37737292e-04 1.62469063e-04 4.05310766e-06 0.00000000e+00
2.23379076e-01 1.41794235e-03 4.59402539e-02 1.74044053e-05
7.92679284e-03 1.14187872e+00 1.54971951e-06 0.00000000e+00
1.19209282e-07 5.34980059e-01 1.03928417e-01 3.50469163e-05
1.04675621e-01 3.82734314e-02 7.70748593e-04 0.00000000e+00
6.03271089e-03 3.93461995e-03 5.69084920e-02 1.82116032e-01
1.31465048e-01]
Epoch: 4/10 Iteration: 39 Training loss: [ 7.33012855e-02 1.53319826e-02 2.59723311e-04 1.08355373e-04
3.67256790e-01 0.00000000e+00 8.68293419e-02 4.55908775e-02
8.30305507e-04 4.16803733e-03 6.55424404e+00 0.00000000e+00
0.00000000e+00 5.54307844e-05 0.00000000e+00 0.00000000e+00
1.19209282e-07 1.19209282e-07 0.00000000e+00 5.72202953e-06
1.20018022e-02 3.87422697e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.19209282e-07 3.73889634e-04 0.00000000e+00
3.01892273e-02 9.79852339e-05 6.62645400e-02 2.74180979e-06
4.59565403e-04 3.22194993e-02 3.57049823e-01 1.19209282e-07
0.00000000e+00 2.75341030e-02 4.22713071e-01 2.75119710e+00
6.29017889e-01 0.00000000e+00 5.48361231e-06 4.20328081e-02
7.79457316e-02 1.94889799e-01 0.00000000e+00 8.82329226e-01
4.94909398e-02 0.00000000e+00 0.00000000e+00 2.70601431e-05
5.45465713e-03 0.00000000e+00 2.08594502e-04 8.05292046e-04
1.31130128e-06 0.00000000e+00 5.00677743e-06 2.95118632e-04
0.00000000e+00 1.66891605e-05 0.00000000e+00 0.00000000e+00
2.95365527e-02 1.19209282e-07 0.00000000e+00 4.70920466e-02
1.19209282e-07 5.30276867e-03 0.00000000e+00 0.00000000e+00
2.33647479e-05 7.48827681e-03 1.10428877e-01 9.08131748e-02
2.78157711e+00 1.19209282e-07 7.48293847e-02 2.35839514e-03
0.00000000e+00 1.39948921e-02 5.99604755e-05 0.00000000e+00
1.27744651e+00 0.00000000e+00 1.38253681e-02 2.02655588e-06
0.00000000e+00 1.84338868e-01 6.91411469e-06 0.00000000e+00
0.00000000e+00 3.09943675e-06 3.80270394e-05 2.98022769e-06
5.96046277e-07 0.00000000e+00 1.19209282e-07 2.21966386e+00
8.65799782e-04 2.52071931e-03 6.82002166e-04 3.86086321e+00
6.86239600e-01 0.00000000e+00 1.73945233e-01 0.00000000e+00
7.15255510e-07 1.30592048e+00 1.53778801e-05 5.24519510e-06
2.97283769e-01 4.16047692e-01 2.15149616e-04 6.73865318e-01
6.53094053e-02 7.31054461e-03 1.35889350e-04 1.03229919e-04
7.54373521e-02 0.00000000e+00 2.66158924e-04 1.72707662e-02
1.46626353e-05 0.00000000e+00 2.96787068e-04 3.12668681e-02
0.00000000e+00 7.38629580e-01 8.94065670e-06 8.25748682e-01
9.69989181e-01 1.83102116e-02 1.61963850e-01 2.66161677e-03
0.00000000e+00 1.14436885e-02 1.54866979e-01 1.50008723e-02
2.88056326e+00 0.00000000e+00 1.88490105e+00 0.00000000e+00
0.00000000e+00 2.52583250e-03 0.00000000e+00 2.64822513e-01
1.30826518e-01 0.00000000e+00 3.46893030e-05 4.09638422e-04
5.26814349e-03 1.96600147e-02 9.63749550e-03 8.79958458e-03
6.65892586e-02 0.00000000e+00 5.96044674e-06 1.04421888e-04
0.00000000e+00 2.70084962e-02 1.19209282e-07 2.38418551e-07
0.00000000e+00 1.18016496e-05 7.84366348e-05 1.62941349e+00
2.57369578e-01 7.83595815e-03 4.76837045e-07 4.47178572e-01
0.00000000e+00 1.55054464e-03 0.00000000e+00 9.07005548e-01
8.72573946e-05 3.95254930e-03 3.27764079e-02 5.84639549e-01
7.43838318e-05 2.58980282e-02 0.00000000e+00 1.00854551e-02
6.11524956e-05 4.65749204e-03 5.52477390e-02 2.33503728e-04
0.00000000e+00 9.73892456e-05 9.15756077e-03 0.00000000e+00
5.69766238e-02 1.97953614e-03 0.00000000e+00 1.23135615e-04
3.30377929e-02 3.23023647e-03 4.02919286e-05 1.74708702e-02
0.00000000e+00 1.19209282e-07 2.29670443e-02 0.00000000e+00
2.92501479e-01 0.00000000e+00 4.56404597e-01 6.19956195e-01
0.00000000e+00 1.43051045e-06 0.00000000e+00 1.83580614e-05
0.00000000e+00 0.00000000e+00 3.30751063e-04 0.00000000e+00
2.56609821e+00 1.56566516e-01 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.08040601e-03 4.76837045e-07 1.29080415e-01
4.24209684e-01 1.19209282e-07 1.61722317e-01 1.15244210e-01
3.58636462e-04 1.18010234e-04 2.83821933e-02 0.00000000e+00
0.00000000e+00 5.38287163e-01 1.52176261e+00 2.42042273e-01
1.54695630e-01 3.76466513e-01 4.93917286e-01 0.00000000e+00
0.00000000e+00 1.48957297e-01 3.71269131e+00 7.90326376e-05
0.00000000e+00 1.86783509e-04 4.86855984e-01 0.00000000e+00
2.84650207e-01 6.52160915e-03 0.00000000e+00 1.21109304e-04
0.00000000e+00 7.30366912e-04 1.81844145e-01 6.69652104e-01
3.67573899e-04 4.96950699e-03 1.02519462e-05 2.96124548e-01
0.00000000e+00 5.81395021e-03 0.00000000e+00 2.38418551e-07
5.96046277e-07 2.38418551e-07 2.76134777e+00 6.00872678e-04
1.94309250e-05 0.00000000e+00 0.00000000e+00 5.69153614e-02
0.00000000e+00 1.19209282e-07 0.00000000e+00 1.15632338e-05
2.31534219e-03 7.13068545e-02 4.60218787e-01 8.27625170e-02
6.53630853e-01 4.04111343e-05 1.19209221e-06 0.00000000e+00
2.64958620e-01 4.40857984e-04 8.88442434e-03 7.89815113e-02
8.91407253e-04 5.70394546e-02 0.00000000e+00 2.12421465e+00
5.68451965e-03 0.00000000e+00 0.00000000e+00 7.13266199e-03
0.00000000e+00 2.38418551e-07 0.00000000e+00]
Epoch: 3/10 Iteration: 40 Validation Acc: 0.8828
Epoch: 5/10 Iteration: 40 Training loss: [ 2.78311758e-03 1.54971951e-06 2.82959780e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.67014809e-03 0.00000000e+00
1.34556321e-03 1.45434278e-05 0.00000000e+00 2.35886917e-01
2.56958425e-01 5.24519510e-06 0.00000000e+00 1.19209282e-07
0.00000000e+00 0.00000000e+00 1.65468571e-03 7.32533216e-01
1.91193423e-04 1.95891690e+00 0.00000000e+00 1.04903629e-05
0.00000000e+00 1.59985566e+00 1.05518522e-02 1.19209221e-06
1.08183501e-03 0.00000000e+00 8.39502458e-03 0.00000000e+00
9.05342225e-04 1.13621308e-02 2.02105707e-03 0.00000000e+00
0.00000000e+00 3.26328158e-01 0.00000000e+00 3.69548115e-06
0.00000000e+00 8.65323353e-04 0.00000000e+00 1.43051045e-06
1.19209282e-07 0.00000000e+00 3.57627812e-07 1.07623823e-03
1.71838254e-02 1.19209282e-07 2.13361855e-04 1.81539261e-04
0.00000000e+00 8.35458636e-02 0.00000000e+00 8.44836875e-04
4.42256678e-05 0.00000000e+00 5.27481199e-04 2.63449056e-05
2.89586131e-02 2.91830208e-02 0.00000000e+00 0.00000000e+00
1.22600766e-02 2.98022769e-06 3.07705952e-03 1.54971951e-06
3.59746575e-01 2.05376506e-04 0.00000000e+00 2.51073111e-03
1.01386555e-01 5.41424565e-02 8.36830866e-03 0.00000000e+00
7.76764572e-01 3.46243032e-04 2.56624655e-04 2.88655907e-01
0.00000000e+00 5.18546949e-05 1.36675371e-03 7.98699057e-06
1.19209221e-06 1.43051045e-06 7.05809593e-02 5.23993857e-02
0.00000000e+00 3.57627812e-07 0.00000000e+00 1.16824422e-05
1.19209282e-07 3.57627812e-07 3.76850255e-02 0.00000000e+00
2.66063213e+00 2.13352251e+00 6.32937159e-03 9.98335183e-01
2.39607798e-05 4.52803564e+00 2.66970135e-03 0.00000000e+00
8.94366652e-02 3.42477337e-02 2.08435342e-01 3.74502659e-01
0.00000000e+00 1.19209282e-07 5.96044674e-06 4.50600965e-05
2.00869012e+00 9.22288001e-03 2.99396098e-01 7.48958290e-01
4.57472466e-02 1.02753285e-03 0.00000000e+00 3.09943675e-06
4.57063143e-04 5.37619453e-05 4.27760417e-03 1.43051045e-06
7.95139186e-03 7.13299438e-02 3.57627232e-06 9.46476939e-05
5.12598626e-06 1.79539651e-01 5.70069142e-02 3.11744124e-01
3.76937464e-02 2.74180979e-06 1.90733044e-05 3.40547651e-01
0.00000000e+00 3.47792200e-04 5.61794732e-04 3.96716222e-02
6.08735718e-04 2.27783006e-04 0.00000000e+00 3.45890224e-01
1.96693400e-05 5.96046277e-07 0.00000000e+00 2.71793488e-05
9.53673862e-07 3.12934909e-03 1.23382639e-02 0.00000000e+00
0.00000000e+00 2.79864238e-04 4.76837045e-07 1.20827183e-01
3.43316860e-05 8.72588833e-04 3.61654013e-02 1.63588161e-03
3.24244029e-05 0.00000000e+00 6.20433576e-02 0.00000000e+00
1.85353530e-03 0.00000000e+00 4.98528185e-04 8.73765894e-05
2.07080729e-02 1.20554917e-01 3.44456136e-01 2.76561732e-05
4.30132627e+00 3.54147926e-02 6.89756731e-03 1.19208580e-05
1.63260102e+00 0.00000000e+00 0.00000000e+00 4.76836021e-06
4.62271869e-01 4.29180538e-04 1.21864898e-03 1.09671946e-05
4.76837045e-07 2.72279954e+00 5.63685536e-01 1.14256411e-03
9.20362771e-03 3.48081216e-02 7.24424571e-02 0.00000000e+00
0.00000000e+00 9.37058777e-02 3.05531104e-03 0.00000000e+00
0.00000000e+00 1.66892869e-06 2.93752807e-03 0.00000000e+00
4.72311229e-02 1.55840022e-03 2.38418551e-07 3.57627812e-07
2.18684268e+00 0.00000000e+00 1.17503248e-01 7.15255510e-07
1.56492501e-01 0.00000000e+00 1.36818225e-03 1.04491937e-03
2.45568117e-05 3.29979062e-01 1.79249234e-03 5.96046277e-07
2.90971436e-03 3.74310148e-05 1.26695503e-02 4.69097722e-04
0.00000000e+00 1.55751437e-01 9.83428254e-05 7.83371180e-03
0.00000000e+00 2.40535417e-04 0.00000000e+00 4.04111343e-05
9.70022500e-01 1.18602486e-03 1.82388558e-05 1.69062673e-03
1.86353121e-02 6.55629628e-05 7.04502090e-05 0.00000000e+00
8.77114828e-04 0.00000000e+00 1.43051045e-06 0.00000000e+00
1.64507474e-05 6.43728072e-06 2.42938399e-01 3.90316814e-01
9.80537105e-03 1.19209282e-07 7.57353455e-02 1.19798162e-04
1.19209221e-06 0.00000000e+00 2.78809145e-02 4.14404814e-04
0.00000000e+00 0.00000000e+00 4.64285612e-01 0.00000000e+00
0.00000000e+00 3.18986148e-01 4.29144238e-05 0.00000000e+00
1.07356203e+00 1.79475325e-03 0.00000000e+00 1.24247506e-01
0.00000000e+00 8.28019157e-02 1.40623495e-01 2.68437173e-02
4.60900739e-02 0.00000000e+00 2.69468218e-01 4.06495419e-05
9.95299667e-02 1.56863616e-03 4.52994254e-06 0.00000000e+00
0.00000000e+00 1.47610158e-01 0.00000000e+00 4.56824841e-04
3.57423201e-02 1.19209282e-07 3.67157882e-05 4.19497043e-02
9.17693321e-03 0.00000000e+00 1.97744407e-02 2.77600080e-01
0.00000000e+00 2.48997210e-04 0.00000000e+00 2.92384792e-02
3.81468999e-06]
Epoch: 5/10 Iteration: 41 Training loss: [ 7.10804248e-03 4.79926395e+00 2.49043517e-02 1.47199295e-02
0.00000000e+00 2.39607798e-05 0.00000000e+00 3.02476257e-01
9.77988988e-02 1.79665722e-03 1.37109626e-02 2.31224997e-03
3.79205555e-01 3.31942749e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.95620563e-02 8.65561597e-04
0.00000000e+00 0.00000000e+00 8.05768475e-04 1.20491516e-02
1.43022453e-02 3.69548115e-06 2.30884480e+00 5.14609277e-01
2.88724923e-03 4.29152533e-06 9.04097632e-02 2.77103424e-01
2.87290259e-05 4.11259662e-03 4.76837045e-07 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 2.40313113e-02
5.09665767e-03 1.83224666e+00 3.00733261e-02 4.66097445e-05
0.00000000e+00 2.58412329e-04 5.10856099e-02 4.05145437e-03
0.00000000e+00 2.02396885e-04 3.08823568e-04 5.44716977e-02
0.00000000e+00 7.79598340e-05 0.00000000e+00 0.00000000e+00
3.47289070e-02 5.90092503e-02 5.81989028e-02 8.32522810e-02
0.00000000e+00 3.87422697e-05 1.90734681e-06 3.81468999e-06
5.57624793e-04 4.07481134e-01 1.10887218e+00 1.49607047e-01
5.50725386e-02 4.76837045e-07 0.00000000e+00 1.19209282e-07
1.43328857e+00 0.00000000e+00 3.77886317e-05 4.01823163e-01
2.17528157e-02 0.00000000e+00 9.39720217e-03 2.15766486e-05
4.94364761e-02 4.96013999e-01 2.32455404e-05 0.00000000e+00
0.00000000e+00 3.57627812e-07 6.03851106e-04 1.38372425e-02
4.76856306e-02 7.74857381e-06 0.00000000e+00 5.96046277e-07
3.23113441e+00 1.74671263e-01 2.92694941e-03 0.00000000e+00
4.55369118e-05 1.15983908e-04 2.74180979e-06 0.00000000e+00
4.61118221e-01 4.46741618e-02 6.95463503e-04 1.28937059e-03
0.00000000e+00 1.66891605e-05 0.00000000e+00 4.13228534e-02
1.61400419e-02 3.80270394e-05 1.46616672e-04 0.00000000e+00
9.84620274e-05 1.00306702e+00 0.00000000e+00 0.00000000e+00
3.32007483e-02 8.82144832e-06 2.98760757e-02 1.55863214e+00
1.42675138e-03 0.00000000e+00 1.31701566e-02 0.00000000e+00
3.52309691e-03 3.96634899e-02 1.25151011e-03 8.34464686e-07
1.31903946e-01 2.27362271e-02 7.46333361e-01 2.00172365e-01
1.76649958e-01 1.02872327e-04 7.52182314e-05 0.00000000e+00
1.31130128e-06 1.00135303e-05 3.91521305e-02 0.00000000e+00
0.00000000e+00 7.87049625e-03 0.00000000e+00 0.00000000e+00
2.42083054e-03 4.81416345e-01 0.00000000e+00 1.33267109e-04
2.38418551e-07 3.41554582e-02 2.58825766e-03 3.95176262e-02
1.19209282e-07 8.07591807e-03 9.84444376e-03 0.00000000e+00
2.15869420e-03 0.00000000e+00 1.95245753e-04 4.28900182e-01
1.52420807e+00 8.91549792e-03 4.07374377e-04 7.86778219e-06
0.00000000e+00 7.51213112e-04 8.34355503e-02 3.61651093e-01
4.82905284e-03 1.41202271e-01 0.00000000e+00 5.65176010e-01
7.52182314e-05 0.00000000e+00 1.38864443e-01 3.93545115e-03
1.19209282e-07 4.38288553e-03 0.00000000e+00 2.12776638e-03
2.98018786e-05 1.26674969e-03 0.00000000e+00 1.95841683e-04
0.00000000e+00 5.80977872e-02 4.76836021e-06 2.53049308e-04
2.03902111e-03 1.99893999e-04 8.46350158e-05 6.79490631e-06
6.08638525e-01 1.19209282e-07 1.49993122e-01 1.21808779e+00
2.20685393e-01 0.00000000e+00 4.58083767e-03 1.07288304e-06
5.55499864e-05 0.00000000e+00 6.21303963e-03 4.46282911e+00
1.24996555e+00 5.22391915e-01 4.24118787e-02 6.64768219e-02
1.97987029e-04 0.00000000e+00 2.26776768e-03 0.00000000e+00
1.23612394e-04 1.78813775e-06 0.00000000e+00 0.00000000e+00
3.08400895e-02 2.26443727e-03 1.19440578e-04 7.61606038e-01
6.24209642e-02 1.92353129e-01 2.84156680e-01 2.14061022e-01
1.04938078e+00 7.39421919e-02 2.77234703e-01 2.75125774e-03
0.00000000e+00 0.00000000e+00 7.24768208e-04 1.79011235e-03
1.70467829e-05 0.00000000e+00 1.85964764e-05 4.87447163e-04
4.35209423e-01 1.41610610e-04 2.38418551e-07 7.76300803e-02
1.56271170e-04 1.90512896e+00 1.83580614e-05 3.45706349e-06
2.00975344e-01 7.41683471e-04 1.41454005e+00 0.00000000e+00
7.86894411e-02 1.06028107e-03 2.18129207e-04 7.56518217e-03
2.05037868e-05 9.00918171e-02 1.63299330e-02 2.23993533e-03
3.15777451e-01 6.40897602e-02 8.34395550e-03 1.19209282e-07
8.11843260e-04 1.78813775e-06 3.55237389e-05 1.44547708e-02
1.01693405e-03 8.54259878e-02 1.74733289e-02 2.05148131e-01
0.00000000e+00 3.09943675e-06 8.64700228e-02 4.76837045e-07
0.00000000e+00 0.00000000e+00 2.63492632e+00 0.00000000e+00
6.05700947e-02 6.72895730e-01 6.05995592e-04 1.33948475e-01
1.51556218e+00 0.00000000e+00 7.03335134e-03 1.76530957e-01
2.57812738e-01 4.10714805e-01 2.23392487e+00 8.21576566e-02
2.08325386e-02 2.12050843e-04 1.51395783e-01 1.90734681e-06
1.19209282e-07]
Epoch: 5/10 Iteration: 42 Training loss: [ 1.25025645e-01 1.60826987e-03 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.49773844e-02 4.40379333e+00 9.50837974e-04
0.00000000e+00 1.50132030e-02 9.52316761e-01 0.00000000e+00
2.23326162e-01 0.00000000e+00 0.00000000e+00 3.86163534e-04
0.00000000e+00 2.67350697e-04 4.60137271e-05 3.85925203e-04
2.08499338e-02 6.77085845e-05 5.07172942e-02 2.04419088e+00
0.00000000e+00 7.11348414e-01 0.00000000e+00 0.00000000e+00
1.20186084e-03 7.15679005e-02 2.25303011e-05 4.76837045e-07
2.26114455e-04 3.17818113e-02 7.12094456e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.75369675e-05 9.92683321e-03
1.70467829e-05 4.80366498e-03 6.96158022e-05 0.00000000e+00
0.00000000e+00 2.38418551e-07 0.00000000e+00 1.47818428e-05
5.03984513e-03 2.56684482e-01 2.38418551e-07 2.03733158e+00
0.00000000e+00 4.42723334e-01 1.13696768e-03 0.00000000e+00
1.13553880e-03 2.51881075e+00 0.00000000e+00 5.59075925e-05
4.76837045e-07 0.00000000e+00 4.68481521e-05 3.76246348e-02
3.05065691e-01 1.43051045e-06 2.80137901e-05 0.00000000e+00
0.00000000e+00 2.85942195e-04 1.64571896e-01 0.00000000e+00
0.00000000e+00 6.24846201e-03 0.00000000e+00 1.84092252e-03
6.87720440e-03 3.90482657e-02 1.04992092e-03 4.70507191e-03
6.05060300e-03 3.12756252e-04 7.67678357e-05 0.00000000e+00
8.93642128e-01 9.93830734e-04 0.00000000e+00 1.72397178e-02
4.38996814e-02 2.86101886e-06 4.77233641e-02 1.09653277e-02
9.76085954e-04 6.17835037e-02 7.03182638e-01 7.62936543e-06
2.44376060e-05 7.02423649e-03 8.27881414e-03 1.63373160e+00
0.00000000e+00 1.37916245e-02 4.81593925e-05 1.44488215e-01
6.25829198e-05 6.91411469e-06 0.00000000e+00 9.92031395e-02
0.00000000e+00 0.00000000e+00 5.60282069e-06 0.00000000e+00
2.77666628e-01 8.79674871e-03 2.68530750e+00 2.37000966e+00
1.40389556e-03 2.42404151e-03 7.15255510e-07 2.44376060e-05
2.78195774e-04 0.00000000e+00 2.38418551e-07 1.99514747e+00
1.28274918e-01 4.76837045e-07 0.00000000e+00 5.93435243e-02
3.29988390e-01 3.14598624e-03 1.54971951e-06 1.21072158e-02
4.26775217e-03 1.19209282e-07 0.00000000e+00 0.00000000e+00
5.71307659e-01 6.94085360e-02 0.00000000e+00 2.26675346e-01
5.46261221e-02 1.36217916e+00 0.00000000e+00 3.81918967e-01
1.90734681e-06 7.92785082e-04 5.07464400e-04 1.26686424e-01
0.00000000e+00 3.67931381e-04 3.04874815e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.96826729e-05 8.33603553e-03
4.61809756e-03 4.50524595e-03 0.00000000e+00 1.19439960e+00
7.15255510e-07 2.38145337e-01 2.08254158e-02 2.30071273e-05
9.23088228e-04 0.00000000e+00 4.46555763e-02 2.62511615e-03
4.64915138e-06 3.21918586e-03 0.00000000e+00 7.04495385e-02
0.00000000e+00 5.76155663e-01 3.75946099e-03 0.00000000e+00
0.00000000e+00 5.16935857e-03 1.28728732e-01 5.06626639e-05
8.31046328e-02 1.56162951e-05 7.21882610e-03 1.47075260e+00
6.98679942e-04 5.75019454e-04 1.48222211e-03 2.44681016e-02
1.63552456e-03 9.77243721e-01 2.49539129e-03 8.72490183e-03
2.02396885e-04 4.76837045e-07 1.20576560e+00 0.00000000e+00
9.67932574e-05 1.01561156e-04 1.05768299e+00 1.46362591e+00
1.76056623e-04 2.60185953e-02 4.50002356e-03 0.00000000e+00
7.41704600e-03 9.99340136e-03 0.00000000e+00 3.56705451e+00
9.53673862e-07 1.96249306e+00 3.84950686e+00 2.04184660e-04
1.71884701e-01 9.53673862e-07 0.00000000e+00 0.00000000e+00
0.00000000e+00 8.33449885e-03 0.00000000e+00 0.00000000e+00
8.34464686e-07 0.00000000e+00 3.06363181e-05 6.47811859e-04
0.00000000e+00 1.51026761e-04 2.00628161e+00 9.93840024e-03
1.92623658e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00
2.63298658e-04 0.00000000e+00 3.10566515e-01 7.11068977e-04
0.00000000e+00 0.00000000e+00 9.53673862e-07 9.50690638e-03
1.52691171e-01 0.00000000e+00 2.13135555e-02 1.56363728e-03
4.18976182e-03 3.79779488e-02 0.00000000e+00 6.51951656e-02
0.00000000e+00 0.00000000e+00 1.37282501e-03 1.08479862e-05
6.90792874e-02 0.00000000e+00 3.39754894e-02 3.89909863e-01
8.70223994e-06 4.02369595e-04 1.00824062e-03 1.38008688e-03
0.00000000e+00 9.40597802e-02 1.78813775e-06 6.96158022e-05
1.19209282e-07 8.34464686e-07 3.82133410e-03 1.47268486e+00
5.24557412e-01 1.04002645e-02 1.25554837e-02 3.57627812e-07
7.58142342e-05 1.66892869e-06 1.25168972e-05 1.48831367e+00
2.74899905e-03 0.00000000e+00 0.00000000e+00 4.82113600e-01
8.73364694e-03 1.65537931e-02 0.00000000e+00 2.33386178e-02
1.07106119e-01 2.60359030e-02 5.61998971e-02 3.65905580e-04
3.19276243e-01 5.42824030e-01 1.14732035e-01 0.00000000e+00
0.00000000e+00]
Epoch: 5/10 Iteration: 43 Training loss: [ 3.19475803e-05 1.11096888e-04 7.39094867e-06 7.66597450e-01
5.40142417e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.96727678e-01 2.47209508e-04 2.27783006e-04 1.21592739e-05
4.24376049e-05 1.80990379e-02 8.35622195e-05 8.98839533e-03
0.00000000e+00 2.09391247e-02 0.00000000e+00 0.00000000e+00
1.15494756e-03 2.66381383e-01 0.00000000e+00 4.12498281e-04
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.19522130e-02 4.17231649e-06
1.35320377e+00 7.11637199e-01 1.39198909e-02 4.11263609e-05
8.93121213e-03 0.00000000e+00 0.00000000e+00 6.43870141e-03
0.00000000e+00 1.97196618e-01 1.45876519e-02 5.96046277e-07
0.00000000e+00 0.00000000e+00 4.96621768e-04 3.03842183e-02
0.00000000e+00 1.00633514e-03 0.00000000e+00 9.07141512e-05
2.81678945e-01 7.51939462e-03 0.00000000e+00 0.00000000e+00
1.46722386e-03 1.26473053e-04 4.00224961e-02 1.44805922e-03
9.89432192e-06 0.00000000e+00 0.00000000e+00 3.23068470e-01
1.15461968e-01 1.65699548e-05 0.00000000e+00 2.14576494e-06
0.00000000e+00 9.71508489e-05 2.16025904e-01 4.73029766e-04
1.27553130e-05 2.11141016e-02 7.45924354e-01 3.42667976e-04
5.48212440e-04 3.60037029e-01 4.73580003e-01 4.17622126e-04
2.38204575e+00 0.00000000e+00 1.32790330e-04 2.98022769e-06
9.32056829e-02 0.00000000e+00 2.24032950e+00 1.31151464e-03
0.00000000e+00 2.32598893e-02 5.19734668e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.59092953e-02 1.90898241e-03
1.19209282e-07 1.04759502e+00 0.00000000e+00 1.67832593e-04
0.00000000e+00 1.47068918e-01 0.00000000e+00 8.68624330e-01
1.01153858e-01 1.74418464e-01 0.00000000e+00 8.34464686e-07
2.57697277e-04 8.13096106e-01 3.37356614e-05 1.06095704e-05
6.75281137e-02 2.14576494e-06 7.21956253e-01 6.10284507e-04
7.47414306e-05 1.78813775e-06 0.00000000e+00 0.00000000e+00
1.19209282e-07 2.87890565e-02 0.00000000e+00 3.31091532e-03
1.00192882e-03 3.67573899e-04 1.78218946e-01 6.36418685e-02
2.77731359e-01 1.90636481e-03 0.00000000e+00 1.81565173e-02
8.82020831e-01 7.85197392e-02 1.29692483e+00 1.78248286e-01
5.38434787e-03 2.77016401e-01 0.00000000e+00 4.96167034e-01
5.41182933e-04 1.94322895e-02 0.00000000e+00 1.50907566e-04
1.25662431e-01 3.01783551e-02 1.40665970e-05 1.29975200e-01
1.00585483e-02 2.43802704e-02 3.02708209e-01 5.35235376e-05
8.58303247e-06 0.00000000e+00 7.97478351e-05 8.59048218e-02
5.65195739e-01 2.64787108e-01 1.19209282e-07 7.85558368e-05
4.96141821e-01 5.19975185e-01 3.44097993e-04 0.00000000e+00
0.00000000e+00 1.19852694e-03 9.19470370e-01 5.81199452e-02
1.62618667e-01 9.79457617e-01 7.86778219e-06 4.64915138e-06
0.00000000e+00 5.69676995e-01 3.13731097e-03 4.15458754e-02
4.87579405e-03 6.88471556e-01 2.60403156e-02 2.50904064e-04
0.00000000e+00 1.29621327e-01 7.21361861e-03 0.00000000e+00
2.09088926e-03 0.00000000e+00 3.76949930e+00 0.00000000e+00
0.00000000e+00 6.25254512e-02 0.00000000e+00 6.15173280e-01
3.32419440e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.01082638e-01 5.52144193e-04 7.41454278e-05 2.19002143e-01
3.33554059e-01 3.91525857e-04 6.22370187e-03 2.91161635e-03
0.00000000e+00 4.68621089e-04 4.76837045e-07 1.06493989e-02
3.63403087e-04 8.04532170e-02 2.38418551e-07 3.33785465e-06
5.13540930e-04 8.49755108e-02 0.00000000e+00 2.57495713e+00
5.07454038e-01 0.00000000e+00 9.16487649e-02 5.44698946e-02
5.01636043e-03 0.00000000e+00 0.00000000e+00 1.06591880e-02
7.74857381e-06 1.72511991e-02 0.00000000e+00 3.95029318e-03
2.11614892e-02 8.14875774e-03 0.00000000e+00 1.20698067e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
4.11785173e+00 4.63713368e-05 7.49024898e-02 6.62251003e-03
4.08089341e-04 4.16124314e-02 5.36075234e-03 6.97621405e-02
9.02483764e-04 1.20394136e-04 1.43495619e-01 1.91570334e-02
5.72202953e-06 0.00000000e+00 0.00000000e+00 1.59727686e-04
3.50131467e-02 0.00000000e+00 3.02947307e+00 4.20799952e-05
1.54971951e-06 6.72352733e-04 3.13797444e-01 1.52472758e+00
5.13842523e-01 1.40094191e-01 1.27307416e-04 7.79086782e-04
1.36288857e+00 3.57627812e-07 3.98224264e-01 5.36897540e-01
1.66891605e-05 0.00000000e+00 3.43316860e-05 5.13484538e-01
0.00000000e+00 3.16808088e-04 0.00000000e+00 1.34988904e-01
0.00000000e+00 0.00000000e+00 0.00000000e+00 7.15255510e-07
4.97852219e-03 3.36972117e+00 7.63364375e-01 1.01084370e-04
0.00000000e+00 2.88482439e-02 1.17757102e-03 0.00000000e+00
2.72236939e-04 2.26497400e-06 4.13740892e-03 1.40665970e-05
1.31130128e-06]
Epoch: 5/10 Iteration: 44 Training loss: [ 0.00000000e+00 0.00000000e+00 1.11649279e-02 0.00000000e+00
3.12994584e-04 2.21535247e-02 0.00000000e+00 2.96071887e-01
2.38418551e-07 1.41677978e-02 1.90734681e-06 1.33270596e-03
3.51677328e-01 0.00000000e+00 8.73779878e-04 1.68237448e-01
0.00000000e+00 3.38909263e-03 7.51015705e-06 6.90976158e-03
0.00000000e+00 2.98813044e-04 4.51951206e-01 4.29433554e-01
0.00000000e+00 1.66892869e-06 8.25381801e-02 5.20213216e-04
4.60280338e-04 8.79725849e-05 2.34839536e-05 7.18806186e-05
1.20727986e-01 1.17662229e-01 2.29864996e-02 2.69409356e-05
1.78813775e-06 1.49793434e-03 0.00000000e+00 0.00000000e+00
4.87816660e-03 1.25281120e-04 3.17082465e-01 6.19688392e-01
0.00000000e+00 5.03603160e-01 4.10071552e-05 2.07422017e-05
1.19209221e-06 5.96046277e-07 1.20690905e-01 3.05725087e-04
4.18394525e-03 4.44194360e-04 0.00000000e+00 6.31807234e-06
0.00000000e+00 5.87684517e-05 6.40133367e-05 1.36393514e-02
1.09671946e-05 3.70934210e-03 2.56098539e-01 2.65833187e-05
4.92215641e-02 0.00000000e+00 7.11101368e-02 1.19209282e-07
9.01766866e-02 0.00000000e+00 1.47625692e-02 0.00000000e+00
8.64182226e-03 5.78740146e-03 2.37528281e-03 1.52586726e-05
0.00000000e+00 3.70284915e-02 0.00000000e+00 0.00000000e+00
5.23941338e-01 1.67789608e-01 9.53673862e-07 0.00000000e+00
1.20400655e-05 7.16422146e-05 3.21864559e-06 1.19209282e-07
9.53673862e-07 0.00000000e+00 5.09370759e-04 7.41740083e-03
4.96674657e-01 7.36686270e-05 6.88136101e-01 0.00000000e+00
9.65963001e-04 2.03301460e-02 2.23222899e+00 1.07139751e-01
5.48331591e-04 0.00000000e+00 2.57101376e-04 3.57684270e-02
4.30581458e-02 1.76186189e-01 0.00000000e+00 1.19209221e-06
0.00000000e+00 2.87290259e-05 2.30808719e-03 2.26597857e+00
3.00978478e-02 1.97822740e-03 7.51454681e-02 1.02726817e-01
3.30497861e-01 2.63298658e-04 0.00000000e+00 0.00000000e+00
2.51251459e-03 7.03917205e-01 6.04900867e-02 0.00000000e+00
4.30047244e-01 0.00000000e+00 0.00000000e+00 3.29197980e-02
1.49852957e-03 2.97278374e-01 2.94046069e-04 0.00000000e+00
2.12190280e-05 1.19209282e-07 0.00000000e+00 2.50339190e-06
2.26503313e-01 1.00130790e-04 1.03503524e-03 2.06620425e-01
0.00000000e+00 6.19886396e-06 2.21698489e-02 2.92897880e-01
1.02332167e-01 1.03741698e-03 4.48857039e-01 1.07642720e-02
8.23939741e-01 4.74837795e-03 1.36111276e-02 5.00434602e-04
9.28313375e-01 8.28528330e-02 2.30868184e-03 0.00000000e+00
0.00000000e+00 2.49994621e-02 2.19342692e-05 2.38628520e-04
0.00000000e+00 0.00000000e+00 8.45011044e-03 5.02296984e-02
6.02009892e-02 0.00000000e+00 1.10629320e-01 1.69344377e-02
4.36310673e+00 7.40783513e-02 1.67133510e+00 0.00000000e+00
0.00000000e+00 6.61231726e-02 3.39072275e+00 1.68205053e-02
4.75264899e-03 4.69047762e-03 4.38778922e-02 1.33028720e-04
1.07288304e-06 3.57627812e-07 9.73845646e-02 2.38418306e-06
5.84123791e-06 8.58303247e-06 0.00000000e+00 0.00000000e+00
2.92099975e-02 6.92231068e-03 1.40169924e-02 4.21530493e-02
4.83101010e-02 8.21848633e-04 7.15255510e-07 1.19209221e-06
6.08567568e-03 1.43051045e-06 3.89142602e-04 0.00000000e+00
1.58247307e-01 3.35586190e-01 1.19209282e-07 1.19209282e-07
6.19886396e-06 6.17453596e-03 7.61718329e-05 5.20689820e-04
7.51015705e-06 1.08110905e-02 0.00000000e+00 7.90326376e-05
0.00000000e+00 1.78812334e-05 5.68127453e-01 3.70621145e-01
9.41748931e-06 1.74180362e-02 1.08685684e+00 5.46313114e-02
7.29929283e-02 1.50781393e-03 1.71698064e-01 7.15255510e-07
0.00000000e+00 0.00000000e+00 8.34464686e-07 0.00000000e+00
0.00000000e+00 2.38418551e-07 5.03272889e-03 5.99704403e-03
4.56706025e-02 1.58434699e-03 0.00000000e+00 3.46037350e-03
1.05505548e-02 1.01327387e-05 7.29774162e-02 0.00000000e+00
0.00000000e+00 7.32805859e-03 3.40228016e-03 1.74715382e-03
0.00000000e+00 4.52985041e-05 4.88756905e-06 4.79120761e-03
0.00000000e+00 0.00000000e+00 1.19209221e-06 0.00000000e+00
7.96239416e-04 1.90734681e-06 1.26432747e-01 1.41304219e-02
2.75957823e-01 0.00000000e+00 1.77766383e+00 0.00000000e+00
1.94240952e+00 1.42306113e-03 6.35064556e-04 1.19209282e-07
2.10068319e-02 6.42851507e-03 0.00000000e+00 1.75098777e-02
0.00000000e+00 7.15255510e-07 1.10620102e-04 1.54472780e+00
4.47024831e-05 3.57627812e-07 4.44306076e-01 5.36453463e-02
0.00000000e+00 0.00000000e+00 3.30533957e+00 5.53115824e-05
8.36380117e-04 0.00000000e+00 3.25430095e-01 5.32838190e-03
1.69440489e-02 4.76837045e-07 1.44147396e-01 0.00000000e+00
1.15507737e-01 0.00000000e+00 2.38418551e-07 3.35594523e-03
3.09943675e-06]
Epoch: 4/10 Iteration: 45 Validation Acc: 0.8910
Epoch: 5/10 Iteration: 45 Training loss: [ 8.10619895e-06 2.38418551e-07 1.26270170e-03 3.92248690e-01
0.00000000e+00 5.57883905e-05 4.76837045e-07 1.89585298e-01
1.45552270e-02 4.57640350e-01 1.41967107e-02 5.24519510e-06
9.53673862e-07 1.19209282e-07 6.80661906e-05 8.58303247e-06
1.24579528e-03 4.24011183e+00 5.60937643e-01 4.60137271e-05
0.00000000e+00 1.35897662e-05 1.74983928e-04 4.70898720e-03
1.19209282e-07 3.05340951e-03 0.00000000e+00 7.24410813e-04
6.34378195e-02 2.49950623e-04 1.04469135e-01 1.15590019e-03
1.71994001e-01 5.33075305e-03 3.95646738e-03 0.00000000e+00
7.15463102e-01 3.85232852e-03 3.45348334e-03 0.00000000e+00
2.36995125e+00 3.52276862e-02 1.08111933e-01 1.31260782e-01
2.41012138e-04 6.52788162e-01 4.03305097e-03 2.52344680e+00
7.15255510e-07 5.36440348e-06 4.76837045e-07 0.00000000e+00
1.78813775e-06 2.74180979e-06 2.58889049e-04 9.53673862e-07
4.19142377e-03 1.42160916e+00 3.91214080e-02 1.28745205e-05
0.00000000e+00 0.00000000e+00 0.00000000e+00 3.09442639e+00
9.98592675e-02 1.25108385e+00 3.69548115e-06 0.00000000e+00
5.86492497e-05 2.81985617e+00 3.09939351e-05 1.73036903e-02
0.00000000e+00 6.19538734e-03 1.10576989e-03 2.14204076e-03
1.02288846e-03 3.28486844e-04 7.02495351e-02 5.83018959e-01
0.00000000e+00 0.00000000e+00 4.56695352e-03 2.50339190e-06
1.07288304e-06 6.89388078e-04 6.06671767e-03 2.36708224e-02
1.00788334e-03 1.71645102e-03 2.54584002e+00 1.52984619e-01
0.00000000e+00 3.27820162e-05 5.06973453e-03 6.54049933e-01
4.70517874e-02 2.52700984e-01 0.00000000e+00 0.00000000e+00
5.99323888e-04 7.47869303e-03 0.00000000e+00 0.00000000e+00
0.00000000e+00 7.89134356e-05 3.74924764e-03 3.57627812e-07
4.91974934e-04 5.48361231e-06 0.00000000e+00 1.31130128e-06
0.00000000e+00 1.19209282e-07 0.00000000e+00 9.27971269e-04
4.73564506e-01 7.22517297e-02 3.30493242e-01 0.00000000e+00
1.42413250e-03 4.14844928e-03 2.39424840e-01 4.73249675e-05
7.90326376e-05 3.06620145e+00 0.00000000e+00 1.13445697e-02
0.00000000e+00 3.85038584e-05 3.09943675e-06 5.15786782e-02
3.10750270e+00 1.96693400e-05 1.41960829e-01 0.00000000e+00
3.59828118e-04 7.10789859e-01 0.00000000e+00 4.82785981e-05
0.00000000e+00 0.00000000e+00 3.65695730e-02 2.24689007e+00
4.76837045e-07 1.40665970e-05 6.19575307e-02 1.21466888e-04
0.00000000e+00 1.91028863e-02 3.36361021e-01 1.92504463e-04
0.00000000e+00 0.00000000e+00 1.23996282e+00 5.35085164e-02
1.49010502e-05 4.70050931e-04 1.19209221e-06 1.63605034e+00
4.62569203e-03 4.46360648e-01 1.83806673e-03 1.66892869e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.78309515e-01 7.15253191e-06 3.52155254e-03 2.60251641e-01
8.34464686e-07 6.31706044e-02 8.34464686e-07 3.39807943e-04
0.00000000e+00 0.00000000e+00 1.07288304e-06 1.88182503e-01
0.00000000e+00 2.31034704e-03 2.04140041e-03 6.75833285e-01
1.24580059e-02 6.60344660e-02 5.41680932e-01 7.06886131e-05
3.02787012e-05 2.61868525e-04 4.76837045e-07 3.67255616e+00
9.42620274e-04 5.08289970e-03 0.00000000e+00 1.43051045e-06
0.00000000e+00 1.19006187e-02 0.00000000e+00 2.95666438e-02
9.53669769e-06 1.12523384e-01 2.68724948e-01 0.00000000e+00
2.80594197e-03 6.94256648e-02 0.00000000e+00 9.52250138e-02
1.74745554e-04 3.91807854e-02 5.06949751e-03 1.19775534e+00
1.46542788e+00 3.17091690e-05 1.75937428e-04 5.98251645e-04
2.70601431e-05 0.00000000e+00 2.05257325e-04 2.13382355e-05
1.26604128e+00 0.00000000e+00 6.69493631e-04 0.00000000e+00
8.26265439e-02 2.26497400e-06 1.66891605e-05 1.19209221e-06
3.09017032e-01 3.67157882e-05 0.00000000e+00 6.85356706e-02
2.26497400e-06 4.57715895e-03 1.07465824e-02 2.12072395e-02
7.09821796e-03 7.44556217e-03 4.38317806e-01 2.11812468e-04
4.76837045e-07 1.05902649e-01 8.82144832e-06 0.00000000e+00
2.58221960e+00 7.15255510e-07 3.54021519e-01 0.00000000e+00
6.86052488e-04 1.72889519e+00 4.18415839e-05 2.38418551e-07
8.01718619e-04 0.00000000e+00 1.27282783e-01 0.00000000e+00
0.00000000e+00 2.53582071e-03 0.00000000e+00 2.30362654e+00
1.50681594e-02 3.42324853e-01 0.00000000e+00 1.66001296e+00
2.42442300e-04 2.38418551e-07 0.00000000e+00 5.59614778e-01
2.28239689e-03 5.96046277e-07 4.07125503e-01 0.00000000e+00
1.57648437e-02 5.12598626e-06 4.30155277e+00 1.26421824e-01
2.42028404e-02 3.16855490e-01 0.00000000e+00 2.41991929e-05
4.04111343e-05 3.56054932e-01 0.00000000e+00 2.03906924e-01
0.00000000e+00 7.80635281e-04 8.20362009e-03 5.90068557e-05
0.00000000e+00 8.47219024e-04 8.12974322e-05 1.71097682e-03
0.00000000e+00]
Epoch: 5/10 Iteration: 46 Training loss: [ 7.71736503e-02 1.74044053e-05 2.41991929e-05 1.27892339e+00
1.19209282e-07 2.95820308e+00 1.19209282e-07 7.78284995e-03
1.31129354e-05 1.43714130e-01 1.51605699e-02 0.00000000e+00
8.47403288e-01 1.70145638e-03 0.00000000e+00 1.19840784e-03
6.04384905e-03 9.65590607e-06 1.31130128e-06 1.79534825e-03
0.00000000e+00 1.11636764e-03 1.11268498e-02 1.80724775e-03
0.00000000e+00 2.44376060e-05 9.12529886e-01 7.56033091e-03
7.15255510e-07 0.00000000e+00 3.89940366e-02 8.21439400e-02
3.84377837e-01 6.66634529e-04 0.00000000e+00 0.00000000e+00
7.23100442e-04 1.54970876e-05 3.10134463e-04 6.69136236e-04
2.62260096e-06 0.00000000e+00 1.31425296e-03 6.07965512e-06
0.00000000e+00 1.19209282e-07 0.00000000e+00 1.29079923e-03
3.69548115e-06 6.43728072e-06 1.00531787e-01 0.00000000e+00
0.00000000e+00 3.57627812e-07 0.00000000e+00 0.00000000e+00
2.74177601e-05 0.00000000e+00 0.00000000e+00 3.30488026e-01
4.53874394e-02 1.95501325e-05 7.33900595e+00 5.33039728e-03
4.74197138e-03 4.27393155e-04 2.10855044e-02 3.15899633e-05
1.14780327e-03 3.73118128e-05 0.00000000e+00 1.19209282e-07
7.86778219e-06 4.33535017e-02 6.38631046e-01 3.29260267e-02
3.18953185e-04 2.31896862e-01 0.00000000e+00 2.38418551e-07
0.00000000e+00 2.34263793e-01 1.50875235e+00 1.07885804e-03
2.02516079e-04 2.26497400e-06 0.00000000e+00 1.52205303e-01
0.00000000e+00 1.04903629e-05 7.50847533e-02 1.64456796e-02
2.86776427e-04 7.15255510e-07 3.23142461e-03 2.23849987e-04
6.41840577e-01 8.89958441e-02 3.40932747e-05 2.61227530e-03
0.00000000e+00 5.69151342e-03 1.12803711e-03 3.38548634e-05
5.96046277e-07 9.42262996e-04 1.22911647e-01 4.53325221e-03
1.88804157e-02 1.74241915e-01 8.27278272e-05 2.50002056e-01
1.35041401e-01 1.19209221e-06 0.00000000e+00 1.32130980e-02
4.61855829e-02 0.00000000e+00 2.86098202e-05 0.00000000e+00
1.78175628e+00 9.53673862e-07 2.40239397e-01 0.00000000e+00
1.19569236e-02 7.97121406e-01 0.00000000e+00 1.00395340e-03
9.59703386e-01 8.32929648e-03 2.16287896e-01 7.16644526e-02
0.00000000e+00 2.19594479e+00 3.42191313e-04 0.00000000e+00
1.65448801e-04 0.00000000e+00 1.07326114e-03 4.81430560e-01
2.16702116e-03 1.03155941e-01 0.00000000e+00 0.00000000e+00
1.83803830e-04 1.23135615e-04 2.41976026e-02 1.37171522e-01
2.03845811e-05 1.19209282e-07 0.00000000e+00 3.26901364e+00
2.55347248e-02 0.00000000e+00 2.09806149e-05 6.43728072e-06
2.62260096e-06 3.76236588e-01 9.53669769e-06 3.23914830e-03
1.41474485e+00 0.00000000e+00 6.38995960e-04 1.52488630e-02
0.00000000e+00 5.02276514e-03 0.00000000e+00 3.79518390e-01
2.80594197e-03 0.00000000e+00 2.74222274e-03 3.15371039e-03
5.76432765e-01 5.38796365e-01 2.09428612e-02 2.03255899e-02
0.00000000e+00 7.16548646e-04 1.96775771e-03 3.17353867e-02
0.00000000e+00 2.40853086e-01 6.03731954e-04 1.72851978e-05
2.55425135e-03 3.05043836e-03 8.10890342e-04 5.31106954e-03
8.12061597e-03 1.46140857e-02 8.34464686e-07 1.06411004e+00
3.33785465e-06 0.00000000e+00 2.70091754e-04 2.35147879e-01
3.97960626e-04 4.26822668e-03 3.81468999e-06 0.00000000e+00
0.00000000e+00 1.23682888e-02 8.36814215e-05 9.51013491e-02
4.66238038e-04 1.31130128e-06 2.11555809e-01 0.00000000e+00
0.00000000e+00 5.64072967e-01 2.38418306e-06 4.50102925e-01
1.06742606e-03 6.19886396e-06 9.49885172e-04 0.00000000e+00
1.32694495e+00 0.00000000e+00 8.37452128e-04 1.29111350e+00
2.86101886e-06 0.00000000e+00 2.22896531e-04 1.61403134e-01
1.07576186e-03 0.00000000e+00 1.12056105e-05 4.59327101e-04
6.53649273e-04 1.66273922e-01 7.34204873e-02 8.69709775e-02
8.55601765e-03 1.31130128e-06 1.45635605e+00 0.00000000e+00
0.00000000e+00 2.28879217e-05 1.19209282e-07 1.20055105e-03
1.60093587e-02 2.34839536e-05 3.61734768e-04 2.00927448e+00
4.76837045e-07 4.53729704e-02 0.00000000e+00 3.91552225e-02
2.39607798e-05 0.00000000e+00 9.35749122e-05 3.41760553e-03
2.94081885e-02 2.03809571e-02 0.00000000e+00 6.62577301e-02
4.29152533e-06 0.00000000e+00 4.07757377e-03 1.67511087e-02
0.00000000e+00 3.71278636e-03 1.90001549e-04 6.83445990e-01
4.33813967e-03 0.00000000e+00 4.85237503e+00 2.60726166e+00
1.56867114e-04 0.00000000e+00 9.10877436e-03 2.90890019e-02
2.73429245e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.05937302e+00 3.68736987e-03 1.01199426e-01 1.92409300e-03
4.17303182e-02 0.00000000e+00 0.00000000e+00 8.28425307e-03
0.00000000e+00 0.00000000e+00 2.38418551e-07 2.35185423e-03
3.20103908e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00]
Epoch: 5/10 Iteration: 47 Training loss: [ 3.28359991e-01 4.16192226e-04 1.41446739e-01 0.00000000e+00
8.73729289e-02 1.14374089e+00 4.06683952e-01 1.01307392e+00
0.00000000e+00 0.00000000e+00 6.70913458e-02 1.27543151e-01
1.19209282e-07 7.12974928e-04 0.00000000e+00 1.28745205e-05
0.00000000e+00 1.15612997e-02 0.00000000e+00 2.52977252e+00
2.72799909e-01 4.76837045e-07 2.02653737e-05 0.00000000e+00
3.57627232e-06 3.05774450e-01 0.00000000e+00 6.76580295e-02
1.17156811e-01 3.57627812e-07 3.57627812e-07 4.70300615e-02
5.01185236e-03 3.38616228e-04 0.00000000e+00 2.25399359e-04
9.51320231e-02 0.00000000e+00 1.19209282e-07 9.23040509e-01
1.39734824e-03 2.05138145e-04 4.02919286e-05 1.22020751e-01
2.54018873e-01 0.00000000e+00 2.26497400e-06 2.90518329e-02
1.46555738e-03 3.32636130e-03 0.00000000e+00 3.14653844e-01
0.00000000e+00 0.00000000e+00 1.31130128e-06 1.21537164e-01
2.84566164e-01 7.38170743e-02 2.38418551e-07 7.89134356e-05
2.44208723e-02 0.00000000e+00 1.40180302e-04 2.38418551e-07
9.19991580e-04 2.38418551e-07 1.02586830e-02 1.20513330e-04
1.78195953e+00 3.57627812e-07 9.52500552e-02 1.19209282e-07
2.38418551e-07 0.00000000e+00 2.81532703e-04 0.00000000e+00
0.00000000e+00 1.25281120e-04 7.27849841e-01 1.22539641e-04
1.84163637e-03 0.00000000e+00 4.10071552e-05 8.99881124e-02
0.00000000e+00 0.00000000e+00 3.35756195e-04 1.44226924e-02
3.00611798e-02 5.15329838e-01 8.57852399e-02 0.00000000e+00
3.36232857e-04 0.00000000e+00 0.00000000e+00 1.39827812e+00
8.98527801e-02 6.09632879e-02 5.97220715e-05 5.96046277e-07
0.00000000e+00 2.57141273e-02 1.20806374e-01 1.26361047e-05
0.00000000e+00 1.82462065e-03 0.00000000e+00 2.30289504e-01
0.00000000e+00 1.17414260e-04 1.08472836e+00 6.09242963e-03
4.06801522e-01 3.48626374e-04 3.81468999e-06 1.43051045e-06
1.22332506e-01 1.45218298e-01 1.35685559e-02 5.20931026e-05
0.00000000e+00 1.09005149e-03 0.00000000e+00 0.00000000e+00
4.76837045e-07 0.00000000e+00 2.31120095e-04 4.46103178e-02
3.57627812e-07 1.56862900e-01 8.96413694e-05 2.22240016e-01
5.96046277e-07 5.86814305e-04 0.00000000e+00 1.91422980e-02
6.13507032e-01 0.00000000e+00 8.48290976e-04 0.00000000e+00
3.36870328e-02 1.52552025e-02 1.54971951e-06 3.58813522e-05
0.00000000e+00 0.00000000e+00 4.54084278e-04 2.02655588e-06
2.03822613e-01 0.00000000e+00 3.98258958e-03 1.69143677e-04
0.00000000e+00 8.07912555e-04 0.00000000e+00 7.66191781e-02
0.00000000e+00 1.17869176e-01 1.43051045e-06 8.34464686e-07
1.94450900e-01 3.73055489e-04 8.45582336e-02 1.78813775e-06
0.00000000e+00 3.68869036e-01 9.90372077e-02 3.99723113e-01
1.06038615e-01 0.00000000e+00 2.19357753e+00 0.00000000e+00
3.15953325e-03 0.00000000e+00 0.00000000e+00 8.34464686e-07
1.64929368e-02 0.00000000e+00 3.04303265e+00 3.52879870e-03
1.38000011e-01 7.37633382e-04 2.17120349e-01 2.14576494e-06
1.04541083e-04 1.29050517e+00 6.31628856e-02 8.17742257e-05
3.17480445e+00 7.78589368e-01 7.39094867e-06 0.00000000e+00
0.00000000e+00 3.20800781e+00 4.34542657e-04 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.33372795e-04 0.00000000e+00
4.72057654e-05 9.67749394e-04 4.07687476e-05 3.62976477e-03
0.00000000e+00 0.00000000e+00 2.74180979e-06 0.00000000e+00
2.21774077e+00 1.07290398e-03 1.47852159e+00 2.43395742e-04
7.26517737e-02 2.20553447e-02 3.94743256e-04 1.17955320e-01
1.09387241e-01 2.60454672e-03 1.61348969e-01 0.00000000e+00
1.84127945e-03 0.00000000e+00 3.83117534e-02 5.35463972e-04
0.00000000e+00 9.41748931e-06 0.00000000e+00 1.17872678e-01
0.00000000e+00 2.73176096e-03 9.40904438e-01 3.30640026e-03
1.19209282e-07 3.53687652e-03 0.00000000e+00 1.19209282e-07
2.76961029e-02 0.00000000e+00 6.18105242e-03 0.00000000e+00
4.18575422e-04 0.00000000e+00 1.52906045e-01 1.46709815e-01
0.00000000e+00 0.00000000e+00 0.00000000e+00 7.83174328e-05
4.11105424e-01 0.00000000e+00 1.09403051e-01 1.43020344e-03
5.36655425e-04 3.34236085e-01 1.92027728e-04 2.38418551e-07
1.72514582e+00 0.00000000e+00 8.34464686e-07 0.00000000e+00
1.06766424e-03 6.29738765e-03 1.63899342e-04 4.96383465e-04
0.00000000e+00 3.36643271e-02 5.67403555e-01 7.62936543e-06
0.00000000e+00 5.97220715e-05 2.40858179e-03 1.50650460e-03
6.84862509e-02 0.00000000e+00 4.23593959e-03 6.84235692e-01
0.00000000e+00 6.07965512e-06 3.42330366e-01 0.00000000e+00
1.12506014e-03 1.36317110e+00 1.18434392e-01 7.18698883e-03
6.52954401e-03 0.00000000e+00 3.29321017e-04 2.63771955e-02
0.00000000e+00 0.00000000e+00 3.69838031e-04 0.00000000e+00
1.70931511e-04]
Epoch: 5/10 Iteration: 48 Training loss: [ 0.00000000e+00 9.61537361e-02 1.86007959e-03 9.34402575e-04
0.00000000e+00 8.95723701e-02 3.72073390e-02 1.35108575e-01
7.65745644e-04 1.90682672e-02 0.00000000e+00 5.32851336e-05
7.06886131e-05 0.00000000e+00 1.19209221e-06 0.00000000e+00
7.25659370e-01 1.34719744e-01 1.12398854e-03 2.69726515e+00
1.75696194e-01 2.08713682e-04 3.36200465e-03 0.00000000e+00
1.27582002e+00 3.27603742e-02 9.89036076e-03 0.00000000e+00
1.28385258e+00 1.39822718e-04 0.00000000e+00 2.71879428e-04
1.78281084e-01 1.05680555e-01 1.03947194e-02 5.18902612e-04
0.00000000e+00 4.10830020e-04 0.00000000e+00 2.20632896e-01
1.72851978e-05 0.00000000e+00 5.49539727e-05 1.51317019e-03
1.07288304e-06 0.00000000e+00 5.06192744e-02 3.42216820e-01
0.00000000e+00 0.00000000e+00 6.67574763e-01 2.65650451e-03
2.38418551e-07 1.86664329e-04 2.52215046e-04 5.68463281e-02
1.18016496e-05 3.06256046e-03 2.70601431e-05 4.91998672e-01
1.07992976e-03 1.38929832e+00 1.18967645e-01 0.00000000e+00
0.00000000e+00 5.96046277e-07 1.67221263e-01 1.19209282e-07
0.00000000e+00 2.55105168e-01 2.12065391e-02 3.57627812e-07
0.00000000e+00 7.80790360e-05 1.46427715e+00 2.78644613e-03
0.00000000e+00 5.48364893e-02 4.10115055e-04 1.13735937e-01
2.28948736e+00 6.98904321e-02 6.85099454e-04 8.34430175e-05
4.79697362e-02 3.48149711e-04 8.94065670e-06 2.38418551e-07
5.09143947e-03 2.50339190e-06 2.01981422e-02 5.06630342e-04
3.51207209e+00 4.74936212e-04 9.16677382e-05 1.43050129e-05
8.25183757e-04 0.00000000e+00 2.27304727e-01 0.00000000e+00
1.99821475e-03 1.11190110e-01 0.00000000e+00 8.65421971e-05
3.57627812e-07 0.00000000e+00 2.28131399e-01 2.58013774e-02
3.98794771e-04 0.00000000e+00 8.07078730e-04 8.24062712e-03
9.77276941e-04 2.20877188e-03 2.98018786e-05 2.39224421e-04
6.49697427e-03 4.25455242e-01 8.04630326e-05 1.10186100e-01
2.66978812e+00 6.55514181e-01 1.11216083e-04 1.25002712e-02
2.30071273e-05 0.00000000e+00 3.57627812e-07 2.85377987e-02
2.64877230e-02 4.63755801e-03 0.00000000e+00 1.23254809e-04
1.69275754e-05 9.65534300e-02 2.21347145e-04 9.55862459e-03
4.25963255e-04 5.69459517e-03 6.60397636e-05 5.96046277e-07
1.27553130e-05 2.87184417e-01 0.00000000e+00 5.49539727e-05
3.44702888e+00 1.18487013e-04 1.02493792e+01 1.92791186e-02
1.16209185e-03 2.88206531e-04 2.48807043e-01 1.11575410e-01
0.00000000e+00 1.50900416e-03 1.20793318e-03 3.30887008e+00
0.00000000e+00 0.00000000e+00 1.61969308e-02 4.25147079e-02
3.53273936e-04 0.00000000e+00 0.00000000e+00 1.40061107e-04
0.00000000e+00 4.79963096e-03 2.40370147e-02 0.00000000e+00
9.13101467e-05 0.00000000e+00 1.55447587e-01 0.00000000e+00
0.00000000e+00 0.00000000e+00 4.38160487e-02 0.00000000e+00
6.37343666e-03 1.38002604e-01 0.00000000e+00 0.00000000e+00
0.00000000e+00 2.26759799e-02 7.96815306e-02 3.33720148e-01
6.31807234e-06 1.08653354e-02 1.17891039e-04 1.66892869e-06
1.18231038e-02 1.85781880e-03 3.31324071e-01 1.54971951e-06
1.83869615e-01 0.00000000e+00 9.35993865e-02 4.76837045e-07
0.00000000e+00 0.00000000e+00 2.84505100e-03 6.90692011e-03
1.11966610e+00 4.12202440e-02 0.00000000e+00 6.28293492e-03
0.00000000e+00 5.84263122e-03 1.19209282e-07 4.92094085e-04
7.45614467e-04 0.00000000e+00 1.09424211e-01 5.46224462e-03
0.00000000e+00 2.84576416e-03 5.68810844e+00 6.74142420e-01
6.18862279e-04 5.17896516e-03 2.28166401e-01 0.00000000e+00
2.99006258e-03 2.04816367e-02 0.00000000e+00 0.00000000e+00
1.12056105e-05 2.85150912e-02 0.00000000e+00 2.26497400e-06
0.00000000e+00 9.46593098e-03 1.93533693e-02 5.02940655e-01
5.11744134e-02 4.68583144e-02 0.00000000e+00 7.45372660e-03
0.00000000e+00 9.85851628e-04 5.64058428e-04 0.00000000e+00
5.91815889e-01 0.00000000e+00 1.19209221e-06 1.78813775e-06
8.91494930e-01 4.32881689e+00 1.89951807e-01 7.29705393e-03
0.00000000e+00 2.52856733e-03 6.92485366e-04 0.00000000e+00
0.00000000e+00 1.16279709e+00 1.69098377e-03 0.00000000e+00
5.56965405e-03 1.86571945e-02 5.25139093e-01 1.66892869e-06
0.00000000e+00 1.41858045e-05 1.07288304e-06 0.00000000e+00
2.63775350e-04 4.98452336e-01 9.34937410e-03 0.00000000e+00
2.77705467e-03 6.53291936e-04 1.76428184e-05 1.19209282e-07
4.15563993e-02 6.92581962e-05 4.17509645e-01 1.71659904e-05
1.85639097e-03 2.65057653e-01 2.38418551e-07 0.00000000e+00
0.00000000e+00 2.56601036e-01 3.39840166e-02 8.61846056e-05
2.03293283e-02 9.67308134e-02 2.52341777e-02 0.00000000e+00
5.07984042e-01 8.12475383e-03 2.50363182e-02 8.04639041e-01
2.63330191e-01]
Epoch: 5/10 Iteration: 49 Training loss: [ 8.61011669e-02 3.52170989e-02 4.80417220e-04 1.19208580e-05
6.66698158e-01 0.00000000e+00 6.64207190e-02 2.08255332e-02
3.04175832e-04 1.09166298e-02 3.09436526e-02 0.00000000e+00
0.00000000e+00 2.82522033e-05 0.00000000e+00 0.00000000e+00
1.19209282e-07 1.93117176e-05 0.00000000e+00 1.69275754e-05
1.40998615e-02 2.06229943e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 7.15253191e-06 2.80047371e-03 0.00000000e+00
1.88280065e-02 2.27687142e-05 3.25539596e-02 1.31130128e-06
1.70335567e-04 3.08796205e-02 1.30591363e-01 7.74857381e-06
0.00000000e+00 8.25611502e-03 5.82198560e-01 9.52842981e-02
8.06443334e-01 0.00000000e+00 8.34464686e-07 4.40900773e-02
1.43407941e-01 1.18229680e-01 0.00000000e+00 6.55426681e-02
1.49446189e-01 0.00000000e+00 0.00000000e+00 9.30981187e-05
1.41318073e-03 0.00000000e+00 3.61258106e-04 4.30371752e-03
8.82144832e-06 1.19209282e-07 2.30071273e-05 7.00943347e-04
0.00000000e+00 1.85114885e-04 0.00000000e+00 0.00000000e+00
8.93865526e-03 0.00000000e+00 0.00000000e+00 3.32159698e-02
4.76837045e-07 4.77210665e-03 3.57627812e-07 0.00000000e+00
4.10071552e-05 3.34058776e-02 1.63624361e-01 1.75388101e-02
2.30263996e+00 4.76837045e-07 1.24814333e-02 5.11990348e-03
0.00000000e+00 1.88697048e-03 2.18605943e-04 0.00000000e+00
2.24838352e+00 0.00000000e+00 2.28619520e-02 2.38418306e-06
0.00000000e+00 7.08209395e-01 1.14440263e-05 0.00000000e+00
0.00000000e+00 5.50952740e-04 1.58767949e-03 5.44771610e-05
1.35897662e-05 0.00000000e+00 7.15255510e-07 1.52085185e+00
3.78158875e-02 1.62540819e-03 9.87756997e-04 3.91833425e+00
5.85917592e-01 0.00000000e+00 9.86387208e-02 0.00000000e+00
5.72202953e-06 1.54425800e+00 4.44640755e-05 4.52994254e-06
7.22021997e-01 2.44874269e-01 9.83350677e-04 5.93738496e-01
1.06233828e-01 2.01777959e+00 2.53912567e-05 9.86208906e-04
3.48462313e-02 0.00000000e+00 7.07614352e-04 8.42057690e-02
3.69548115e-06 1.19209282e-07 1.16307037e-02 3.90267768e-03
0.00000000e+00 6.08634576e-02 2.74180979e-06 5.79601645e-01
1.93705976e+00 1.97036117e-02 5.03439963e-01 6.55793643e-04
0.00000000e+00 4.54500038e-03 3.11223650e-03 1.71454705e-03
1.20398467e-02 0.00000000e+00 1.27530873e-01 0.00000000e+00
0.00000000e+00 2.10195244e-03 0.00000000e+00 1.61918867e-02
2.79982295e-02 1.43051045e-06 2.08952057e-04 2.19342764e-03
1.42258499e-03 5.99601939e-02 4.85064142e-04 8.90120119e-03
2.17504337e-01 0.00000000e+00 2.20534748e-05 3.57563957e-04
0.00000000e+00 8.08576941e-02 1.31130128e-06 5.24519510e-06
3.57627812e-07 1.12056105e-05 1.69633911e-03 3.56109977e-01
2.91959554e-01 1.37093170e-02 1.45067184e-04 1.74303889e+00
0.00000000e+00 8.56033061e-04 0.00000000e+00 8.13412428e-01
3.62211431e-04 6.03493711e-04 1.33961078e-03 6.83809161e-01
1.85964764e-05 2.31105667e-02 1.19209282e-07 2.40834383e-03
2.30524194e-04 3.09381611e-03 1.17454916e-01 9.15823097e-04
0.00000000e+00 7.79598340e-05 3.03263944e-02 0.00000000e+00
1.22973427e-01 1.35937287e-03 0.00000000e+00 5.51071891e-04
6.14214651e-02 6.23851083e-03 2.99210842e-05 4.23316479e-01
0.00000000e+00 9.53673862e-07 3.40797678e-02 0.00000000e+00
9.42348912e-02 0.00000000e+00 1.00771084e-01 1.01043475e+00
0.00000000e+00 5.05434618e-05 0.00000000e+00 2.01461662e-05
8.34464686e-07 0.00000000e+00 5.67990122e-04 0.00000000e+00
1.70735216e+00 1.59586780e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 2.69062608e-03 0.00000000e+00 3.05741489e-01
2.50193151e-03 5.72202953e-06 1.32247001e-01 3.32189083e-01
3.20088631e-03 1.13899191e-03 1.09409995e-01 0.00000000e+00
0.00000000e+00 3.58759686e-02 6.72399759e-01 5.00110269e-01
3.80215675e-01 6.17160387e-02 4.86763448e-01 0.00000000e+00
0.00000000e+00 4.01123986e-02 1.85718572e+00 2.67921295e-03
0.00000000e+00 5.74781152e-04 1.50215864e-01 0.00000000e+00
1.02002621e+00 1.02206888e-02 0.00000000e+00 2.26495085e-05
0.00000000e+00 5.95868856e-04 4.34967540e-02 5.77796340e-01
3.37356614e-05 1.67500544e-02 1.01918748e-04 1.13285112e+00
0.00000000e+00 3.32345366e-02 0.00000000e+00 4.76837045e-07
7.15255510e-07 1.31130128e-06 1.70872760e+00 9.30862781e-03
4.76837045e-07 0.00000000e+00 0.00000000e+00 2.07272228e-02
0.00000000e+00 4.76837045e-07 0.00000000e+00 7.62936543e-06
3.94198159e-03 3.62909377e-01 2.84505546e-01 7.04629719e-02
3.91633481e-01 2.43183986e-05 6.31807234e-06 0.00000000e+00
4.24790606e-02 1.76321901e-03 2.15687469e-01 7.91828558e-02
1.36520609e-03 3.32826227e-02 0.00000000e+00 3.45801376e-02
1.88777242e-02 0.00000000e+00 0.00000000e+00 2.10076291e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00]
Epoch: 4/10 Iteration: 50 Validation Acc: 0.8965
Epoch: 6/10 Iteration: 50 Training loss: [ 3.02452967e-03 1.03711545e-05 6.20723469e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.07126161e-02 0.00000000e+00
1.01186167e-02 1.18248623e-04 0.00000000e+00 9.16262567e-02
4.41836655e-01 3.76694261e-05 0.00000000e+00 2.38418551e-07
0.00000000e+00 0.00000000e+00 1.82842847e-03 9.40820396e-01
2.22918879e-05 1.33345079e+00 0.00000000e+00 3.08747294e-05
0.00000000e+00 8.51663426e-02 2.36529298e-03 4.41073416e-06
1.69645809e-03 0.00000000e+00 1.12220237e-03 0.00000000e+00
5.53115824e-05 4.58060019e-03 3.70423519e-03 1.19209282e-07
0.00000000e+00 3.37563068e-01 0.00000000e+00 1.59739175e-05
0.00000000e+00 4.43598576e-04 0.00000000e+00 5.73380239e-05
3.57627812e-07 0.00000000e+00 0.00000000e+00 5.30016003e-03
1.10506900e-02 1.19209282e-07 6.87813954e-05 8.46382409e-06
0.00000000e+00 1.74858626e-02 0.00000000e+00 1.06123381e-03
2.92735145e-04 0.00000000e+00 6.01825770e-04 2.83714089e-05
4.15696613e-02 2.30880082e-03 0.00000000e+00 0.00000000e+00
6.43322468e-02 1.95501325e-05 1.72804929e-02 7.15255510e-07
1.39023796e-01 1.11812064e-04 0.00000000e+00 8.75172671e-03
2.58041658e-02 1.16781279e-01 1.90636481e-03 0.00000000e+00
5.36325097e-01 1.21710112e-03 3.14543839e-04 2.51930237e-01
0.00000000e+00 5.26891163e-05 3.20706540e-03 1.66891605e-05
2.14576494e-06 3.45706349e-06 1.10150225e-01 2.63566971e-01
0.00000000e+00 1.19209221e-06 0.00000000e+00 4.52994254e-06
1.74044053e-05 5.84123791e-06 3.19992378e-02 0.00000000e+00
1.08272088e+00 3.25293094e-01 2.37195287e-03 2.21083307e+00
1.01441961e-04 2.82331944e+00 1.58602409e-02 0.00000000e+00
3.75986882e-02 1.21492401e-01 2.53084779e-01 1.02156159e-02
0.00000000e+00 3.57627812e-07 1.23976897e-05 2.07422017e-05
1.99302816e+00 5.37225371e-03 9.25264806e-02 8.57288599e-01
1.31496936e-01 2.44230003e-04 0.00000000e+00 1.13248179e-05
1.64137717e-04 1.51394652e-05 1.21978987e-02 1.19209282e-07
2.39978149e-03 3.59587669e-02 8.34464686e-07 1.33513513e-05
1.19209221e-06 1.07917190e-01 1.79844210e-03 1.41977072e-01
3.72573198e-03 1.25168972e-05 1.40061107e-04 3.48042488e-01
0.00000000e+00 7.32153771e-04 4.64689045e-04 2.70727044e-03
4.32128506e-03 4.31206223e-04 0.00000000e+00 9.57276165e-01
3.18283746e-05 3.21864559e-06 0.00000000e+00 1.96561636e-03
3.57627812e-07 1.90137643e-02 1.28698943e-03 0.00000000e+00
0.00000000e+00 7.22382174e-05 0.00000000e+00 1.61842182e-01
7.92710343e-05 7.88377831e-04 7.48374537e-02 8.59892089e-03
4.83978001e-05 0.00000000e+00 1.96299888e-03 0.00000000e+00
5.12945233e-04 0.00000000e+00 7.27174029e-06 1.49010502e-05
5.68961678e-03 1.88248962e-01 4.51938987e-01 1.49954038e-04
5.00868416e+00 2.56713361e-01 2.82535646e-02 8.34464686e-07
2.12315989e+00 1.19209282e-07 0.00000000e+00 3.45706349e-06
6.31085575e-01 7.89807178e-04 1.56390364e-04 3.25436049e-05
3.21864559e-06 1.76178491e+00 1.12666345e+00 1.08921796e-03
8.47298726e-02 2.62024137e-03 3.17844674e-02 0.00000000e+00
0.00000000e+00 1.75616086e-01 1.94749627e-02 0.00000000e+00
0.00000000e+00 6.48477508e-05 3.46239330e-03 0.00000000e+00
1.04631275e-01 7.42646298e-05 8.34464686e-07 1.31130128e-06
8.55435282e-02 0.00000000e+00 8.55613649e-02 9.29828093e-06
5.33170160e-03 0.00000000e+00 6.26753503e-03 2.36981222e-03
1.88809689e-04 7.08986148e-02 1.52050694e-02 1.66892869e-06
6.28273934e-04 7.18806186e-05 1.48370378e-02 1.23374004e-04
0.00000000e+00 1.05950236e-02 4.52296954e-04 3.68903275e-03
0.00000000e+00 3.01594955e-05 0.00000000e+00 3.33785465e-06
8.17055643e-01 3.15616373e-04 9.39325109e-05 4.50892467e-03
2.39236560e-02 2.53912567e-05 3.56133940e-04 0.00000000e+00
3.12245660e-03 2.27687142e-05 2.38418551e-07 0.00000000e+00
4.86362078e-05 1.78813775e-06 1.11950442e-01 2.31765166e-01
1.86583642e-02 2.38418306e-06 9.42488909e-02 1.35650975e-04
3.57627232e-06 0.00000000e+00 8.21470097e-02 2.02712463e-03
0.00000000e+00 0.00000000e+00 2.28231311e-01 0.00000000e+00
0.00000000e+00 2.27377847e-01 1.43051045e-06 1.19209282e-07
9.95428920e-01 5.01149509e-04 2.38418551e-07 4.17376384e-02
0.00000000e+00 2.56128106e-02 7.01175109e-02 2.22941302e-02
8.99195746e-02 0.00000000e+00 2.13231981e-01 1.94411448e-04
5.21560991e-03 1.89589441e-03 6.31807234e-06 0.00000000e+00
0.00000000e+00 9.48045179e-02 0.00000000e+00 1.64064218e-03
8.04824661e-03 1.19209282e-07 2.38418306e-06 1.11384436e-01
1.62812173e-01 0.00000000e+00 8.71749744e-02 2.74769127e-01
0.00000000e+00 4.43598576e-04 0.00000000e+00 5.54742180e-02
3.57627812e-07]
Epoch: 6/10 Iteration: 51 Training loss: [ 2.97140260e-03 4.20233202e+00 2.78781336e-02 3.19589558e-03
0.00000000e+00 1.77367692e-04 0.00000000e+00 2.79090852e-02
1.18949652e-01 3.59674403e-03 5.54557256e-02 1.91112410e-03
1.14717260e-01 1.18388166e-03 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.72026025e-02 5.80976484e-04
0.00000000e+00 0.00000000e+00 1.79274706e-04 4.11449652e-03
1.05450107e-02 5.72202953e-06 1.97471333e+00 6.51593447e-01
1.57105103e-02 1.08479862e-05 9.91243310e-03 4.91697006e-02
1.94292268e-04 9.74299561e-04 2.38418551e-07 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.19209282e-07 4.34048660e-02
5.52982185e-03 3.26981008e-01 2.50209987e-01 3.44508917e-05
0.00000000e+00 1.67236649e-04 2.49948110e-02 6.42733090e-03
0.00000000e+00 3.09896132e-04 1.10505533e-03 4.82690968e-02
0.00000000e+00 2.87290259e-05 0.00000000e+00 0.00000000e+00
3.46115716e-02 9.19994861e-02 1.15615353e-02 4.30656644e-03
0.00000000e+00 1.59727686e-04 1.41858045e-05 5.79340376e-05
2.92302715e-03 4.48646009e-01 9.08102214e-01 1.74239412e-01
4.85676825e-02 2.38418551e-07 0.00000000e+00 1.19209282e-07
6.10182434e-02 0.00000000e+00 4.11263609e-05 7.59594560e-01
2.46596765e-02 0.00000000e+00 1.77013837e-02 5.49539727e-05
5.57075255e-02 4.79939610e-01 5.62652021e-05 0.00000000e+00
0.00000000e+00 0.00000000e+00 5.57226222e-03 1.77640945e-01
2.09993944e-01 3.14707577e-05 0.00000000e+00 1.07288304e-06
1.19459736e+00 7.21045509e-02 1.73442066e-03 0.00000000e+00
1.01084370e-04 3.21859916e-05 3.69548115e-06 0.00000000e+00
1.16968405e+00 6.20324872e-02 2.06400407e-03 1.48046980e-04
0.00000000e+00 1.88452133e-04 0.00000000e+00 7.22682551e-02
4.88901362e-02 3.63581712e-05 1.99774804e-04 0.00000000e+00
4.72057654e-05 5.34529030e-01 0.00000000e+00 0.00000000e+00
3.82049307e-02 3.71926071e-05 3.98820676e-02 5.83177328e-01
3.68155027e-03 0.00000000e+00 1.62999108e-02 0.00000000e+00
3.84437246e-03 1.10384785e-01 3.27175949e-04 4.29152533e-06
9.47150588e-02 1.15034796e-01 1.75271794e-01 4.61221278e-01
3.92502725e-01 4.97090368e-05 1.34705588e-05 0.00000000e+00
0.00000000e+00 9.40517057e-05 4.16881256e-02 0.00000000e+00
0.00000000e+00 1.02467667e-02 0.00000000e+00 3.57627812e-07
1.47091225e-02 9.10440460e-02 0.00000000e+00 5.57029038e-04
7.15255510e-07 1.92722213e-02 6.80900784e-03 6.56708702e-03
0.00000000e+00 1.61277159e-04 1.43122347e-02 0.00000000e+00
7.96179939e-03 0.00000000e+00 3.04295012e-04 1.20522380e+00
4.55311984e-02 6.08875602e-03 1.33234879e-03 1.99077531e-05
0.00000000e+00 1.20781409e-03 3.80009040e-02 1.12472460e-01
2.01247726e-02 4.56793189e-01 0.00000000e+00 3.87817442e-01
1.19082986e-04 0.00000000e+00 8.50563124e-02 1.18506700e-02
1.19209282e-07 8.99772719e-03 0.00000000e+00 9.15307179e-03
2.62260096e-06 8.30781937e-04 0.00000000e+00 1.93219588e-04
0.00000000e+00 1.05119564e-01 2.62260096e-06 8.47814546e-04
7.71980220e-03 3.90215078e-04 3.44508917e-05 3.69548115e-06
7.30557501e-01 1.19209282e-07 4.58490014e-01 9.32929888e-02
1.84611171e-01 0.00000000e+00 1.57018343e-03 1.33513513e-05
2.14076965e-04 0.00000000e+00 1.21379551e-02 2.87657928e+00
2.48976201e-01 3.56985092e-01 4.35130708e-02 7.53384084e-02
5.68228425e-04 0.00000000e+00 1.56423240e-03 0.00000000e+00
9.46193177e-04 7.51015705e-06 0.00000000e+00 0.00000000e+00
5.85931428e-02 6.49448717e-03 1.05971441e-04 8.28844309e-02
7.42438361e-02 2.84044407e-02 3.17000151e-01 1.34903505e-01
1.13344334e-01 1.66380405e-01 1.89077660e-01 2.44555380e-02
0.00000000e+00 0.00000000e+00 7.50855717e-04 3.39384493e-03
2.38415741e-05 0.00000000e+00 3.21864559e-06 3.20025720e-04
1.66229486e-01 1.20698067e-03 8.34464686e-07 5.30844517e-02
3.00123938e-04 1.15764809e+00 9.77511354e-06 5.60282069e-06
2.89697617e-01 3.87116830e-04 1.27246976e-01 1.19209282e-07
9.39513743e-02 8.27775057e-03 9.84660699e-04 2.27062777e-02
7.15253191e-06 4.40621339e-02 2.15547755e-01 4.31802007e-04
8.45916420e-02 7.16757357e-01 3.83582199e-03 1.19209282e-07
1.36842893e-04 5.00677743e-06 1.69024483e-04 1.70673411e-02
1.62154622e-02 1.34938404e-01 2.21483828e-03 1.63910151e-01
0.00000000e+00 3.69548115e-06 1.59908235e-02 1.78813775e-06
0.00000000e+00 0.00000000e+00 2.53089690e+00 0.00000000e+00
1.08179301e-02 1.89353421e-01 2.31034704e-03 3.50546867e-01
3.46877933e-01 0.00000000e+00 4.63316729e-03 8.99958462e-02
1.82552844e-01 3.53139877e-01 7.06128836e-01 4.23645750e-02
3.20685096e-02 4.03322891e-04 8.92704129e-02 3.93389882e-06
7.15255510e-07]
Epoch: 6/10 Iteration: 52 Training loss: [ 4.97946069e-02 1.71169091e-03 0.00000000e+00 0.00000000e+00
0.00000000e+00 4.76961490e-03 2.45140433e+00 6.61988452e-04
0.00000000e+00 3.53716463e-02 5.75329483e-01 0.00000000e+00
2.86715686e-01 0.00000000e+00 0.00000000e+00 2.86478340e-03
0.00000000e+00 4.81251278e-04 5.49539727e-05 3.86163534e-04
9.00557637e-02 9.87004169e-05 4.04857881e-02 1.23154557e+00
0.00000000e+00 1.09989621e-01 0.00000000e+00 0.00000000e+00
1.03289168e-03 9.23619270e-02 3.00402899e-05 1.19209282e-07
4.12855734e-04 6.88070133e-02 1.52239725e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 4.52994254e-06 1.24382256e-02
1.21592739e-05 9.33083147e-03 1.27903390e-04 0.00000000e+00
0.00000000e+00 4.76837045e-07 0.00000000e+00 4.31528315e-05
3.10225389e-03 1.22584261e-01 2.38418551e-07 2.18718266e+00
0.00000000e+00 1.81247211e+00 4.83634329e-04 0.00000000e+00
3.86521016e-04 1.70120883e+00 0.00000000e+00 5.13660081e-04
1.07288304e-06 0.00000000e+00 8.26086252e-05 1.06540143e-01
8.61535594e-02 1.83580614e-05 4.78017828e-05 0.00000000e+00
0.00000000e+00 3.10134463e-04 1.03970967e-01 0.00000000e+00
3.57627812e-07 2.71761371e-03 0.00000000e+00 4.31921188e-04
4.77447920e-03 3.57263093e-03 1.05789944e-03 1.12043014e-02
4.09692526e-03 5.95154066e-04 1.68428538e-04 0.00000000e+00
4.12001163e-01 4.31618094e-03 0.00000000e+00 2.48898193e-02
5.53137250e-02 5.72202953e-06 5.25957495e-02 2.10744180e-02
1.45829632e-03 2.46011708e-02 7.44721711e-01 7.15255510e-07
6.59205616e-05 8.85984767e-03 7.15550594e-03 7.75552869e-01
0.00000000e+00 1.73209123e-02 2.09806149e-05 1.51911944e-01
7.03310070e-05 8.46382409e-06 0.00000000e+00 2.04200268e-01
1.19209282e-07 0.00000000e+00 3.57627812e-07 0.00000000e+00
7.11431131e-02 2.07316410e-03 1.82151294e+00 1.80790746e+00
3.65078798e-03 9.50100180e-03 6.67569793e-06 3.90998830e-05
6.58533652e-04 0.00000000e+00 4.76837045e-07 2.92440265e-01
1.02060623e-01 3.57627812e-07 0.00000000e+00 5.32388650e-02
3.48998308e-01 3.87405977e-03 3.09943675e-06 4.65808325e-02
7.01405620e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00
2.85236649e-02 3.46134156e-02 0.00000000e+00 1.96161926e-01
2.21270565e-02 1.58526671e+00 0.00000000e+00 1.46001011e-01
9.53673862e-07 1.43160112e-04 9.85732535e-04 3.11211627e-02
0.00000000e+00 5.14017534e-04 2.13624481e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.10998223e-05 3.11286747e-02
3.30212293e-03 1.07695267e-03 0.00000000e+00 6.90000594e-01
1.19209282e-07 1.36340365e-01 4.36658859e-02 4.59207949e-04
4.10036882e-03 0.00000000e+00 1.20903246e-01 1.32925343e-03
1.81777636e-04 1.47561086e-02 0.00000000e+00 1.99910685e-01
0.00000000e+00 5.39614916e-01 6.33612368e-03 0.00000000e+00
0.00000000e+00 5.14148874e-03 2.09255852e-02 4.10071552e-05
1.38238192e-01 7.12846158e-05 3.73053066e-02 9.42385316e-01
2.23089568e-03 5.91103337e-04 4.43002791e-04 1.94789376e-02
4.15640371e-03 4.89417553e-01 2.50930409e-03 4.72975057e-03
3.99628887e-04 4.76837045e-07 1.11737669e+00 0.00000000e+00
5.70996199e-05 1.18129428e-04 3.18236023e-01 1.09552550e+00
7.13927962e-04 2.16587968e-02 7.75812799e-03 0.00000000e+00
2.09276844e-02 7.79101206e-03 0.00000000e+00 1.95911503e+00
3.57627812e-07 1.03727436e+00 2.90981126e+00 8.86643131e-04
1.91017061e-01 1.54971951e-06 1.19209282e-07 0.00000000e+00
0.00000000e+00 1.70987491e-02 0.00000000e+00 0.00000000e+00
2.86101886e-06 0.00000000e+00 1.68666913e-04 4.44432662e-04
0.00000000e+00 2.82128574e-04 2.72390187e-01 2.50799605e-03
1.26817846e-03 3.57627812e-07 0.00000000e+00 0.00000000e+00
5.51923767e-05 0.00000000e+00 1.92772612e-01 4.28703905e-04
0.00000000e+00 0.00000000e+00 1.07288304e-06 1.98875703e-02
8.04170296e-02 1.19209282e-07 3.83142754e-02 3.09738168e-03
8.26545525e-03 1.81277189e-02 0.00000000e+00 2.85605729e-01
0.00000000e+00 0.00000000e+00 1.64433161e-03 4.99474445e-05
5.36892936e-02 0.00000000e+00 6.31724000e-02 2.67658859e-01
2.64641112e-05 9.71917703e-04 1.69098377e-03 2.95202876e-03
0.00000000e+00 3.25641148e-02 2.38418551e-07 2.74024613e-04
0.00000000e+00 4.76836021e-06 1.15909940e-02 4.18589383e-01
3.69444519e-01 5.45892492e-03 1.96050038e-03 7.15255510e-07
2.03845811e-05 1.43051045e-06 8.82144832e-06 8.28278840e-01
1.81450625e-03 2.38418551e-07 2.38418551e-07 3.28052551e-01
3.90730891e-03 5.76614924e-02 0.00000000e+00 4.82229739e-02
8.10625106e-02 2.00907718e-02 6.37665838e-02 8.35427258e-04
3.47444534e-01 1.67228770e+00 4.53917682e-02 0.00000000e+00
0.00000000e+00]
Epoch: 6/10 Iteration: 53 Training loss: [ 5.40003493e-05 2.68423290e-04 4.76837045e-07 7.28177845e-01
4.52570498e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00
6.15365915e-02 1.05658954e-03 2.71641067e-04 2.50339190e-06
1.19209282e-07 2.27124542e-02 3.57627232e-06 1.24627147e-02
2.38418551e-07 4.20212671e-02 0.00000000e+00 0.00000000e+00
2.74567027e-03 1.72418982e-01 1.19209282e-07 2.75931437e-04
0.00000000e+00 0.00000000e+00 1.19209282e-07 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.21499093e-02 2.26497400e-06
4.68049526e-01 3.89293432e-01 3.65193449e-02 1.28022584e-04
1.71716523e-03 1.19209282e-07 0.00000000e+00 1.33306170e-02
0.00000000e+00 4.61176157e-01 1.36119509e-02 5.60282069e-06
0.00000000e+00 0.00000000e+00 1.04658655e-03 4.21031006e-02
0.00000000e+00 5.86099515e-04 0.00000000e+00 1.15632338e-05
1.19234219e-01 5.37332101e-03 0.00000000e+00 0.00000000e+00
8.83308239e-04 3.96768999e-04 8.42062011e-02 4.16969927e-03
2.02655588e-06 0.00000000e+00 0.00000000e+00 1.58719569e-01
2.98022121e-01 1.72851978e-05 1.19209282e-07 1.06095704e-05
0.00000000e+00 3.00004758e-04 1.17690735e-01 7.30962551e-04
4.29152533e-06 4.32464220e-02 5.65106630e-01 1.89763174e-04
1.87260259e-04 9.86158252e-02 2.50313193e-01 8.04100884e-04
1.25843632e+00 0.00000000e+00 1.70454761e-04 2.13382355e-05
7.23918900e-02 0.00000000e+00 1.69454670e+00 5.96226309e-04
0.00000000e+00 3.44427414e-02 6.08531991e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 9.83334798e-03 1.44232836e-04
8.34464686e-07 3.94540906e-01 3.57627812e-07 9.07128735e-04
0.00000000e+00 1.09138228e-01 0.00000000e+00 7.40480304e-01
8.00321847e-02 1.57714739e-01 0.00000000e+00 2.50339190e-06
6.47216162e-04 2.58019149e-01 7.28342202e-05 2.57488755e-05
2.17157587e-01 1.19209221e-06 4.05608624e-01 1.77238183e-03
1.57939838e-04 1.19209221e-06 0.00000000e+00 0.00000000e+00
4.76837045e-07 1.49031617e-02 0.00000000e+00 1.96228502e-03
1.25484390e-03 9.28597219e-05 1.35438591e-02 3.19507658e-01
2.64429092e-01 3.23950476e-03 0.00000000e+00 1.96393263e-02
7.37578809e-01 5.98052479e-02 9.75930929e-01 2.65059382e-01
1.08804293e-02 1.46399394e-01 0.00000000e+00 6.30191922e-01
3.24710947e-03 3.09208836e-02 0.00000000e+00 1.90359118e-04
2.08735149e-02 6.34108484e-02 3.93389882e-06 7.35627040e-02
1.30410874e-02 2.63961200e-02 1.58499435e-01 4.17231649e-06
8.22540733e-06 0.00000000e+00 9.22637337e-05 1.90040126e-01
2.22651616e-01 7.08626304e-03 0.00000000e+00 6.59205616e-05
6.02190912e-01 7.52735138e-02 8.25541094e-04 0.00000000e+00
0.00000000e+00 7.93235190e-03 7.95711875e-01 6.02813512e-02
7.90859386e-02 3.55558991e-01 1.22784813e-05 2.27687142e-05
0.00000000e+00 1.77043200e-01 4.06855065e-03 8.81238654e-02
8.80687963e-04 6.59519255e-01 3.59374955e-02 5.35583124e-04
0.00000000e+00 1.15490533e-01 3.35570751e-03 0.00000000e+00
2.60633021e-03 0.00000000e+00 1.66535151e+00 4.76837045e-07
0.00000000e+00 1.45988539e-01 1.19209282e-07 5.78066468e-01
8.06602300e-04 0.00000000e+00 5.96046277e-07 0.00000000e+00
8.46793801e-02 2.79310322e-03 1.62230688e-04 6.84518516e-02
1.76488101e-01 3.98389576e-03 6.97965152e-04 4.63779503e-03
0.00000000e+00 1.59131741e-04 3.57627812e-07 6.34169066e-03
9.54410818e-04 6.53192326e-02 4.76837045e-07 1.16824422e-05
9.16656805e-04 1.17999814e-01 0.00000000e+00 1.80172479e+00
5.66953480e-01 0.00000000e+00 3.58621664e-02 1.13340802e-02
4.04231204e-03 0.00000000e+00 0.00000000e+00 1.40437940e-02
2.93250559e-05 3.09125613e-02 0.00000000e+00 5.84660955e-02
4.91281636e-02 1.76066309e-02 0.00000000e+00 2.04128167e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
2.41391993e+00 1.40657066e-04 7.24352524e-02 6.02654926e-03
6.10999297e-04 6.95523247e-02 3.35606397e-03 1.14414282e-01
1.96359376e-03 2.77004001e-04 7.80950546e-01 1.77297683e-03
1.75236128e-05 0.00000000e+00 0.00000000e+00 2.73667072e-04
5.01484089e-02 0.00000000e+00 1.65965211e+00 5.47155687e-05
5.36440348e-06 1.64111820e-03 1.96706146e-01 3.86010975e-01
8.51150155e-01 9.80410203e-02 1.69024483e-04 1.51507463e-03
7.84700572e-01 2.86101886e-06 1.09839253e-01 6.53094709e-01
2.52720492e-05 0.00000000e+00 3.15899633e-05 4.20941591e-01
0.00000000e+00 4.65642253e-04 0.00000000e+00 8.21584314e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 4.76837045e-07
6.23780023e-03 1.66466188e+00 7.05170989e-01 3.94743256e-04
1.19209282e-07 2.75390912e-02 1.16066297e-03 0.00000000e+00
2.50188983e-04 9.65590607e-06 2.22899276e-03 6.97350042e-05
1.52586726e-05]
Epoch: 6/10 Iteration: 54 Training loss: [ 1.19209282e-07 0.00000000e+00 8.10347032e-03 0.00000000e+00
1.68547733e-04 1.91601906e-02 0.00000000e+00 2.18330640e-02
2.38418551e-07 1.18631572e-02 2.77753788e-05 7.89330748e-04
6.69743836e-01 0.00000000e+00 8.63038003e-05 5.39104700e-01
0.00000000e+00 6.58533652e-04 9.53673862e-07 4.37077973e-03
0.00000000e+00 1.70335567e-04 2.42689578e-03 2.16293648e-01
0.00000000e+00 2.38418551e-07 3.94954920e-01 4.36687464e-04
8.79496918e-04 6.78277866e-05 1.99077531e-05 4.60137271e-05
2.72315025e-01 3.30675673e-03 3.90507877e-02 6.80661906e-05
3.69548115e-06 8.18394416e-04 2.38418551e-07 0.00000000e+00
4.88077663e-03 3.33785465e-06 6.32822812e-02 3.46523315e-01
0.00000000e+00 1.21340364e-01 9.60780744e-05 4.68481521e-05
1.23976897e-05 0.00000000e+00 4.92001176e-01 3.06082598e-04
1.87840359e-03 3.61004751e-03 0.00000000e+00 1.01327387e-05
0.00000000e+00 6.71042304e-04 1.57815788e-03 1.54530758e-03
1.81196483e-05 6.63340511e-03 9.76148918e-02 1.35897662e-05
3.50812916e-03 0.00000000e+00 1.14667872e-02 2.38418551e-07
2.25431174e-02 0.00000000e+00 4.72623929e-02 0.00000000e+00
1.28825800e-02 2.00368767e-03 1.42222783e-03 4.12455629e-05
0.00000000e+00 3.72832529e-02 0.00000000e+00 0.00000000e+00
5.47815442e-01 9.02217850e-02 1.49010502e-05 0.00000000e+00
1.19208580e-05 1.39226759e-04 4.29152533e-06 2.38418551e-07
4.05310766e-06 0.00000000e+00 7.64911820e-04 1.89770367e-02
6.28473103e-01 2.27687142e-05 3.18247199e-01 0.00000000e+00
6.19338825e-04 2.98805889e-02 1.83710837e+00 6.61842078e-02
1.60755578e-03 2.38418551e-07 3.83303617e-04 2.25463808e-02
7.00971708e-02 2.47694731e-01 0.00000000e+00 2.98022769e-06
0.00000000e+00 1.69275754e-05 1.35961093e-03 1.82114875e+00
4.55850698e-02 1.83568685e-03 2.91589554e-03 4.88739491e-01
2.64523059e-01 5.83478424e-04 0.00000000e+00 0.00000000e+00
2.72171032e-02 3.23266685e-01 7.93636814e-02 0.00000000e+00
2.11373061e-01 0.00000000e+00 0.00000000e+00 2.87614912e-02
7.54071982e-04 2.21576974e-01 1.19440578e-04 0.00000000e+00
1.27903390e-04 2.38418551e-07 0.00000000e+00 2.58680811e-05
2.39819020e-01 1.78917137e-04 2.61762575e-03 6.74116686e-02
1.19209282e-07 2.05037868e-05 4.17729700e-03 2.35109612e-01
8.05618912e-02 2.54121900e-04 4.28088754e-01 2.88456939e-02
7.95543492e-01 1.56791788e-02 9.64533887e-04 2.13957785e-04
5.22601195e-02 6.10345080e-02 2.42203940e-04 0.00000000e+00
0.00000000e+00 1.22835096e-02 1.43051045e-06 7.62886833e-04
0.00000000e+00 0.00000000e+00 9.10925791e-02 4.87729758e-02
2.86748465e-02 0.00000000e+00 3.70000005e-02 5.33758439e-02
6.70977011e-02 4.70488295e-02 1.18944311e+00 0.00000000e+00
0.00000000e+00 2.42126122e-01 2.38942409e+00 1.80563051e-02
2.50395318e-03 7.92189501e-04 2.39817902e-01 3.66263062e-04
9.53673862e-07 5.96046277e-07 1.98865235e-01 3.21864559e-06
3.21864559e-06 1.88348895e-05 0.00000000e+00 0.00000000e+00
1.68008115e-02 5.70996199e-05 3.51751363e-03 3.00005600e-02
5.42953461e-02 7.15253191e-06 1.78813775e-06 1.43051045e-06
2.98352563e-03 1.77620259e-05 6.27021218e-05 0.00000000e+00
7.77345374e-02 5.77755906e-02 0.00000000e+00 0.00000000e+00
4.76836021e-06 3.98069015e-03 3.20383231e-04 1.34339847e-04
1.46626353e-05 7.20770052e-03 0.00000000e+00 1.86068384e-04
0.00000000e+00 6.87813954e-05 2.30895221e-01 1.04578763e-01
3.87422697e-05 1.93008706e-02 6.32380426e-01 3.58868949e-02
1.26553446e-01 3.82745653e-01 9.63066220e-02 1.54971951e-06
1.19209282e-07 0.00000000e+00 1.90734681e-06 0.00000000e+00
0.00000000e+00 3.57627812e-07 8.24145507e-03 3.29166697e-03
5.08777350e-02 3.61040374e-03 0.00000000e+00 1.69503002e-03
3.85862240e-03 2.87290259e-05 9.66146961e-02 0.00000000e+00
0.00000000e+00 9.36784549e-04 4.11770167e-03 1.82866643e-03
0.00000000e+00 9.53669769e-06 0.00000000e+00 5.34308515e-03
0.00000000e+00 0.00000000e+00 1.78813775e-06 0.00000000e+00
1.21626770e-03 2.14576494e-06 7.76610821e-02 2.58330926e-02
3.20170432e-01 0.00000000e+00 6.58282816e-01 0.00000000e+00
1.26011625e-01 2.69597606e-03 7.74917717e-04 2.38418551e-07
2.09613051e-02 8.56003631e-03 0.00000000e+00 3.66735794e-02
0.00000000e+00 9.53673862e-07 5.50595287e-04 8.56049776e-01
3.18118982e-04 1.43051045e-06 5.01902819e-01 1.07008219e-02
0.00000000e+00 0.00000000e+00 9.26666379e-01 2.88087351e-04
1.66146934e-03 0.00000000e+00 5.02555445e-02 2.81295553e-03
2.35317379e-01 1.07288304e-06 3.86985429e-02 2.38418551e-07
2.78773814e-01 0.00000000e+00 0.00000000e+00 6.61589656e-05
1.07288304e-06]
Epoch: 5/10 Iteration: 55 Validation Acc: 0.8828
Epoch: 6/10 Iteration: 55 Training loss: [ 1.66891605e-05 1.19209282e-07 5.09025343e-03 1.57861859e-01
0.00000000e+00 3.81462451e-05 1.54971951e-06 8.46598819e-02
4.18465957e-02 1.21590877e+00 6.72588777e-03 1.66892869e-06
7.15255510e-07 0.00000000e+00 1.77963637e-04 0.00000000e+00
6.43218681e-03 2.02511930e+00 4.04289901e-01 2.74858845e-04
0.00000000e+00 3.24244029e-05 2.97263759e-04 3.83605971e-03
0.00000000e+00 7.94690917e-04 0.00000000e+00 1.05242163e-03
6.16429634e-02 8.48734126e-05 1.55396357e-01 1.56958832e-03
1.36485323e-04 5.12349478e-04 2.44984706e-03 0.00000000e+00
7.99919188e-01 7.26439059e-03 8.34117061e-04 0.00000000e+00
2.69826961e+00 5.05524054e-02 8.39427337e-02 5.52941002e-02
2.58611725e-03 5.67812979e-01 4.18415839e-05 7.17038274e-01
1.19209221e-06 2.74177601e-05 1.43051045e-06 0.00000000e+00
7.39070310e-05 0.00000000e+00 3.88308486e-04 3.57627812e-07
1.12408045e-04 1.10090010e-01 4.16233949e-03 9.89432192e-06
1.18016496e-05 0.00000000e+00 1.19209282e-07 5.26897330e-03
9.31443125e-02 1.10113390e-01 2.74180979e-06 0.00000000e+00
4.29144238e-05 1.31891751e+00 1.49010502e-05 2.55655181e-02
0.00000000e+00 7.26687582e-03 1.16304460e-03 1.27008336e-03
1.44365488e-03 3.57627812e-07 6.77302256e-02 1.26359731e-01
0.00000000e+00 0.00000000e+00 6.66514132e-03 4.19607895e-05
4.76837045e-07 2.02653737e-05 7.18769897e-03 1.22448301e-03
1.47853210e-03 3.51661220e-05 1.50539804e+00 6.27320842e-04
0.00000000e+00 1.23976897e-05 1.43051045e-06 1.63688734e-01
7.81232491e-02 7.47918487e-01 5.36440348e-06 0.00000000e+00
8.77341881e-05 6.75926625e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.07288304e-06 3.42548796e-04 2.38418551e-07
1.79154030e-03 2.86101886e-06 0.00000000e+00 7.03332353e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 2.17618025e-03
2.94595957e-01 1.51654869e-01 3.31752636e-02 0.00000000e+00
1.72480970e-04 4.39000735e-03 1.26787648e-01 1.09308945e-04
1.45434278e-05 1.39651942e+00 0.00000000e+00 9.29140449e-02
0.00000000e+00 2.25303011e-05 8.82144832e-06 2.51883090e-01
2.43568826e+00 1.37089746e-05 1.50267035e-01 0.00000000e+00
8.99989609e-05 4.62703288e-01 0.00000000e+00 1.62349868e-04
0.00000000e+00 0.00000000e+00 9.95280035e-03 1.54915404e+00
0.00000000e+00 1.84518954e-04 2.48231515e-01 2.27249227e-02
0.00000000e+00 1.94094926e-02 4.71110381e-02 4.03561222e-04
0.00000000e+00 0.00000000e+00 1.21163034e+00 2.37436703e-04
2.16958560e-05 1.02669920e-03 8.34464686e-07 1.66864380e-01
1.56451445e-02 8.38049501e-02 3.10974079e-03 8.58303247e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.80292785e-01 1.49010502e-05 2.62629408e-02 2.81923831e-01
8.34464686e-07 2.19192542e-02 3.57627812e-07 1.30764034e-04
1.78813775e-06 0.00000000e+00 1.19209282e-07 5.38669348e-01
0.00000000e+00 2.36374699e-03 1.07159407e-03 6.71487391e-01
3.45678106e-02 1.09923286e-02 4.71777380e-01 8.66613991e-05
2.45686318e-03 2.06449171e-04 1.07288304e-06 2.32536674e+00
3.35535128e-03 3.55776458e-04 0.00000000e+00 6.97350042e-05
0.00000000e+00 1.18472530e-02 0.00000000e+00 5.56493439e-02
1.73672845e-04 4.10508104e-02 3.76603127e-01 0.00000000e+00
1.59281734e-02 2.63032336e-02 1.19209282e-07 2.64148135e-02
5.16162909e-05 2.31492370e-02 7.41929375e-03 3.50050032e-01
9.30997789e-01 1.30764034e-04 2.27157376e-03 1.17507065e-03
1.93117176e-05 0.00000000e+00 3.40429973e-03 1.91925119e-05
7.78016269e-01 0.00000000e+00 2.36364082e-04 1.19209282e-07
1.32188097e-01 3.41833802e-04 4.88746155e-05 0.00000000e+00
1.32153630e-01 8.34430175e-05 0.00000000e+00 1.12258002e-01
3.57627232e-06 6.79468177e-03 1.06284041e-02 6.96316138e-02
3.93900760e-02 3.81088350e-03 1.16634178e+00 3.45954206e-03
2.26497400e-06 3.93205099e-02 8.34464686e-07 0.00000000e+00
1.54927611e+00 1.19209282e-07 1.92153469e-01 0.00000000e+00
3.05519230e-03 1.17907774e+00 8.05822347e-05 4.76837045e-07
5.90745942e-04 0.00000000e+00 2.32045650e-02 0.00000000e+00
0.00000000e+00 6.60995720e-03 0.00000000e+00 8.16066444e-01
1.45482942e-02 4.05275643e-01 0.00000000e+00 2.41315961e+00
3.36034107e-03 0.00000000e+00 0.00000000e+00 3.24062824e-01
4.63304855e-03 1.38281821e-05 3.33598793e-01 0.00000000e+00
2.06104498e-02 1.26361047e-05 1.13852704e+00 8.65472034e-02
4.79780324e-02 6.26840770e-01 0.00000000e+00 9.89432192e-06
7.64102369e-05 2.95541435e-02 0.00000000e+00 9.62790102e-02
0.00000000e+00 1.03984959e-02 3.54340975e-03 2.57488755e-05
0.00000000e+00 3.68765555e-04 1.64376092e-04 9.53669769e-06
2.38418551e-07]
Epoch: 6/10 Iteration: 56 Training loss: [ 4.96373922e-02 3.90998830e-05 2.86101886e-06 3.40559147e-02
9.53673862e-07 2.87928502e-03 2.38418551e-07 1.22346403e-02
1.95501325e-05 3.93181033e-02 7.51809310e-03 0.00000000e+00
1.76349193e-01 3.92203266e-03 0.00000000e+00 3.05436039e-03
3.18595674e-04 4.72057654e-05 4.76836021e-06 1.04132416e-02
0.00000000e+00 1.43279307e-04 1.64413415e-02 2.91424250e-04
0.00000000e+00 1.28567975e-03 9.54116359e-02 4.86879470e-03
2.38418551e-07 0.00000000e+00 1.12817451e-01 3.38653289e-02
2.92572737e-01 2.60676723e-04 0.00000000e+00 1.19209282e-07
1.40306226e-03 1.06095704e-05 9.92964051e-05 1.65040127e-03
1.18016496e-05 0.00000000e+00 5.13377972e-03 8.82144832e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.69098377e-03
5.36440348e-06 8.55080201e-04 9.95478779e-02 0.00000000e+00
0.00000000e+00 7.15255510e-07 0.00000000e+00 0.00000000e+00
3.47724278e-03 0.00000000e+00 0.00000000e+00 5.79502523e-01
2.52725631e-01 4.49408908e-05 2.63222909e+00 8.27327778e-04
1.59696315e-03 1.08593769e-04 9.57007799e-03 2.14576494e-06
2.02272274e-03 1.19078765e-03 0.00000000e+00 8.34461571e-06
3.09943675e-06 5.73205063e-03 8.82203598e-03 7.56774321e-02
2.19321038e-04 6.13381639e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.28701165e-01 3.46233398e-01 5.04604832e-04
4.55369118e-05 2.86101886e-06 0.00000000e+00 1.03334732e-01
0.00000000e+00 3.36164558e-05 4.88219321e-01 2.44738013e-02
2.15766486e-05 2.74180979e-06 3.15870135e-03 7.86778219e-06
1.80320702e-02 2.11156502e-01 4.64905424e-05 3.50189023e-02
0.00000000e+00 1.05365179e-02 1.10898493e-03 1.29937280e-05
1.19209282e-07 2.47410592e-03 2.04169169e-01 8.90651904e-03
1.64183229e-03 2.42919236e-01 6.52053568e-05 1.87229797e-01
2.42090058e-02 4.29152533e-06 0.00000000e+00 4.61382605e-03
6.02363408e-01 0.00000000e+00 5.28083219e-05 0.00000000e+00
4.11755979e-01 1.09671946e-05 1.10981777e-01 0.00000000e+00
5.12613952e-02 8.49852324e-01 0.00000000e+00 8.76757491e-04
1.53503728e+00 5.11487015e-02 1.98994309e-01 7.70062804e-01
0.00000000e+00 9.32964921e-01 1.45722495e-03 0.00000000e+00
1.02169754e-03 0.00000000e+00 4.20005323e-04 8.74598682e-01
3.49114183e-03 5.96552342e-03 0.00000000e+00 0.00000000e+00
9.26213252e-05 1.70966773e-03 3.35636996e-02 3.17268446e-02
2.02655588e-06 1.19209282e-07 1.19209282e-07 4.05407095e+00
8.99280757e-02 0.00000000e+00 2.09806149e-05 1.19209282e-07
0.00000000e+00 8.56110454e-02 1.19209282e-07 1.12116104e-02
6.93814039e-01 0.00000000e+00 1.02681830e-03 1.40360698e-01
1.19209282e-07 6.57235160e-02 0.00000000e+00 9.63374749e-02
6.14573422e-04 0.00000000e+00 1.56355202e-02 2.15453096e-03
4.32260036e-01 1.03970623e+00 2.65021175e-02 8.06294158e-02
0.00000000e+00 1.21126696e-03 3.15853581e-02 3.93709391e-02
0.00000000e+00 6.75477926e-03 1.64159434e-03 7.15255510e-07
2.99647247e-04 1.67594219e-04 1.08593769e-04 7.38994777e-03
5.80739416e-02 1.80625886e-01 4.76837045e-07 1.73747569e-01
2.74180979e-06 0.00000000e+00 2.46911147e-03 1.16177425e-02
1.71347591e-03 6.35436596e-03 5.96046277e-07 0.00000000e+00
0.00000000e+00 6.93391263e-03 8.37213884e-04 8.81989598e-02
2.01443399e-04 1.49010502e-05 5.74663430e-02 0.00000000e+00
0.00000000e+00 9.82752144e-01 1.19209282e-07 6.96909368e-01
1.63901746e-01 4.25568105e-05 4.14275145e-03 0.00000000e+00
6.57350779e-01 0.00000000e+00 8.88069771e-05 1.59219161e-01
1.43051045e-06 0.00000000e+00 2.64013710e-04 2.06626639e-01
7.26197672e-04 0.00000000e+00 1.66892869e-06 1.37081282e-04
8.57343257e-04 1.32691607e-01 2.54602358e-02 1.26416251e-01
5.90117602e-03 6.19886396e-06 5.60435295e-01 0.00000000e+00
0.00000000e+00 8.90453739e-05 1.07288304e-06 7.30247819e-04
2.88338810e-02 9.30981187e-05 1.70097192e-04 1.08933473e+00
0.00000000e+00 9.26227570e-02 0.00000000e+00 7.75280446e-02
3.88474716e-03 0.00000000e+00 1.27784195e-04 6.46143977e-04
5.15665635e-02 1.96199238e-04 0.00000000e+00 2.14563794e-02
8.34464686e-07 0.00000000e+00 2.25052121e-03 2.37613935e-02
0.00000000e+00 1.38008688e-03 4.20799952e-05 2.27552086e-01
4.29540919e-03 0.00000000e+00 2.24197435e+00 2.40693450e+00
7.53374334e-05 0.00000000e+00 2.29214970e-03 3.36034107e-03
3.93860072e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.57112926e-01 1.92036945e-02 3.88660342e-01 7.45137979e-04
6.76784217e-02 0.00000000e+00 0.00000000e+00 3.29081491e-02
0.00000000e+00 0.00000000e+00 4.76837045e-07 4.41837311e-03
3.19310697e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00]
Epoch: 6/10 Iteration: 57 Training loss: [ 2.53493518e-01 6.38995960e-04 6.42993674e-03 0.00000000e+00
4.64652218e-02 6.11442804e-01 2.54031181e-01 2.15660945e-01
0.00000000e+00 0.00000000e+00 1.27526484e-02 1.86626706e-03
0.00000000e+00 2.96826729e-05 7.15255510e-07 1.55079266e-04
0.00000000e+00 5.24287969e-02 0.00000000e+00 8.87511492e-01
2.78423190e-01 0.00000000e+00 1.06925014e-04 0.00000000e+00
3.44574684e-04 7.01028764e-01 0.00000000e+00 1.41052797e-01
1.81692764e-02 2.37317523e-04 9.89432192e-06 3.47720869e-02
9.96200647e-03 2.50336379e-05 1.19209282e-07 1.88809689e-04
1.65300205e-01 1.19209282e-07 0.00000000e+00 5.25043547e-01
3.14543839e-04 8.39476939e-04 1.83327080e-04 3.08332704e-02
9.49864089e-03 0.00000000e+00 0.00000000e+00 4.36442010e-02
6.79349760e-03 3.03011551e-03 0.00000000e+00 2.35745013e-01
0.00000000e+00 0.00000000e+00 1.43051045e-06 1.16517343e-01
4.13237393e-01 1.15406774e-02 1.19209282e-07 2.39607798e-05
2.85456050e-03 0.00000000e+00 4.98006400e-03 0.00000000e+00
6.78190030e-04 0.00000000e+00 9.10901092e-03 2.37675078e-04
1.93891740e+00 0.00000000e+00 2.31335446e-01 1.19209282e-07
7.03332353e-06 0.00000000e+00 8.00283626e-03 0.00000000e+00
0.00000000e+00 5.17949404e-04 2.33128667e-01 1.19209282e-07
1.34304818e-02 0.00000000e+00 2.38418306e-06 4.60663959e-02
0.00000000e+00 3.57627812e-07 3.20029212e-03 5.90153132e-03
9.99753401e-02 3.46723855e-01 6.11913912e-02 0.00000000e+00
2.41991929e-05 0.00000000e+00 0.00000000e+00 1.32102442e+00
5.17553911e-02 2.89081186e-02 4.14839706e-05 3.09943675e-06
0.00000000e+00 4.21041762e-03 1.35820806e-02 9.72700509e-05
0.00000000e+00 2.64967151e-04 0.00000000e+00 1.28950492e-01
0.00000000e+00 1.29929685e-04 1.10774890e-01 1.10589433e-02
6.00136332e-02 8.66395305e-04 3.33785465e-06 3.57627812e-07
1.46102175e-01 7.95576796e-02 8.07154179e-03 2.58769869e-04
0.00000000e+00 2.20393689e-04 0.00000000e+00 0.00000000e+00
4.05944447e-04 0.00000000e+00 2.61868525e-04 4.02333289e-02
1.43051045e-06 5.29919788e-02 3.89806773e-05 7.58884311e-01
2.38418551e-07 8.05411139e-04 0.00000000e+00 7.74624050e-02
2.28038013e-01 0.00000000e+00 8.09398334e-05 0.00000000e+00
3.89933512e-02 3.40192369e-03 2.38418551e-07 2.64641112e-05
2.38418551e-07 0.00000000e+00 1.14732701e-03 7.15255510e-07
1.24116525e-01 0.00000000e+00 5.66247245e-03 6.42517407e-05
0.00000000e+00 4.58373863e-04 0.00000000e+00 3.70267704e-02
0.00000000e+00 1.59257110e-02 4.52994254e-06 2.38418551e-07
4.99928653e-01 1.85472454e-04 2.12954655e-02 5.96046277e-07
0.00000000e+00 1.20436765e-01 3.80995981e-02 6.19747877e-01
4.90918420e-02 3.57627812e-07 2.76257873e+00 0.00000000e+00
1.07373751e-03 0.00000000e+00 0.00000000e+00 3.57627812e-07
6.54470362e-03 0.00000000e+00 1.86590075e+00 7.31823640e-03
5.82586192e-02 5.04843134e-04 8.74996409e-02 2.26497400e-06
4.71004169e-04 1.90524220e-01 3.71231139e-03 2.07402656e-04
2.87746620e+00 4.03411966e-03 2.89040734e-04 0.00000000e+00
0.00000000e+00 2.58282137e+00 3.07515822e-03 0.00000000e+00
0.00000000e+00 1.19209282e-07 1.17414260e-04 0.00000000e+00
1.17056668e-04 1.51145956e-04 4.61329291e-05 9.03912995e-04
0.00000000e+00 0.00000000e+00 1.25757899e-04 0.00000000e+00
5.52757621e-01 9.59531928e-04 1.76661342e-01 4.22150188e-04
1.25274658e-02 3.05026442e-01 1.06209838e-04 9.51181427e-02
1.66506782e-01 7.81100150e-03 4.02545277e-03 0.00000000e+00
9.94426198e-04 0.00000000e+00 4.49223697e-01 1.25281120e-04
0.00000000e+00 1.66892869e-06 0.00000000e+00 5.42722009e-02
0.00000000e+00 3.31585237e-04 1.86353374e+00 6.74341246e-03
2.38418551e-07 1.04318820e-02 0.00000000e+00 1.19209282e-07
3.34487632e-02 0.00000000e+00 2.42769569e-02 0.00000000e+00
1.36604518e-04 0.00000000e+00 1.39555121e-02 4.62918915e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 8.97605642e-05
4.87215787e-01 0.00000000e+00 1.55547746e-02 1.35651568e-03
6.67569793e-06 9.65884089e-01 1.38988369e-04 1.19209282e-07
7.46983290e-01 0.00000000e+00 3.57627812e-07 0.00000000e+00
5.90626791e-04 1.27264723e-01 1.39584328e-04 1.58006221e-03
0.00000000e+00 1.47091225e-02 2.56227612e-01 1.12056105e-05
0.00000000e+00 5.88876537e-05 1.72851978e-05 5.47504937e-03
1.56992391e-01 0.00000000e+00 4.47474606e-03 1.09905891e-01
0.00000000e+00 2.50339190e-06 8.46056640e-02 0.00000000e+00
3.17094126e-03 1.42277610e+00 8.13267659e-03 1.12021640e-01
1.02589196e-02 0.00000000e+00 4.74197138e-03 1.44590009e-02
0.00000000e+00 0.00000000e+00 6.53830823e-03 0.00000000e+00
1.62469063e-04]
Epoch: 6/10 Iteration: 58 Training loss: [ 0.00000000e+00 4.13801312e-01 1.87257328e-03 1.67355829e-04
0.00000000e+00 4.49825585e-01 4.51737046e-02 2.19734814e-02
1.99155230e-03 2.04183329e-02 0.00000000e+00 4.26760162e-05
8.34461571e-06 0.00000000e+00 2.38418551e-07 0.00000000e+00
1.88324302e-01 3.52825783e-02 1.24116177e-02 1.02732038e+00
5.80335438e-01 7.11654138e-05 7.12058926e-03 0.00000000e+00
8.00124109e-01 9.97111425e-02 4.91990931e-02 0.00000000e+00
4.10915732e-01 8.22801550e-04 0.00000000e+00 2.94442616e-05
2.47632757e-01 3.83631475e-02 2.73608267e-02 4.16907191e-04
0.00000000e+00 9.13101467e-05 0.00000000e+00 6.67382479e-02
2.38418551e-07 0.00000000e+00 6.21061117e-05 1.80974661e-03
1.31130128e-06 0.00000000e+00 1.46443946e-02 9.12474319e-02
0.00000000e+00 0.00000000e+00 8.39119077e-01 4.58071893e-03
2.38418306e-06 1.04439147e-02 1.43051045e-06 2.49379557e-02
1.21592739e-05 2.67433817e-03 3.34972501e-05 4.35444534e-01
7.05205416e-03 6.60149395e-01 6.18276559e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.94588095e-01 0.00000000e+00
0.00000000e+00 1.75626397e-01 3.29264887e-02 1.43051045e-06
0.00000000e+00 1.62469063e-04 7.74117231e-01 8.01005028e-03
1.19209282e-07 2.21327737e-01 6.34441571e-03 4.37114164e-02
1.29006422e+00 1.73259508e-02 8.76149861e-05 1.00835972e-03
4.10342216e-02 1.05137064e-04 2.49144305e-05 1.19209282e-07
8.69559497e-03 1.54971951e-06 1.03566134e-02 1.66289753e-03
2.60940886e+00 1.81545829e-03 1.06361543e-03 4.76837045e-07
8.72946111e-04 0.00000000e+00 5.87487258e-02 0.00000000e+00
1.62076659e-03 1.24682955e-01 0.00000000e+00 9.25021304e-05
0.00000000e+00 0.00000000e+00 7.23132789e-02 1.08982809e-01
1.23976897e-05 0.00000000e+00 3.09419440e-04 9.93354362e-04
8.80974717e-03 1.11216083e-04 8.34464686e-07 1.68309343e-04
1.47335548e-02 6.72893003e-02 2.02655588e-06 2.16688514e-01
4.14238125e-01 7.10260212e-01 4.02131293e-04 4.33351006e-03
3.46481364e-04 0.00000000e+00 0.00000000e+00 2.63913609e-02
2.08918452e-02 3.58243287e-02 1.19209282e-07 2.22918879e-05
2.14574411e-05 8.94428790e-02 3.95433046e-03 1.69074582e-03
1.21079071e-03 3.40667577e-03 1.54006542e-04 0.00000000e+00
2.38418306e-06 1.74566954e-02 0.00000000e+00 7.17614166e-05
9.45296109e-01 1.07288304e-06 9.31511211e+00 4.23427764e-03
1.37532502e-03 3.02928360e-03 8.18738788e-02 5.77449836e-02
0.00000000e+00 2.60557543e-04 6.25829198e-05 1.08006649e-01
0.00000000e+00 0.00000000e+00 1.69475637e-02 2.29417160e-03
2.09667152e-04 0.00000000e+00 0.00000000e+00 1.87141064e-04
0.00000000e+00 1.97120802e-03 4.08920879e-03 0.00000000e+00
4.31528315e-05 0.00000000e+00 7.77187645e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.66415158e-02 0.00000000e+00
1.87364419e-03 1.82179832e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 8.38654563e-02 3.04688662e-01 6.64381146e-01
2.14576494e-06 1.54542655e-03 2.27687142e-05 0.00000000e+00
5.12927305e-03 7.59415403e-02 4.36164699e-02 7.15255510e-07
1.43228933e-01 0.00000000e+00 7.33265504e-02 2.38418551e-07
0.00000000e+00 0.00000000e+00 7.20479758e-04 3.33253614e-04
2.18166366e-01 1.25034489e-02 0.00000000e+00 4.43360244e-04
0.00000000e+00 4.56066430e-03 0.00000000e+00 8.17742257e-05
1.47093437e-04 0.00000000e+00 1.66849094e-03 6.30023098e-03
0.00000000e+00 8.08150740e-04 3.30122757e+00 1.08754146e+00
6.16293037e-05 6.54553249e-03 3.44468653e-01 0.00000000e+00
3.13671702e-03 6.92780763e-02 3.57627812e-07 0.00000000e+00
2.38418306e-06 2.46540923e-02 0.00000000e+00 2.06229943e-05
0.00000000e+00 2.51079332e-02 2.73888949e-02 1.30793050e-01
1.63227305e-01 4.71369661e-02 0.00000000e+00 8.81750509e-02
3.21864559e-06 2.41024676e-03 1.88911217e-03 0.00000000e+00
1.27850562e-01 0.00000000e+00 3.69548115e-06 1.07288304e-06
3.40312928e-01 4.47996378e-01 7.03802332e-04 2.64140475e-03
0.00000000e+00 3.60846855e-02 1.79783292e-02 0.00000000e+00
0.00000000e+00 1.03603494e+00 3.53658907e-02 0.00000000e+00
6.81049132e-04 1.19974446e-02 2.75425687e-02 9.53673862e-07
0.00000000e+00 1.27553130e-05 5.96046277e-07 0.00000000e+00
2.33742088e-04 9.89502549e-01 9.37024057e-02 0.00000000e+00
2.82591255e-03 6.32981319e-05 7.39094867e-06 0.00000000e+00
5.29784113e-02 2.59484950e-04 4.74235006e-02 3.29012219e-05
6.96362695e-03 4.62699085e-01 2.86098202e-05 0.00000000e+00
0.00000000e+00 5.02224803e-01 1.25495672e-01 3.71926071e-05
3.85336094e-02 9.40588042e-02 1.68813411e-02 0.00000000e+00
4.58700815e-03 4.45967400e-03 4.51247059e-02 2.56039798e-02
1.74006253e-01]
Epoch: 6/10 Iteration: 59 Training loss: [ 4.02350426e-02 1.23164803e-02 1.90239924e-04 1.54721682e-04
3.47413808e-01 0.00000000e+00 2.87377443e-02 1.12730237e-02
4.19290358e-04 4.45445208e-03 5.55065513e-01 0.00000000e+00
0.00000000e+00 1.13957583e-04 0.00000000e+00 0.00000000e+00
4.76837045e-07 3.57627812e-07 0.00000000e+00 1.31129354e-05
1.35437418e-02 6.31789298e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 3.69548115e-06 1.92028563e-03 0.00000000e+00
1.30914459e-02 5.56691884e-05 8.04205462e-02 3.33785465e-06
5.33676764e-04 2.06715241e-02 1.90607190e-01 1.19209282e-07
0.00000000e+00 9.23516415e-03 2.83495605e-01 2.64342517e-01
8.34954232e-02 0.00000000e+00 1.47818428e-05 1.49736265e-02
8.58857855e-02 6.43001646e-02 0.00000000e+00 1.77485928e-01
7.24089667e-02 0.00000000e+00 0.00000000e+00 8.60654036e-05
2.93158507e-03 0.00000000e+00 4.63616656e-04 3.11984215e-03
6.07965512e-06 0.00000000e+00 1.41858045e-05 2.60676723e-04
0.00000000e+00 2.40799873e-05 0.00000000e+00 0.00000000e+00
8.61192122e-03 0.00000000e+00 0.00000000e+00 1.84355602e-02
3.33785465e-06 6.98813191e-03 4.76837045e-07 0.00000000e+00
2.31263348e-05 1.70799978e-02 1.95361152e-01 2.21961997e-02
1.66371274e+00 2.38418551e-07 2.17271358e-01 2.12479243e-03
0.00000000e+00 1.47948437e-03 1.73672845e-04 0.00000000e+00
9.80872393e-01 0.00000000e+00 8.21757223e-03 2.86101886e-06
0.00000000e+00 6.57227412e-02 2.86101886e-06 0.00000000e+00
4.76837045e-07 5.72202953e-06 5.14970743e-04 1.22784813e-05
1.94309250e-05 0.00000000e+00 8.34464686e-07 1.44068360e+00
1.59398769e-03 3.35499481e-03 3.82946135e-04 2.45244002e+00
1.98293567e-01 0.00000000e+00 1.09281339e-01 0.00000000e+00
2.62260096e-06 6.07785434e-02 1.66891605e-05 2.02655588e-06
1.60336524e-01 2.15355828e-01 1.08207320e-03 2.56780952e-01
2.17002090e-02 1.29444795e-02 3.14305478e-04 8.74957914e-05
1.13984130e-01 0.00000000e+00 1.92623658e-04 5.01438752e-02
2.99210842e-05 0.00000000e+00 1.59541587e-03 6.80083828e-03
0.00000000e+00 9.97809470e-02 1.00135303e-05 3.34385574e-01
7.32414126e-01 5.37603572e-02 1.87477991e-01 1.20459928e-03
0.00000000e+00 4.72963182e-03 1.37096699e-02 8.20267480e-03
6.66798325e-03 0.00000000e+00 1.43786818e-01 0.00000000e+00
0.00000000e+00 1.40437169e-03 0.00000000e+00 6.25480711e-02
8.60591680e-02 1.19209282e-07 1.84399760e-04 1.62552728e-03
4.77080140e-03 1.88902430e-02 1.72906555e-03 1.08634494e-02
1.44561365e-01 0.00000000e+00 1.39473896e-05 3.00243119e-04
0.00000000e+00 3.69355530e-02 1.19209282e-07 8.34464686e-07
2.38418551e-07 9.29828093e-06 9.04270331e-04 8.82762671e-01
1.77576259e-01 7.14023737e-03 9.65590607e-06 5.11283875e-01
0.00000000e+00 1.22984091e-03 0.00000000e+00 6.98688507e-01
1.58416602e-04 3.13963778e-02 4.62296279e-03 3.63055170e-01
1.44709600e-04 3.53124961e-02 0.00000000e+00 1.77868875e-03
2.99210842e-05 8.15821718e-03 1.83151271e-02 3.84852727e-04
0.00000000e+00 8.10619895e-06 1.18331164e-02 0.00000000e+00
4.60589975e-02 1.08338299e-03 0.00000000e+00 4.45266749e-04
2.76980735e-02 2.98875524e-03 8.17742257e-05 1.93221495e-02
0.00000000e+00 8.34464686e-07 1.81575697e-02 0.00000000e+00
1.88089848e-01 0.00000000e+00 1.09336480e-01 5.35348475e-01
0.00000000e+00 2.98022769e-06 0.00000000e+00 8.22540733e-06
0.00000000e+00 0.00000000e+00 2.80579290e-04 0.00000000e+00
8.41965854e-01 5.49785569e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 7.98383437e-04 0.00000000e+00 2.68490583e-01
7.69720785e-03 0.00000000e+00 1.72936648e-01 1.51172906e-01
1.70026638e-03 4.89711063e-04 7.72122741e-02 0.00000000e+00
0.00000000e+00 2.09497526e-01 1.01814151e+00 2.32701048e-01
1.36338711e-01 2.45904893e-01 3.44394982e-01 0.00000000e+00
0.00000000e+00 3.05237882e-02 6.74028814e-01 4.96383465e-04
0.00000000e+00 4.14285663e-04 3.02305341e-01 0.00000000e+00
1.08406775e-01 3.93497618e-03 0.00000000e+00 1.51622720e-04
0.00000000e+00 6.55078853e-04 5.62560698e-03 4.88578558e-01
4.90902574e-04 8.11730511e-03 1.11692869e-04 2.15486333e-01
0.00000000e+00 6.46606181e-03 0.00000000e+00 1.19209282e-07
5.96046277e-07 8.34464686e-07 1.17524838e+00 6.01110922e-04
4.64915138e-06 0.00000000e+00 0.00000000e+00 1.50466636e-01
0.00000000e+00 2.38418551e-07 0.00000000e+00 1.12056105e-05
1.23865146e-03 6.52450845e-02 1.06916323e-01 1.93474084e-01
2.33887136e-01 9.53673862e-07 1.90734681e-06 0.00000000e+00
1.62719086e-01 1.37389649e-03 2.58833915e-02 7.05380738e-02
9.23326414e-04 2.08863579e-02 0.00000000e+00 3.91511381e-01
1.12291733e-02 0.00000000e+00 0.00000000e+00 1.09784156e-02
0.00000000e+00 2.38418551e-07 0.00000000e+00]
Epoch: 5/10 Iteration: 60 Validation Acc: 0.8937
Epoch: 7/10 Iteration: 60 Training loss: [ 4.20210743e-03 1.94309250e-05 3.95872397e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 7.84518477e-03 0.00000000e+00
6.18839730e-03 1.33505499e-04 0.00000000e+00 1.25435099e-01
2.35137135e-01 4.81593925e-05 0.00000000e+00 1.19209282e-07
0.00000000e+00 0.00000000e+00 2.66929548e-02 7.31887102e-01
3.55237389e-05 3.74754310e-01 0.00000000e+00 3.26628106e-05
0.00000000e+00 6.42352179e-02 1.23233097e-02 1.07288304e-06
3.72578827e-04 0.00000000e+00 4.74790344e-03 0.00000000e+00
3.06559290e-04 9.15942190e-04 2.62796972e-03 0.00000000e+00
0.00000000e+00 5.84024608e-01 0.00000000e+00 4.76836021e-06
0.00000000e+00 5.06987795e-04 0.00000000e+00 6.48477508e-05
2.38418551e-07 0.00000000e+00 0.00000000e+00 3.78071936e-03
1.60144046e-02 1.19209282e-07 1.21705278e-04 3.68349938e-05
0.00000000e+00 6.17958345e-02 0.00000000e+00 7.81111768e-04
3.01792374e-04 0.00000000e+00 3.54227290e-04 3.42124804e-05
3.95659804e-02 3.80981481e-03 0.00000000e+00 0.00000000e+00
3.87839787e-02 1.39473896e-05 1.53747136e-02 1.43051045e-06
1.07479729e-01 5.14851592e-04 0.00000000e+00 9.41279158e-03
9.23845395e-02 2.91325394e-02 7.53465714e-03 0.00000000e+00
3.09222251e-01 1.03062904e-03 2.58293177e-04 1.66328415e-01
0.00000000e+00 2.62256999e-05 2.50228820e-03 3.12323464e-05
3.93389882e-06 7.15253191e-06 1.16814904e-01 1.17226362e-01
0.00000000e+00 3.09943675e-06 0.00000000e+00 1.72851978e-05
8.34464686e-07 3.09943675e-06 2.20114980e-02 0.00000000e+00
1.03776836e+00 4.85008717e-01 3.76243005e-03 1.36102986e+00
4.33912392e-05 2.59056044e+00 7.24024745e-03 0.00000000e+00
7.27036521e-02 6.05532601e-02 4.10409093e-01 2.26741135e-02
0.00000000e+00 1.19209221e-06 1.96693400e-05 6.71125745e-05
1.58516216e+00 3.11698997e-03 1.33265406e-01 2.25900725e-01
6.61123469e-02 1.21710112e-03 0.00000000e+00 3.21864559e-06
8.83546425e-04 1.44242204e-05 1.05831111e-02 7.15255510e-07
1.17402803e-02 2.90254317e-02 2.14574411e-05 1.70467829e-05
1.43050129e-05 1.62757054e-01 7.66999973e-03 1.58718750e-01
1.75575521e-02 4.64915138e-06 1.41372220e-04 2.69113779e-01
0.00000000e+00 2.95595324e-04 1.11934461e-03 7.64432875e-03
5.25213452e-03 1.55268703e-03 0.00000000e+00 3.77867609e-01
1.21466888e-04 1.66892869e-06 0.00000000e+00 1.47808591e-04
2.14576494e-06 8.83337948e-03 2.71939696e-03 0.00000000e+00
1.19209282e-07 1.21824472e-04 0.00000000e+00 3.72264050e-02
3.79078338e-05 8.13987281e-04 5.51456437e-02 8.09282716e-03
4.30336258e-05 0.00000000e+00 6.59089070e-03 0.00000000e+00
6.14215969e-04 0.00000000e+00 1.76771748e-04 4.76836021e-06
2.32105097e-03 2.12263808e-01 3.37965757e-01 1.04541083e-04
3.65214229e+00 9.51096937e-02 1.61868427e-02 1.90734681e-06
1.37663364e+00 0.00000000e+00 0.00000000e+00 1.19209282e-07
4.55083311e-01 7.03921483e-04 1.89375260e-03 5.06626639e-05
1.54971951e-06 1.14580560e+00 4.21579391e-01 1.96768474e-02
3.66553068e-02 8.54100659e-03 1.30556002e-01 0.00000000e+00
0.00000000e+00 5.13060167e-02 1.50772016e-02 0.00000000e+00
0.00000000e+00 4.39872601e-05 8.21816027e-02 0.00000000e+00
5.89566566e-02 1.08236178e-04 5.96046277e-07 7.15255510e-07
1.32866040e-01 0.00000000e+00 4.93529700e-02 1.21592739e-05
7.14106578e-03 0.00000000e+00 9.62084811e-03 2.86216824e-03
1.72004206e-04 8.90456811e-02 2.28132657e-03 5.96046277e-07
6.46382279e-04 4.63713368e-05 2.42297165e-02 6.26129506e-04
0.00000000e+00 2.48984210e-02 6.03970257e-04 7.28462730e-03
0.00000000e+00 5.60007640e-04 0.00000000e+00 1.82388558e-05
7.80370593e-01 9.17907346e-06 8.99989609e-05 4.01975354e-03
1.79353561e-02 1.51145956e-04 2.96787068e-04 0.00000000e+00
2.51334696e-03 2.14576494e-06 5.96046277e-07 0.00000000e+00
4.31528315e-05 2.74180979e-06 8.02720413e-02 4.46805432e-02
9.33661778e-03 4.76837045e-07 6.00222796e-02 5.80532396e-05
1.01327387e-05 0.00000000e+00 3.67599912e-02 1.74013281e-03
0.00000000e+00 0.00000000e+00 3.16463172e-01 0.00000000e+00
0.00000000e+00 1.74861148e-01 8.70223994e-06 1.19209282e-07
3.63161713e-01 1.60919590e-04 0.00000000e+00 6.91629425e-02
0.00000000e+00 3.06301583e-02 1.02192044e-01 5.13359122e-02
1.37968659e-01 0.00000000e+00 9.39782858e-02 2.23492432e-04
2.22038943e-02 2.95000826e-03 2.74180979e-06 0.00000000e+00
0.00000000e+00 6.31129742e-02 0.00000000e+00 1.38996763e-03
4.98313531e-02 3.81468999e-06 1.07288304e-06 7.21595660e-02
9.20500457e-02 0.00000000e+00 4.25824523e-02 3.81481200e-01
0.00000000e+00 5.87767456e-04 0.00000000e+00 5.42559400e-02
1.78813775e-06]
Epoch: 7/10 Iteration: 61 Training loss: [ 4.62047104e-03 4.62888288e+00 4.13673483e-02 5.05894097e-03
0.00000000e+00 2.69615062e-04 0.00000000e+00 3.27880606e-02
1.44259155e-01 8.57105013e-04 2.66415328e-02 3.65007529e-03
6.94223270e-02 1.52614422e-03 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.92921960e-02 2.00609109e-04
0.00000000e+00 0.00000000e+00 8.22682399e-04 3.04116821e-03
1.33925362e-03 5.96044674e-06 1.97964323e+00 4.49141383e-01
1.74999218e-02 4.64915138e-06 9.58826113e-03 7.08735138e-02
3.34683660e-04 1.27746491e-03 2.38418551e-07 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 4.31171805e-02
2.91030877e-03 3.37098718e-01 9.16099325e-02 4.43448735e-05
0.00000000e+00 6.06591231e-04 2.90598236e-02 3.00266105e-03
0.00000000e+00 2.18129207e-04 1.37199170e-03 3.14606093e-02
0.00000000e+00 6.46093467e-05 0.00000000e+00 0.00000000e+00
1.22446492e-02 5.21400757e-02 1.95395667e-03 2.78264191e-03
0.00000000e+00 2.34814725e-04 3.61734768e-04 1.03229919e-04
4.05038567e-03 4.01453555e-01 5.42939723e-01 4.42284346e-02
5.80927245e-02 2.38418551e-07 0.00000000e+00 0.00000000e+00
1.00395724e-01 0.00000000e+00 1.23374004e-04 6.82577789e-01
3.28313224e-02 0.00000000e+00 2.23084707e-02 1.39465148e-04
3.07663418e-02 1.92140386e-01 3.48085050e-05 0.00000000e+00
0.00000000e+00 0.00000000e+00 6.58579823e-03 9.14832056e-02
1.94102332e-01 2.70601431e-05 0.00000000e+00 4.17231649e-06
9.03708816e-01 3.68993618e-02 3.79342632e-03 0.00000000e+00
2.75369675e-05 4.04111343e-05 9.29828093e-06 0.00000000e+00
1.06521523e+00 6.38897195e-02 9.58579127e-04 2.68542470e-04
0.00000000e+00 1.93815518e-04 0.00000000e+00 5.80574051e-02
3.04820463e-02 9.92964051e-05 1.57343879e-04 0.00000000e+00
5.79340376e-05 1.74200863e-01 0.00000000e+00 0.00000000e+00
5.21112159e-02 3.05171125e-05 5.14155179e-02 5.34147859e-01
7.82235619e-03 0.00000000e+00 2.05950364e-02 0.00000000e+00
3.94483143e-03 6.21058717e-02 3.89806773e-05 8.10619895e-06
5.30608296e-02 1.57398656e-01 3.85426730e-02 9.60093886e-02
2.52473652e-01 5.32851336e-05 9.41748931e-06 0.00000000e+00
0.00000000e+00 1.41968179e-04 6.16453178e-02 0.00000000e+00
0.00000000e+00 2.17726473e-02 0.00000000e+00 2.38418551e-07
1.56176826e-02 6.99783564e-02 0.00000000e+00 7.92308594e-04
1.19209282e-07 1.10475076e-02 8.88336077e-03 4.39700950e-03
0.00000000e+00 3.12323464e-05 1.91420633e-02 0.00000000e+00
1.11137638e-02 0.00000000e+00 2.74858845e-04 4.27106440e-01
3.27190720e-02 9.12176911e-03 4.88877005e-04 4.74441731e-05
0.00000000e+00 1.57149276e-03 6.93504810e-02 1.58374399e-01
2.30729412e-02 3.78801227e-01 0.00000000e+00 2.51441061e-01
1.13480804e-04 0.00000000e+00 9.90217701e-02 1.14875287e-02
0.00000000e+00 8.11399333e-03 0.00000000e+00 4.15889686e-03
8.34464686e-07 1.23638927e-03 0.00000000e+00 1.30644839e-04
0.00000000e+00 9.08700004e-02 9.53673862e-07 9.09391674e-04
6.40968233e-03 3.01673193e-04 8.20126297e-05 1.19209221e-06
2.87830412e-01 4.76837045e-07 4.50208694e-01 7.63313919e-02
6.80816397e-02 0.00000000e+00 5.33110881e-03 1.64507474e-05
7.36686270e-05 0.00000000e+00 3.37245967e-03 1.59109640e+00
5.62367558e-01 3.43666375e-01 2.47656237e-02 1.84422303e-02
6.03970257e-04 0.00000000e+00 4.37077973e-03 0.00000000e+00
5.79189393e-04 2.38418306e-06 0.00000000e+00 0.00000000e+00
4.91462052e-02 4.95005306e-03 8.45158138e-05 1.61723629e-01
1.25980303e-01 4.65801507e-02 2.31537461e-01 8.42296630e-02
8.72303694e-02 1.25678197e-01 1.57094598e-01 3.31617743e-02
0.00000000e+00 0.00000000e+00 2.03231190e-04 5.63117815e-03
4.04111343e-05 0.00000000e+00 2.86101886e-06 1.39703523e-04
2.31810361e-01 1.26639253e-03 3.57627812e-07 3.54486220e-02
2.30643374e-04 1.15031159e+00 2.46760192e-05 6.67569793e-06
2.37303317e-01 1.22539641e-04 1.80087596e-01 3.57627812e-07
6.69972599e-02 6.17418066e-03 1.62481319e-03 2.29553934e-02
5.48361231e-06 4.96950187e-02 1.77975535e-01 3.42667976e-04
7.79600590e-02 2.34301344e-01 6.21872628e-03 4.76837045e-07
2.06806726e-04 2.98022769e-06 2.52572587e-04 1.01179089e-02
1.03548430e-02 1.01039112e-01 7.72003876e-03 3.39065313e-01
0.00000000e+00 1.66892869e-06 3.80684598e-03 1.54971951e-06
0.00000000e+00 0.00000000e+00 1.07745194e+00 0.00000000e+00
2.33460702e-02 1.43724456e-01 9.87756997e-04 1.71738729e-01
2.36020803e-01 0.00000000e+00 6.69794204e-03 5.95007874e-02
2.01937735e-01 3.12014818e-01 4.54740644e-01 6.99932501e-02
1.60336439e-02 6.67549757e-05 3.34602892e-02 9.05986508e-06
9.53673862e-07]
Epoch: 7/10 Iteration: 62 Training loss: [ 2.20834482e-02 8.98315222e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 3.79936444e-03 1.31856656e+00 4.89830214e-04
0.00000000e+00 2.49285381e-02 5.00169277e-01 0.00000000e+00
1.89243123e-01 0.00000000e+00 0.00000000e+00 1.23829430e-03
0.00000000e+00 7.70867744e-04 3.68349938e-05 7.79563270e-04
2.89654452e-02 1.31955981e-04 3.61768976e-02 1.00342476e+00
0.00000000e+00 4.67784554e-02 0.00000000e+00 0.00000000e+00
1.33139640e-03 3.76368016e-02 1.59739175e-05 0.00000000e+00
7.78491201e-04 6.07619397e-02 1.58379450e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 6.19886396e-06 1.74111240e-02
1.12056105e-05 7.92714767e-03 2.04184660e-04 0.00000000e+00
0.00000000e+00 1.07288304e-06 0.00000000e+00 5.73380239e-05
7.08686479e-04 1.06848076e-01 1.19209282e-07 2.21134353e+00
0.00000000e+00 1.37163472e+00 1.96199238e-04 0.00000000e+00
5.66322124e-04 7.88992643e-01 0.00000000e+00 1.27627433e-03
5.96046277e-07 0.00000000e+00 2.44376060e-05 3.47610682e-01
1.17830932e-01 1.89540970e-05 9.52436894e-05 0.00000000e+00
0.00000000e+00 4.80059767e-04 1.12239666e-01 0.00000000e+00
2.38418551e-07 1.34603947e-03 0.00000000e+00 2.27902186e-04
5.34023903e-03 2.52036261e-03 1.13422889e-03 5.64502738e-02
2.47921934e-03 8.22086877e-04 5.05796284e-04 0.00000000e+00
3.66807520e-01 3.15822591e-03 0.00000000e+00 1.18108513e-02
1.07111908e-01 1.33513513e-05 3.24848369e-02 1.90689694e-02
6.56984979e-04 2.31695045e-02 3.60849410e-01 1.19209282e-07
1.52586726e-05 6.48252480e-03 5.65998303e-03 1.87718913e-01
1.19209282e-07 3.22914124e-02 6.55648955e-06 9.65574384e-02
3.11131407e-05 1.01327387e-05 0.00000000e+00 2.65095443e-01
2.38418551e-07 0.00000000e+00 1.07288304e-06 0.00000000e+00
3.89438197e-02 2.58195587e-03 8.03483069e-01 1.05777287e+00
1.02835791e-02 6.73121586e-03 5.60282069e-06 7.79598340e-05
7.03325844e-04 0.00000000e+00 2.38418551e-07 7.49406517e-02
9.72501263e-02 2.38418551e-07 0.00000000e+00 3.95053625e-02
3.83827955e-01 1.27701862e-02 7.74857381e-06 1.13121331e-01
1.40268663e-02 0.00000000e+00 1.19209282e-07 0.00000000e+00
2.16272995e-02 7.33669847e-02 0.00000000e+00 1.14557810e-01
2.88352724e-02 1.26335466e+00 0.00000000e+00 1.82005435e-01
5.96046277e-07 1.88571314e-04 8.55556631e-04 1.85661577e-02
0.00000000e+00 1.03944144e-03 1.00016631e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.76561732e-05 1.86756793e-02
3.26101179e-03 1.70907273e-03 0.00000000e+00 5.55487752e-01
1.19209282e-07 7.33644366e-02 8.85550380e-02 4.41692071e-04
1.93967926e-03 0.00000000e+00 8.36026669e-02 1.43567927e-03
1.48638827e-03 3.51663455e-02 0.00000000e+00 2.47747585e-01
0.00000000e+00 2.38386944e-01 1.06029268e-02 0.00000000e+00
0.00000000e+00 7.34107615e-03 7.69046508e-03 2.34839536e-05
1.01135001e-01 5.32851336e-05 1.13764562e-01 3.74198735e-01
2.23446405e-03 4.26678220e-04 3.38616228e-04 2.67830193e-02
2.87215319e-03 2.35200256e-01 4.46145423e-03 1.05185881e-02
3.70672205e-04 4.76837045e-07 4.40638006e-01 0.00000000e+00
3.86230640e-05 1.96556794e-04 9.94891748e-02 1.10575294e+00
5.94677462e-04 6.65448373e-03 9.85294301e-03 0.00000000e+00
1.87302027e-02 9.14988294e-03 0.00000000e+00 1.46770799e+00
7.15255510e-07 1.00097406e+00 1.54158998e+00 3.10855242e-03
2.23341227e-01 5.96046277e-07 1.19209282e-07 0.00000000e+00
0.00000000e+00 2.30515040e-02 0.00000000e+00 0.00000000e+00
5.60282069e-06 0.00000000e+00 9.98923933e-05 2.35172265e-04
0.00000000e+00 6.63418032e-04 1.11989237e-01 2.43403087e-03
7.70153012e-04 8.34464686e-07 0.00000000e+00 0.00000000e+00
4.30336258e-05 0.00000000e+00 1.46253571e-01 6.65324100e-04
0.00000000e+00 0.00000000e+00 2.26497400e-06 2.51144432e-02
2.65836120e-02 2.38418551e-07 3.81099246e-02 2.17784545e-03
1.94512289e-02 1.39552765e-02 0.00000000e+00 1.18266962e-01
0.00000000e+00 0.00000000e+00 1.87078852e-03 6.38941347e-05
4.30672802e-02 0.00000000e+00 4.64589596e-02 1.34498537e-01
3.96959040e-05 1.07076042e-03 2.78323633e-03 7.66645046e-03
0.00000000e+00 2.48795860e-02 1.19209282e-07 2.64847971e-04
0.00000000e+00 7.03332353e-06 1.21869463e-02 3.99779767e-01
1.31382272e-01 1.44839091e-02 1.70336047e-03 2.38418551e-07
8.22540733e-06 7.15255510e-07 5.00677743e-06 8.09024930e-01
8.74732737e-04 3.57627812e-07 2.38418551e-07 1.89864352e-01
4.18002717e-03 1.35760725e-01 0.00000000e+00 5.47492541e-02
9.34948400e-02 1.50343403e-02 3.50029059e-02 8.14344618e-04
2.36304060e-01 1.80708289e+00 3.81706245e-02 0.00000000e+00
0.00000000e+00]
Epoch: 7/10 Iteration: 63 Training loss: [ 1.34459042e-04 2.56743835e-04 1.19209282e-07 3.43004376e-01
2.28562489e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00
4.37983647e-02 3.30449920e-03 1.72719345e-04 8.34464686e-07
0.00000000e+00 1.49039840e-02 6.91411469e-06 2.88847238e-02
1.19209282e-07 3.33907716e-02 0.00000000e+00 0.00000000e+00
2.02522101e-03 1.08880498e-01 2.38418551e-07 7.38824601e-04
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 6.06425740e-02 2.50339190e-06
7.69763708e-01 1.89076573e-01 4.90307854e-03 2.59842491e-04
2.05615209e-03 1.19209282e-07 0.00000000e+00 4.56695352e-03
0.00000000e+00 6.69685483e-01 1.63175017e-02 3.69548115e-06
0.00000000e+00 0.00000000e+00 2.59551033e-03 6.60427213e-02
0.00000000e+00 8.22086877e-04 0.00000000e+00 2.50336379e-05
1.34797677e-01 2.26039346e-03 0.00000000e+00 0.00000000e+00
6.58533652e-04 2.60319182e-04 4.68490981e-02 1.32406261e-02
1.31130128e-06 0.00000000e+00 0.00000000e+00 1.10814899e-01
1.84703231e-01 1.44242204e-05 1.19209282e-07 7.74857381e-06
0.00000000e+00 7.62910349e-05 6.61150292e-02 1.23126968e-03
6.19886396e-06 5.32716401e-02 6.86881661e-01 6.17909187e-04
8.39198183e-05 5.42306490e-02 1.40314177e-01 3.46362183e-04
5.57909369e-01 0.00000000e+00 4.44640755e-05 1.20400655e-05
4.37941439e-02 0.00000000e+00 1.39666820e+00 1.77367692e-04
0.00000000e+00 1.44121172e-02 9.58625413e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 9.79651790e-03 2.49950623e-04
4.76837045e-07 2.43413910e-01 7.15255510e-07 4.24890837e-04
0.00000000e+00 5.00115491e-02 0.00000000e+00 4.44892317e-01
1.29006147e-01 2.08198979e-01 0.00000000e+00 1.20400655e-05
8.98672501e-04 1.48565382e-01 9.13101467e-05 3.08747294e-05
3.58844697e-01 5.96046277e-07 3.98054928e-01 4.32389602e-03
6.25829198e-05 1.31130128e-06 0.00000000e+00 0.00000000e+00
3.57627812e-07 1.39734978e-02 0.00000000e+00 9.00935440e-04
6.16837002e-04 8.82144832e-06 6.45788945e-03 7.59366825e-02
2.00065300e-01 4.58154967e-03 0.00000000e+00 1.52463969e-02
7.86130786e-01 4.94420379e-02 7.55149186e-01 1.26146555e-01
8.61570332e-03 1.55849576e-01 0.00000000e+00 6.08812034e-01
4.37493343e-03 7.65856132e-02 0.00000000e+00 4.98528185e-04
5.11646718e-02 1.77702516e-01 1.43051045e-06 5.66949509e-02
2.09339894e-02 1.35122230e-02 1.69891000e-01 3.45706349e-06
1.54971951e-06 0.00000000e+00 1.03706705e-04 1.66721508e-01
7.71033466e-02 7.04791164e-03 0.00000000e+00 2.37223667e-05
1.71606079e-01 4.48954105e-02 1.23960397e-03 0.00000000e+00
0.00000000e+00 2.72605452e-03 4.42672729e-01 3.60404179e-02
4.66203168e-02 4.86622691e-01 1.96693400e-05 2.13382355e-05
0.00000000e+00 5.30284941e-02 1.08743180e-03 6.90032989e-02
6.46382279e-04 7.67774880e-01 2.59386841e-02 1.50055310e-03
0.00000000e+00 1.00552045e-01 1.45293970e-03 0.00000000e+00
1.03170087e-03 0.00000000e+00 1.43582809e+00 5.96046277e-07
0.00000000e+00 1.68736041e-01 1.19209282e-07 2.91177630e-01
2.79203337e-03 0.00000000e+00 3.57627812e-07 0.00000000e+00
4.58940268e-02 1.76464696e-03 1.83923010e-04 9.04782638e-02
1.29864126e-01 1.79130235e-03 4.98170732e-04 5.69341006e-03
0.00000000e+00 1.56151975e-04 1.19209282e-07 4.84898360e-03
2.99493573e-03 3.77098173e-02 2.38418551e-07 6.43728072e-06
5.27838594e-04 6.34787604e-02 0.00000000e+00 1.64258051e+00
3.55398178e-01 0.00000000e+00 1.50622884e-02 3.54150916e-03
5.77969803e-03 0.00000000e+00 0.00000000e+00 1.59705281e-02
1.49010502e-05 4.01710309e-02 0.00000000e+00 5.59677184e-02
1.21723577e-01 2.72268485e-02 0.00000000e+00 1.65647094e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.28575742e+00 2.60080851e-04 5.67742474e-02 1.46852760e-02
3.72501952e-03 7.01642931e-02 5.47576044e-03 6.75822645e-02
1.64766400e-03 7.84366348e-05 1.16535172e-01 6.70729671e-03
2.74177601e-05 0.00000000e+00 0.00000000e+00 1.08016783e-03
3.70381437e-02 0.00000000e+00 1.40678406e+00 9.39325109e-05
3.21864559e-06 3.94221907e-03 8.01389143e-02 2.04530776e-01
6.08602881e-01 1.92924291e-01 7.84366348e-05 3.51098017e-03
3.52147192e-01 1.43051045e-06 2.41805494e-01 6.09969974e-01
2.34839536e-05 0.00000000e+00 1.23976897e-05 4.03682798e-01
0.00000000e+00 7.12379348e-04 0.00000000e+00 5.21149524e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.19209282e-07
2.42416048e-03 1.29977202e+00 6.19230628e-01 6.44833548e-04
0.00000000e+00 1.72107741e-02 9.28447640e-04 0.00000000e+00
1.79393886e-04 1.15632338e-05 4.47949348e-03 1.21109304e-04
7.39094867e-06]
Epoch: 7/10 Iteration: 64 Training loss: [ 0.00000000e+00 0.00000000e+00 9.11137369e-03 0.00000000e+00
1.20155746e-04 6.24186136e-02 0.00000000e+00 1.08806649e-02
1.19209282e-07 3.99265140e-02 2.47952248e-05 1.83782878e-03
4.62564290e-01 0.00000000e+00 3.20859923e-04 2.93234468e-01
0.00000000e+00 4.37350944e-03 1.08479862e-05 1.18054776e-03
0.00000000e+00 1.24446757e-04 4.30372136e-04 2.99018949e-01
0.00000000e+00 1.19209282e-07 2.04438567e-01 1.48591213e-03
2.15745531e-04 4.65284800e-04 6.55648955e-06 4.70646715e-04
1.45601854e-01 5.59850782e-02 1.87437739e-02 7.18806186e-05
1.00135303e-05 2.24921294e-03 1.19209282e-07 0.00000000e+00
9.25512519e-03 1.08479862e-05 5.99704124e-02 4.54004526e-01
0.00000000e+00 7.36022443e-02 5.16162909e-05 1.06329033e-04
2.98022769e-06 0.00000000e+00 2.38774493e-01 1.17771844e-04
4.40424914e-03 2.05662800e-03 0.00000000e+00 4.41073416e-06
0.00000000e+00 5.21642971e-04 4.07612679e-04 5.32280840e-03
6.31807234e-06 3.02322232e-03 1.86238676e-01 3.89806773e-05
9.85766388e-03 0.00000000e+00 9.38480254e-03 0.00000000e+00
6.04494661e-02 0.00000000e+00 2.41360459e-02 0.00000000e+00
5.31415269e-03 3.02036991e-03 6.31371455e-04 1.96693400e-05
0.00000000e+00 2.04594452e-02 0.00000000e+00 0.00000000e+00
3.24963421e-01 5.61192036e-02 7.39094867e-06 0.00000000e+00
3.81468999e-06 4.63713368e-05 1.15632338e-05 1.19209282e-07
2.50339190e-06 0.00000000e+00 2.26829550e-04 1.13699110e-02
3.97136897e-01 4.45832811e-05 4.06044513e-01 0.00000000e+00
3.56133940e-04 8.03275593e-03 6.61879539e-01 1.18430264e-01
4.35190788e-03 2.38418551e-07 1.60681215e-04 1.49644669e-02
2.02872366e-01 1.03307210e-01 0.00000000e+00 1.19209221e-06
0.00000000e+00 2.43183986e-05 5.49403892e-04 1.24843442e+00
1.46280658e-02 8.28876218e-04 3.31055885e-03 2.96337698e-02
1.15307629e-01 2.79030006e-04 0.00000000e+00 0.00000000e+00
3.26289646e-02 3.55778098e-01 4.68022302e-02 0.00000000e+00
6.60159364e-02 0.00000000e+00 0.00000000e+00 2.27413531e-02
1.44828795e-04 1.01734623e-01 6.30299211e-04 0.00000000e+00
3.87950975e-04 1.07288304e-06 0.00000000e+00 5.84123791e-06
1.49684742e-01 8.84493784e-05 1.65615305e-02 7.32569769e-02
0.00000000e+00 6.19886396e-06 7.91650359e-03 1.07615575e-01
1.40783176e-01 2.07402656e-04 9.94148076e-01 8.55542719e-03
1.13188930e-01 8.37291870e-03 1.13184750e-03 1.23731588e-04
6.08898178e-02 3.09071299e-02 1.06040016e-03 0.00000000e+00
0.00000000e+00 2.35540438e-02 7.27174029e-06 3.61615617e-04
0.00000000e+00 0.00000000e+00 2.02011801e-02 2.18218658e-02
1.15538752e-02 0.00000000e+00 5.64374290e-02 8.96470398e-02
2.29816064e-02 8.20049047e-02 9.30443287e-01 0.00000000e+00
0.00000000e+00 1.14466704e-01 1.77542424e+00 2.71503944e-02
5.04921516e-03 4.55496879e-03 3.80882360e-02 9.35749122e-05
2.26497400e-06 2.38418551e-07 7.19952956e-02 1.19209221e-06
1.78813775e-06 2.71793488e-05 0.00000000e+00 0.00000000e+00
5.10630682e-02 3.20383231e-04 5.28462604e-03 1.78475361e-02
7.01612979e-02 3.63581712e-05 4.76837045e-07 5.00677743e-06
6.86169462e-03 1.04903629e-05 9.40517057e-05 0.00000000e+00
1.19117290e-01 3.21075283e-02 0.00000000e+00 0.00000000e+00
2.71793488e-05 3.63675058e-02 4.26082435e-04 3.82231141e-04
5.17354929e-05 2.59674899e-02 0.00000000e+00 1.00845973e-04
0.00000000e+00 8.29662240e-05 2.29035407e-01 8.81893560e-02
9.05986508e-06 2.36801356e-02 9.56123590e-01 3.73231061e-02
1.46349147e-01 6.59534216e-01 2.07763780e-02 2.86101886e-06
1.19209282e-07 0.00000000e+00 5.48361231e-06 0.00000000e+00
0.00000000e+00 1.19209282e-07 1.93163045e-02 2.09386321e-03
2.53160037e-02 6.35010144e-03 0.00000000e+00 1.91124307e-03
1.43322116e-02 1.81196483e-05 7.84024745e-02 0.00000000e+00
0.00000000e+00 1.25436764e-03 1.76916888e-03 8.77591257e-04
0.00000000e+00 2.33647479e-05 0.00000000e+00 1.01612164e-02
1.19209282e-07 0.00000000e+00 7.15255510e-07 0.00000000e+00
5.79785090e-04 1.93117176e-05 1.07907452e-01 1.53005198e-02
2.00936422e-01 0.00000000e+00 1.86174467e-01 0.00000000e+00
1.10979667e-02 5.76583063e-03 4.36925795e-04 2.38418551e-07
1.06076241e-01 3.01763625e-03 0.00000000e+00 1.93580464e-02
0.00000000e+00 2.38418551e-07 1.82021793e-03 9.59784687e-01
1.84638135e-04 5.96046277e-07 8.27894092e-01 8.15372355e-03
0.00000000e+00 0.00000000e+00 7.77895570e-01 7.10462118e-05
5.60007640e-04 0.00000000e+00 8.04843381e-02 9.67511209e-04
1.57127798e-01 8.70223994e-06 6.95790201e-02 1.19209282e-07
4.66103047e-01 0.00000000e+00 0.00000000e+00 2.25160999e-04
5.96046277e-07]
Epoch: 6/10 Iteration: 65 Validation Acc: 0.8883
Epoch: 7/10 Iteration: 65 Training loss: [ 1.70467829e-05 5.96046277e-07 2.55686720e-03 1.57561094e-01
0.00000000e+00 4.29144238e-05 8.34464686e-07 6.36345968e-02
1.57387927e-02 1.92266673e-01 2.10196711e-02 2.50339190e-06
1.54971951e-06 0.00000000e+00 2.06687546e-04 3.57627812e-07
1.86733797e-03 1.17098129e+00 1.10282622e-01 4.81593925e-05
0.00000000e+00 2.14574411e-05 5.26408840e-04 6.66040462e-03
0.00000000e+00 4.50465223e-03 0.00000000e+00 7.30605156e-04
2.83128973e-02 3.18834005e-04 3.18043306e-02 8.11843260e-04
4.25009988e-04 5.87648305e-04 5.56953577e-03 0.00000000e+00
1.80915430e-01 4.02569026e-03 1.00085698e-03 0.00000000e+00
1.31991255e+00 3.16061527e-02 7.33420551e-02 6.80681616e-02
1.19019230e-03 1.34534582e-01 4.60137271e-05 5.95628381e-01
2.14576494e-06 2.13382355e-05 0.00000000e+00 0.00000000e+00
4.58945215e-05 1.19209282e-07 3.55061435e-04 4.29152533e-06
2.08117752e-04 3.34044993e-01 4.01441008e-03 3.81468999e-06
2.74180979e-06 0.00000000e+00 0.00000000e+00 1.12618254e-02
9.61590484e-02 1.08836882e-01 7.62936543e-06 0.00000000e+00
1.04541083e-04 1.15751004e+00 5.11394792e-05 1.06596602e-02
1.19209282e-07 1.07797217e-02 3.17795225e-03 4.99168830e-03
3.60208913e-03 4.76837045e-07 1.94368493e-02 1.40521675e-01
1.19209282e-07 0.00000000e+00 2.34566978e-03 9.17907346e-06
2.02655588e-06 1.99077531e-05 1.09989308e-02 2.74067721e-03
4.66476340e-04 2.89674372e-05 5.63197494e-01 1.55244907e-03
0.00000000e+00 7.22382174e-05 7.51015705e-06 1.02616981e-01
7.36836419e-02 3.85587215e-01 1.31130128e-06 0.00000000e+00
9.92964051e-05 1.90303335e-03 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.07288304e-06 5.15804742e-04 9.53673862e-07
2.28132657e-03 2.00269606e-05 7.15255510e-07 2.98022769e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.09469553e-03
1.50048330e-01 8.01926032e-02 3.20967920e-02 0.00000000e+00
5.74066362e-04 2.25468399e-03 4.79099676e-02 5.56691884e-05
5.53115824e-05 7.09016085e-01 0.00000000e+00 3.72396111e-02
0.00000000e+00 4.55369118e-05 2.14576494e-06 6.43274337e-02
1.40309858e+00 4.62521348e-05 1.20663747e-01 0.00000000e+00
2.39645154e-03 1.75234079e-01 0.00000000e+00 8.88069771e-05
0.00000000e+00 0.00000000e+00 8.96606594e-03 8.43022823e-01
2.38418551e-07 1.15507130e-04 9.06091481e-02 1.67777389e-03
1.19209282e-07 4.27107560e-03 5.83765879e-02 1.70812316e-04
0.00000000e+00 0.00000000e+00 7.05946088e-01 1.09189750e-04
1.71659904e-05 1.06349634e-03 4.41073416e-06 5.02531677e-02
3.59959481e-03 1.00840501e-01 1.19805068e-03 2.40799873e-05
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
7.10660592e-02 8.82144832e-06 1.72366686e-02 4.21842039e-01
2.74180979e-06 4.58469987e-02 2.50339190e-06 3.61615617e-04
4.76837045e-07 0.00000000e+00 0.00000000e+00 1.49062887e-01
1.19209282e-07 2.12812331e-03 2.49800738e-03 7.18174577e-01
1.13952504e-02 1.44651104e-02 5.01696169e-01 1.97987029e-04
4.80774674e-04 1.30048880e-04 4.76837045e-07 9.57690001e-01
2.75097176e-04 6.30537514e-04 0.00000000e+00 8.34461571e-06
0.00000000e+00 2.68691313e-02 0.00000000e+00 1.01212032e-01
4.24376049e-05 7.01109543e-02 1.62486851e-01 0.00000000e+00
1.26356492e-02 1.90159846e-02 0.00000000e+00 1.50368184e-01
7.03310070e-05 8.75669066e-03 9.38952621e-03 2.28820458e-01
8.04923236e-01 7.35494250e-05 1.30580005e-03 2.80102598e-04
6.83045873e-05 0.00000000e+00 6.88911532e-04 3.08747294e-05
6.15896583e-01 0.00000000e+00 2.85703834e-04 0.00000000e+00
6.20027967e-02 5.29275239e-05 2.38415741e-05 0.00000000e+00
8.54791775e-02 1.62945827e-04 0.00000000e+00 6.23744838e-02
2.02655588e-06 7.67094642e-03 6.90064533e-03 3.26406136e-02
3.80003266e-02 1.07800746e-02 3.59411776e-01 1.30806211e-03
5.60282069e-06 3.47859003e-02 9.53673862e-07 0.00000000e+00
8.86998057e-01 1.19209282e-07 4.04727012e-01 1.19209282e-07
7.80873524e-04 1.33913612e+00 4.54177061e-05 1.19209282e-07
1.87923654e-03 0.00000000e+00 2.52997335e-02 0.00000000e+00
0.00000000e+00 2.55591585e-03 0.00000000e+00 8.19646418e-01
1.80255119e-02 9.56295282e-02 0.00000000e+00 1.67072701e+00
1.34818233e-03 0.00000000e+00 0.00000000e+00 1.23874851e-01
1.80106005e-03 3.33785465e-06 9.98269096e-02 0.00000000e+00
1.09147429e-02 5.72202953e-06 1.21193457e+00 1.66129947e-01
2.25770343e-02 2.84368634e-01 0.00000000e+00 5.72202953e-06
1.16341500e-04 1.17138885e-02 0.00000000e+00 6.95407614e-02
0.00000000e+00 1.38830091e-03 4.81529115e-03 2.65833187e-05
0.00000000e+00 1.10457907e-03 5.45710442e-04 5.19739006e-05
3.57627812e-07]
Epoch: 7/10 Iteration: 66 Training loss: [ 3.93182151e-02 4.16031762e-05 4.41073416e-06 5.75812533e-02
2.38418551e-07 2.20008870e-03 1.19209282e-07 6.04681158e-03
3.80270394e-05 6.49432838e-02 2.27680686e-03 0.00000000e+00
1.31354451e-01 2.17736978e-03 0.00000000e+00 9.03317472e-04
1.82188384e-03 3.99343153e-05 1.31130128e-06 1.57906581e-02
0.00000000e+00 5.89673640e-04 2.24125721e-02 3.34921991e-04
0.00000000e+00 6.22555497e-04 5.18196858e-02 1.90124859e-03
2.38418551e-07 0.00000000e+00 1.52488630e-02 1.18358266e-02
2.70628959e-01 2.93926889e-04 0.00000000e+00 0.00000000e+00
4.20124474e-04 2.03845811e-05 5.20808971e-04 6.44118758e-04
8.34461571e-06 0.00000000e+00 3.39123118e-03 3.93389882e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.30710960e-03
6.79490631e-06 2.76408129e-04 6.28698543e-02 0.00000000e+00
0.00000000e+00 2.38418551e-07 0.00000000e+00 0.00000000e+00
1.00681151e-03 0.00000000e+00 0.00000000e+00 5.62312841e-01
7.31594786e-02 5.38811473e-05 1.76798642e+00 1.28663226e-03
5.97713655e-03 4.58850467e-04 1.86025500e-02 3.45706349e-06
7.82183779e-04 3.55657277e-04 0.00000000e+00 9.53673862e-07
8.58303247e-06 5.46580134e-03 2.30463827e-03 3.51818800e-02
3.06440110e-04 9.36584398e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 5.54782785e-02 4.23409224e-01 1.09981594e-03
2.16103086e-04 4.17231649e-06 0.00000000e+00 1.17608920e-01
3.57627812e-07 3.15899633e-05 9.68839377e-02 1.75522827e-02
3.54045333e-05 3.69548115e-06 5.42620197e-03 2.22918879e-05
1.08662486e-01 4.97275740e-02 1.63315399e-05 1.98487714e-02
0.00000000e+00 1.35623235e-02 5.47378440e-04 6.91389941e-05
5.96046277e-07 6.89268927e-04 1.27408400e-01 7.68644316e-03
2.67196028e-03 1.82688892e-01 2.33647479e-05 1.44960314e-01
2.86241062e-02 2.74180979e-06 0.00000000e+00 4.47723828e-03
2.04019770e-01 0.00000000e+00 2.07422017e-05 0.00000000e+00
5.93608141e-01 3.33785465e-06 2.14846596e-01 0.00000000e+00
1.64595172e-02 9.28615272e-01 0.00000000e+00 1.19840784e-03
6.89224064e-01 9.82720964e-03 1.71302199e-01 2.09464654e-01
0.00000000e+00 1.18844533e+00 3.46004701e-04 0.00000000e+00
5.38204273e-04 0.00000000e+00 1.22972182e-03 1.84774891e-01
5.81916515e-03 2.94779874e-02 0.00000000e+00 0.00000000e+00
5.86337759e-04 3.57563957e-04 1.81915183e-02 2.62062736e-02
6.19886396e-06 0.00000000e+00 1.19209282e-07 3.31690478e+00
9.03240517e-02 0.00000000e+00 1.35650975e-04 3.57627812e-07
0.00000000e+00 6.97624758e-02 5.96046277e-07 1.03931865e-02
3.25388163e-01 0.00000000e+00 3.88070155e-04 1.93264764e-02
0.00000000e+00 1.42260930e-02 0.00000000e+00 8.30053464e-02
5.67990122e-04 0.00000000e+00 6.14041416e-03 2.59729405e-03
1.54623732e-01 5.99981546e-01 2.23734044e-02 2.08062679e-02
0.00000000e+00 1.39818154e-03 7.04021705e-03 5.64092621e-02
0.00000000e+00 2.94539109e-02 2.34019896e-03 1.54971951e-06
3.97126481e-04 1.54125737e-04 5.61794732e-04 3.73939006e-03
2.19737161e-02 6.33761659e-02 2.26497400e-06 1.97974414e-01
1.15632338e-05 0.00000000e+00 6.73424918e-04 3.61713804e-02
2.06449171e-04 4.33470239e-04 2.14576494e-06 0.00000000e+00
0.00000000e+00 1.06003322e-02 3.01911554e-04 1.74828190e-02
6.85695093e-04 1.71659904e-05 2.38659251e-02 0.00000000e+00
0.00000000e+00 6.89248264e-01 1.19209282e-07 2.33374968e-01
2.89039500e-02 3.69548115e-06 1.40722876e-03 0.00000000e+00
7.24082053e-01 0.00000000e+00 2.05376506e-04 1.45243153e-01
1.90734681e-06 0.00000000e+00 1.71646650e-04 1.30064920e-01
4.69336024e-04 0.00000000e+00 1.34705588e-05 2.54717801e-04
2.04542215e-04 5.50186113e-02 5.47052398e-02 8.71190354e-02
2.79595610e-03 1.02519462e-05 6.69486165e-01 0.00000000e+00
0.00000000e+00 1.78812334e-05 1.19209282e-07 8.59844498e-04
1.47000775e-02 3.36164558e-05 4.70865598e-05 8.72171164e-01
0.00000000e+00 3.04764956e-02 1.19209282e-07 9.65308025e-03
3.82715301e-03 0.00000000e+00 1.73553664e-04 8.29948171e-04
3.53368968e-02 1.72719345e-04 0.00000000e+00 4.89924140e-02
4.76837045e-07 0.00000000e+00 2.95951683e-03 1.06793568e-02
0.00000000e+00 6.12905482e-04 1.76428184e-05 2.55396247e-01
1.83235516e-03 0.00000000e+00 2.35994053e+00 8.11351359e-01
8.82109816e-05 0.00000000e+00 3.15204682e-03 8.32669530e-03
1.30405024e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00
2.91038543e-01 4.87769209e-03 1.96815014e-01 2.59604130e-04
4.75084223e-02 0.00000000e+00 0.00000000e+00 8.80313013e-03
0.00000000e+00 0.00000000e+00 1.19209282e-07 4.93985228e-03
4.66833793e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00]
Epoch: 7/10 Iteration: 67 Training loss: [ 1.42662376e-01 4.43598576e-04 3.92684750e-02 0.00000000e+00
3.52945477e-02 5.20163596e-01 1.64470360e-01 4.01536375e-01
0.00000000e+00 0.00000000e+00 2.45713945e-02 5.08550927e-03
0.00000000e+00 6.47285488e-05 1.19209282e-07 2.38151799e-04
0.00000000e+00 1.83779784e-02 0.00000000e+00 3.61157060e-01
1.60664573e-01 0.00000000e+00 5.28083219e-05 0.00000000e+00
3.39740691e-05 1.39761925e-01 0.00000000e+00 1.39750004e-01
3.75612602e-02 4.75633751e-05 5.48361231e-06 6.42839596e-02
6.64560217e-03 1.90359118e-04 1.19209282e-07 2.65920564e-04
1.44698665e-01 0.00000000e+00 0.00000000e+00 6.25521958e-01
3.42906307e-04 3.40284605e-04 3.98198958e-04 3.96207497e-02
7.84057193e-03 0.00000000e+00 0.00000000e+00 2.10137200e-02
2.69336067e-03 3.25887301e-03 0.00000000e+00 2.15954915e-01
0.00000000e+00 0.00000000e+00 7.15255510e-07 1.08175598e-01
2.35308424e-01 1.04408478e-02 3.57627812e-07 2.12190280e-05
7.47940270e-03 0.00000000e+00 1.64254638e-03 0.00000000e+00
2.57220556e-04 0.00000000e+00 5.06842975e-03 1.36723713e-04
1.99654198e+00 0.00000000e+00 1.42078117e-01 0.00000000e+00
1.66892869e-06 0.00000000e+00 3.65518266e-03 0.00000000e+00
0.00000000e+00 6.11833239e-04 1.96391463e-01 1.19209282e-07
2.79903486e-02 0.00000000e+00 4.41073416e-06 3.20612341e-02
0.00000000e+00 1.19209282e-07 1.53816596e-03 8.14497378e-03
4.59189601e-02 3.26636404e-01 5.66106960e-02 0.00000000e+00
1.26473053e-04 0.00000000e+00 0.00000000e+00 7.91065633e-01
7.11499974e-02 3.53471339e-02 5.06626639e-05 5.72202953e-06
0.00000000e+00 8.35258514e-03 5.82797639e-02 2.45568117e-05
0.00000000e+00 9.89781576e-04 0.00000000e+00 1.47661582e-01
0.00000000e+00 9.09525479e-05 7.70832673e-02 5.09974128e-03
8.70009139e-02 3.92002519e-04 1.43051045e-06 1.19209282e-07
1.17382094e-01 8.82422924e-02 1.11229606e-02 3.67454719e-04
0.00000000e+00 3.11326177e-04 0.00000000e+00 0.00000000e+00
4.86362078e-05 0.00000000e+00 2.31477650e-04 3.81615609e-02
1.54971951e-06 8.68920684e-02 5.80532396e-05 3.54030550e-01
8.34464686e-07 7.16310402e-04 0.00000000e+00 3.37293372e-02
1.54776603e-01 0.00000000e+00 2.67231517e-04 0.00000000e+00
1.73653159e-02 7.59783527e-03 9.53673862e-07 5.05434618e-05
1.19209282e-07 0.00000000e+00 1.04753918e-03 1.66892869e-06
5.74428216e-02 0.00000000e+00 3.20350053e-03 1.04302686e-04
0.00000000e+00 5.72994060e-04 0.00000000e+00 2.69871466e-02
0.00000000e+00 3.74766402e-02 1.54971951e-06 1.07288304e-06
2.50214547e-01 4.13570699e-04 3.82958017e-02 1.07288304e-06
0.00000000e+00 9.69462544e-02 6.67503998e-02 2.78198838e-01
5.11712432e-02 0.00000000e+00 1.35145473e+00 0.00000000e+00
3.42568429e-03 0.00000000e+00 0.00000000e+00 1.19209282e-07
7.00517790e-03 0.00000000e+00 1.45180655e+00 3.11877276e-03
5.57306409e-02 4.24295053e-04 9.95814353e-02 8.34464686e-07
1.13480804e-04 1.03966773e-01 1.19401980e-02 3.87422697e-05
2.56899285e+00 2.79821479e-03 1.34459042e-04 0.00000000e+00
0.00000000e+00 1.83703542e+00 1.38365827e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.62583577e-04 0.00000000e+00
1.72242580e-04 4.36687464e-04 2.41991929e-05 2.60323891e-03
0.00000000e+00 0.00000000e+00 2.38415741e-05 0.00000000e+00
4.85262930e-01 9.24993830e-04 3.56409073e-01 3.08585237e-04
2.02167165e-02 5.79667352e-02 7.72892730e-04 4.78430316e-02
1.55586451e-01 4.58048191e-03 5.46177058e-03 0.00000000e+00
2.04568333e-03 0.00000000e+00 1.60014451e-01 7.87942336e-05
0.00000000e+00 3.57627232e-06 0.00000000e+00 6.32042959e-02
0.00000000e+00 3.63879750e-04 9.38037574e-01 7.19361659e-03
4.76837045e-07 6.71700668e-03 0.00000000e+00 0.00000000e+00
1.53781176e-02 0.00000000e+00 1.16416626e-02 0.00000000e+00
3.54227290e-04 0.00000000e+00 1.69233028e-02 1.74216684e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 4.55369118e-05
2.80323803e-01 0.00000000e+00 1.25424173e-02 2.44110823e-04
2.62260096e-06 4.49637353e-01 2.10382263e-04 1.19209282e-07
4.66699958e-01 0.00000000e+00 7.15255510e-07 0.00000000e+00
9.13083786e-04 2.81102005e-02 2.91066710e-04 3.49579728e-04
0.00000000e+00 2.10493226e-02 2.42086083e-01 1.83580614e-05
0.00000000e+00 2.20534748e-05 3.13515520e-05 1.59720122e-03
2.00482532e-01 0.00000000e+00 2.46173865e-03 2.24936366e-01
0.00000000e+00 8.22540733e-06 1.24063350e-01 0.00000000e+00
4.27522976e-03 5.20620942e-01 4.36033495e-03 6.89372048e-02
3.43922735e-03 0.00000000e+00 7.98502588e-04 8.40306375e-03
0.00000000e+00 0.00000000e+00 2.44140392e-03 0.00000000e+00
1.46855062e-04]
Epoch: 7/10 Iteration: 68 Training loss: [ 0.00000000e+00 2.37724930e-01 1.72156841e-03 4.54203429e-04
0.00000000e+00 2.35686257e-01 3.40267681e-02 2.59263702e-02
2.44390103e-03 1.39951278e-02 0.00000000e+00 4.86362078e-05
2.24110954e-05 0.00000000e+00 2.38418551e-07 0.00000000e+00
1.25362962e-01 5.22663444e-02 6.54375646e-03 2.28929788e-01
5.02610564e-01 1.17533455e-04 2.98744789e-03 0.00000000e+00
2.59618282e-01 4.36995514e-02 2.73622181e-02 0.00000000e+00
3.27386916e-01 6.53649273e-04 0.00000000e+00 4.23184028e-05
2.19259337e-01 1.02371655e-01 1.41541641e-02 2.90351658e-04
0.00000000e+00 2.07521836e-04 0.00000000e+00 6.47079870e-02
9.53673862e-07 0.00000000e+00 5.66228082e-05 1.44305965e-03
1.54971951e-06 0.00000000e+00 2.50317827e-02 7.54752755e-02
0.00000000e+00 0.00000000e+00 6.28105104e-01 2.25575455e-03
2.38418551e-07 6.60510175e-03 5.96044674e-06 3.25043425e-02
5.60282069e-06 2.64104805e-03 1.08479862e-05 4.02867824e-01
2.16071634e-03 7.19487429e-01 7.52383471e-02 0.00000000e+00
0.00000000e+00 1.19209282e-07 1.69350311e-01 0.00000000e+00
0.00000000e+00 1.22601449e-01 1.50020458e-02 2.74180979e-06
0.00000000e+00 1.18248623e-04 4.89189029e-01 3.09726270e-03
0.00000000e+00 1.54199481e-01 2.01118272e-03 8.31465349e-02
1.20186329e+00 4.10185456e-02 3.81635327e-04 4.86374804e-04
1.72608066e-02 2.37555898e-04 5.72188219e-05 2.38418551e-07
2.59895856e-03 7.15255510e-07 2.01328341e-02 7.74560380e-04
1.24380255e+00 6.14335120e-04 2.48162949e-04 7.15255510e-07
2.21704700e-04 0.00000000e+00 9.44197476e-02 0.00000000e+00
5.59531036e-04 1.06534578e-01 0.00000000e+00 1.13361610e-04
0.00000000e+00 0.00000000e+00 7.76315182e-02 7.67730922e-02
1.09671946e-05 0.00000000e+00 8.80211534e-04 8.27923301e-04
6.78402558e-03 1.66759884e-04 3.09943675e-06 1.49119704e-04
2.07678545e-02 4.61566709e-02 1.09671946e-05 1.89209387e-01
4.18246418e-01 5.74898601e-01 6.09807961e-04 5.48737915e-03
2.05018951e-04 0.00000000e+00 0.00000000e+00 1.97781809e-02
2.54695322e-02 1.42665198e-02 0.00000000e+00 5.22123046e-05
2.16958560e-05 7.59538040e-02 1.42472761e-03 2.89164740e-03
1.92992308e-03 1.70704967e-03 1.28260974e-04 0.00000000e+00
9.65590607e-06 1.12061873e-02 0.00000000e+00 7.55758301e-05
1.03584993e+00 9.53673862e-07 6.86214733e+00 8.76850728e-03
7.18454656e-04 4.01844736e-03 1.22966148e-01 5.16591705e-02
0.00000000e+00 3.97960626e-04 1.52814624e-04 2.09971055e-01
0.00000000e+00 0.00000000e+00 1.12924725e-02 6.38386048e-03
6.75893825e-05 0.00000000e+00 0.00000000e+00 1.36127739e-04
0.00000000e+00 1.73227862e-03 6.49003196e-04 0.00000000e+00
1.19208580e-05 0.00000000e+00 8.17890763e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 4.47055101e-02 0.00000000e+00
1.01848214e-03 1.57725126e-01 0.00000000e+00 0.00000000e+00
0.00000000e+00 4.99279760e-02 1.63773537e-01 6.44248664e-01
5.12598626e-06 2.45460356e-03 6.19869097e-05 2.38418551e-07
8.67229071e-04 1.60307102e-02 1.92129333e-02 2.38418551e-07
7.13253990e-02 0.00000000e+00 4.65163141e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.17959525e-03 1.66158832e-03
2.64004767e-01 1.28929364e-02 0.00000000e+00 1.28365587e-03
0.00000000e+00 1.50983734e-03 1.19209282e-07 1.28380168e-04
3.38735408e-04 0.00000000e+00 1.94812671e-03 5.85827511e-03
0.00000000e+00 2.84392911e-04 1.64747512e+00 3.11033487e-01
1.54602501e-04 4.49753180e-03 1.41238511e-01 0.00000000e+00
1.70312251e-03 3.41215879e-02 0.00000000e+00 0.00000000e+00
1.07288304e-06 2.47537624e-02 0.00000000e+00 2.37223667e-05
0.00000000e+00 1.17104724e-02 3.11076436e-02 4.47277427e-02
9.32594389e-02 4.37058248e-02 0.00000000e+00 4.85764295e-02
2.14576494e-06 2.43878760e-03 2.91910465e-03 0.00000000e+00
1.45301506e-01 0.00000000e+00 1.19209221e-06 4.76837045e-07
2.17617989e-01 2.26320520e-01 5.68585820e-04 4.68300283e-03
0.00000000e+00 2.24857721e-02 4.89916373e-03 0.00000000e+00
0.00000000e+00 9.61247325e-01 3.88680287e-02 0.00000000e+00
1.21567235e-03 2.59487890e-02 1.37909185e-02 1.43051045e-06
0.00000000e+00 9.17907346e-06 1.19209221e-06 0.00000000e+00
1.59012547e-04 5.72487712e-01 8.93986225e-02 0.00000000e+00
2.48373789e-03 1.95722503e-04 1.12056105e-05 0.00000000e+00
3.46758254e-02 4.73249675e-05 1.10375822e-01 3.46893030e-05
9.84065235e-04 3.26563925e-01 3.81468999e-06 0.00000000e+00
0.00000000e+00 2.97878563e-01 2.87253503e-02 9.77511354e-06
1.66168716e-02 3.61091793e-02 4.39534802e-03 0.00000000e+00
7.11159362e-03 7.02056708e-03 3.21226493e-02 2.50055082e-02
1.95236713e-01]
Epoch: 7/10 Iteration: 69 Training loss: [ 2.78479904e-02 1.92118790e-02 9.89388136e-05 1.54006542e-04
3.39210033e-01 0.00000000e+00 4.06386070e-02 6.22559804e-03
3.04414163e-04 3.76219256e-03 1.84838921e-02 0.00000000e+00
0.00000000e+00 5.59075925e-05 0.00000000e+00 0.00000000e+00
2.38418551e-07 3.57627812e-07 0.00000000e+00 1.32321438e-05
8.39325134e-03 2.52720492e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 9.53673862e-07 1.14708883e-03 0.00000000e+00
1.10747414e-02 1.45434278e-05 6.54075667e-02 1.66892869e-06
6.24699926e-04 1.81779396e-02 1.46911144e-01 1.19209282e-07
0.00000000e+00 1.21324193e-02 2.29902238e-01 7.20912442e-02
5.47002703e-02 0.00000000e+00 2.62260096e-06 2.28272323e-02
7.59271830e-02 3.64063606e-02 0.00000000e+00 5.63017689e-02
6.36657998e-02 0.00000000e+00 0.00000000e+00 5.53115824e-05
1.37627742e-03 0.00000000e+00 8.32046208e-05 1.86507718e-03
7.15253191e-06 0.00000000e+00 5.48361231e-06 6.43403968e-04
0.00000000e+00 1.81196483e-05 0.00000000e+00 0.00000000e+00
1.77576002e-02 0.00000000e+00 0.00000000e+00 1.35130463e-02
3.93389882e-06 7.40568619e-03 3.57627812e-07 0.00000000e+00
1.71659904e-05 2.28568260e-02 1.33081257e-01 6.36455277e-03
3.98195118e-01 2.38418551e-07 9.47327390e-02 3.16000846e-03
0.00000000e+00 4.73506370e-04 9.91772104e-05 0.00000000e+00
6.10998034e-01 0.00000000e+00 7.67508708e-03 1.66892869e-06
0.00000000e+00 4.89328206e-02 2.14576494e-06 0.00000000e+00
7.15255510e-07 1.02519462e-05 8.50554090e-04 1.23976897e-05
6.07965512e-06 0.00000000e+00 3.57627812e-07 1.03732634e+00
2.01475178e-03 4.07579308e-03 4.75055363e-04 1.84018898e+00
1.44471094e-01 0.00000000e+00 7.33683184e-02 0.00000000e+00
2.50339190e-06 4.18176688e-02 1.09671946e-05 2.86101886e-06
1.20006226e-01 6.92539439e-02 5.91699034e-04 1.83067068e-01
3.51883247e-02 3.83787490e-02 1.36246934e-04 7.23574194e-05
5.55324107e-02 0.00000000e+00 3.46481364e-04 5.22783361e-02
1.22784813e-05 1.19209282e-07 1.21245766e-03 4.32069134e-03
0.00000000e+00 4.38988842e-02 1.01327387e-05 4.89904806e-02
5.68307400e-01 5.38320877e-02 1.35578781e-01 5.50476194e-04
0.00000000e+00 4.58344817e-03 5.25841909e-03 5.07566473e-03
6.22370187e-03 0.00000000e+00 1.15457930e-01 0.00000000e+00
0.00000000e+00 1.11791561e-03 0.00000000e+00 2.48186514e-02
6.64231703e-02 7.15255510e-07 9.71508489e-05 1.58172857e-03
2.84196041e-03 2.37539429e-02 5.18664310e-04 5.98069141e-03
1.24581926e-01 0.00000000e+00 1.50202577e-05 1.56151975e-04
0.00000000e+00 5.71414642e-02 0.00000000e+00 8.34464686e-07
3.57627812e-07 2.74180979e-06 5.37846878e-04 5.88319480e-01
1.37288749e-01 5.03925234e-03 1.60931249e-05 2.48633206e-01
0.00000000e+00 8.07555218e-04 0.00000000e+00 6.32913888e-01
1.25519509e-04 7.32817687e-03 1.11077109e-03 2.68299699e-01
6.32981319e-05 4.17402685e-02 0.00000000e+00 5.70968667e-04
1.04903629e-05 7.55346892e-03 6.14740467e-03 4.42526158e-04
0.00000000e+00 1.68083679e-05 1.20012127e-02 0.00000000e+00
6.54926524e-02 5.96702856e-04 0.00000000e+00 3.97841475e-04
2.45540645e-02 4.06344561e-03 1.28141779e-04 2.03414354e-03
0.00000000e+00 3.57627812e-07 2.46293191e-02 0.00000000e+00
1.04586288e-01 0.00000000e+00 4.91548330e-02 5.13796508e-01
0.00000000e+00 1.90734681e-06 0.00000000e+00 3.81468999e-06
0.00000000e+00 0.00000000e+00 1.50311622e-04 0.00000000e+00
4.46583390e-01 2.15850677e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.25365320e-03 0.00000000e+00 3.20877731e-01
2.44294968e-03 1.19209282e-07 1.27353519e-01 2.55789459e-01
6.33515825e-04 5.93724370e-04 9.56856459e-02 0.00000000e+00
0.00000000e+00 7.32573047e-02 5.46738863e-01 1.81712240e-01
2.60788977e-01 9.63437557e-02 4.03010190e-01 0.00000000e+00
0.00000000e+00 1.57877263e-02 5.22372961e-01 1.74667791e-03
0.00000000e+00 4.40262200e-04 2.07937002e-01 0.00000000e+00
9.29006860e-02 6.16541365e-03 0.00000000e+00 6.49669528e-05
0.00000000e+00 4.04395338e-04 1.20857814e-02 3.66453171e-01
5.13183535e-04 7.01121520e-03 4.55369118e-05 1.62076682e-01
0.00000000e+00 4.46192874e-03 0.00000000e+00 1.19209282e-07
8.34464686e-07 2.38418551e-07 8.71124089e-01 6.93676644e-04
9.53673862e-07 0.00000000e+00 0.00000000e+00 7.93920904e-02
0.00000000e+00 1.19209282e-07 0.00000000e+00 3.57627812e-07
2.62214383e-03 1.07298672e-01 6.24835677e-02 9.88743827e-02
2.37399682e-01 9.05986508e-06 2.26497400e-06 0.00000000e+00
8.37692097e-02 1.09171856e-03 1.24357538e-02 4.88844588e-02
2.97978811e-04 1.50813116e-02 0.00000000e+00 6.70615807e-02
1.07938731e-02 0.00000000e+00 0.00000000e+00 9.30744689e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00]
Epoch: 6/10 Iteration: 70 Validation Acc: 0.8965
Epoch: 8/10 Iteration: 70 Training loss: [ 2.90091871e-03 1.26361047e-05 3.90137150e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 6.22986257e-03 0.00000000e+00
3.72858229e-03 6.17485057e-05 0.00000000e+00 1.17837287e-01
1.25748739e-01 2.87290259e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.40727351e-03 7.37536073e-01
1.51394652e-05 1.90944478e-01 0.00000000e+00 1.97885456e-05
0.00000000e+00 5.38309589e-02 1.46703571e-02 8.34464686e-07
7.35846523e-04 0.00000000e+00 4.26003663e-03 0.00000000e+00
3.32419440e-04 2.33579846e-03 3.97807779e-03 0.00000000e+00
0.00000000e+00 4.17255521e-01 0.00000000e+00 7.15253191e-06
0.00000000e+00 2.94046069e-04 0.00000000e+00 4.13647685e-05
1.19209282e-07 0.00000000e+00 0.00000000e+00 4.36579483e-03
7.63332658e-03 0.00000000e+00 4.45832811e-05 2.06229943e-05
0.00000000e+00 3.98407169e-02 0.00000000e+00 6.59844140e-04
2.26829550e-04 0.00000000e+00 2.15387990e-04 1.52586726e-05
2.02706866e-02 1.27115485e-03 0.00000000e+00 0.00000000e+00
2.11384948e-02 5.84123791e-06 1.41291283e-02 4.76837045e-07
3.19640227e-02 3.37901234e-04 0.00000000e+00 1.44138793e-02
1.10087335e-01 3.31927910e-02 6.24064356e-03 0.00000000e+00
2.59557873e-01 9.96569754e-04 9.35749122e-05 1.24027342e-01
0.00000000e+00 8.34464686e-07 2.82175210e-03 2.24110954e-05
4.29152533e-06 1.49010502e-05 6.88027814e-02 4.90409955e-02
0.00000000e+00 2.74180979e-06 0.00000000e+00 1.75236128e-05
3.93389882e-06 1.07288304e-06 1.34752933e-02 0.00000000e+00
7.92294383e-01 2.88071215e-01 2.27740174e-03 1.17300999e+00
5.96028694e-05 1.87140703e+00 5.55056799e-03 0.00000000e+00
6.99111149e-02 6.66326359e-02 2.81859696e-01 1.44337378e-02
0.00000000e+00 4.76837045e-07 5.84123791e-06 5.20931026e-05
1.37320256e+00 3.54459765e-03 9.15370509e-02 1.31479993e-01
5.89147396e-02 6.12667238e-04 0.00000000e+00 2.26497400e-06
2.61034264e-04 3.64773769e-05 9.00351722e-03 2.38418551e-07
1.20318374e-02 2.06350908e-02 4.52994254e-06 1.97885456e-05
6.55648955e-06 8.95558074e-02 3.71254887e-03 8.76026303e-02
2.69996803e-02 1.19209221e-06 8.76149861e-05 1.56524211e-01
0.00000000e+00 3.74247145e-04 1.22876931e-03 4.57466720e-03
2.19414150e-03 7.64911820e-04 0.00000000e+00 1.69504479e-01
1.27903390e-04 1.07288304e-06 0.00000000e+00 7.81982380e-05
5.96046277e-07 4.84969513e-03 1.34413468e-03 0.00000000e+00
2.38418551e-07 5.10202735e-05 0.00000000e+00 4.61946912e-02
2.41991929e-05 9.28804977e-04 2.26005763e-02 2.85979104e-03
1.74044053e-05 0.00000000e+00 4.67861257e-03 0.00000000e+00
4.38236515e-04 0.00000000e+00 2.31263348e-05 1.57355025e-05
6.01161877e-03 1.37417898e-01 2.67666698e-01 5.38811473e-05
3.17015815e+00 1.30360246e-01 2.14140248e-02 7.15255510e-07
1.32813525e+00 0.00000000e+00 0.00000000e+00 3.57627812e-07
4.35344189e-01 1.57911004e-03 1.14673167e-03 2.21726823e-05
9.53673862e-07 6.02528811e-01 3.29048306e-01 1.77618978e-03
3.72507535e-02 6.83268812e-03 1.37344241e-01 0.00000000e+00
0.00000000e+00 4.77673486e-02 1.34549458e-02 0.00000000e+00
0.00000000e+00 2.43183986e-05 1.07635641e-02 0.00000000e+00
4.06221226e-02 7.72446365e-05 5.96046277e-07 2.38418551e-07
8.19848105e-02 0.00000000e+00 5.94697855e-02 6.31807234e-06
4.19332320e-03 0.00000000e+00 8.40814598e-03 1.43341755e-03
1.19559772e-04 7.30740502e-02 2.97924690e-03 2.38418551e-07
3.13113764e-04 1.76428184e-05 1.50433816e-02 4.45147598e-04
0.00000000e+00 1.33920191e-02 6.60320628e-04 2.13323836e-03
0.00000000e+00 1.72123400e-04 0.00000000e+00 9.17907346e-06
3.66286963e-01 4.66097445e-05 4.63713368e-05 2.87144003e-03
1.68370325e-02 7.06886131e-05 1.00488382e-04 0.00000000e+00
2.56447704e-03 8.10619895e-06 2.38418551e-07 0.00000000e+00
2.14574411e-05 5.96046277e-07 7.43832812e-02 1.72435846e-02
1.14419218e-02 7.15255510e-07 4.85941395e-02 8.54694081e-05
1.27553130e-05 0.00000000e+00 1.58191733e-02 7.09282118e-04
0.00000000e+00 0.00000000e+00 1.72823042e-01 0.00000000e+00
0.00000000e+00 1.39883608e-01 7.15255510e-07 1.19209282e-07
2.60274231e-01 6.66515378e-04 0.00000000e+00 3.29658203e-02
0.00000000e+00 1.32375676e-02 6.85894266e-02 7.87465274e-02
1.18960977e-01 0.00000000e+00 6.12197593e-02 1.15983908e-04
1.08101470e-02 2.14941590e-03 1.07288304e-06 0.00000000e+00
0.00000000e+00 3.38542610e-02 0.00000000e+00 1.20114640e-03
3.44068073e-02 1.19209221e-06 1.19209282e-07 4.12992910e-02
2.62634065e-02 0.00000000e+00 3.03132124e-02 2.70362645e-01
0.00000000e+00 8.45075061e-04 0.00000000e+00 4.60909866e-02
1.19209221e-06]
Epoch: 8/10 Iteration: 71 Training loss: [ 2.62927753e-03 4.13001251e+00 3.73650230e-02 2.81949341e-03
0.00000000e+00 1.15745519e-04 0.00000000e+00 2.03556102e-02
1.07422024e-01 9.57388198e-04 1.70828123e-02 2.90127518e-03
3.91496085e-02 8.39476939e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.56222226e-02 9.76276424e-05
0.00000000e+00 0.00000000e+00 7.31915527e-04 1.53804687e-03
2.94026174e-03 7.62936543e-06 1.56395006e+00 1.59694120e-01
8.97161849e-03 1.78813775e-06 7.92738330e-03 7.65889287e-02
3.10134463e-04 1.63564365e-03 7.15255510e-07 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 2.07543112e-02
1.39746733e-03 3.17894727e-01 3.38819213e-02 1.35897662e-05
0.00000000e+00 4.08565975e-04 5.11482507e-02 3.04853683e-03
0.00000000e+00 1.51026761e-04 7.58836803e-04 6.02470078e-02
0.00000000e+00 7.91518323e-05 0.00000000e+00 0.00000000e+00
1.08432844e-02 5.20692356e-02 4.77768248e-03 2.23351247e-03
0.00000000e+00 1.66283135e-04 7.51015705e-06 7.05694110e-05
3.33634135e-03 2.27780983e-01 3.98428410e-01 4.82697748e-02
4.04381640e-02 1.19209282e-07 0.00000000e+00 0.00000000e+00
8.37439895e-02 0.00000000e+00 1.18844597e-04 6.14575505e-01
2.01297961e-02 0.00000000e+00 1.20957922e-02 1.93577143e-04
3.58246714e-02 2.37746820e-01 5.84108457e-05 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.95550337e-03 6.14572242e-02
1.33567318e-01 8.10619895e-06 0.00000000e+00 4.52994254e-06
7.40692139e-01 2.14399267e-02 1.22674531e-03 0.00000000e+00
1.95501325e-05 1.59739175e-05 5.36440348e-06 0.00000000e+00
4.75760490e-01 4.44625542e-02 8.57819687e-04 3.02388245e-04
0.00000000e+00 1.21228499e-04 0.00000000e+00 3.86788175e-02
1.37534114e-02 9.61972692e-05 1.44590420e-04 0.00000000e+00
3.92190886e-05 1.43870130e-01 0.00000000e+00 0.00000000e+00
3.78207043e-02 3.09939351e-05 3.83702628e-02 4.31722999e-01
2.50870967e-03 0.00000000e+00 1.27651254e-02 0.00000000e+00
7.53915310e-03 5.32230362e-02 1.17891039e-04 4.52994254e-06
4.11079042e-02 7.04005435e-02 2.00918261e-02 2.22754776e-02
1.63372502e-01 2.71793488e-05 6.91411469e-06 0.00000000e+00
0.00000000e+00 5.22123046e-05 3.99682038e-02 0.00000000e+00
0.00000000e+00 6.91165589e-03 0.00000000e+00 0.00000000e+00
5.46402298e-03 5.45607619e-02 0.00000000e+00 3.71029688e-04
1.19209282e-07 1.28014926e-02 9.20516253e-03 7.78769981e-03
0.00000000e+00 8.58303247e-06 1.05551546e-02 0.00000000e+00
9.67256073e-03 0.00000000e+00 2.77004001e-04 2.75806457e-01
1.68296490e-02 8.62574950e-03 5.81214787e-04 1.58547100e-05
0.00000000e+00 1.35258713e-03 1.73009053e-01 1.76611483e-01
1.12762060e-02 1.67910770e-01 0.00000000e+00 2.83671856e-01
3.74310148e-05 0.00000000e+00 6.88833520e-02 9.68920719e-03
0.00000000e+00 8.66344944e-03 0.00000000e+00 5.24739129e-03
2.38418551e-07 1.17423711e-03 0.00000000e+00 8.82109816e-05
0.00000000e+00 9.14896280e-02 8.34464686e-07 2.76527309e-04
5.84109034e-03 1.54125737e-04 4.68481521e-05 7.15255510e-07
9.85475630e-02 3.57627812e-07 3.63404274e-01 4.00844589e-02
5.74762486e-02 0.00000000e+00 3.80363944e-03 3.09943675e-06
6.87813954e-05 0.00000000e+00 1.63588161e-03 9.17148232e-01
2.08179519e-01 2.25630984e-01 1.45534640e-02 1.36827417e-02
3.17046448e-04 0.00000000e+00 2.75529968e-03 0.00000000e+00
3.29201866e-04 1.31130128e-06 0.00000000e+00 0.00000000e+00
3.72831374e-02 2.52928073e-03 6.80661906e-05 9.55496728e-02
5.79247773e-02 1.95481461e-02 2.08956659e-01 3.80964950e-02
9.60888788e-02 1.77582547e-01 1.93398342e-01 2.38417126e-02
0.00000000e+00 0.00000000e+00 1.26234663e-04 1.73430168e-03
1.96693400e-05 0.00000000e+00 1.90734681e-06 6.03180815e-05
2.95138150e-01 3.63403087e-04 1.19209282e-07 1.54924486e-02
4.64093260e-04 7.40676641e-01 3.92190886e-05 1.65699548e-05
2.31663615e-01 1.91431798e-04 1.74002439e-01 2.38418551e-07
4.58992645e-02 3.18127940e-03 6.94034039e-04 1.38580529e-02
2.14576494e-06 6.83100149e-02 2.24140882e-01 2.09309597e-04
1.26735777e-01 1.49581090e-01 1.21298293e-02 1.19209282e-07
1.91670159e-04 1.78813775e-06 6.71125745e-05 8.87390785e-03
3.95777402e-03 8.97571072e-02 5.82058728e-03 2.92184412e-01
0.00000000e+00 3.57627812e-07 2.78918026e-03 1.07288304e-06
0.00000000e+00 0.00000000e+00 6.50134563e-01 0.00000000e+00
7.46390270e-03 1.46962002e-01 5.14494139e-04 4.84312885e-02
2.27797121e-01 0.00000000e+00 3.87999718e-03 1.23868525e-01
1.60198197e-01 2.46986806e-01 4.39299256e-01 8.07436705e-02
8.05534143e-03 6.69933797e-05 1.73207968e-02 1.13248179e-05
3.57627812e-07]
Epoch: 8/10 Iteration: 72 Training loss: [ 2.20832136e-02 5.66441275e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 2.33365782e-03 5.69800138e-01 4.08923457e-04
0.00000000e+00 2.44513508e-02 2.94471651e-01 0.00000000e+00
1.45548046e-01 0.00000000e+00 0.00000000e+00 1.46198634e-03
0.00000000e+00 6.58771954e-04 1.96693400e-05 4.19647840e-04
7.52507383e-03 1.63660967e-04 5.74672446e-02 5.47521174e-01
0.00000000e+00 3.79390456e-02 0.00000000e+00 0.00000000e+00
6.10046205e-04 5.71980961e-02 7.62936543e-06 0.00000000e+00
3.58278950e-04 2.27518417e-02 2.53984090e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 4.41073416e-06 1.34785855e-02
7.98699057e-06 2.90008658e-03 1.50430802e-04 0.00000000e+00
0.00000000e+00 9.53673862e-07 0.00000000e+00 2.24110954e-05
2.61405879e-03 1.15907311e-01 0.00000000e+00 1.80986691e+00
0.00000000e+00 7.96551049e-01 1.08474567e-04 0.00000000e+00
3.40761268e-04 4.54394400e-01 0.00000000e+00 6.30775758e-04
2.38418551e-07 0.00000000e+00 1.10864021e-05 1.13020934e-01
1.54994905e-01 2.77753788e-05 2.92058503e-05 0.00000000e+00
0.00000000e+00 1.67475024e-04 6.36955574e-02 0.00000000e+00
1.19209282e-07 2.86668539e-03 0.00000000e+00 3.11922049e-04
4.96677868e-03 2.61905254e-03 1.05182617e-03 1.51372040e-02
1.39330083e-03 3.51248076e-04 6.20530162e-04 0.00000000e+00
2.55229473e-01 2.26372364e-03 0.00000000e+00 1.41511085e-02
8.04309994e-02 4.76836021e-06 2.43738722e-02 7.86221679e-03
3.69361369e-04 3.67319547e-02 1.96069345e-01 2.38418551e-07
3.69548115e-06 4.49088588e-03 3.43578239e-03 1.30052030e-01
0.00000000e+00 2.85914391e-02 2.02655588e-06 7.69487172e-02
3.06363181e-05 9.29828093e-06 0.00000000e+00 1.13884240e-01
0.00000000e+00 0.00000000e+00 8.34464686e-07 0.00000000e+00
3.67097780e-02 1.46460510e-03 4.72728252e-01 8.58884335e-01
5.62785938e-03 8.79013166e-03 3.21864559e-06 4.21991972e-05
1.70931511e-04 0.00000000e+00 1.19209282e-07 9.27591249e-02
1.15431055e-01 0.00000000e+00 0.00000000e+00 3.38417031e-02
2.72849202e-01 5.75326709e-03 4.41073416e-06 6.19300753e-02
5.72197605e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00
2.16513313e-02 3.77572291e-02 0.00000000e+00 3.91335599e-02
1.99350156e-02 7.90968955e-01 0.00000000e+00 6.63648248e-02
3.57627812e-07 9.39325109e-05 1.24627154e-03 3.73198874e-02
0.00000000e+00 6.25533867e-04 1.03610959e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.78812334e-05 2.57836040e-02
3.52226547e-03 1.20412302e-03 0.00000000e+00 4.16230977e-01
2.38418551e-07 6.19682856e-02 9.43780914e-02 3.44097993e-04
1.03729789e-03 0.00000000e+00 8.01525563e-02 4.92332387e-04
1.29579951e-03 1.59673598e-02 0.00000000e+00 1.38558432e-01
0.00000000e+00 1.91501766e-01 1.23530999e-02 0.00000000e+00
0.00000000e+00 3.68416309e-03 9.57456417e-03 1.76428184e-05
6.33789673e-02 3.60005579e-05 5.97797595e-02 3.26393127e-01
9.17490455e-04 4.56348236e-04 2.03350370e-04 3.45542245e-02
3.76480538e-03 1.69864133e-01 2.70489254e-03 1.04811927e-02
2.65563023e-04 5.96046277e-07 2.22477376e-01 0.00000000e+00
3.65965825e-05 7.15230126e-05 1.01255126e-01 7.90126979e-01
4.98885638e-04 3.65256961e-03 3.68618220e-03 0.00000000e+00
2.12951172e-02 7.59511394e-03 0.00000000e+00 8.98158789e-01
1.31130128e-06 3.81108165e-01 7.25611150e-01 1.25460571e-03
1.09202251e-01 2.38418551e-07 0.00000000e+00 0.00000000e+00
0.00000000e+00 4.64719348e-02 0.00000000e+00 0.00000000e+00
5.24519510e-06 0.00000000e+00 8.43966118e-05 1.90120743e-04
0.00000000e+00 3.46004701e-04 7.51646012e-02 3.47142178e-03
8.26732197e-04 1.19209282e-07 0.00000000e+00 0.00000000e+00
2.61064943e-05 0.00000000e+00 2.20071062e-01 1.09874422e-03
0.00000000e+00 0.00000000e+00 1.31130128e-06 1.27763059e-02
2.54796408e-02 4.76837045e-07 3.69516388e-02 1.66563469e-03
5.03545674e-03 1.76603924e-02 0.00000000e+00 4.09437157e-02
0.00000000e+00 0.00000000e+00 2.73960712e-03 2.30071273e-05
3.28365117e-02 0.00000000e+00 3.23300771e-02 1.62096843e-01
3.14707577e-05 1.19138288e-03 2.68277945e-03 3.02643119e-03
0.00000000e+00 3.85853425e-02 2.38418551e-07 2.23492432e-04
1.19209282e-07 5.48361231e-06 1.97977410e-03 3.68784875e-01
8.98207501e-02 1.30344974e-02 1.97977410e-03 1.19209282e-07
1.19208580e-05 3.57627812e-07 2.86101886e-06 4.45905715e-01
5.26051444e-04 2.38418551e-07 1.19209282e-07 8.62771347e-02
2.76718754e-03 6.81148246e-02 0.00000000e+00 4.25944477e-02
8.47114697e-02 1.70219876e-02 3.62543911e-02 1.28222723e-03
1.34117573e-01 3.63193899e-01 2.51687318e-02 1.19209282e-07
0.00000000e+00]
Epoch: 8/10 Iteration: 73 Training loss: [ 1.65699548e-05 1.67951788e-04 0.00000000e+00 2.19314665e-01
2.38721907e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00
2.15393361e-02 1.02765195e-03 1.17295058e-04 3.57627812e-07
7.15255510e-07 1.42867332e-02 3.81468999e-06 9.89992172e-03
1.19209282e-07 4.65502255e-02 0.00000000e+00 0.00000000e+00
2.56519043e-03 8.26684609e-02 0.00000000e+00 3.88070155e-04
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.61109304e-02 2.02655588e-06
4.25962001e-01 9.32242498e-02 6.92124525e-03 9.94156071e-05
1.19459769e-03 0.00000000e+00 0.00000000e+00 3.60113895e-03
0.00000000e+00 5.58421612e-01 8.90663732e-03 2.74180979e-06
0.00000000e+00 0.00000000e+00 3.87950975e-04 1.35131637e-02
0.00000000e+00 4.04157036e-04 0.00000000e+00 1.45434278e-05
1.01177230e-01 1.85305928e-03 0.00000000e+00 0.00000000e+00
2.99170555e-04 2.22777337e-04 5.48665076e-02 4.05347254e-03
9.53673862e-07 0.00000000e+00 0.00000000e+00 1.12425692e-01
2.24005491e-01 1.08479862e-05 2.38418551e-07 3.69548115e-06
0.00000000e+00 3.70734015e-05 7.72052109e-02 2.63894530e-04
2.38418306e-06 2.31535472e-02 5.46198845e-01 5.72398363e-04
3.93382907e-05 8.94136652e-02 1.50996298e-01 3.17284779e-04
6.33438587e-01 0.00000000e+00 3.05171125e-05 1.00135303e-05
5.04600368e-02 0.00000000e+00 8.41951609e-01 1.01322759e-04
0.00000000e+00 1.24391681e-02 2.94953282e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.23558366e-03 1.54960071e-04
2.38418551e-07 1.31264135e-01 5.96046277e-07 2.48997210e-04
0.00000000e+00 5.17428294e-02 0.00000000e+00 4.19017166e-01
5.68107367e-02 9.22443196e-02 0.00000000e+00 2.98022769e-06
8.08865414e-04 1.41070709e-01 2.21726823e-05 1.97885456e-05
1.46011829e-01 2.38418551e-07 2.71442056e-01 9.69416753e-04
3.86230640e-05 1.07288304e-06 0.00000000e+00 0.00000000e+00
2.38418551e-07 9.09341779e-03 0.00000000e+00 6.64966705e-04
1.01288501e-03 3.81468999e-06 4.62747179e-03 6.63359389e-02
2.27087691e-01 2.17439607e-03 0.00000000e+00 2.36413665e-02
8.31487238e-01 7.34016523e-02 4.77948666e-01 1.67846352e-01
8.11245572e-03 6.93269074e-02 0.00000000e+00 3.63928050e-01
4.28163959e-03 3.37566473e-02 0.00000000e+00 9.38133089e-05
4.79840524e-02 7.43538439e-02 7.15255510e-07 1.46473229e-01
1.52687039e-02 1.79235302e-02 6.83712438e-02 2.38418306e-06
3.57627812e-07 0.00000000e+00 3.01594955e-05 3.39372814e-01
7.66913891e-02 3.18665728e-02 0.00000000e+00 1.07287788e-05
1.50275752e-01 7.96597302e-02 5.16638800e-04 0.00000000e+00
0.00000000e+00 1.95669313e-03 2.88624883e-01 4.86568213e-02
3.46578620e-02 2.95995384e-01 1.90734681e-06 3.54045333e-05
0.00000000e+00 3.53816561e-02 1.17602316e-03 9.44414437e-02
4.40857984e-04 5.92743874e-01 2.90019233e-02 7.31200795e-04
0.00000000e+00 1.24666646e-01 1.51590782e-03 0.00000000e+00
9.45716805e-04 0.00000000e+00 5.72242916e-01 5.96046277e-07
0.00000000e+00 2.01068848e-01 1.19209282e-07 1.63882926e-01
4.76127752e-04 0.00000000e+00 2.38418551e-07 0.00000000e+00
5.32597750e-02 3.09726270e-03 6.26606052e-04 4.55634296e-02
1.41381443e-01 1.08338299e-03 1.25317695e-03 4.30502323e-03
0.00000000e+00 1.88571314e-04 0.00000000e+00 9.23929736e-03
1.30568095e-03 3.39719169e-02 2.38418551e-07 2.98022769e-06
2.70806835e-04 7.57670552e-02 0.00000000e+00 8.70976031e-01
3.92357379e-01 0.00000000e+00 2.78375559e-02 8.84506181e-02
3.47759901e-03 0.00000000e+00 0.00000000e+00 7.07951607e-03
8.58303247e-06 3.07057668e-02 0.00000000e+00 7.24722818e-02
1.33488566e-01 8.38651322e-03 0.00000000e+00 1.24865270e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
8.69509518e-01 2.94442616e-05 7.38406554e-02 1.80656724e-02
2.39787879e-03 5.08188196e-02 5.28806495e-03 1.26605228e-01
3.44053423e-03 9.76276424e-05 2.41974872e-02 3.78974481e-03
1.25168972e-05 0.00000000e+00 0.00000000e+00 4.87328012e-04
3.74247357e-02 0.00000000e+00 7.00631022e-01 5.61460001e-05
1.54971951e-06 1.97787047e-03 8.55928883e-02 1.43184930e-01
2.48967662e-01 1.08223632e-01 6.42517407e-05 1.24936714e-03
3.35413516e-01 8.34464686e-07 1.17677279e-01 5.72953761e-01
1.16824422e-05 0.00000000e+00 5.12598626e-06 1.88426003e-01
0.00000000e+00 1.57224698e-04 0.00000000e+00 1.63968969e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.68824662e-03 4.59398866e-01 4.10146356e-01 5.72160061e-04
0.00000000e+00 2.63184458e-02 5.73828060e-04 0.00000000e+00
1.09904926e-04 6.55648955e-06 3.83190322e-03 3.19475803e-05
1.25168972e-05]
Epoch: 8/10 Iteration: 74 Training loss: [ 0.00000000e+00 0.00000000e+00 6.01979531e-03 0.00000000e+00
9.33365154e-05 1.38647538e-02 0.00000000e+00 6.35282556e-03
0.00000000e+00 2.33251080e-02 2.81329958e-05 5.47259289e-04
4.52646613e-01 0.00000000e+00 3.43382999e-04 3.84470046e-01
0.00000000e+00 6.97965152e-04 1.19209221e-06 1.14768418e-03
0.00000000e+00 1.14672759e-04 2.69478722e-03 1.82357952e-01
0.00000000e+00 0.00000000e+00 2.47265846e-01 2.30881735e-04
2.88564042e-04 1.89048063e-04 2.98022769e-06 1.32432746e-04
1.67146727e-01 6.74618110e-02 2.00105030e-02 7.42646298e-05
2.62260096e-06 4.88877005e-04 1.19209282e-07 0.00000000e+00
6.32546237e-03 9.29828093e-06 4.31622788e-02 2.41780221e-01
0.00000000e+00 8.62682760e-02 5.03050542e-05 3.34972501e-05
2.50339190e-06 0.00000000e+00 2.12195843e-01 1.55198446e-04
1.24579528e-03 1.30818109e-03 0.00000000e+00 4.88756905e-06
0.00000000e+00 4.02965408e-04 4.68978571e-04 6.57348195e-03
3.09943675e-06 3.45455250e-03 8.87108296e-02 1.52586726e-05
7.54968310e-03 0.00000000e+00 7.56423548e-03 0.00000000e+00
3.28615457e-02 0.00000000e+00 1.48029756e-02 0.00000000e+00
9.65154544e-03 1.88221107e-03 4.76485206e-04 1.90733044e-05
0.00000000e+00 1.47236884e-02 0.00000000e+00 0.00000000e+00
1.08563885e-01 7.29909390e-02 6.91411469e-06 0.00000000e+00
2.14576494e-06 1.41858045e-05 2.14576494e-06 1.19209282e-07
2.14576494e-06 0.00000000e+00 3.53988929e-04 1.91480294e-02
3.69555056e-01 2.49144305e-05 3.70674968e-01 0.00000000e+00
3.11326177e-04 2.41916683e-02 1.27763307e+00 7.95640647e-02
8.53650912e-04 1.19209282e-07 1.43994446e-04 1.10931331e-02
5.39974496e-02 1.10322654e-01 0.00000000e+00 4.76837045e-07
0.00000000e+00 3.93389882e-06 3.87593493e-04 1.67506790e+00
3.06196362e-02 8.48767522e-04 2.05781776e-03 1.39699709e-02
1.62247270e-01 2.23254072e-04 0.00000000e+00 0.00000000e+00
4.84634340e-02 1.71790123e-01 8.76460969e-02 0.00000000e+00
4.73925769e-02 0.00000000e+00 0.00000000e+00 2.57169157e-02
1.19202181e-04 1.91851333e-01 4.13570699e-04 0.00000000e+00
2.64728791e-04 1.19209282e-07 0.00000000e+00 2.38418306e-06
1.22950763e-01 5.62652021e-05 3.91443353e-03 5.64771965e-02
0.00000000e+00 3.69548115e-06 3.79497022e-03 7.33220130e-02
7.45720565e-02 2.89040734e-04 4.01100904e-01 6.06932444e-03
8.34595636e-02 5.93921635e-03 7.74798566e-04 1.01203565e-04
1.35847852e-02 3.31540443e-02 1.21269573e-03 0.00000000e+00
0.00000000e+00 1.26181105e-02 6.91411469e-06 5.35702275e-04
0.00000000e+00 0.00000000e+00 2.22775768e-02 1.95459239e-02
1.16179781e-02 0.00000000e+00 3.09963543e-02 2.90182512e-02
1.08377248e-01 4.05469202e-02 8.59949350e-01 0.00000000e+00
0.00000000e+00 5.37895001e-02 1.26047754e+00 1.41620385e-02
1.94110710e-03 1.51078962e-03 1.56071195e-02 1.12288843e-04
2.38418551e-07 1.19209282e-07 4.79916669e-02 5.96046277e-07
1.31130128e-06 2.93250559e-05 0.00000000e+00 0.00000000e+00
1.70325357e-02 6.64609310e-04 3.26267513e-03 2.70760246e-02
3.29928100e-02 2.78945845e-05 2.38418551e-07 1.19209221e-06
1.87483407e-03 6.43728072e-06 2.55552062e-04 0.00000000e+00
5.52288964e-02 2.51779146e-02 0.00000000e+00 0.00000000e+00
2.50339190e-06 2.04275604e-02 4.55275818e-04 5.65036062e-05
1.05613850e-04 7.64160743e-03 0.00000000e+00 1.51265151e-04
0.00000000e+00 5.22123046e-05 2.09110945e-01 7.64597282e-02
1.31129354e-05 2.14466956e-02 5.12143373e-01 2.35745385e-02
5.23301512e-02 2.22719796e-02 1.92892924e-02 8.34464686e-07
1.19209282e-07 0.00000000e+00 3.45706349e-06 0.00000000e+00
0.00000000e+00 1.19209282e-07 1.09720491e-02 1.67467946e-03
1.86984967e-02 2.79405410e-03 0.00000000e+00 2.33900966e-03
4.05097939e-03 2.87290259e-05 4.99261618e-02 0.00000000e+00
0.00000000e+00 9.85017978e-04 1.52412080e-03 8.59606254e-04
0.00000000e+00 1.50202577e-05 0.00000000e+00 3.48840957e-03
1.19209282e-07 0.00000000e+00 3.57627812e-07 0.00000000e+00
4.64808196e-04 6.79490631e-06 4.39859293e-02 1.70892570e-02
1.71491206e-01 0.00000000e+00 2.47138679e-01 0.00000000e+00
7.57204415e-03 4.66057705e-03 6.48407498e-04 2.38418551e-07
4.86024320e-02 4.21409728e-03 0.00000000e+00 2.28738375e-02
0.00000000e+00 1.19209282e-07 1.03682152e-03 5.68515539e-01
1.02395534e-04 3.57627812e-07 4.27502006e-01 4.60528210e-03
0.00000000e+00 0.00000000e+00 2.36228570e-01 4.82785981e-05
7.86114600e-04 0.00000000e+00 3.08801997e-02 3.81992810e-04
9.78291705e-02 1.43051045e-06 1.20287530e-01 0.00000000e+00
2.79543817e-01 0.00000000e+00 0.00000000e+00 2.05376506e-04
7.15255510e-07]
Epoch: 7/10 Iteration: 75 Validation Acc: 0.8965
Epoch: 8/10 Iteration: 75 Training loss: [ 1.07287788e-05 1.19209282e-07 3.10962205e-03 1.03472009e-01
0.00000000e+00 3.13515520e-05 5.96046277e-07 3.35632414e-02
1.03588542e-02 9.95634198e-02 6.56957366e-03 3.21864559e-06
2.38418551e-07 0.00000000e+00 1.02157144e-04 4.76837045e-07
1.85686699e-03 1.05597377e+00 1.01019062e-01 7.60526309e-05
0.00000000e+00 1.93117176e-05 2.73190351e-04 3.23118689e-03
0.00000000e+00 1.06778333e-03 0.00000000e+00 8.80568812e-04
4.84806933e-02 2.25995274e-04 2.66392138e-02 1.24531903e-03
4.81847033e-04 2.44230003e-04 1.15887693e-03 0.00000000e+00
1.22801900e-01 1.87542895e-03 5.41421236e-04 0.00000000e+00
1.44034910e+00 9.55331046e-03 2.58925688e-02 5.45007102e-02
8.59487162e-04 1.17633931e-01 9.13101467e-05 2.88871497e-01
3.57627812e-07 5.01858522e-05 0.00000000e+00 0.00000000e+00
3.99343153e-05 0.00000000e+00 1.93338768e-04 8.34464686e-07
1.17771844e-04 1.17086716e-01 3.13873705e-03 2.02655588e-06
1.90734681e-06 0.00000000e+00 0.00000000e+00 1.08121512e-02
1.22761622e-01 5.60769401e-02 1.78813775e-06 0.00000000e+00
2.78945845e-05 4.70939666e-01 1.19208580e-05 5.81845408e-03
0.00000000e+00 8.31759255e-03 9.06295027e-04 9.25827480e-04
1.23948487e-03 2.38418551e-07 3.22641730e-02 6.20613955e-02
0.00000000e+00 0.00000000e+00 1.86138845e-03 7.39094867e-06
3.57627812e-07 4.20799952e-05 3.89923411e-03 2.18914566e-03
2.71521887e-04 1.52586726e-05 6.38241053e-01 2.43462552e-03
0.00000000e+00 1.77620259e-05 7.86778219e-06 5.44966459e-02
3.55922021e-02 4.20226753e-01 4.76837045e-07 0.00000000e+00
5.31659280e-05 7.60980940e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 2.50339190e-06 3.13709636e-04 5.96046277e-07
1.20328960e-03 6.79490631e-06 1.19209282e-07 2.14576494e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.15851976e-03
1.75886691e-01 1.32144019e-01 1.55809475e-02 0.00000000e+00
2.59127410e-04 6.63537183e-04 6.11224249e-02 4.48216888e-05
4.29144238e-05 1.10996500e-01 0.00000000e+00 1.86490025e-02
0.00000000e+00 2.34839536e-05 9.53673862e-07 4.36346158e-02
1.17970061e+00 1.15632338e-05 1.03552297e-01 0.00000000e+00
9.09629860e-04 2.08489850e-01 0.00000000e+00 7.98670371e-05
0.00000000e+00 0.00000000e+00 9.09956079e-03 7.14050949e-01
1.19209282e-07 8.97605642e-05 4.33265604e-02 7.76108878e-04
0.00000000e+00 4.72951308e-03 6.65965006e-02 1.67475024e-04
0.00000000e+00 0.00000000e+00 5.67147553e-01 3.47196357e-04
1.65699548e-05 1.01359957e-03 2.98022769e-06 3.33808586e-02
2.50074244e-03 5.43184951e-02 1.30532379e-03 2.14574411e-05
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
9.29481536e-02 5.12598626e-06 3.61099769e-03 2.27208614e-01
7.15255510e-07 2.64948048e-02 5.96046277e-07 8.45158138e-05
4.76837045e-07 0.00000000e+00 0.00000000e+00 9.32461843e-02
1.19209282e-07 7.42993783e-04 7.90521910e-04 3.79687518e-01
1.29542463e-02 5.54926414e-03 2.62611598e-01 8.55886101e-05
4.62425116e-04 9.22637337e-05 2.38418551e-07 5.84134877e-01
1.99298069e-04 4.50271298e-04 0.00000000e+00 4.64915138e-06
0.00000000e+00 6.59847027e-03 0.00000000e+00 4.47120070e-02
2.64641112e-05 3.30508277e-02 1.74007043e-01 0.00000000e+00
1.37665803e-02 1.49789108e-02 0.00000000e+00 2.50850320e-02
1.02514736e-04 1.37591725e-02 6.28743693e-03 1.05198219e-01
6.34306312e-01 5.49539727e-05 1.13601505e-03 2.92854325e-04
9.89432192e-06 0.00000000e+00 5.06868644e-04 4.29152533e-06
6.69272065e-01 0.00000000e+00 1.32909525e-04 0.00000000e+00
7.83624575e-02 2.43183986e-05 1.52586726e-05 0.00000000e+00
3.29669751e-02 1.63422577e-04 0.00000000e+00 1.83862090e-01
1.54971951e-06 6.26457343e-03 7.63143366e-03 4.15433608e-02
5.41692190e-02 3.73772741e-03 2.51093805e-01 1.22769771e-03
3.09943675e-06 3.03482544e-02 4.76837045e-07 0.00000000e+00
6.71103537e-01 0.00000000e+00 2.33510420e-01 0.00000000e+00
1.00049970e-03 9.59340394e-01 3.63581712e-05 1.19209282e-07
4.27274004e-04 0.00000000e+00 6.95569534e-03 0.00000000e+00
0.00000000e+00 3.49399284e-03 0.00000000e+00 4.04435575e-01
8.21603462e-03 8.03642273e-02 0.00000000e+00 7.89444566e-01
1.10053038e-03 0.00000000e+00 0.00000000e+00 1.28285497e-01
1.96847157e-03 1.43051045e-06 7.12133870e-02 0.00000000e+00
1.23329647e-02 3.81468999e-06 4.14102077e-01 6.49981350e-02
2.48876084e-02 2.26143599e-01 0.00000000e+00 3.33785465e-06
4.74441731e-05 1.21355997e-02 0.00000000e+00 6.56087622e-02
0.00000000e+00 1.75465085e-03 2.02986086e-03 2.08614074e-05
0.00000000e+00 2.33265368e-04 1.39226759e-04 4.45832811e-05
1.19209282e-07]
Epoch: 8/10 Iteration: 76 Training loss: [ 3.16897705e-02 2.46760192e-05 4.41073416e-06 2.32428852e-02
1.19209282e-07 1.98361501e-02 0.00000000e+00 4.15960886e-03
3.45700973e-05 3.47605720e-02 1.66622980e-03 0.00000000e+00
6.84841275e-02 1.96097628e-03 0.00000000e+00 3.99867218e-04
1.83949457e-03 2.27687142e-05 1.78813775e-06 9.25193541e-03
0.00000000e+00 2.13242674e-04 2.41127741e-02 1.41253026e-04
0.00000000e+00 2.02950393e-03 2.62753665e-02 1.16590224e-03
1.19209282e-07 0.00000000e+00 8.03180970e-03 8.26297235e-03
4.19641703e-01 3.35756195e-04 0.00000000e+00 0.00000000e+00
2.16579821e-04 8.10619895e-06 2.33027007e-04 3.60900623e-04
6.31807234e-06 0.00000000e+00 2.34638341e-03 2.50339190e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 2.05769879e-03
5.72202953e-06 3.17761471e-04 4.64934409e-02 0.00000000e+00
0.00000000e+00 1.19209282e-07 0.00000000e+00 0.00000000e+00
4.23341786e-04 0.00000000e+00 0.00000000e+00 5.07808030e-01
1.29607603e-01 2.26495085e-05 6.49443984e-01 4.01773810e-04
2.64330721e-03 8.12200597e-04 7.19657540e-03 1.66892869e-06
6.81763922e-04 2.28021367e-04 0.00000000e+00 3.57627812e-07
1.43051045e-06 2.19092984e-03 9.88828833e-04 1.91915315e-02
1.01918748e-04 3.45895775e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 5.86863384e-02 1.59520745e-01 2.74858845e-04
5.65036062e-05 3.21864559e-06 0.00000000e+00 6.42016754e-02
0.00000000e+00 1.01327387e-05 7.50867501e-02 2.72954050e-02
1.81196483e-05 1.19209221e-06 2.39395420e-03 5.48361231e-06
6.43835589e-02 3.35099809e-02 1.16824422e-05 2.35719755e-02
0.00000000e+00 6.87957183e-03 6.67349319e-04 8.10619895e-06
1.19209282e-07 3.60781443e-04 2.27716163e-01 4.32045385e-03
2.24719080e-03 1.43023551e-01 1.43050129e-05 9.66666415e-02
1.39450496e-02 2.62260096e-06 0.00000000e+00 1.89172989e-03
1.48570314e-01 0.00000000e+00 1.41858045e-05 0.00000000e+00
4.03299212e-01 1.78813775e-06 5.10771126e-02 0.00000000e+00
1.00126388e-02 2.76446104e-01 0.00000000e+00 6.83431688e-04
9.09999907e-01 5.13662584e-03 2.28957579e-01 8.63842964e-02
0.00000000e+00 5.90474486e-01 3.07393493e-04 0.00000000e+00
3.97960626e-04 0.00000000e+00 6.57938013e-04 2.06639320e-01
2.63320119e-03 6.19053049e-03 0.00000000e+00 0.00000000e+00
1.07520995e-04 3.59113124e-04 1.30255548e-02 9.73938126e-03
3.57627232e-06 0.00000000e+00 1.19209282e-07 3.14687347e+00
1.76044241e-01 0.00000000e+00 3.49277107e-05 3.57627812e-07
0.00000000e+00 5.07889055e-02 4.76837045e-07 5.59798675e-03
4.15470123e-01 0.00000000e+00 3.25269240e-04 1.05617605e-02
0.00000000e+00 8.33638944e-03 0.00000000e+00 1.06511325e-01
1.06718787e-03 0.00000000e+00 8.07497185e-03 1.83568685e-03
1.78048164e-01 9.90522742e-01 1.57519355e-02 2.32624505e-02
0.00000000e+00 6.41378690e-04 6.16944162e-03 2.96875816e-02
0.00000000e+00 1.30656781e-02 1.99405081e-03 7.15255510e-07
5.10681421e-04 7.86750388e-05 2.51261605e-04 7.39290658e-03
3.23493518e-02 9.21635553e-02 3.57627812e-07 1.48748890e-01
3.21864559e-06 0.00000000e+00 3.75677104e-04 1.21291215e-02
8.66613991e-05 3.15258862e-04 1.19209221e-06 0.00000000e+00
0.00000000e+00 1.24303382e-02 2.41727219e-04 1.98515765e-02
1.70693136e-04 1.75236128e-05 1.84276011e-02 0.00000000e+00
0.00000000e+00 6.64957047e-01 0.00000000e+00 1.77336276e-01
1.72448736e-02 1.43051045e-06 1.07469014e-03 0.00000000e+00
5.29725552e-01 0.00000000e+00 7.56950321e-05 5.20355143e-02
2.02655588e-06 0.00000000e+00 6.86621934e-05 5.08311689e-02
7.09877699e-04 0.00000000e+00 5.12598626e-06 1.80347386e-04
2.22896531e-04 5.93289174e-02 1.08080246e-02 9.47293714e-02
1.61993352e-03 7.74857381e-06 5.01742542e-01 0.00000000e+00
0.00000000e+00 1.09671946e-05 1.19209282e-07 3.12398741e-04
1.21817645e-02 2.05037868e-05 5.92452634e-05 4.98056412e-01
0.00000000e+00 1.34507120e-02 0.00000000e+00 7.20450515e-03
8.73779878e-04 0.00000000e+00 3.76694261e-05 3.85806052e-04
7.15041980e-02 5.17472858e-04 0.00000000e+00 1.59996226e-02
2.38418551e-07 0.00000000e+00 2.63878913e-03 7.99053721e-03
0.00000000e+00 3.70076363e-04 8.22540733e-06 1.78010359e-01
1.11303350e-03 0.00000000e+00 1.96604991e+00 4.11046535e-01
7.81982380e-05 0.00000000e+00 2.49729399e-03 3.08870594e-03
9.61751789e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.64301664e-01 3.40833911e-03 1.57148182e-01 1.43517682e-04
2.78676990e-02 0.00000000e+00 0.00000000e+00 3.56574147e-03
0.00000000e+00 0.00000000e+00 1.19209282e-07 2.01998651e-03
4.37956257e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00]
Epoch: 8/10 Iteration: 77 Training loss: [ 1.62469730e-01 7.25006452e-04 2.90356204e-02 0.00000000e+00
6.57917187e-02 3.19049239e-01 8.33446309e-02 2.85289586e-01
0.00000000e+00 0.00000000e+00 9.83995851e-03 1.33307353e-02
0.00000000e+00 1.38273215e-04 0.00000000e+00 1.40299497e-04
0.00000000e+00 1.32501554e-02 0.00000000e+00 3.68655860e-01
1.82302922e-01 0.00000000e+00 3.01594955e-05 0.00000000e+00
9.53669769e-06 1.26697019e-01 0.00000000e+00 2.43856698e-01
4.31357920e-02 1.69275754e-05 3.21864559e-06 6.12816587e-02
7.48709356e-03 8.52310113e-05 0.00000000e+00 1.08474567e-04
1.53421536e-01 0.00000000e+00 0.00000000e+00 2.39016980e-01
1.40180302e-04 4.31802007e-04 2.33384548e-04 3.76117788e-02
4.60112933e-03 0.00000000e+00 0.00000000e+00 2.48844698e-02
1.47686561e-03 1.66539673e-03 0.00000000e+00 9.70345363e-02
0.00000000e+00 0.00000000e+00 5.96046277e-07 4.40891646e-02
3.09629411e-01 5.92179596e-03 1.19209282e-07 1.53778801e-05
4.65215230e-03 0.00000000e+00 8.02790688e-04 0.00000000e+00
2.17890833e-04 0.00000000e+00 4.35131416e-03 1.09189750e-04
1.70530224e+00 0.00000000e+00 1.73122451e-01 0.00000000e+00
4.76837045e-07 0.00000000e+00 1.54245098e-03 0.00000000e+00
0.00000000e+00 3.12398741e-04 1.51664704e-01 1.19209282e-07
1.75719615e-02 0.00000000e+00 1.78813775e-06 6.34398311e-02
0.00000000e+00 1.19209282e-07 9.88590647e-04 5.86846704e-03
4.15138565e-02 1.76493302e-01 3.72133106e-02 0.00000000e+00
1.21347693e-04 0.00000000e+00 0.00000000e+00 9.38205957e-01
4.76719923e-02 9.18189343e-03 2.37223667e-05 4.52994254e-06
0.00000000e+00 5.75137092e-03 4.40372638e-02 1.38281821e-05
0.00000000e+00 4.29418869e-04 0.00000000e+00 1.07100129e-01
0.00000000e+00 7.81982380e-05 4.23766859e-02 6.49010530e-03
6.67197332e-02 1.24923536e-04 1.07288304e-06 0.00000000e+00
1.31485224e-01 3.67953815e-02 6.73985947e-03 1.58059018e-04
0.00000000e+00 4.02250444e-04 0.00000000e+00 0.00000000e+00
2.57488755e-05 0.00000000e+00 1.37438867e-04 1.84127390e-02
7.15255510e-07 4.22783010e-02 1.53778801e-05 3.62554818e-01
2.38418551e-07 4.42645309e-04 0.00000000e+00 2.52789259e-02
9.00864825e-02 0.00000000e+00 1.25281120e-04 0.00000000e+00
1.49665801e-02 7.22864922e-03 1.19209282e-07 1.83580614e-05
1.19209282e-07 0.00000000e+00 9.40952916e-04 3.57627812e-07
7.18044788e-02 0.00000000e+00 2.14394415e-03 2.41991929e-05
0.00000000e+00 3.11922049e-04 0.00000000e+00 1.28589245e-02
0.00000000e+00 2.48757489e-02 8.34464686e-07 1.19209282e-07
2.32194230e-01 2.23373252e-04 2.96598077e-02 3.57627812e-07
0.00000000e+00 4.17607315e-02 3.84612307e-02 1.91744566e-01
2.33012345e-02 0.00000000e+00 7.52859831e-01 0.00000000e+00
1.90803059e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.98143977e-03 0.00000000e+00 7.46379495e-01 3.33729177e-03
5.57094403e-02 2.50069803e-04 1.06781229e-01 5.96046277e-07
6.75893825e-05 6.66143522e-02 1.34858787e-02 1.53778801e-05
1.85172164e+00 1.33163447e-03 1.57820643e-04 0.00000000e+00
0.00000000e+00 1.19736385e+00 1.09398109e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 8.66613991e-05 0.00000000e+00
7.34302230e-05 2.45898525e-04 2.33647479e-05 5.24145085e-04
0.00000000e+00 0.00000000e+00 4.76836021e-06 0.00000000e+00
3.12644124e-01 3.64952255e-04 2.33442485e-01 4.92928142e-04
1.95649788e-02 3.32866572e-02 2.90351658e-04 3.81001718e-02
2.14672625e-01 6.27416931e-03 5.12535963e-03 0.00000000e+00
8.82950902e-04 0.00000000e+00 6.84737787e-02 5.47155687e-05
0.00000000e+00 7.15255510e-07 0.00000000e+00 4.44625542e-02
0.00000000e+00 1.86306759e-04 7.40856469e-01 5.05265500e-03
4.76837045e-07 4.30727843e-03 0.00000000e+00 1.19209282e-07
1.58894565e-02 0.00000000e+00 8.04871973e-03 0.00000000e+00
1.37558061e-04 0.00000000e+00 1.05695454e-02 2.72971448e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 4.51792985e-05
1.08103596e-01 0.00000000e+00 1.13733280e-02 1.83565455e-04
1.66892869e-06 4.87645566e-01 1.86664329e-04 1.19209282e-07
1.77782059e-01 0.00000000e+00 8.34464686e-07 0.00000000e+00
5.07464400e-04 1.27402898e-02 2.33742088e-04 1.70812316e-04
0.00000000e+00 1.30170826e-02 1.39076799e-01 8.22540733e-06
0.00000000e+00 1.45434278e-05 5.60267981e-05 7.75036810e-04
9.52004120e-02 0.00000000e+00 2.86597200e-03 1.47471711e-01
0.00000000e+00 2.38418306e-06 8.15179422e-02 0.00000000e+00
1.65754196e-03 4.99993324e-01 4.46596416e-03 6.57004118e-02
4.89382539e-03 0.00000000e+00 4.67310427e-04 1.00895856e-02
0.00000000e+00 0.00000000e+00 2.86977575e-03 0.00000000e+00
4.72057654e-05]
Epoch: 8/10 Iteration: 78 Training loss: [ 0.00000000e+00 2.06115261e-01 1.70098036e-03 2.30166639e-04
0.00000000e+00 2.03484595e-01 2.05914173e-02 2.05019582e-02
1.44758308e-03 1.02637578e-02 0.00000000e+00 1.89540970e-05
2.49144305e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00
6.94269985e-02 4.26702984e-02 5.38292481e-03 1.37714297e-01
7.79505372e-01 8.92837706e-05 3.27835954e-03 0.00000000e+00
1.47303000e-01 2.07852516e-02 2.36538239e-02 0.00000000e+00
2.48203978e-01 2.51261605e-04 0.00000000e+00 3.21859916e-05
1.29303873e-01 8.05022717e-02 7.90704135e-03 6.39710750e-04
0.00000000e+00 1.13719194e-04 0.00000000e+00 4.26299758e-02
1.19209221e-06 0.00000000e+00 1.01441961e-04 1.54042745e-03
1.19209221e-06 0.00000000e+00 1.56856328e-02 5.13218679e-02
0.00000000e+00 0.00000000e+00 5.12385249e-01 1.72442442e-03
1.19209282e-07 3.45752249e-03 5.84123791e-06 2.38195956e-02
4.52994254e-06 1.41984702e-03 8.94065670e-06 2.49089494e-01
8.83308239e-04 5.39586365e-01 7.22999722e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.96213856e-01 0.00000000e+00
0.00000000e+00 1.55803770e-01 9.44939908e-03 1.66892869e-06
0.00000000e+00 1.54960071e-04 6.50129557e-01 1.87281123e-03
0.00000000e+00 1.15825452e-01 1.18269096e-03 4.54578400e-02
9.75832283e-01 1.99953113e-02 4.25248320e-04 2.95118632e-04
1.30201420e-02 1.56986309e-04 4.14839706e-05 1.19209282e-07
1.64040423e-03 7.15255510e-07 1.90224200e-02 4.90425969e-04
8.65521133e-01 3.99748067e-04 1.64137717e-04 7.15255510e-07
9.09525479e-05 0.00000000e+00 7.08682910e-02 0.00000000e+00
4.18932905e-04 1.12614773e-01 0.00000000e+00 7.19998206e-05
0.00000000e+00 0.00000000e+00 5.56907281e-02 7.40486905e-02
8.10619895e-06 0.00000000e+00 6.32920186e-04 2.84750451e-04
6.78520929e-03 9.79852339e-05 3.93389882e-06 1.46855062e-04
1.35756126e-02 2.59955991e-02 1.74044053e-05 1.62969872e-01
2.71220833e-01 3.41908962e-01 3.83184466e-04 2.88178120e-03
1.14076785e-04 0.00000000e+00 0.00000000e+00 7.42497388e-03
1.84720736e-02 9.83145926e-03 0.00000000e+00 1.96693400e-05
1.08479862e-05 1.03942059e-01 6.93557493e-04 2.40180315e-03
1.06397271e-03 2.85289646e-03 1.25877094e-04 0.00000000e+00
5.96044674e-06 1.30689731e-02 0.00000000e+00 3.73118128e-05
6.72331452e-01 4.76837045e-07 5.54602480e+00 4.05632192e-03
5.25574840e-04 2.96973856e-03 9.35377255e-02 5.19877560e-02
0.00000000e+00 1.36842893e-04 1.54244917e-04 2.92610019e-01
0.00000000e+00 0.00000000e+00 5.80209820e-03 6.90194825e-03
4.54177061e-05 0.00000000e+00 0.00000000e+00 1.41133845e-04
0.00000000e+00 1.13208557e-03 3.71744682e-04 0.00000000e+00
9.17907346e-06 0.00000000e+00 5.64228930e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.47841755e-02 0.00000000e+00
1.33044389e-03 3.01685221e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 5.04932478e-02 9.17233825e-02 5.90158820e-01
5.00677743e-06 2.00071326e-03 2.34839536e-05 1.19209282e-07
4.61233576e-04 8.36015120e-03 1.60892475e-02 1.19209282e-07
1.31875336e-01 0.00000000e+00 4.66904007e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 5.55956736e-04 2.88320775e-03
1.46995544e-01 1.02678863e-02 0.00000000e+00 1.60327111e-03
0.00000000e+00 7.82302930e-04 0.00000000e+00 8.76149861e-05
2.47805408e-04 0.00000000e+00 1.71704625e-03 4.02687723e-03
0.00000000e+00 1.91789353e-04 2.53030539e-01 2.69056022e-01
1.15983908e-04 2.83459038e-03 1.13510780e-01 0.00000000e+00
1.24484277e-03 1.47935795e-02 0.00000000e+00 0.00000000e+00
7.15255510e-07 1.61778107e-02 0.00000000e+00 1.62123324e-05
0.00000000e+00 6.69687660e-03 1.52254989e-02 4.63945493e-02
7.41646960e-02 5.76464087e-02 0.00000000e+00 4.01511043e-02
9.53673862e-07 9.91210691e-04 1.25293888e-03 0.00000000e+00
1.11731932e-01 0.00000000e+00 5.96046277e-07 4.76837045e-07
1.55973494e-01 1.06926605e-01 3.97603144e-04 1.73715770e-03
0.00000000e+00 2.33147442e-02 1.45055901e-03 0.00000000e+00
0.00000000e+00 7.04351604e-01 4.28910814e-02 0.00000000e+00
4.13094065e-04 1.52108222e-02 8.41594860e-03 4.76837045e-07
0.00000000e+00 1.04903629e-05 3.57627812e-07 0.00000000e+00
1.41729804e-04 2.54190475e-01 5.91967963e-02 0.00000000e+00
4.09751898e-03 1.74507164e-04 2.38418306e-06 0.00000000e+00
1.78262237e-02 2.07422017e-05 1.60399586e-01 2.43183986e-05
3.68169713e-04 1.91479713e-01 4.17231649e-06 0.00000000e+00
0.00000000e+00 2.30811194e-01 3.17260325e-02 6.91411469e-06
1.22254547e-02 1.76944751e-02 3.42105096e-03 0.00000000e+00
5.75575605e-03 4.76202229e-03 3.44199389e-02 2.22438853e-02
1.80743515e-01]
Epoch: 8/10 Iteration: 79 Training loss: [ 2.98866052e-02 1.86921768e-02 5.78148356e-05 1.06805819e-04
2.45569155e-01 0.00000000e+00 2.58152019e-02 3.48722166e-03
2.18844303e-04 5.55981509e-03 2.73865601e-03 0.00000000e+00
0.00000000e+00 3.85038584e-05 0.00000000e+00 0.00000000e+00
1.19209282e-07 1.19209282e-07 0.00000000e+00 1.14440263e-05
6.05866034e-03 1.60931249e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 7.15255510e-07 3.90572561e-04 0.00000000e+00
1.25913881e-02 5.48361231e-06 5.11497222e-02 7.15255510e-07
2.85703834e-04 1.83613580e-02 1.24201916e-01 1.19209282e-07
0.00000000e+00 8.46039411e-03 1.99742496e-01 4.81203906e-02
3.99267413e-02 0.00000000e+00 7.15255510e-07 2.10846886e-02
5.96119799e-02 4.06878255e-02 0.00000000e+00 2.99170334e-02
5.58003113e-02 0.00000000e+00 0.00000000e+00 6.65165717e-05
7.25840277e-04 0.00000000e+00 1.80004408e-05 1.06123381e-03
6.07965512e-06 0.00000000e+00 4.52994254e-06 6.75092684e-04
0.00000000e+00 8.58303247e-06 0.00000000e+00 0.00000000e+00
1.27248717e-02 0.00000000e+00 0.00000000e+00 8.61357618e-03
2.14576494e-06 1.20343110e-02 4.76837045e-07 0.00000000e+00
1.03711545e-05 2.26713158e-02 7.58502781e-02 2.91648973e-03
2.18179584e-01 1.19209282e-07 6.61611110e-02 2.17332551e-03
0.00000000e+00 4.38236515e-04 8.35622195e-05 0.00000000e+00
3.46701622e-01 0.00000000e+00 6.06482150e-03 8.34464686e-07
0.00000000e+00 4.00949903e-02 1.07288304e-06 0.00000000e+00
2.38418551e-07 8.82144832e-06 4.82681091e-04 1.00135303e-05
4.17231649e-06 0.00000000e+00 2.38418551e-07 7.49081314e-01
1.58101437e-03 1.99488364e-03 3.61615617e-04 1.12624073e+00
8.51728022e-02 0.00000000e+00 6.21328689e-02 0.00000000e+00
1.54971951e-06 1.69265848e-02 5.60282069e-06 1.31130128e-06
9.79849249e-02 3.38581838e-02 5.39395725e-04 1.13622732e-01
1.79406255e-02 8.28350559e-02 6.01988795e-05 3.36164558e-05
6.11691885e-02 0.00000000e+00 3.24435037e-04 2.86311749e-02
4.88756905e-06 1.19209282e-07 1.24293775e-03 5.30846091e-03
0.00000000e+00 3.08617055e-02 6.31807234e-06 2.77938452e-02
3.65735888e-01 2.29331423e-02 1.01244465e-01 2.41250498e-04
0.00000000e+00 3.00860358e-03 2.11729831e-03 3.21906689e-03
3.49779404e-03 0.00000000e+00 3.86250243e-02 0.00000000e+00
0.00000000e+00 1.32484850e-03 0.00000000e+00 7.58576766e-03
5.04720546e-02 1.31130128e-06 9.29789239e-05 8.43169342e-04
1.41425210e-03 2.17094235e-02 4.46458318e-04 2.98994384e-03
1.78201586e-01 0.00000000e+00 6.55648955e-06 1.30764034e-04
0.00000000e+00 3.84699479e-02 0.00000000e+00 5.96046277e-07
2.38418551e-07 1.19209221e-06 2.33384548e-04 5.85272670e-01
1.35391295e-01 3.72882001e-03 2.83714089e-05 2.11234763e-01
0.00000000e+00 4.74817061e-04 0.00000000e+00 5.83151639e-01
5.28083219e-05 1.20340870e-03 5.68704971e-04 1.83944404e-01
2.63449056e-05 3.94006222e-02 1.19209282e-07 2.72356119e-04
3.93389882e-06 4.37671412e-03 3.69318970e-03 1.32671135e-04
0.00000000e+00 1.66891605e-05 7.41574448e-03 0.00000000e+00
8.42968225e-02 3.35875346e-04 0.00000000e+00 2.30643374e-04
1.76299401e-02 2.64830096e-03 5.99604755e-05 1.18900160e-03
0.00000000e+00 2.38418551e-07 2.06794627e-02 0.00000000e+00
6.70346022e-02 0.00000000e+00 2.84886751e-02 3.85564536e-01
0.00000000e+00 9.53673862e-07 0.00000000e+00 1.90734681e-06
0.00000000e+00 0.00000000e+00 9.33365154e-05 0.00000000e+00
4.96202350e-01 1.03183854e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 6.65204949e-04 0.00000000e+00 2.24883348e-01
1.57077855e-03 1.19209282e-07 6.74247071e-02 1.76976889e-01
5.40825480e-04 5.57148189e-04 6.67626634e-02 0.00000000e+00
0.00000000e+00 3.24923396e-02 3.18289787e-01 1.24417201e-01
2.33923182e-01 3.92707661e-02 3.96707088e-01 0.00000000e+00
0.00000000e+00 1.05479592e-02 5.54712892e-01 2.62368936e-03
0.00000000e+00 2.66873976e-04 1.67246982e-01 0.00000000e+00
8.74550715e-02 3.43792071e-03 0.00000000e+00 4.13647685e-05
0.00000000e+00 2.17294917e-04 1.10578826e-02 2.17624128e-01
3.03103268e-04 4.46798140e-03 3.07555238e-05 1.30641997e-01
0.00000000e+00 1.92409300e-03 0.00000000e+00 1.19209282e-07
2.38418551e-07 1.19209282e-07 6.45520866e-01 6.61750208e-04
4.76837045e-07 0.00000000e+00 0.00000000e+00 4.73849587e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.03443977e-03 1.03091531e-01 5.20803258e-02 5.68484701e-02
3.20067942e-01 1.23976897e-05 1.54971951e-06 0.00000000e+00
5.89837432e-02 7.35965674e-04 1.45392483e-02 2.65244078e-02
1.59846881e-04 1.31879216e-02 0.00000000e+00 2.68293265e-02
8.27987865e-03 0.00000000e+00 0.00000000e+00 7.37917982e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00]
Epoch: 7/10 Iteration: 80 Validation Acc: 0.8965
Epoch: 9/10 Iteration: 80 Training loss: [ 1.54614076e-03 6.91411469e-06 6.70516538e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.34644038e-03 0.00000000e+00
4.83830646e-03 4.44640755e-05 0.00000000e+00 8.33281800e-02
1.42235622e-01 1.83580614e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 8.44598631e-04 5.43110371e-01
4.76836021e-06 1.26623094e-01 0.00000000e+00 1.06095704e-05
0.00000000e+00 3.35981660e-02 8.99252947e-03 4.76837045e-07
9.89067019e-04 0.00000000e+00 2.16666423e-03 0.00000000e+00
1.69262858e-04 2.12169951e-03 6.02370547e-03 0.00000000e+00
0.00000000e+00 3.58172208e-01 0.00000000e+00 4.52994254e-06
0.00000000e+00 1.08832159e-04 0.00000000e+00 3.79078338e-05
0.00000000e+00 0.00000000e+00 0.00000000e+00 3.31863808e-03
4.74292040e-03 0.00000000e+00 1.60931249e-05 6.91411469e-06
0.00000000e+00 2.65074577e-02 0.00000000e+00 3.65071406e-04
2.00013179e-04 0.00000000e+00 1.15626324e-04 7.27174029e-06
1.71847623e-02 4.89830214e-04 0.00000000e+00 0.00000000e+00
1.95347033e-02 2.38418306e-06 1.13061452e-02 2.38418551e-07
2.21260078e-02 1.77129317e-04 0.00000000e+00 7.58967223e-03
7.01087341e-02 2.22935490e-02 3.57726379e-03 0.00000000e+00
2.05360651e-01 1.48472178e-03 4.32720371e-05 1.23513430e-01
0.00000000e+00 0.00000000e+00 1.95455155e-03 1.66891605e-05
1.66892869e-06 1.01327387e-05 5.11109829e-02 4.78023514e-02
0.00000000e+00 1.78813775e-06 0.00000000e+00 8.22540733e-06
7.51015705e-06 8.34464686e-07 9.21780057e-03 0.00000000e+00
4.78015125e-01 1.78921849e-01 1.15066103e-03 9.44811702e-01
5.63844042e-05 1.04611695e+00 5.80992037e-03 0.00000000e+00
4.85596210e-02 9.71389338e-02 2.24494755e-01 8.47516954e-03
0.00000000e+00 2.38418551e-07 2.98022769e-06 3.13515520e-05
1.28635013e+00 2.94549181e-03 4.70686182e-02 1.37947679e-01
6.21497855e-02 1.97033543e-04 0.00000000e+00 1.31130128e-06
5.67420102e-05 2.40799873e-05 8.20894074e-03 1.19209282e-07
7.12993974e-03 3.02716941e-02 5.96046277e-07 1.03711545e-05
1.54971951e-06 6.13765083e-02 9.32854309e-04 5.57926446e-02
1.73654333e-02 5.96046277e-07 8.36814215e-05 1.09174676e-01
0.00000000e+00 1.92504463e-04 6.90341054e-04 2.37789913e-03
1.35461090e-03 5.18426008e-04 0.00000000e+00 1.59535080e-01
6.89005974e-05 3.57627812e-07 0.00000000e+00 4.57753194e-05
1.19209282e-07 5.31071378e-03 6.84503815e-04 0.00000000e+00
1.19209282e-07 2.16958560e-05 0.00000000e+00 3.18703838e-02
1.45434278e-05 4.01535479e-04 1.45854205e-02 1.43317936e-03
6.67569793e-06 0.00000000e+00 1.53078628e-03 0.00000000e+00
2.73071200e-04 0.00000000e+00 1.00135303e-05 1.81196483e-05
7.48957833e-03 1.12216555e-01 2.46085912e-01 4.70865598e-05
3.22615457e+00 1.88102111e-01 2.17915401e-02 2.38418551e-07
1.03064930e+00 0.00000000e+00 0.00000000e+00 2.38418551e-07
3.69771808e-01 9.93235270e-04 3.47196357e-04 1.16824422e-05
4.76837045e-07 4.05081570e-01 1.77275568e-01 1.29758532e-03
2.56549884e-02 3.77501873e-03 7.74699077e-02 0.00000000e+00
0.00000000e+00 2.16643978e-02 1.51346205e-02 0.00000000e+00
0.00000000e+00 2.58680811e-05 6.52705692e-03 0.00000000e+00
3.48675288e-02 4.48216888e-05 4.76837045e-07 1.19209282e-07
2.84354948e-02 0.00000000e+00 4.90065999e-02 4.17231649e-06
2.52190838e-03 0.00000000e+00 6.35874877e-03 1.12267875e-03
1.16937474e-04 2.92743687e-02 4.74683568e-03 1.19209282e-07
1.99178889e-04 1.10864021e-05 1.00616161e-02 1.83565455e-04
0.00000000e+00 9.44254920e-03 3.12756252e-04 1.41472835e-03
0.00000000e+00 3.45700973e-05 0.00000000e+00 2.74180979e-06
1.97537750e-01 4.85170021e-05 2.21726823e-05 2.21614679e-03
1.61744095e-02 2.56296680e-05 5.00666465e-05 0.00000000e+00
2.39050551e-03 3.98151096e-05 2.38418551e-07 0.00000000e+00
7.62936543e-06 2.38418551e-07 5.92600480e-02 7.87286181e-03
8.91797990e-03 7.15255510e-07 4.43344936e-02 3.33780445e-05
7.51015705e-06 0.00000000e+00 1.16052516e-02 4.62425116e-04
0.00000000e+00 0.00000000e+00 7.81129971e-02 0.00000000e+00
0.00000000e+00 9.28634182e-02 2.38418551e-07 2.38418551e-07
1.91460714e-01 1.82902347e-03 1.19209282e-07 1.83721259e-02
0.00000000e+00 5.75729692e-03 4.85765412e-02 3.63229066e-02
4.82771620e-02 0.00000000e+00 7.11338967e-02 6.72317765e-05
3.27420072e-03 1.25151011e-03 7.15255510e-07 0.00000000e+00
0.00000000e+00 1.98215432e-02 0.00000000e+00 1.36437279e-03
1.38076143e-02 2.38418551e-07 0.00000000e+00 3.52480561e-02
1.64851975e-02 0.00000000e+00 3.67503390e-02 1.88999012e-01
0.00000000e+00 6.51624054e-04 0.00000000e+00 4.82806824e-02
3.57627812e-07]
Epoch: 9/10 Iteration: 81 Training loss: [ 1.51412247e-03 3.74079108e+00 2.38294899e-02 1.48222211e-03
0.00000000e+00 1.26473053e-04 0.00000000e+00 1.16021885e-02
1.27179921e-01 1.01883942e-03 2.64178328e-02 1.31210987e-03
2.19775643e-02 7.50021893e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.48051640e-02 3.36164558e-05
0.00000000e+00 0.00000000e+00 2.34338004e-04 8.12200597e-04
2.21115095e-03 3.93389882e-06 1.27694428e+00 7.69763142e-02
5.86467469e-03 9.53673862e-07 5.59087424e-03 4.71473150e-02
1.42206569e-04 7.37633382e-04 9.53673862e-07 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.30996825e-02
7.73011823e-04 2.28920311e-01 2.41048597e-02 9.05986508e-06
0.00000000e+00 1.65925565e-04 3.28069776e-02 4.51011118e-03
0.00000000e+00 9.51244874e-05 5.74542908e-04 4.81340252e-02
0.00000000e+00 4.49408908e-05 0.00000000e+00 0.00000000e+00
9.24792048e-03 5.94422631e-02 3.48900352e-03 1.48995919e-03
0.00000000e+00 1.45901518e-04 2.74180979e-06 8.48734126e-05
1.53709471e-03 1.54435173e-01 4.39252228e-01 2.27773599e-02
3.39303203e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00
4.40476462e-02 0.00000000e+00 6.16293037e-05 4.99062121e-01
1.19056832e-02 0.00000000e+00 9.97959170e-03 1.24565951e-04
3.07929292e-02 1.62284985e-01 5.14970889e-05 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.68753252e-03 1.26156956e-01
1.31181329e-01 7.15253191e-06 0.00000000e+00 2.74180979e-06
2.82916725e-01 1.40228700e-02 1.02014944e-03 0.00000000e+00
1.59739175e-05 2.86101886e-06 2.74180979e-06 0.00000000e+00
1.51068464e-01 4.09426838e-02 6.51862356e-04 1.03229919e-04
0.00000000e+00 1.00011595e-04 0.00000000e+00 1.78416818e-02
1.43738100e-02 5.05434618e-05 5.61460001e-05 0.00000000e+00
1.56162951e-05 1.26349017e-01 0.00000000e+00 0.00000000e+00
3.33935395e-02 1.60931249e-05 3.56857255e-02 2.74806321e-01
2.01249146e-03 0.00000000e+00 1.04814284e-02 0.00000000e+00
9.98313352e-03 4.43233214e-02 7.18806186e-05 5.48361231e-06
2.74799429e-02 5.08318469e-02 1.33759044e-02 7.81738851e-03
1.36433244e-01 1.01327387e-05 3.93389882e-06 0.00000000e+00
0.00000000e+00 6.38941347e-05 2.56308205e-02 0.00000000e+00
0.00000000e+00 5.62916324e-03 0.00000000e+00 0.00000000e+00
3.09013203e-03 3.05594001e-02 0.00000000e+00 5.34868217e-04
1.19209282e-07 1.02124289e-02 2.13512462e-02 4.65962803e-03
0.00000000e+00 2.86101886e-06 7.84234609e-03 0.00000000e+00
7.07750395e-03 0.00000000e+00 1.53291388e-04 1.64009407e-01
9.28429794e-03 3.90552776e-03 4.33827692e-04 8.46382409e-06
0.00000000e+00 5.90507640e-04 1.06619976e-01 1.03839561e-01
1.70873813e-02 1.13769345e-01 1.19209282e-07 2.64233321e-01
2.78945845e-05 0.00000000e+00 3.41407098e-02 2.02604067e-02
0.00000000e+00 9.22429748e-03 0.00000000e+00 4.30264929e-03
1.19209282e-07 5.50833589e-04 0.00000000e+00 4.87554098e-05
0.00000000e+00 6.15300909e-02 4.76837045e-07 2.27187091e-04
4.94293636e-03 9.17869402e-05 2.56296680e-05 2.38418551e-07
1.02170952e-01 1.19209282e-07 4.06788498e-01 1.67094897e-02
5.03050871e-02 0.00000000e+00 1.62267091e-03 2.26497400e-06
4.92322251e-05 0.00000000e+00 8.43169342e-04 4.25348908e-01
2.19604030e-01 2.09923595e-01 8.66309460e-03 9.46687628e-03
2.98574683e-04 0.00000000e+00 1.45317777e-03 0.00000000e+00
2.84154550e-04 8.34464686e-07 0.00000000e+00 0.00000000e+00
2.17708964e-02 2.80962698e-03 6.21061117e-05 5.22732437e-02
4.03113067e-02 8.56961031e-03 2.10888535e-01 2.07094736e-02
6.71756119e-02 2.30298594e-01 1.19070299e-01 2.70480644e-02
0.00000000e+00 0.00000000e+00 1.05733052e-04 1.38961046e-03
9.77511354e-06 0.00000000e+00 8.34464686e-07 2.53912567e-05
1.67865902e-01 2.75693077e-04 0.00000000e+00 1.21371308e-02
6.70089270e-04 4.55353379e-01 2.77753788e-05 3.07555238e-05
2.68367171e-01 1.11692869e-04 4.24099378e-02 1.19209282e-07
4.47691195e-02 2.31034704e-03 5.96464553e-04 1.34899952e-02
5.96046277e-07 6.18009865e-02 3.36515218e-01 1.20513330e-04
5.60915917e-02 3.03742439e-01 1.61204524e-02 1.19209282e-07
4.06495419e-05 1.19209221e-06 2.56296680e-05 9.19583160e-03
2.47303583e-03 1.04330815e-01 1.75238994e-03 1.39421552e-01
0.00000000e+00 1.19209282e-07 1.78927940e-03 4.76837045e-07
0.00000000e+00 0.00000000e+00 4.77034122e-01 0.00000000e+00
1.43436983e-03 7.07055852e-02 2.85346323e-04 3.50474492e-02
8.59163105e-02 0.00000000e+00 1.80712866e-03 1.22636251e-01
1.42103761e-01 1.56011954e-01 2.18737215e-01 5.87517619e-02
5.18359011e-03 7.12846158e-05 1.08068446e-02 7.62936543e-06
2.38418551e-07]
Epoch: 9/10 Iteration: 82 Training loss: [ 2.50831712e-02 2.45421805e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.30151410e-03 5.04364133e-01 2.38747700e-04
0.00000000e+00 1.17983632e-02 3.06288302e-01 0.00000000e+00
1.34174392e-01 0.00000000e+00 0.00000000e+00 1.85698597e-03
0.00000000e+00 9.10820847e-04 1.47818428e-05 2.66993156e-04
7.39823096e-03 8.95221674e-05 4.60945182e-02 4.61794019e-01
0.00000000e+00 3.13946493e-02 0.00000000e+00 0.00000000e+00
1.73434470e-04 4.94404510e-02 3.09943675e-06 0.00000000e+00
2.41369678e-04 3.04008704e-02 1.64883640e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.69548115e-06 9.29280184e-03
7.03332353e-06 3.50824790e-03 1.36366129e-04 0.00000000e+00
0.00000000e+00 5.96046277e-07 0.00000000e+00 1.15632338e-05
1.41877565e-03 1.55519009e-01 0.00000000e+00 1.62846851e+00
0.00000000e+00 6.79881573e-01 3.12323464e-05 0.00000000e+00
1.22778030e-04 1.95001632e-01 0.00000000e+00 1.97668094e-03
1.19209282e-07 0.00000000e+00 4.52994254e-06 7.37878457e-02
1.00685835e-01 1.49010502e-05 1.37089746e-05 0.00000000e+00
0.00000000e+00 1.50669191e-04 2.62363497e-02 0.00000000e+00
0.00000000e+00 1.51912158e-03 0.00000000e+00 2.17890833e-04
2.25111586e-03 2.40406278e-03 7.33940571e-04 1.04249213e-02
7.78610294e-04 2.58173997e-04 4.95072862e-04 0.00000000e+00
1.82143658e-01 1.50436198e-03 0.00000000e+00 1.47253331e-02
7.23496526e-02 4.17231649e-06 1.18351197e-02 9.16039571e-03
2.07641016e-04 1.97516512e-02 1.26384214e-01 2.38418551e-07
8.34464686e-07 3.51276202e-03 2.59182462e-03 8.01225230e-02
0.00000000e+00 1.83331519e-02 4.76837045e-07 4.31669615e-02
1.90733044e-05 5.12598626e-06 0.00000000e+00 8.24566260e-02
0.00000000e+00 0.00000000e+00 7.15255510e-07 0.00000000e+00
2.04989221e-02 1.22996001e-03 3.27680737e-01 7.03745961e-01
5.44102257e-03 5.45038842e-03 2.38418306e-06 4.48216888e-05
1.50549997e-04 0.00000000e+00 1.19209282e-07 4.81391400e-02
7.09991083e-02 0.00000000e+00 0.00000000e+00 1.75360013e-02
3.30019683e-01 3.69865308e-03 4.64915138e-06 7.83942118e-02
5.34711638e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00
8.33993591e-03 1.27518242e-02 0.00000000e+00 2.65062973e-02
1.26068098e-02 7.35334277e-01 0.00000000e+00 9.58423838e-02
2.38418551e-07 5.51923767e-05 1.76309992e-03 1.46711795e-02
0.00000000e+00 4.40738804e-04 5.67871192e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.19208580e-05 1.96644571e-02
1.98477111e-03 9.57626384e-04 0.00000000e+00 3.57244164e-01
1.19209282e-07 3.65716405e-02 6.04549684e-02 3.27890972e-04
6.94748771e-04 0.00000000e+00 5.15979230e-02 1.38630799e-04
2.95892265e-03 2.07680874e-02 0.00000000e+00 1.49338603e-01
0.00000000e+00 1.54899642e-01 7.15455925e-03 0.00000000e+00
0.00000000e+00 4.70874971e-03 5.23541402e-03 9.29828093e-06
2.14966331e-02 2.67025243e-05 2.59465836e-02 1.99456617e-01
7.94095336e-04 4.64093260e-04 9.79852339e-05 1.88731626e-02
3.04211909e-03 1.51955172e-01 6.24819018e-04 3.98092763e-03
1.32432746e-04 4.76837045e-07 1.27802312e-01 0.00000000e+00
1.41858045e-05 9.53628842e-05 1.12130344e-01 6.83222890e-01
3.81039514e-04 2.13763956e-03 3.46227456e-03 0.00000000e+00
3.08469087e-02 6.78165676e-03 0.00000000e+00 4.61897880e-01
1.90734681e-06 3.50698382e-01 6.49572670e-01 1.61969545e-03
1.26278639e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 2.53275111e-02 0.00000000e+00 0.00000000e+00
7.15253191e-06 0.00000000e+00 6.93773982e-05 1.17175863e-04
0.00000000e+00 2.91900942e-04 4.21539657e-02 1.22091116e-03
5.50237892e-04 1.19209282e-07 0.00000000e+00 0.00000000e+00
2.22918879e-05 0.00000000e+00 2.84768313e-01 6.88911532e-04
0.00000000e+00 0.00000000e+00 3.57627812e-07 1.13172242e-02
2.02431176e-02 2.38418551e-07 2.43934169e-02 1.68777059e-03
6.29276736e-03 1.00266840e-02 0.00000000e+00 1.72988884e-02
0.00000000e+00 0.00000000e+00 1.10398373e-03 1.47818428e-05
1.62432604e-02 0.00000000e+00 1.71184354e-02 1.90635175e-01
1.23976897e-05 7.28699204e-04 2.02474510e-03 2.20258674e-03
0.00000000e+00 1.56395119e-02 3.57627812e-07 2.08236946e-04
1.19209282e-07 6.19886396e-06 2.40858179e-03 2.67838806e-01
7.23038539e-02 3.40715097e-03 1.09362393e-03 0.00000000e+00
7.51015705e-06 3.57627812e-07 1.19209221e-06 4.50130880e-01
2.35291445e-04 2.38418551e-07 1.19209282e-07 5.18718623e-02
1.07659551e-03 1.15788504e-01 0.00000000e+00 2.78199334e-02
7.06988052e-02 1.01556713e-02 2.27441508e-02 8.11724167e-04
5.91805018e-02 3.78561318e-01 1.76896732e-02 0.00000000e+00
0.00000000e+00]
Epoch: 9/10 Iteration: 83 Training loss: [ 2.01461662e-05 4.73249675e-05 0.00000000e+00 1.08307824e-01
1.91711202e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.81031339e-02 8.56390398e-04 3.68349938e-05 3.57627812e-07
5.96046277e-07 5.25047444e-03 3.09943675e-06 6.83185877e-03
0.00000000e+00 2.77038720e-02 0.00000000e+00 0.00000000e+00
1.78142567e-03 7.12180510e-02 0.00000000e+00 3.14782170e-04
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.70986501e-02 1.19209221e-06
3.95770282e-01 7.03089833e-02 3.52179026e-03 6.89005974e-05
1.19519304e-03 0.00000000e+00 0.00000000e+00 1.99904758e-03
0.00000000e+00 4.10996050e-01 4.88077663e-03 9.53673862e-07
0.00000000e+00 0.00000000e+00 2.63656169e-04 1.64394658e-02
0.00000000e+00 3.13947967e-04 0.00000000e+00 1.59739175e-05
1.07401893e-01 1.10064948e-03 0.00000000e+00 0.00000000e+00
2.39224421e-04 1.30168075e-04 3.95020396e-02 2.82733911e-03
1.07288304e-06 0.00000000e+00 0.00000000e+00 6.00122884e-02
1.32403851e-01 3.93389882e-06 1.19209282e-07 9.53673862e-07
0.00000000e+00 9.29828093e-06 5.80022857e-02 3.92360002e-04
1.66892869e-06 2.31409688e-02 5.13224483e-01 5.63462730e-04
1.53778801e-05 6.13316596e-02 9.64988768e-02 2.07998572e-04
3.76217127e-01 0.00000000e+00 1.37089746e-05 4.76836021e-06
2.64812224e-02 0.00000000e+00 5.78166246e-01 5.05434618e-05
0.00000000e+00 8.85582995e-03 3.10902786e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.83178447e-03 1.54483307e-04
1.19209282e-07 9.35279503e-02 3.57627812e-07 1.55317641e-04
0.00000000e+00 4.97346036e-02 0.00000000e+00 2.56411105e-01
4.28284965e-02 5.47593012e-02 0.00000000e+00 3.33785465e-06
7.73130974e-04 6.15171976e-02 1.15632338e-05 1.51394652e-05
2.24093720e-01 1.19209282e-07 2.21828043e-01 8.79258674e-04
1.91925119e-05 5.96046277e-07 0.00000000e+00 0.00000000e+00
1.19209282e-07 5.32292714e-03 0.00000000e+00 2.03231190e-04
4.66476340e-04 1.31130128e-06 5.18596172e-03 4.71294597e-02
1.44855335e-01 1.93539611e-03 0.00000000e+00 1.82392783e-02
1.05098844e+00 6.12235740e-02 5.12801528e-01 1.59190387e-01
4.16281400e-03 7.57828653e-02 0.00000000e+00 2.65022933e-01
2.92005553e-03 6.14297614e-02 0.00000000e+00 5.17354929e-05
5.39767817e-02 6.84368163e-02 3.57627812e-07 7.86699429e-02
1.95958409e-02 1.06193218e-02 5.85952774e-02 1.66892869e-06
1.19209282e-07 0.00000000e+00 3.14707577e-05 2.81081259e-01
6.41798750e-02 3.55435386e-02 0.00000000e+00 4.29152533e-06
5.50108254e-02 5.91679178e-02 3.77107091e-04 0.00000000e+00
0.00000000e+00 1.26389228e-03 1.59935012e-01 4.01122868e-02
4.01348472e-02 3.20838362e-01 3.21864559e-06 6.40133367e-05
0.00000000e+00 1.76591035e-02 1.14113523e-03 7.26803765e-02
3.69242218e-04 4.29803491e-01 2.60684229e-02 7.45614467e-04
0.00000000e+00 7.16003105e-02 8.99863546e-04 0.00000000e+00
3.81039514e-04 0.00000000e+00 5.32072902e-01 7.15255510e-07
0.00000000e+00 1.13140173e-01 1.19209282e-07 8.01957920e-02
2.12408384e-04 0.00000000e+00 1.19209282e-07 0.00000000e+00
4.79192846e-02 1.57934811e-03 6.18504884e-04 2.19670702e-02
4.78495136e-02 6.50909264e-04 9.85256163e-04 1.90291437e-03
0.00000000e+00 1.17533455e-04 0.00000000e+00 7.81289395e-03
1.21888705e-03 1.83680300e-02 1.19209282e-07 5.96046277e-07
1.11096888e-04 5.19343391e-02 0.00000000e+00 6.63893819e-01
3.02565247e-01 0.00000000e+00 9.00776964e-03 6.33672178e-02
4.35867300e-03 0.00000000e+00 0.00000000e+00 3.75399808e-03
5.12598626e-06 3.72687839e-02 0.00000000e+00 4.66608182e-02
1.20301910e-01 5.63082239e-03 0.00000000e+00 8.51030520e-04
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
5.82111120e-01 1.27553130e-05 8.37761164e-02 1.85906142e-02
2.89533217e-03 3.94778587e-02 5.25154173e-03 6.74299449e-02
1.63623865e-03 5.20931026e-05 1.12699587e-02 2.46102503e-03
6.55648955e-06 0.00000000e+00 0.00000000e+00 6.61035418e-04
2.86029074e-02 0.00000000e+00 1.04123282e+00 3.54045333e-05
8.34464686e-07 1.86971761e-03 4.74495366e-02 7.86641017e-02
1.08170033e-01 1.17097847e-01 3.82654507e-05 1.06802152e-03
2.68329233e-01 4.76837045e-07 1.28326073e-01 4.31073368e-01
8.34461571e-06 0.00000000e+00 2.38418306e-06 2.54071772e-01
0.00000000e+00 1.01203565e-04 0.00000000e+00 2.58405246e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
6.73782313e-04 3.19285512e-01 2.09045857e-01 3.58040619e-04
0.00000000e+00 1.45761389e-02 2.97859631e-04 0.00000000e+00
3.23051972e-05 2.26497400e-06 3.92856402e-03 2.58680811e-05
6.07965512e-06]
Epoch: 9/10 Iteration: 84 Training loss: [ 0.00000000e+00 0.00000000e+00 5.86763723e-03 0.00000000e+00
5.37619453e-05 1.63835287e-02 0.00000000e+00 5.92843210e-03
0.00000000e+00 3.29314508e-02 2.14574411e-05 6.02302316e-04
1.94449618e-01 0.00000000e+00 4.32278641e-04 3.27469498e-01
0.00000000e+00 1.12517923e-03 8.34464686e-07 5.45591291e-04
0.00000000e+00 8.02246359e-05 1.81307842e-03 1.81519195e-01
0.00000000e+00 0.00000000e+00 1.01416603e-01 1.08474567e-04
1.43517682e-04 2.21227965e-04 9.53673862e-07 1.49477273e-04
1.01254478e-01 3.44102606e-02 1.10503370e-02 4.88746155e-05
2.02655588e-06 4.98409034e-04 0.00000000e+00 0.00000000e+00
7.33598741e-03 7.62936543e-06 4.25269306e-02 2.15036869e-01
0.00000000e+00 7.75815472e-02 3.34972501e-05 1.54970876e-05
1.07288304e-06 0.00000000e+00 9.52619761e-02 8.79725849e-05
1.60481839e-03 4.99481393e-04 0.00000000e+00 2.26497400e-06
0.00000000e+00 2.94880301e-04 2.36602442e-04 3.86325363e-03
1.31130128e-06 2.37290422e-03 1.16559252e-01 1.19208580e-05
6.27784152e-03 0.00000000e+00 8.96488409e-03 0.00000000e+00
3.01342849e-02 0.00000000e+00 6.56507397e-03 0.00000000e+00
6.40802411e-03 2.78941798e-03 2.38270979e-04 1.45434278e-05
0.00000000e+00 1.31236836e-02 0.00000000e+00 0.00000000e+00
6.18778616e-02 4.97236028e-02 5.36440348e-06 0.00000000e+00
8.34464686e-07 4.88756905e-06 8.34464686e-07 0.00000000e+00
9.53673862e-07 0.00000000e+00 1.99178889e-04 1.11644566e-02
2.37970859e-01 3.30204275e-05 4.24785167e-01 0.00000000e+00
1.54483307e-04 1.56706106e-02 7.75545120e-01 1.14321470e-01
8.12796177e-04 0.00000000e+00 7.40262258e-05 5.51049737e-03
4.92152087e-02 5.79556003e-02 0.00000000e+00 2.38418551e-07
0.00000000e+00 4.05310766e-06 3.83661099e-04 1.28281331e+00
1.89909544e-02 5.84193273e-04 1.30127603e-03 5.19473804e-03
1.02594495e-01 1.51980290e-04 0.00000000e+00 0.00000000e+00
3.51107568e-02 1.38133645e-01 7.20314533e-02 0.00000000e+00
1.49253588e-02 0.00000000e+00 0.00000000e+00 1.73804294e-02
8.45158138e-05 1.61454752e-01 3.78775381e-04 0.00000000e+00
2.64252070e-04 1.19209282e-07 0.00000000e+00 7.15255510e-07
8.81017074e-02 3.27820162e-05 4.26525902e-03 4.74554487e-02
0.00000000e+00 1.54971951e-06 2.75993603e-03 5.55920638e-02
8.74618515e-02 1.84399760e-04 2.17828065e-01 1.79082633e-03
5.26949354e-02 3.17201065e-03 5.47735835e-04 5.57883905e-05
1.34256585e-02 2.37963162e-02 1.29401369e-03 0.00000000e+00
0.00000000e+00 1.73308719e-02 5.84123791e-06 3.90334229e-04
0.00000000e+00 0.00000000e+00 2.09251177e-02 1.19891986e-02
8.45732074e-03 0.00000000e+00 3.59802730e-02 2.44976487e-02
1.03287965e-01 2.93388497e-02 7.14622319e-01 0.00000000e+00
0.00000000e+00 2.88335346e-02 1.01231647e+00 1.08036613e-02
2.07161764e-03 1.44544046e-03 9.70006827e-03 6.05564856e-05
1.19209282e-07 0.00000000e+00 2.05594171e-02 2.38418551e-07
7.15255510e-07 2.64641112e-05 0.00000000e+00 0.00000000e+00
1.98880378e-02 5.39514876e-04 2.64259381e-03 3.14001925e-02
3.24417949e-02 7.80790360e-05 1.19209282e-07 8.34464686e-07
1.21912523e-03 2.98022769e-06 2.32311912e-04 0.00000000e+00
3.60283442e-02 1.85508281e-02 0.00000000e+00 0.00000000e+00
1.31130128e-06 5.30100651e-02 4.02846257e-04 4.37488525e-05
1.12408045e-04 1.13615422e-02 0.00000000e+00 1.03110717e-04
0.00000000e+00 4.55369118e-05 2.62672007e-01 7.60183334e-02
7.27174029e-06 1.96586121e-02 4.79932964e-01 1.79235302e-02
3.45993675e-02 1.10318270e-02 1.49031617e-02 7.15255510e-07
0.00000000e+00 0.00000000e+00 3.45706349e-06 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.04161920e-02 9.37975536e-04
9.73890908e-03 2.29357695e-03 0.00000000e+00 1.82866643e-03
2.78002676e-03 2.28879217e-05 3.51168551e-02 0.00000000e+00
0.00000000e+00 6.19577069e-04 9.98475240e-04 4.62782569e-04
0.00000000e+00 2.83714089e-05 0.00000000e+00 2.49919645e-03
1.19209282e-07 0.00000000e+00 1.19209282e-07 0.00000000e+00
2.29689918e-04 5.84123791e-06 3.42023447e-02 1.13312509e-02
1.09460756e-01 0.00000000e+00 1.71582282e-01 0.00000000e+00
5.83729800e-03 5.04755462e-03 4.85779048e-04 2.38418551e-07
3.58421579e-02 2.19747191e-03 0.00000000e+00 1.66325830e-02
0.00000000e+00 1.19209282e-07 5.13779232e-04 5.14458060e-01
5.31659280e-05 2.38418551e-07 4.07187879e-01 3.84342228e-03
0.00000000e+00 0.00000000e+00 1.92683429e-01 2.34839536e-05
4.52654407e-04 0.00000000e+00 3.27596813e-02 1.58297407e-04
3.70340049e-02 2.02655588e-06 1.15960494e-01 0.00000000e+00
3.47222179e-01 0.00000000e+00 0.00000000e+00 1.42683333e-04
4.76837045e-07]
Epoch: 8/10 Iteration: 85 Validation Acc: 0.8965
Epoch: 9/10 Iteration: 85 Training loss: [ 5.60282069e-06 0.00000000e+00 2.53391825e-03 1.14633918e-01
0.00000000e+00 3.60005579e-05 3.57627812e-07 3.10083739e-02
5.91397472e-03 6.33339807e-02 7.86280725e-03 3.33785465e-06
1.19209282e-07 0.00000000e+00 1.23374004e-04 3.57627812e-07
1.22198276e-03 5.94395459e-01 8.93059522e-02 5.66228082e-05
0.00000000e+00 1.01327387e-05 2.39939502e-04 2.73651606e-03
0.00000000e+00 5.71564364e-04 0.00000000e+00 6.19815371e-04
4.58630547e-02 1.83923010e-04 2.04529054e-02 8.21133959e-04
1.92504463e-04 2.97978811e-04 9.53934446e-04 0.00000000e+00
5.93502596e-02 1.02312653e-03 4.81489580e-04 0.00000000e+00
1.18226957e+00 6.91662822e-03 1.86285265e-02 5.57012111e-02
5.14494139e-04 6.74858838e-02 8.84493784e-05 2.40957260e-01
2.38418551e-07 3.37356614e-05 0.00000000e+00 0.00000000e+00
5.36427397e-05 0.00000000e+00 2.28617282e-04 8.34464686e-07
9.89388136e-05 9.10084471e-02 2.94632372e-03 8.34464686e-07
3.33785465e-06 0.00000000e+00 0.00000000e+00 7.46331085e-03
1.09279945e-01 4.67192978e-02 8.34464686e-07 0.00000000e+00
2.12190280e-05 5.90230823e-01 5.96044674e-06 2.97211576e-03
0.00000000e+00 8.14627483e-03 3.61734768e-04 4.15119779e-04
1.41651393e-03 1.19209282e-07 1.81419998e-02 6.81956634e-02
0.00000000e+00 0.00000000e+00 8.08984565e-04 2.02655588e-06
1.19209282e-07 3.89806773e-05 2.70049390e-03 1.79070735e-03
1.01322759e-04 1.44242204e-05 3.60793233e-01 1.16244592e-02
0.00000000e+00 1.85964764e-05 2.26497400e-06 4.81917374e-02
2.67680474e-02 3.49526227e-01 2.38418551e-07 0.00000000e+00
4.50600965e-05 6.35898497e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 2.14576494e-06 4.27393155e-04 7.15255510e-07
6.28512236e-04 5.24519510e-06 1.19209282e-07 8.34464686e-07
0.00000000e+00 1.19209282e-07 0.00000000e+00 6.36494195e-04
1.26049876e-01 1.06663272e-01 2.22003963e-02 0.00000000e+00
1.26830637e-04 5.63701033e-04 4.78630327e-02 2.70601431e-05
3.07555238e-05 8.22436363e-02 0.00000000e+00 8.64111260e-03
0.00000000e+00 2.31263348e-05 3.57627812e-07 4.26841229e-02
7.45120883e-01 1.14440263e-05 1.19109035e-01 0.00000000e+00
6.87958556e-04 1.29584461e-01 0.00000000e+00 3.29012219e-05
0.00000000e+00 0.00000000e+00 9.50796902e-03 4.42622572e-01
3.57627812e-07 8.01054339e-05 3.18920910e-02 6.33277581e-04
0.00000000e+00 1.91873882e-03 7.57551193e-02 8.85685804e-05
0.00000000e+00 0.00000000e+00 4.02470559e-01 2.95118632e-04
7.86778219e-06 1.09791069e-03 1.78813775e-06 2.99230497e-02
1.58196653e-03 6.58542216e-02 5.34629915e-04 3.01594955e-05
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
8.05287734e-02 2.50339190e-06 1.92671060e-03 2.04636678e-01
4.76837045e-07 1.82713512e-02 5.96046277e-07 9.27405272e-05
2.38418551e-07 0.00000000e+00 0.00000000e+00 5.55893555e-02
1.19209282e-07 4.03799553e-04 6.53768424e-04 2.36291066e-01
8.76259804e-03 6.24253880e-03 3.00513387e-01 4.81593925e-05
6.09331415e-04 5.40003493e-05 1.19209282e-07 3.04179162e-01
9.69124594e-05 3.26222595e-04 0.00000000e+00 4.88756905e-06
0.00000000e+00 5.25652198e-03 0.00000000e+00 2.85140481e-02
1.20400655e-05 2.78402213e-02 1.45504668e-01 0.00000000e+00
8.66356771e-03 2.01018732e-02 0.00000000e+00 2.88019143e-02
1.09308945e-04 8.66971351e-03 6.87803281e-03 9.26437303e-02
5.20112514e-01 2.77753788e-05 9.62390157e-04 2.24565083e-04
7.27174029e-06 0.00000000e+00 2.75573897e-04 2.02655588e-06
4.11647528e-01 0.00000000e+00 1.54602501e-04 0.00000000e+00
2.71593276e-02 2.41991929e-05 1.19208580e-05 0.00000000e+00
2.41614133e-02 1.94292268e-04 0.00000000e+00 1.31348923e-01
1.19209221e-06 5.80423186e-03 4.97947074e-03 3.33605669e-02
6.35779947e-02 2.49586697e-03 1.17523812e-01 1.65599480e-03
4.64915138e-06 3.34470347e-02 3.57627812e-07 0.00000000e+00
3.95814955e-01 0.00000000e+00 2.17289388e-01 1.19209282e-07
5.30221558e-04 9.61460829e-01 1.93117176e-05 0.00000000e+00
3.55657277e-04 0.00000000e+00 1.05716689e-02 0.00000000e+00
0.00000000e+00 9.04270331e-04 0.00000000e+00 3.73646438e-01
5.99491131e-03 8.25041533e-02 0.00000000e+00 6.29505754e-01
6.65324100e-04 0.00000000e+00 0.00000000e+00 6.92517161e-02
8.84856563e-04 5.96046277e-07 2.26201564e-02 0.00000000e+00
5.32968622e-03 1.90734681e-06 3.48859936e-01 3.64947505e-02
1.78491753e-02 2.09591404e-01 0.00000000e+00 1.54971951e-06
3.19475803e-05 9.75402072e-03 0.00000000e+00 5.01332134e-02
0.00000000e+00 7.51213112e-04 3.58391553e-03 1.71659904e-05
0.00000000e+00 1.23969978e-04 1.42921723e-04 2.56296680e-05
1.19209282e-07]
Epoch: 9/10 Iteration: 86 Training loss: [ 3.54239978e-02 1.16824422e-05 2.26497400e-06 1.24370484e-02
0.00000000e+00 2.49393508e-02 0.00000000e+00 2.75803404e-03
4.75633751e-05 4.45112400e-02 7.60504452e-04 0.00000000e+00
7.40038529e-02 9.38332814e-04 0.00000000e+00 2.65324663e-04
1.13553880e-03 3.21859916e-05 8.34464686e-07 1.51603352e-02
0.00000000e+00 1.33624679e-04 2.13840362e-02 1.53053013e-04
0.00000000e+00 6.20984100e-03 2.06690710e-02 4.86374804e-04
0.00000000e+00 0.00000000e+00 5.94075676e-03 3.72098153e-03
3.04757953e-01 3.07512673e-04 0.00000000e+00 0.00000000e+00
8.12974322e-05 4.29152533e-06 1.86902704e-04 4.17741307e-04
8.58303247e-06 0.00000000e+00 1.39865768e-03 1.07288304e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.11136644e-03
7.86778219e-06 2.21704700e-04 3.83266658e-02 0.00000000e+00
0.00000000e+00 1.19209282e-07 0.00000000e+00 0.00000000e+00
2.51261605e-04 0.00000000e+00 0.00000000e+00 3.98534477e-01
6.80794045e-02 1.18016496e-05 2.57292330e-01 2.85584654e-04
2.65983352e-03 1.33830123e-03 4.77649597e-03 1.43051045e-06
2.34933905e-04 1.50192427e-04 0.00000000e+00 1.19209282e-07
4.76837045e-07 2.30535190e-03 4.41453740e-04 1.39001403e-02
5.53115824e-05 2.43604928e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 2.73128040e-02 1.55816928e-01 1.21824472e-04
5.12586812e-05 3.33785465e-06 0.00000000e+00 7.22499490e-02
0.00000000e+00 3.33785465e-06 4.88252006e-02 1.90168042e-02
2.12190280e-05 7.15255510e-07 1.45793916e-03 5.60282069e-06
4.95696701e-02 2.25615315e-02 4.64915138e-06 1.76901408e-02
0.00000000e+00 8.67266767e-03 4.04157036e-04 3.57627232e-06
0.00000000e+00 2.11216553e-04 1.60111472e-01 2.54604686e-03
2.48861336e-03 1.01872765e-01 5.84123791e-06 6.87404647e-02
1.10589433e-02 1.43051045e-06 0.00000000e+00 2.64770631e-03
1.19919837e-01 0.00000000e+00 5.36440348e-06 0.00000000e+00
3.18980873e-01 4.76837045e-07 3.84880714e-02 0.00000000e+00
6.59586443e-03 2.34199956e-01 0.00000000e+00 4.62782569e-04
5.74702859e-01 3.10665113e-03 2.03774780e-01 9.42487866e-02
0.00000000e+00 6.02662683e-01 2.21466325e-04 0.00000000e+00
3.49937211e-04 0.00000000e+00 8.92717391e-04 1.96531922e-01
1.72537647e-03 6.49531605e-03 0.00000000e+00 0.00000000e+00
9.77468371e-05 3.49818059e-04 8.13409500e-03 7.95884337e-03
4.17231649e-06 0.00000000e+00 0.00000000e+00 2.53575063e+00
1.18459597e-01 0.00000000e+00 3.55237389e-05 2.38418551e-07
0.00000000e+00 4.62180227e-02 2.38418551e-07 3.31626181e-03
3.03197145e-01 0.00000000e+00 1.29572101e-04 1.46654230e-02
0.00000000e+00 6.32842397e-03 0.00000000e+00 8.49067345e-02
8.41740053e-04 0.00000000e+00 3.99315730e-03 1.47174718e-03
8.95982087e-02 6.39282405e-01 1.09749958e-02 2.48256307e-02
0.00000000e+00 3.83780280e-04 4.40959027e-03 2.35188827e-02
0.00000000e+00 7.89178442e-03 1.39508641e-03 5.96046277e-07
4.28227271e-04 3.76694261e-05 3.23839195e-04 4.75205574e-03
1.86270047e-02 4.61474508e-02 2.38418551e-07 1.33623540e-01
2.74180979e-06 0.00000000e+00 2.19559399e-04 1.49718653e-02
4.06495419e-05 2.64132890e-04 1.19209221e-06 0.00000000e+00
0.00000000e+00 1.37575259e-02 1.69024483e-04 1.90986767e-02
7.35494250e-05 1.46626353e-05 1.70721468e-02 0.00000000e+00
0.00000000e+00 4.11563665e-01 0.00000000e+00 1.53355777e-01
1.27377007e-02 2.38418551e-07 7.23934325e-04 0.00000000e+00
4.64129895e-01 0.00000000e+00 7.98670371e-05 3.06043755e-02
1.07288304e-06 0.00000000e+00 4.19607895e-05 4.57859635e-02
6.00872678e-04 0.00000000e+00 2.26497400e-06 1.92623658e-04
9.51244874e-05 3.67886014e-02 3.24200001e-03 5.32393120e-02
7.15119182e-04 1.37089746e-05 4.77697909e-01 0.00000000e+00
0.00000000e+00 6.55648955e-06 1.19209282e-07 2.08236946e-04
1.12697231e-02 1.03711545e-05 2.61064943e-05 2.81787962e-01
0.00000000e+00 7.54968310e-03 0.00000000e+00 6.03673933e-03
1.04301400e-03 0.00000000e+00 2.13382355e-05 6.96059142e-04
4.27617952e-02 4.26559069e-04 0.00000000e+00 9.22299828e-03
1.19209282e-07 0.00000000e+00 2.72724335e-03 3.13457777e-03
0.00000000e+00 1.74983928e-04 2.74180979e-06 1.60312861e-01
5.60841640e-04 0.00000000e+00 1.71771657e+00 2.30779588e-01
7.97478351e-05 0.00000000e+00 3.45942331e-03 3.27978539e-03
7.98261613e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.24836586e-01 2.49669934e-03 1.44926175e-01 5.01858522e-05
2.88500953e-02 0.00000000e+00 0.00000000e+00 3.34798498e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.64302252e-03
5.19248471e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00]
Epoch: 9/10 Iteration: 87 Training loss: [ 7.52847865e-02 4.89115308e-04 1.38219586e-02 0.00000000e+00
3.42699662e-02 3.66196960e-01 6.77861497e-02 1.74588770e-01
0.00000000e+00 0.00000000e+00 8.55790917e-03 1.77152026e-02
0.00000000e+00 1.39465148e-04 0.00000000e+00 1.63899342e-04
0.00000000e+00 1.39270630e-02 0.00000000e+00 1.65170237e-01
1.79802403e-01 0.00000000e+00 2.16958560e-05 0.00000000e+00
9.41748931e-06 7.59392232e-02 0.00000000e+00 1.33102015e-01
4.60749343e-02 2.01461662e-05 2.50339190e-06 3.91938537e-02
7.13787042e-03 5.16162909e-05 0.00000000e+00 1.95126573e-04
7.76320696e-02 0.00000000e+00 0.00000000e+00 9.96707827e-02
8.38006163e-05 1.84161385e-04 3.13471275e-04 4.56716307e-02
2.28061294e-03 0.00000000e+00 0.00000000e+00 1.55465584e-02
1.75869698e-03 1.29068014e-03 0.00000000e+00 6.57523200e-02
0.00000000e+00 0.00000000e+00 2.38418551e-07 2.46324595e-02
1.86703548e-01 6.98967092e-03 0.00000000e+00 7.62936543e-06
4.69925813e-03 0.00000000e+00 8.11247679e-04 0.00000000e+00
1.80109011e-04 0.00000000e+00 2.10361788e-03 5.55499864e-05
1.44788527e+00 0.00000000e+00 1.32008523e-01 0.00000000e+00
2.38418551e-07 0.00000000e+00 1.42437057e-03 0.00000000e+00
0.00000000e+00 6.39115111e-04 1.45334899e-01 0.00000000e+00
2.92138178e-02 0.00000000e+00 1.54971951e-06 3.55200693e-02
0.00000000e+00 1.19209282e-07 7.69914768e-04 5.08005312e-03
2.96438374e-02 1.40643895e-01 1.99028794e-02 0.00000000e+00
8.28470220e-05 0.00000000e+00 0.00000000e+00 6.11059129e-01
3.66219804e-02 5.52875455e-03 1.18016496e-05 8.70223994e-06
0.00000000e+00 4.65286430e-03 3.49481106e-02 8.34461571e-06
0.00000000e+00 3.33968637e-04 0.00000000e+00 9.47522521e-02
0.00000000e+00 3.93382907e-05 3.23967859e-02 4.82810382e-03
5.34419566e-02 5.73380239e-05 4.76837045e-07 0.00000000e+00
9.27323923e-02 1.82625707e-02 4.79417341e-03 1.67475024e-04
0.00000000e+00 3.01792374e-04 0.00000000e+00 0.00000000e+00
7.59334362e-05 0.00000000e+00 1.12646434e-04 1.28378598e-02
1.19209221e-06 3.10784057e-02 7.74857381e-06 3.67137462e-01
1.19209282e-07 3.89857596e-04 0.00000000e+00 2.15525180e-02
7.97140002e-02 0.00000000e+00 8.46350158e-05 0.00000000e+00
8.56358185e-03 5.77590521e-03 0.00000000e+00 6.55648955e-06
2.38418551e-07 0.00000000e+00 6.63775427e-04 1.19209282e-07
4.75280881e-02 0.00000000e+00 9.49646987e-04 1.00135303e-05
0.00000000e+00 2.80221779e-04 0.00000000e+00 9.56334732e-03
0.00000000e+00 2.73344964e-02 8.34464686e-07 0.00000000e+00
2.03745604e-01 1.20155746e-04 2.54674405e-02 2.38418551e-07
0.00000000e+00 2.26780754e-02 3.49405147e-02 1.33414909e-01
2.69059185e-02 0.00000000e+00 7.78954208e-01 0.00000000e+00
1.79308734e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00
9.68225766e-04 0.00000000e+00 6.53095067e-01 2.08601193e-03
5.74201941e-02 1.55556016e-04 9.35473815e-02 2.38418551e-07
4.94706328e-05 6.23056032e-02 6.28696335e-03 1.29937280e-05
1.66695392e+00 8.37928557e-04 1.68428538e-04 0.00000000e+00
0.00000000e+00 8.98651898e-01 1.02443655e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 5.88876537e-05 0.00000000e+00
1.04064296e-04 1.45663143e-04 1.44242204e-05 3.14067147e-04
0.00000000e+00 0.00000000e+00 2.86101886e-06 0.00000000e+00
2.09993184e-01 2.23015712e-04 1.54473573e-01 2.36006541e-04
2.44234297e-02 4.08164635e-02 2.40416237e-04 5.16040362e-02
1.41613752e-01 4.63209907e-03 3.18104168e-03 0.00000000e+00
5.59173641e-04 0.00000000e+00 5.79066649e-02 3.95767020e-05
0.00000000e+00 5.96046277e-07 0.00000000e+00 5.55400774e-02
0.00000000e+00 1.13123220e-04 4.89439994e-01 9.35350638e-03
4.76837045e-07 3.51228681e-03 0.00000000e+00 0.00000000e+00
9.78435948e-03 0.00000000e+00 6.82700472e-03 0.00000000e+00
1.20751720e-04 0.00000000e+00 7.10188784e-03 1.48387998e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 2.71793488e-05
7.05706254e-02 0.00000000e+00 1.03841024e-02 2.63775350e-04
9.53673862e-07 5.32511830e-01 1.97271918e-04 0.00000000e+00
1.97851270e-01 0.00000000e+00 9.53673862e-07 0.00000000e+00
4.66118887e-04 1.16706481e-02 3.16808088e-04 9.54820789e-05
0.00000000e+00 1.14388568e-02 9.53320935e-02 1.19208580e-05
0.00000000e+00 5.96044674e-06 4.21991972e-05 5.59173641e-04
1.34976834e-01 0.00000000e+00 1.73763372e-03 1.00565098e-01
0.00000000e+00 1.78813775e-06 7.75189996e-02 0.00000000e+00
2.59919628e-03 2.15184256e-01 4.47557680e-03 6.07086532e-02
2.80558527e-03 0.00000000e+00 3.32776952e-04 6.64998405e-03
0.00000000e+00 0.00000000e+00 2.04818160e-03 0.00000000e+00
2.51528436e-05]
Epoch: 9/10 Iteration: 88 Training loss: [ 0.00000000e+00 9.93981883e-02 8.41025379e-04 1.26830637e-04
0.00000000e+00 1.83642656e-01 2.00962648e-02 1.62291843e-02
2.48706760e-03 5.50184306e-03 0.00000000e+00 2.77753788e-05
1.15632338e-05 0.00000000e+00 0.00000000e+00 0.00000000e+00
6.84477314e-02 3.28096338e-02 9.79498308e-03 8.03619176e-02
5.74788570e-01 5.79340376e-05 3.88201582e-03 0.00000000e+00
1.29168004e-01 2.97667328e-02 2.57955678e-02 0.00000000e+00
1.71395510e-01 4.15596412e-04 0.00000000e+00 2.77753788e-05
6.82413131e-02 1.13845520e-01 5.75054111e-03 3.63045605e-04
0.00000000e+00 5.47155687e-05 0.00000000e+00 2.49564424e-02
4.76837045e-07 0.00000000e+00 6.61589656e-05 1.09076593e-03
1.31130128e-06 0.00000000e+00 1.13475164e-02 2.89741307e-02
0.00000000e+00 0.00000000e+00 2.69340545e-01 1.56458945e-03
0.00000000e+00 4.55342606e-03 1.19209221e-06 1.59719344e-02
2.02655588e-06 1.60505646e-03 3.93389882e-06 2.05685720e-01
8.76042875e-04 5.44892311e-01 4.71220687e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.30579546e-01 0.00000000e+00
0.00000000e+00 1.06607012e-01 3.52143380e-03 2.26497400e-06
0.00000000e+00 7.05694110e-05 3.02932024e-01 1.55911432e-03
0.00000000e+00 9.94482711e-02 1.02372200e-03 3.59350815e-02
8.41357112e-01 1.75724290e-02 2.69376702e-04 2.29809099e-04
5.23244916e-03 1.12646434e-04 6.07948896e-05 0.00000000e+00
2.38527264e-03 3.57627812e-07 2.15717684e-02 2.75812257e-04
4.82078016e-01 3.50771385e-04 1.78321192e-04 3.57627812e-07
1.06925014e-04 0.00000000e+00 3.38768512e-02 0.00000000e+00
1.95722503e-04 5.34339324e-02 0.00000000e+00 7.65294317e-05
0.00000000e+00 0.00000000e+00 3.74303609e-02 7.61765316e-02
3.93389882e-06 0.00000000e+00 4.88162070e-04 1.75341484e-04
7.66361179e-03 7.02118050e-05 1.90734681e-06 8.43966118e-05
1.67512260e-02 2.13608146e-02 7.39094867e-06 1.47257730e-01
1.69123560e-01 2.07292587e-01 7.20956246e-04 2.01915368e-03
1.07997781e-04 0.00000000e+00 0.00000000e+00 3.48211359e-03
1.35722021e-02 8.06574803e-03 0.00000000e+00 1.15632338e-05
1.07287788e-05 5.81053235e-02 1.26984529e-03 2.06757290e-03
1.91290886e-03 1.22186367e-03 6.71125745e-05 0.00000000e+00
6.67569793e-06 8.28094315e-03 0.00000000e+00 4.60137271e-05
3.91849995e-01 2.38418551e-07 4.48775530e+00 2.83708679e-03
2.46732787e-04 4.46596416e-03 4.03435938e-02 6.44458160e-02
0.00000000e+00 9.17869402e-05 1.71885025e-04 3.05371970e-01
0.00000000e+00 0.00000000e+00 3.64663103e-03 2.48409482e-03
1.68083679e-05 0.00000000e+00 0.00000000e+00 9.81044359e-05
0.00000000e+00 9.52743459e-04 7.72446365e-05 0.00000000e+00
3.09943675e-06 0.00000000e+00 3.93807925e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 4.22211625e-02 0.00000000e+00
6.24699926e-04 2.06648689e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 3.36823091e-02 9.82409492e-02 2.48424381e-01
5.36440348e-06 1.28746568e-03 1.62123324e-05 1.19209282e-07
3.94385774e-04 7.31338467e-03 8.13929737e-03 0.00000000e+00
8.17538202e-02 0.00000000e+00 3.44379023e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 5.31651312e-04 1.22007774e-03
8.70111883e-02 9.60301980e-03 0.00000000e+00 7.63720658e-04
0.00000000e+00 2.87968171e-04 0.00000000e+00 5.86492497e-05
3.62092280e-04 0.00000000e+00 6.58652803e-04 2.30404362e-03
0.00000000e+00 9.63164639e-05 1.40414864e-01 2.61708915e-01
5.63844042e-05 1.68289128e-03 7.01706335e-02 0.00000000e+00
5.14732441e-04 1.25931548e-02 0.00000000e+00 0.00000000e+00
4.76837045e-07 1.08813727e-02 0.00000000e+00 1.71659904e-05
0.00000000e+00 4.57098847e-03 1.75225306e-02 2.32099220e-02
6.82011172e-02 5.36534786e-02 0.00000000e+00 4.64235730e-02
1.54971951e-06 1.34722993e-03 1.45662983e-03 0.00000000e+00
1.02545649e-01 0.00000000e+00 1.19209282e-07 1.19209282e-07
9.69375968e-02 5.32821529e-02 1.08355373e-04 1.04825373e-03
0.00000000e+00 2.55449507e-02 1.64968718e-03 0.00000000e+00
0.00000000e+00 5.78099430e-01 5.76178245e-02 0.00000000e+00
2.36959982e-04 1.39448149e-02 4.07638680e-03 2.38418551e-07
0.00000000e+00 6.67569793e-06 1.19209282e-07 0.00000000e+00
9.14293414e-05 1.38290212e-01 6.44880608e-02 0.00000000e+00
2.70584365e-03 5.66228082e-05 4.76837045e-07 0.00000000e+00
1.24305729e-02 2.56296680e-05 7.21691027e-02 3.80270394e-05
6.67111075e-04 1.76254839e-01 5.00677743e-06 0.00000000e+00
0.00000000e+00 2.57753521e-01 3.46470401e-02 2.26497400e-06
1.01328958e-02 8.14059842e-03 1.08636008e-03 0.00000000e+00
2.91244825e-03 4.01987229e-03 1.60228498e-02 1.18869534e-02
3.10635716e-01]
Epoch: 9/10 Iteration: 89 Training loss: [ 2.03347020e-02 1.61950532e-02 2.77753788e-05 9.34557174e-05
1.41111091e-01 0.00000000e+00 1.67716239e-02 2.06983322e-03
1.67117454e-04 4.03708778e-03 5.01564844e-03 0.00000000e+00
0.00000000e+00 6.09140916e-05 0.00000000e+00 0.00000000e+00
1.19209282e-07 0.00000000e+00 0.00000000e+00 6.67569793e-06
3.43898986e-03 2.49144305e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.19209282e-07 1.25400315e-04 0.00000000e+00
8.47717840e-03 4.76836021e-06 5.91012873e-02 5.96046277e-07
3.74604628e-04 1.57651957e-02 9.48536322e-02 0.00000000e+00
0.00000000e+00 1.09758209e-02 1.45216346e-01 3.92272100e-02
2.37714034e-02 0.00000000e+00 4.76837045e-07 2.12468021e-02
4.81387973e-02 2.47606244e-02 0.00000000e+00 4.21373881e-02
3.83843742e-02 0.00000000e+00 0.00000000e+00 4.08879496e-05
5.97060251e-04 0.00000000e+00 7.39094867e-06 4.29061387e-04
3.93389882e-06 0.00000000e+00 1.54971951e-06 8.19823763e-04
0.00000000e+00 4.76836021e-06 0.00000000e+00 0.00000000e+00
1.79220084e-02 0.00000000e+00 0.00000000e+00 5.27229346e-03
4.52994254e-06 9.05597024e-03 3.57627812e-07 0.00000000e+00
6.91411469e-06 1.53277563e-02 4.36893925e-02 2.26277229e-03
1.15910918e-01 0.00000000e+00 7.30946586e-02 1.78511452e-03
0.00000000e+00 4.67429578e-04 5.40003493e-05 0.00000000e+00
2.52129257e-01 0.00000000e+00 9.51174740e-03 7.15255510e-07
0.00000000e+00 4.27905731e-02 4.76837045e-07 0.00000000e+00
5.96046277e-07 2.50339190e-06 3.21455766e-04 7.86778219e-06
1.78813775e-06 0.00000000e+00 1.19209282e-07 5.62281311e-01
1.14339765e-03 2.88950768e-03 3.62092280e-04 5.16182184e-01
6.78043067e-02 0.00000000e+00 3.86608094e-02 0.00000000e+00
1.07288304e-06 1.00670457e-02 4.05310766e-06 1.54971951e-06
6.21905625e-02 1.79314949e-02 3.68288893e-04 1.24132745e-01
1.71880443e-02 3.51344645e-02 6.96158022e-05 3.30204275e-05
7.02218637e-02 0.00000000e+00 4.03918704e-04 1.76730417e-02
3.69548115e-06 0.00000000e+00 4.69336024e-04 9.58448183e-03
0.00000000e+00 3.98718752e-02 8.22540733e-06 1.66336372e-02
3.15423816e-01 3.97031270e-02 6.27039373e-02 1.57820643e-04
0.00000000e+00 3.43744550e-03 2.16499879e-03 3.77062475e-03
6.15475047e-03 0.00000000e+00 7.45044574e-02 0.00000000e+00
0.00000000e+00 9.99785261e-04 0.00000000e+00 7.45905144e-03
4.75175157e-02 5.96046277e-07 4.86362078e-05 4.76246903e-04
1.11720117e-03 1.31230960e-02 4.04157036e-04 2.23315577e-03
9.45321098e-02 0.00000000e+00 3.21864559e-06 8.27278272e-05
0.00000000e+00 3.65085416e-02 0.00000000e+00 3.57627812e-07
2.38418551e-07 7.15255510e-07 9.09525479e-05 4.29482341e-01
9.90728363e-02 1.97275472e-03 8.34461571e-06 7.92668909e-02
0.00000000e+00 3.08942748e-04 0.00000000e+00 4.23540980e-01
2.37223667e-05 1.40425272e-03 4.37044946e-04 1.99139580e-01
1.97885456e-05 2.36190129e-02 0.00000000e+00 1.49477273e-04
1.78813775e-06 4.65618726e-03 2.19533104e-03 5.38811473e-05
0.00000000e+00 1.60931249e-05 4.56956495e-03 0.00000000e+00
7.98603892e-02 1.76771748e-04 0.00000000e+00 1.07640197e-04
1.21331261e-02 1.79534825e-03 9.48860907e-05 1.77963637e-04
0.00000000e+00 0.00000000e+00 2.41010208e-02 0.00000000e+00
6.11281507e-02 0.00000000e+00 3.59258801e-02 3.16128135e-01
0.00000000e+00 3.57627812e-07 0.00000000e+00 9.53673862e-07
0.00000000e+00 0.00000000e+00 5.98412735e-05 0.00000000e+00
3.07529062e-01 1.06984638e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 4.86613106e-04 0.00000000e+00 2.11179957e-01
1.69276888e-03 0.00000000e+00 4.60205190e-02 1.39969945e-01
2.42919021e-04 1.18248623e-04 6.71387166e-02 0.00000000e+00
0.00000000e+00 5.15777692e-02 2.26221278e-01 6.51566312e-02
1.11353621e-01 4.50322889e-02 3.19561630e-01 0.00000000e+00
0.00000000e+00 5.37853781e-03 3.58473688e-01 1.07278489e-03
0.00000000e+00 3.17642291e-04 1.42953709e-01 0.00000000e+00
4.99728844e-02 3.33515322e-03 0.00000000e+00 4.48216888e-05
0.00000000e+00 1.10858491e-04 1.23138893e-02 2.11020604e-01
7.32630258e-04 3.07266251e-03 1.70467829e-05 1.00320570e-01
0.00000000e+00 1.15316152e-03 0.00000000e+00 0.00000000e+00
2.38418551e-07 0.00000000e+00 4.01717395e-01 3.28486844e-04
3.57627812e-07 0.00000000e+00 0.00000000e+00 4.58192118e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
7.90164573e-04 4.66414802e-02 3.75737771e-02 5.10912761e-02
2.63166994e-01 1.01327387e-05 9.53673862e-07 0.00000000e+00
5.07627316e-02 1.07409479e-03 8.86658207e-03 1.79659184e-02
7.71254345e-05 8.64454079e-03 0.00000000e+00 4.54233252e-02
6.80581108e-03 0.00000000e+00 0.00000000e+00 7.43148150e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00]
Epoch: 8/10 Iteration: 90 Validation Acc: 0.8992
Epoch: 10/10 Iteration: 90 Training loss: [ 1.72668556e-03 1.14440263e-05 3.79223889e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 6.11186074e-03 0.00000000e+00
1.92504481e-03 1.39473896e-05 0.00000000e+00 9.21249539e-02
8.68973136e-02 7.62936543e-06 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 6.46382279e-04 3.88238311e-01
2.98022769e-06 8.81612003e-02 0.00000000e+00 5.84123791e-06
0.00000000e+00 3.96993458e-02 8.28224421e-03 1.19209282e-07
1.03646424e-03 0.00000000e+00 1.74394087e-03 0.00000000e+00
2.44349183e-04 2.12360290e-03 5.26648341e-03 0.00000000e+00
0.00000000e+00 2.83130974e-01 0.00000000e+00 2.74180979e-06
0.00000000e+00 1.15864714e-04 0.00000000e+00 8.94065670e-06
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.82259781e-03
3.50729772e-03 0.00000000e+00 1.35897662e-05 9.05986508e-06
0.00000000e+00 2.67388020e-02 0.00000000e+00 3.27771821e-04
1.28260974e-04 0.00000000e+00 6.38941347e-05 4.29152533e-06
1.01976795e-02 4.66714642e-04 0.00000000e+00 0.00000000e+00
1.11272037e-02 4.76837045e-07 7.30486447e-03 1.19209282e-07
2.08550710e-02 1.43160112e-04 0.00000000e+00 1.10773360e-02
7.60722458e-02 2.01623924e-02 5.78989089e-03 0.00000000e+00
1.32396549e-01 1.02122116e-03 3.38548634e-05 9.66633931e-02
0.00000000e+00 0.00000000e+00 1.38413440e-03 1.33513513e-05
2.62260096e-06 1.39473896e-05 3.63271572e-02 3.48820314e-02
0.00000000e+00 2.74180979e-06 0.00000000e+00 1.18016496e-05
2.02655588e-06 3.57627812e-07 6.35957764e-03 0.00000000e+00
4.25729901e-01 1.53034031e-01 1.04087044e-03 6.53999031e-01
3.55237389e-05 9.91047680e-01 2.87346076e-03 0.00000000e+00
4.22155596e-02 4.26477939e-02 1.66580036e-01 1.28805786e-02
0.00000000e+00 2.38418551e-07 5.00677743e-06 4.76825808e-05
1.09395146e+00 2.64972751e-03 4.51055616e-02 1.02843195e-01
3.64292338e-02 1.59727686e-04 0.00000000e+00 8.34464686e-07
3.87422697e-05 2.70601431e-05 6.19526906e-03 1.19209282e-07
6.92195585e-03 2.41395365e-02 5.96046277e-07 1.16824422e-05
2.14576494e-06 5.14596775e-02 1.38222973e-03 3.75153348e-02
2.79480368e-02 2.38418551e-07 4.29144238e-05 7.41285011e-02
0.00000000e+00 1.71050706e-04 1.05337426e-03 3.35154939e-03
6.70208421e-04 4.66238038e-04 0.00000000e+00 1.12770915e-01
9.54820789e-05 2.38418551e-07 0.00000000e+00 1.74044053e-05
1.19209282e-07 2.78169103e-03 5.34749066e-04 0.00000000e+00
2.38418551e-07 1.78812334e-05 0.00000000e+00 2.70066392e-02
8.10619895e-06 3.74127965e-04 7.02980021e-03 5.21047274e-04
3.21864559e-06 0.00000000e+00 2.41857115e-03 0.00000000e+00
3.06201779e-04 0.00000000e+00 1.99077531e-05 1.56162951e-05
2.56923307e-03 8.39992911e-02 2.16904745e-01 2.34839536e-05
2.78120542e+00 5.94240688e-02 1.13423308e-02 1.19209282e-07
7.44795918e-01 0.00000000e+00 0.00000000e+00 1.19209282e-07
3.09204310e-01 9.35712655e-04 5.55361039e-04 7.62936543e-06
2.38418551e-07 3.19877833e-01 1.84761122e-01 1.56827911e-03
1.81711484e-02 5.17090037e-03 6.67938888e-02 0.00000000e+00
0.00000000e+00 1.78273953e-02 1.02881817e-02 0.00000000e+00
0.00000000e+00 1.37089746e-05 6.23862958e-03 0.00000000e+00
3.28195542e-02 5.61460001e-05 2.38418551e-07 0.00000000e+00
5.75889051e-02 0.00000000e+00 5.41774631e-02 1.54971951e-06
4.38336050e-03 0.00000000e+00 4.78693657e-03 7.45733560e-04
5.99604755e-05 3.76614854e-02 2.60906480e-03 1.19209282e-07
2.12527579e-04 5.12598626e-06 5.99739933e-03 2.88206531e-04
0.00000000e+00 1.56114623e-02 4.88281221e-04 1.09183765e-03
0.00000000e+00 5.06626639e-05 0.00000000e+00 2.86101886e-06
1.23158723e-01 3.79078338e-05 6.55648955e-06 1.34830142e-03
1.32405087e-02 3.62389692e-05 1.87156838e-05 0.00000000e+00
2.04354199e-03 9.29828093e-06 2.38418551e-07 0.00000000e+00
2.50339190e-06 2.38418551e-07 4.79117855e-02 4.47818777e-03
7.42166024e-03 5.96046277e-07 3.92936915e-02 3.64773769e-05
9.65590607e-06 0.00000000e+00 4.94934153e-03 1.44709600e-04
0.00000000e+00 0.00000000e+00 1.02064602e-01 0.00000000e+00
0.00000000e+00 7.57962391e-02 4.76837045e-07 1.19209282e-07
1.48271471e-01 1.91255193e-03 0.00000000e+00 1.65537931e-02
0.00000000e+00 5.13342395e-03 4.25152779e-02 3.91439907e-02
6.38180301e-02 0.00000000e+00 4.89894636e-02 3.02787012e-05
5.94016444e-03 8.11724167e-04 3.57627812e-07 0.00000000e+00
0.00000000e+00 2.39169057e-02 0.00000000e+00 8.79973348e-04
1.50557123e-02 2.38418551e-07 0.00000000e+00 2.21066531e-02
3.77276237e-03 0.00000000e+00 2.56496444e-02 1.38719693e-01
0.00000000e+00 9.42858460e-04 0.00000000e+00 3.77975181e-02
2.38418551e-07]
Epoch: 10/10 Iteration: 91 Training loss: [ 1.36937271e-03 3.38491845e+00 3.02433558e-02 1.54280802e-03
0.00000000e+00 6.03180815e-05 0.00000000e+00 8.71308427e-03
1.11153632e-01 7.77300040e-04 1.52304303e-02 1.68134412e-03
1.89611278e-02 5.60484186e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.58208143e-02 2.36031610e-05
0.00000000e+00 0.00000000e+00 4.59922856e-04 8.42335576e-04
1.27413135e-03 2.98022769e-06 1.04839802e+00 4.25508097e-02
2.73199868e-03 4.76837045e-07 6.96812524e-03 4.92758080e-02
2.79745058e-04 7.27388891e-04 2.38418551e-07 0.00000000e+00
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.02381529e-02
3.65786400e-04 2.26783395e-01 1.08576706e-02 6.67569793e-06
0.00000000e+00 1.37200477e-04 4.10234667e-02 2.69038836e-03
0.00000000e+00 6.92581962e-05 3.87950975e-04 1.31045058e-02
0.00000000e+00 5.42387570e-05 0.00000000e+00 0.00000000e+00
6.25936082e-03 4.13020328e-02 2.96106189e-03 1.67729787e-03
0.00000000e+00 8.98797662e-05 2.26497400e-06 5.67420102e-05
9.36665456e-04 1.07306920e-01 3.59638661e-01 2.45941933e-02
3.14372778e-02 1.19209282e-07 0.00000000e+00 0.00000000e+00
7.58144706e-02 0.00000000e+00 9.17869402e-05 4.65288848e-01
8.73565581e-03 0.00000000e+00 7.72477034e-03 1.20990109e-04
2.46198978e-02 1.44763231e-01 1.46626353e-05 0.00000000e+00
0.00000000e+00 0.00000000e+00 8.32330377e-04 1.28344119e-01
8.67342502e-02 2.38418306e-06 0.00000000e+00 3.45706349e-06
1.71878055e-01 1.29134124e-02 7.72654486e-04 0.00000000e+00
5.96044674e-06 2.62260096e-06 1.66892869e-06 0.00000000e+00
1.00893520e-01 2.80161966e-02 4.56229056e-04 1.22420446e-04
0.00000000e+00 4.87554098e-05 0.00000000e+00 1.70604270e-02
1.12401368e-02 6.23445158e-05 4.30336258e-05 0.00000000e+00
1.04903629e-05 1.32597342e-01 0.00000000e+00 0.00000000e+00
3.02926265e-02 1.12056105e-05 3.12186871e-02 2.40432605e-01
1.78309157e-03 0.00000000e+00 9.40310769e-03 0.00000000e+00
5.06937876e-03 5.22262901e-02 5.37619453e-05 2.86101886e-06
2.40870565e-02 2.31643785e-02 1.14606591e-02 8.11103731e-03
9.78592187e-02 9.65590607e-06 2.02655588e-06 0.00000000e+00
0.00000000e+00 3.15899633e-05 2.05135215e-02 0.00000000e+00
0.00000000e+00 5.28794620e-03 0.00000000e+00 0.00000000e+00
1.05539872e-03 3.14669646e-02 0.00000000e+00 2.91543402e-04
0.00000000e+00 9.28795990e-03 1.50844809e-02 4.71634325e-03
0.00000000e+00 1.78813775e-06 6.20652409e-03 0.00000000e+00
5.34770917e-03 0.00000000e+00 1.10739296e-04 1.77183017e-01
1.00777848e-02 3.63831641e-03 4.13928181e-04 5.36440348e-06
0.00000000e+00 6.72829279e-04 1.09634154e-01 9.24976766e-02
3.43364384e-03 6.66251704e-02 0.00000000e+00 2.41982102e-01
2.08614074e-05 0.00000000e+00 2.04461310e-02 1.03806797e-02
0.00000000e+00 7.46745244e-03 0.00000000e+00 2.48992140e-03
0.00000000e+00 4.32516972e-04 0.00000000e+00 3.67157882e-05
0.00000000e+00 6.70733973e-02 1.19209282e-07 1.10381712e-04
3.17771453e-03 7.05694110e-05 4.43448735e-05 2.38418551e-07
7.97079504e-02 3.57627812e-07 2.95632571e-01 1.65469926e-02
3.54399942e-02 0.00000000e+00 1.97025621e-03 7.15255510e-07
2.57488755e-05 0.00000000e+00 7.71463325e-04 3.25770557e-01
1.22850396e-01 1.67064324e-01 9.28477012e-03 6.94871042e-03
2.02754440e-04 0.00000000e+00 1.43925042e-03 0.00000000e+00
1.61992299e-04 3.57627812e-07 0.00000000e+00 0.00000000e+00
2.21881550e-02 1.76464696e-03 2.90866428e-05 7.18457550e-02
2.54070088e-02 1.11506637e-02 1.59860551e-01 2.02008281e-02
8.21142867e-02 1.94493979e-01 1.31954208e-01 2.13456452e-02
0.00000000e+00 0.00000000e+00 3.08747294e-05 7.42993783e-04
1.78812334e-05 0.00000000e+00 4.76837045e-07 1.56162951e-05
1.22592166e-01 1.03110717e-04 0.00000000e+00 6.81670383e-03
2.82009394e-04 3.69693726e-01 3.40932747e-05 1.51394652e-05
2.13731542e-01 8.29662240e-05 1.12925105e-01 0.00000000e+00
3.64748687e-02 1.54899736e-03 2.54598621e-04 9.41893179e-03
3.57627812e-07 2.46352516e-02 1.47565931e-01 6.91389941e-05
6.86095804e-02 1.13197334e-01 9.15779732e-03 0.00000000e+00
3.34972501e-05 8.34464686e-07 5.16162909e-05 6.13899250e-03
9.68702196e-04 6.34821206e-02 3.17510031e-03 1.21707752e-01
0.00000000e+00 0.00000000e+00 1.25317695e-03 3.57627812e-07
0.00000000e+00 0.00000000e+00 3.12628120e-01 0.00000000e+00
7.74322136e-04 5.73934056e-02 2.12646759e-04 1.77960098e-02
8.46283361e-02 0.00000000e+00 2.47374922e-03 3.18827368e-02
1.01720192e-01 9.23619270e-02 1.74545929e-01 5.40149547e-02
3.02191498e-03 2.74177601e-05 6.51995093e-03 9.05986508e-06
1.19209282e-07]
Epoch: 10/10 Iteration: 92 Training loss: [ 2.11088490e-02 1.95245753e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.66087435e-03 3.16942394e-01 1.93219588e-04
0.00000000e+00 1.25789102e-02 2.60700494e-01 0.00000000e+00
1.13616243e-01 0.00000000e+00 0.00000000e+00 1.77285785e-03
0.00000000e+00 7.72773579e-04 4.76836021e-06 2.13123494e-04
3.48448940e-03 7.54566354e-05 5.03198206e-02 2.98144221e-01
0.00000000e+00 2.05187760e-02 0.00000000e+00 0.00000000e+00
1.28022584e-04 4.60403301e-02 3.09943675e-06 0.00000000e+00
1.43398487e-04 2.49672569e-02 1.33870784e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.90734681e-06 8.69606715e-03
3.81468999e-06 2.82210857e-03 1.26353858e-04 0.00000000e+00
0.00000000e+00 5.96046277e-07 0.00000000e+00 4.88756905e-06
7.25959428e-04 7.68801719e-02 0.00000000e+00 1.18252015e+00
0.00000000e+00 2.19406277e-01 2.12190280e-05 0.00000000e+00
1.15864714e-04 1.51408583e-01 0.00000000e+00 6.90102810e-04
1.19209282e-07 0.00000000e+00 4.05310766e-06 5.97659461e-02
1.31239027e-01 1.16824422e-05 1.19208580e-05 0.00000000e+00
0.00000000e+00 8.91645759e-05 2.67757084e-02 0.00000000e+00
0.00000000e+00 2.05496256e-03 0.00000000e+00 1.78321192e-04
1.52911991e-03 3.26029886e-03 4.68382786e-04 9.91243310e-03
4.84349235e-04 2.18844303e-04 6.52577146e-04 0.00000000e+00
1.08725250e-01 1.92230823e-03 0.00000000e+00 1.42621724e-02
6.61518499e-02 2.14576494e-06 1.01337209e-02 8.12298059e-03
1.84638135e-04 3.55031565e-02 1.84569925e-01 0.00000000e+00
7.15255510e-07 2.91185407e-03 2.30713584e-03 8.86119902e-02
1.19209282e-07 2.02227924e-02 2.38418551e-07 3.77148688e-02
1.69275754e-05 4.64915138e-06 0.00000000e+00 6.28315657e-02
0.00000000e+00 0.00000000e+00 3.57627812e-07 0.00000000e+00
2.31612362e-02 5.33319311e-04 2.39192486e-01 5.68406045e-01
5.03201690e-03 6.90348726e-03 1.31130128e-06 2.92058503e-05
9.46476939e-05 0.00000000e+00 1.19209282e-07 5.14909290e-02
6.06493056e-02 0.00000000e+00 0.00000000e+00 3.01152002e-02
3.13043773e-01 3.74996010e-03 3.09943675e-06 6.90419078e-02
4.61192708e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.50341056e-02 1.58926230e-02 0.00000000e+00 1.66296512e-02
1.57436039e-02 4.50218350e-01 0.00000000e+00 5.76376319e-02
1.19209282e-07 2.02653737e-05 1.46317668e-03 2.43966747e-02
0.00000000e+00 4.54680063e-04 5.95971709e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 8.94065670e-06 2.52776481e-02
2.22685165e-03 5.38680877e-04 0.00000000e+00 2.86724716e-01
1.19209282e-07 3.33614871e-02 7.03833103e-02 2.01562594e-04
1.24258047e-03 0.00000000e+00 6.22814074e-02 1.43040917e-04
2.81830481e-03 1.40698878e-02 0.00000000e+00 1.09302394e-01
0.00000000e+00 1.42610684e-01 6.69071870e-03 0.00000000e+00
0.00000000e+00 3.48401419e-03 6.76815910e-03 7.62936543e-06
1.87181514e-02 4.73249675e-05 8.45507532e-03 1.77157253e-01
2.31835191e-04 3.18595674e-04 7.78406393e-05 1.76192820e-02
2.95559457e-03 9.30889323e-02 8.73660785e-04 5.76381572e-03
1.81896830e-04 3.57627812e-07 9.04068202e-02 0.00000000e+00
1.03711545e-05 6.52053568e-05 7.58145824e-02 4.72764492e-01
2.95118632e-04 1.84568204e-03 2.08422751e-03 0.00000000e+00
2.41160318e-02 6.53700531e-03 0.00000000e+00 3.55568945e-01
4.76837045e-07 2.65348732e-01 5.02867043e-01 8.85690330e-04
7.95691311e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.59357991e-02 0.00000000e+00 0.00000000e+00
3.81468999e-06 0.00000000e+00 4.61329291e-05 9.47668959e-05
0.00000000e+00 2.59842491e-04 8.32558945e-02 1.81034149e-03
4.92094085e-04 0.00000000e+00 0.00000000e+00 0.00000000e+00
8.10619895e-06 0.00000000e+00 2.23050088e-01 5.94796613e-04
0.00000000e+00 0.00000000e+00 1.07288304e-06 9.27496795e-03
1.69339683e-02 3.57627812e-07 2.57788394e-02 1.23269844e-03
2.83518480e-03 8.76791682e-03 0.00000000e+00 2.68707573e-02
0.00000000e+00 0.00000000e+00 1.51447952e-03 9.05986508e-06
1.15978280e-02 0.00000000e+00 1.79149844e-02 1.72522724e-01
9.41748931e-06 8.77829443e-04 1.91576441e-03 1.40639546e-03
0.00000000e+00 1.84295904e-02 1.19209282e-07 1.58059018e-04
0.00000000e+00 5.60282069e-06 1.08207320e-03 2.22887933e-01
5.59219532e-02 5.33691887e-03 8.41382716e-04 0.00000000e+00
5.48361231e-06 1.19209282e-07 9.53673862e-07 3.23544294e-01
1.46259103e-04 1.19209282e-07 1.19209282e-07 5.57014383e-02
1.50245754e-03 5.61466999e-02 0.00000000e+00 3.53341326e-02
6.38610870e-02 8.71450268e-03 2.09461302e-02 7.07495201e-04
5.30150421e-02 9.04967785e-02 1.57089848e-02 0.00000000e+00
0.00000000e+00]
Epoch: 10/10 Iteration: 93 Training loss: [ 8.46382409e-06 5.04242598e-05 0.00000000e+00 8.11273679e-02
1.74341261e-01 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.04074618e-02 7.99098110e-04 3.38548634e-05 1.19209282e-07
2.38418551e-07 6.76756725e-03 1.19209221e-06 4.61738603e-03
0.00000000e+00 2.56253593e-02 0.00000000e+00 0.00000000e+00
1.64135627e-03 4.59980890e-02 0.00000000e+00 2.42203940e-04
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.33000310e-02 1.07288304e-06
2.09488928e-01 4.45608385e-02 2.75601307e-03 7.39070310e-05
6.33039337e-04 0.00000000e+00 0.00000000e+00 1.72858953e-03
0.00000000e+00 3.82072687e-01 3.58462823e-03 8.34464686e-07
0.00000000e+00 0.00000000e+00 1.45543949e-04 7.65261007e-03
0.00000000e+00 2.72475299e-04 0.00000000e+00 4.29152533e-06
7.42678493e-02 9.50004265e-04 0.00000000e+00 0.00000000e+00
1.38154021e-04 1.27784195e-04 3.05440221e-02 1.79368234e-03
4.76837045e-07 0.00000000e+00 0.00000000e+00 4.32202779e-02
1.29165500e-01 4.64915138e-06 1.19209282e-07 1.07288304e-06
0.00000000e+00 7.39094867e-06 4.33351211e-02 1.89405619e-04
5.96046277e-07 1.97752602e-02 3.69528532e-01 6.25652960e-04
1.12056105e-05 4.16116305e-02 6.55916855e-02 2.18725123e-04
5.94758511e-01 0.00000000e+00 1.04903629e-05 3.81468999e-06
2.53150743e-02 0.00000000e+00 4.42656100e-01 4.23184028e-05
0.00000000e+00 9.36732441e-03 2.20782030e-03 0.00000000e+00
0.00000000e+00 0.00000000e+00 3.82347172e-03 7.59334362e-05
1.19209282e-07 9.56686363e-02 3.57627812e-07 1.86306759e-04
0.00000000e+00 4.41853218e-02 0.00000000e+00 1.94427252e-01
3.62084024e-02 4.42179404e-02 0.00000000e+00 1.90734681e-06
8.12915270e-04 5.06456792e-02 1.15632338e-05 1.54970876e-05
1.11262634e-01 0.00000000e+00 1.31790057e-01 4.37998213e-04
1.49010502e-05 3.57627812e-07 0.00000000e+00 0.00000000e+00
0.00000000e+00 4.09003953e-03 0.00000000e+00 2.08236946e-04
4.66357189e-04 9.53673862e-07 1.37830130e-03 5.99555895e-02
1.38610423e-01 1.62802660e-03 0.00000000e+00 1.64983310e-02
4.75521207e-01 6.45755678e-02 3.56981814e-01 1.73636347e-01
4.54844208e-03 4.85714301e-02 0.00000000e+00 1.42844379e-01
4.12909919e-03 5.24936132e-02 0.00000000e+00 2.20534748e-05
3.13382708e-02 6.60940483e-02 1.19209282e-07 9.48226303e-02
1.49368681e-02 1.10742701e-02 3.24501023e-02 4.76837045e-07
0.00000000e+00 0.00000000e+00 1.33513513e-05 3.70521814e-01
5.81536852e-02 2.43586302e-02 0.00000000e+00 2.62260096e-06
4.80468832e-02 4.01342735e-02 3.26341775e-04 0.00000000e+00
0.00000000e+00 1.30401424e-03 1.11126006e-01 3.77729535e-02
3.03815603e-02 2.38625109e-01 2.26497400e-06 6.98542062e-05
0.00000000e+00 2.18395963e-02 1.27484568e-03 7.69812837e-02
1.76890942e-04 4.04671639e-01 2.71747578e-02 7.11426314e-04
0.00000000e+00 5.43909781e-02 7.12141104e-04 0.00000000e+00
3.65667249e-04 0.00000000e+00 2.19592631e-01 1.31130128e-06
0.00000000e+00 8.54732692e-02 1.19209282e-07 5.74368536e-02
9.51244874e-05 0.00000000e+00 1.19209282e-07 0.00000000e+00
4.13895361e-02 1.38282496e-03 7.28222716e-04 1.89115312e-02
5.95843494e-02 1.18757272e-03 6.76760508e-04 1.52507296e-03
0.00000000e+00 8.04630326e-05 0.00000000e+00 6.13887422e-03
9.97284311e-04 1.39114270e-02 1.19209282e-07 3.57627812e-07
7.91518323e-05 5.30321151e-02 0.00000000e+00 6.01168990e-01
2.31596187e-01 0.00000000e+00 1.07614417e-02 2.65288204e-02
2.05008499e-03 0.00000000e+00 0.00000000e+00 3.17296130e-03
3.21864559e-06 4.21399064e-02 0.00000000e+00 4.85089719e-02
1.05267219e-01 6.53511053e-03 0.00000000e+00 9.93473455e-04
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
3.92666638e-01 5.36440348e-06 6.91856369e-02 2.29925569e-02
1.99928554e-03 3.09842192e-02 2.49158614e-03 7.18703791e-02
1.15113729e-03 4.50600965e-05 1.60966385e-02 9.71917703e-04
6.31807234e-06 0.00000000e+00 0.00000000e+00 5.70015516e-04
3.10184285e-02 0.00000000e+00 5.46561241e-01 2.87290259e-05
5.96046277e-07 1.41794235e-03 3.43077518e-02 8.67359936e-02
7.74633959e-02 5.95921017e-02 2.51528436e-05 4.54203429e-04
2.36964002e-01 5.96046277e-07 8.82510170e-02 9.73219037e-01
8.46382409e-06 0.00000000e+00 1.54971951e-06 1.15593232e-01
0.00000000e+00 5.31659280e-05 0.00000000e+00 1.42942546e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
4.71242471e-04 1.52757794e-01 1.35098174e-01 4.28227271e-04
0.00000000e+00 1.47386072e-02 2.95118632e-04 0.00000000e+00
3.36164558e-05 2.02655588e-06 4.66662832e-03 1.69275754e-05
5.96044674e-06]
Epoch: 10/10 Iteration: 94 Training loss: [ 0.00000000e+00 0.00000000e+00 5.92961721e-03 0.00000000e+00
4.81593925e-05 1.41385319e-02 0.00000000e+00 3.73784616e-03
0.00000000e+00 3.75869796e-02 4.36296468e-05 5.04009076e-04
1.86651632e-01 0.00000000e+00 3.57802288e-04 2.96411514e-01
0.00000000e+00 8.61750217e-04 1.07288304e-06 9.66558466e-04
0.00000000e+00 4.50600965e-05 6.50075381e-04 1.34677961e-01
0.00000000e+00 0.00000000e+00 1.12206109e-01 7.21190227e-05
1.01322759e-04 2.20989605e-04 9.53673862e-07 1.79393886e-04
7.36189634e-02 1.14745656e-02 6.97084842e-03 3.18283746e-05
1.54971951e-06 4.14285663e-04 0.00000000e+00 0.00000000e+00
8.03287420e-03 3.09943675e-06 2.87875514e-02 1.35574520e-01
0.00000000e+00 5.65714948e-02 2.64641112e-05 1.00135303e-05
5.96046277e-07 0.00000000e+00 9.06969011e-02 8.64230024e-05
1.22305425e-03 5.01030358e-04 0.00000000e+00 1.31130128e-06
0.00000000e+00 5.22715331e-04 2.19916954e-04 1.65516173e-03
9.53673862e-07 2.22375919e-03 9.66044143e-02 1.14440263e-05
3.26315057e-03 0.00000000e+00 7.16118701e-03 0.00000000e+00
3.45248580e-02 0.00000000e+00 5.72292414e-03 0.00000000e+00
5.56846894e-03 1.39115797e-03 2.34576364e-04 1.20400655e-05
0.00000000e+00 1.01392679e-02 0.00000000e+00 0.00000000e+00
4.33459654e-02 3.74503434e-02 5.60282069e-06 0.00000000e+00
7.15255510e-07 3.69548115e-06 4.76837045e-07 0.00000000e+00
9.53673862e-07 0.00000000e+00 1.72123400e-04 9.39401425e-03
2.18075588e-01 1.35897662e-05 3.15666854e-01 0.00000000e+00
1.77367692e-04 1.59909409e-02 6.58521116e-01 8.29164684e-02
2.97621300e-04 0.00000000e+00 6.63973697e-05 4.74636117e-03
3.56935486e-02 3.47914249e-02 0.00000000e+00 1.19209282e-07
0.00000000e+00 3.33785465e-06 2.25280179e-04 8.71421397e-01
2.21740473e-02 5.85980364e-04 6.33396732e-04 1.21492613e-02
7.63428807e-02 1.43398487e-04 0.00000000e+00 0.00000000e+00
3.43785882e-02 8.58937725e-02 7.53987730e-02 0.00000000e+00
1.15325460e-02 0.00000000e+00 0.00000000e+00 2.15822663e-02
4.78017828e-05 1.35831714e-01 1.74387984e-04 0.00000000e+00
2.18844303e-04 0.00000000e+00 0.00000000e+00 5.96046277e-07
7.82444030e-02 2.52720492e-05 3.36580654e-03 3.18301991e-02
0.00000000e+00 1.07288304e-06 1.36508711e-03 4.78572398e-02
7.81694427e-02 9.11909447e-05 1.19966894e-01 1.40008621e-03
3.92089859e-02 2.27228738e-03 2.79625878e-04 5.18546949e-05
7.57961534e-03 2.46532802e-02 7.81230861e-04 0.00000000e+00
0.00000000e+00 1.85391270e-02 2.38418306e-06 3.35279503e-04
0.00000000e+00 0.00000000e+00 1.37155494e-02 8.64879508e-03
6.82368968e-03 0.00000000e+00 2.41405852e-02 2.21226271e-02
5.01326472e-02 2.19814125e-02 4.05313849e-01 0.00000000e+00
0.00000000e+00 2.34328303e-02 6.48850083e-01 1.02256453e-02
1.99512159e-03 1.63135899e-03 5.64066134e-03 4.76825808e-05
0.00000000e+00 0.00000000e+00 1.68190990e-02 2.38418551e-07
7.15255510e-07 2.37223667e-05 0.00000000e+00 0.00000000e+00
2.01708041e-02 2.31477650e-04 2.70132604e-03 3.48208994e-02
3.35723422e-02 2.86098202e-05 0.00000000e+00 7.15255510e-07
1.02443655e-03 2.26497400e-06 1.23969978e-04 0.00000000e+00
3.39860916e-02 1.28417425e-02 0.00000000e+00 0.00000000e+00
1.07288304e-06 5.32576256e-02 3.91764188e-04 4.08879496e-05
1.00726778e-04 9.69026983e-03 0.00000000e+00 7.43838318e-05
0.00000000e+00 3.86230640e-05 1.90925568e-01 5.14033996e-02
7.15253191e-06 1.45182172e-02 3.48312229e-01 1.46422805e-02
3.83145064e-02 1.72467474e-02 1.21543249e-02 5.96046277e-07
0.00000000e+00 0.00000000e+00 2.74180979e-06 0.00000000e+00
0.00000000e+00 0.00000000e+00 9.42070317e-03 8.54841957e-04
9.57114063e-03 1.94943545e-03 0.00000000e+00 1.20436121e-03
2.20401399e-03 2.16958560e-05 2.54028235e-02 0.00000000e+00
0.00000000e+00 3.13709636e-04 8.68062838e-04 4.19052056e-04
0.00000000e+00 1.57355025e-05 0.00000000e+00 1.89256272e-03
0.00000000e+00 0.00000000e+00 2.38418551e-07 0.00000000e+00
2.45779345e-04 5.72202953e-06 2.89251432e-02 1.13497563e-02
7.51939043e-02 0.00000000e+00 1.49008051e-01 0.00000000e+00
7.54021807e-03 4.22418723e-03 4.44194360e-04 1.19209282e-07
2.39902288e-02 1.67277537e-03 0.00000000e+00 1.21615091e-02
0.00000000e+00 1.19209282e-07 5.85503818e-04 4.05714452e-01
4.49408908e-05 1.19209282e-07 3.39964062e-01 2.03771261e-03
0.00000000e+00 0.00000000e+00 1.09913476e-01 1.68083679e-05
5.33438462e-04 0.00000000e+00 1.57906581e-02 1.37677256e-04
3.04785762e-02 1.43051045e-06 6.39365688e-02 0.00000000e+00
3.13815653e-01 0.00000000e+00 0.00000000e+00 5.07818695e-05
3.57627812e-07]
Epoch: 9/10 Iteration: 95 Validation Acc: 0.9019
Epoch: 10/10 Iteration: 95 Training loss: [ 5.96044674e-06 0.00000000e+00 1.67146628e-03 8.99004042e-02
0.00000000e+00 2.53912567e-05 3.57627812e-07 1.32823875e-02
3.53319384e-03 3.03052329e-02 7.56482733e-03 2.38418306e-06
1.19209282e-07 0.00000000e+00 8.32046208e-05 2.38418551e-07
9.32020601e-04 4.43087578e-01 5.17062657e-02 3.34972501e-05
0.00000000e+00 1.08479862e-05 2.86299706e-04 2.45020376e-03
0.00000000e+00 7.72297150e-04 0.00000000e+00 6.08020870e-04
3.26506533e-02 2.80102598e-04 1.39766727e-02 7.70748593e-04
8.45158138e-05 1.45424754e-04 7.03564088e-04 0.00000000e+00
3.89839485e-02 1.03205815e-03 2.82486115e-04 0.00000000e+00
7.59266615e-01 8.46287608e-03 2.49352809e-02 4.58778553e-02
4.50509629e-04 3.86648253e-02 4.07687476e-05 2.36677662e-01
1.19209282e-07 5.70996199e-05 0.00000000e+00 0.00000000e+00
7.97478351e-05 0.00000000e+00 2.17414112e-04 7.15255510e-07
6.24637178e-05 4.77266610e-02 2.49943440e-03 7.15255510e-07
4.52994254e-06 0.00000000e+00 0.00000000e+00 2.95678317e-03
7.63374642e-02 2.49643493e-02 5.96046277e-07 0.00000000e+00
1.58547100e-05 3.55340034e-01 5.12598626e-06 2.38860259e-03
0.00000000e+00 8.83101579e-03 2.74620485e-04 3.88189306e-04
1.39949098e-03 0.00000000e+00 1.75912865e-02 5.08590378e-02
0.00000000e+00 0.00000000e+00 9.77753312e-04 2.02655588e-06
1.19209282e-07 1.78812334e-05 2.45769555e-03 1.24770019e-03
9.60780744e-05 3.93389882e-06 2.42639899e-01 4.94756224e-03
0.00000000e+00 1.77620259e-05 5.96046277e-07 6.07828051e-02
2.98848692e-02 2.53916800e-01 1.19209282e-07 0.00000000e+00
2.83714089e-05 2.94165249e-04 0.00000000e+00 0.00000000e+00
0.00000000e+00 8.34464686e-07 1.77367692e-04 7.15255510e-07
6.89626322e-04 5.72202953e-06 0.00000000e+00 8.34464686e-07
0.00000000e+00 0.00000000e+00 0.00000000e+00 6.51147566e-04
1.28298923e-01 1.45084172e-01 1.27098057e-02 0.00000000e+00
1.51741915e-04 4.27631487e-04 5.11038490e-02 3.27820162e-05
2.19342692e-05 8.59307423e-02 0.00000000e+00 5.26174018e-03
0.00000000e+00 2.53912567e-05 2.38418551e-07 2.25860085e-02
5.43594420e-01 1.01327387e-05 8.30015019e-02 0.00000000e+00
8.70564021e-04 1.54316977e-01 0.00000000e+00 2.46760192e-05
0.00000000e+00 0.00000000e+00 8.88217799e-03 4.03196216e-01
2.38418551e-07 8.59462016e-05 1.99972987e-02 5.29744953e-04
0.00000000e+00 2.28572730e-03 4.87367585e-02 9.57204757e-05
0.00000000e+00 0.00000000e+00 2.09207445e-01 1.22658836e-04
9.53669769e-06 8.40429857e-04 2.38418306e-06 4.01788205e-02
1.11327169e-03 2.54473351e-02 7.30247819e-04 2.38415741e-05
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
7.05414042e-02 1.90734681e-06 2.16630730e-03 2.71620601e-01
4.76837045e-07 2.18007565e-02 4.76837045e-07 9.73892456e-05
1.19209282e-07 0.00000000e+00 0.00000000e+00 3.34228240e-02
1.19209282e-07 3.46362183e-04 6.23746833e-04 2.05006361e-01
5.03249140e-03 2.93978630e-03 1.42175943e-01 5.76956299e-05
7.88020494e-04 4.93514272e-05 0.00000000e+00 2.65648812e-01
5.10202735e-05 2.09905527e-04 0.00000000e+00 5.24519510e-06
0.00000000e+00 5.67420712e-03 0.00000000e+00 4.01109084e-02
5.84123791e-06 3.08908317e-02 8.31665024e-02 0.00000000e+00
5.97512163e-03 1.05727306e-02 0.00000000e+00 2.99040731e-02
7.35494250e-05 9.44514759e-03 3.91277112e-03 5.81777543e-02
2.98195094e-01 2.32455404e-05 1.38842000e-03 1.71169886e-04
5.12598626e-06 0.00000000e+00 1.69024483e-04 1.07288304e-06
2.20960498e-01 0.00000000e+00 7.47414306e-05 0.00000000e+00
3.02738901e-02 2.50336379e-05 1.07287788e-05 0.00000000e+00
2.45736055e-02 1.24208367e-04 0.00000000e+00 7.46496096e-02
1.31130128e-06 3.40346829e-03 4.77507245e-03 2.74659097e-02
4.05447446e-02 2.41714413e-03 6.14855886e-02 1.81272137e-03
3.21864559e-06 1.93051938e-02 2.38418551e-07 0.00000000e+00
3.73411357e-01 0.00000000e+00 2.14133397e-01 0.00000000e+00
4.38713148e-04 6.36202455e-01 1.68083679e-05 0.00000000e+00
2.75335537e-04 0.00000000e+00 7.12354807e-03 0.00000000e+00
0.00000000e+00 1.77856965e-03 0.00000000e+00 1.88720897e-01
5.97998034e-03 3.17938216e-02 0.00000000e+00 3.55642200e-01
5.47735835e-04 0.00000000e+00 0.00000000e+00 6.40127212e-02
1.42282306e-03 3.57627812e-07 2.38899011e-02 0.00000000e+00
6.65365485e-03 1.43051045e-06 3.50289494e-01 2.98905391e-02
1.15895802e-02 1.90777034e-01 0.00000000e+00 2.14576494e-06
2.95634673e-05 7.82058202e-03 0.00000000e+00 3.26291956e-02
0.00000000e+00 1.46353384e-03 2.02498306e-03 8.94065670e-06
0.00000000e+00 1.07163411e-04 1.36366129e-04 1.23976897e-05
0.00000000e+00]
Epoch: 10/10 Iteration: 96 Training loss: [ 2.69350465e-02 1.09671946e-05 1.31130128e-06 1.74456835e-02
0.00000000e+00 7.67591503e-03 0.00000000e+00 2.36457936e-03
3.50469163e-05 2.61554103e-02 7.56692607e-04 0.00000000e+00
5.19062728e-02 1.16804545e-03 0.00000000e+00 1.64733661e-04
1.26496388e-03 2.07422017e-05 7.15255510e-07 1.06341839e-02
0.00000000e+00 1.72361775e-04 1.49597693e-02 8.72573946e-05
0.00000000e+00 1.43770303e-03 1.59572698e-02 4.67548729e-04
0.00000000e+00 0.00000000e+00 2.52488116e-03 4.56398726e-03
3.23711127e-01 1.69858802e-04 0.00000000e+00 0.00000000e+00
7.06886131e-05 5.72202953e-06 2.00489929e-04 3.06201779e-04
6.91411469e-06 0.00000000e+00 9.47979628e-04 9.53673862e-07
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.09338574e-03
5.60282069e-06 1.21109304e-04 3.37733626e-02 0.00000000e+00
0.00000000e+00 1.19209282e-07 0.00000000e+00 0.00000000e+00
1.10858491e-04 0.00000000e+00 0.00000000e+00 3.83357614e-01
6.82155937e-02 1.31129354e-05 1.38802499e-01 4.74936212e-04
3.06767086e-03 7.28460960e-04 5.21560991e-03 7.15255510e-07
2.15149616e-04 6.67549757e-05 0.00000000e+00 0.00000000e+00
4.76837045e-07 1.29556144e-03 1.78678762e-04 1.25020370e-02
4.63713368e-05 1.53795257e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 3.49136889e-02 9.74682719e-02 1.05852247e-04
5.61460001e-05 2.14576494e-06 0.00000000e+00 5.45985773e-02
0.00000000e+00 3.45706349e-06 2.88249627e-02 2.27969363e-02
1.72851978e-05 8.34464686e-07 1.65647094e-03 2.50339190e-06
1.15876094e-01 1.65965874e-02 4.05310766e-06 1.07043609e-02
0.00000000e+00 6.68349583e-03 3.65309737e-04 3.45706349e-06
0.00000000e+00 1.44352030e-04 1.89008191e-01 2.75327871e-03
1.90731674e-03 1.03374727e-01 6.31807234e-06 6.96249381e-02
5.99123770e-03 1.31130128e-06 0.00000000e+00 1.74477382e-03
6.53329790e-02 0.00000000e+00 6.19886396e-06 0.00000000e+00
2.97453523e-01 8.34464686e-07 4.45731506e-02 0.00000000e+00
4.31380700e-03 1.88714877e-01 0.00000000e+00 5.31293859e-04
5.51576138e-01 1.92123745e-03 2.26907566e-01 9.19938311e-02
0.00000000e+00 3.19507331e-01 1.07401800e-04 0.00000000e+00
3.77107091e-04 0.00000000e+00 6.43046573e-04 9.47158188e-02
2.77443952e-03 9.08774696e-03 0.00000000e+00 0.00000000e+00
1.16699084e-04 2.44825904e-04 8.60506669e-03 5.84310526e-03
2.62260096e-06 0.00000000e+00 0.00000000e+00 2.10355663e+00
1.49559841e-01 0.00000000e+00 6.55629628e-05 1.19209282e-07
0.00000000e+00 2.86583975e-02 1.19209282e-07 4.66449279e-03
3.34159285e-01 0.00000000e+00 1.71885025e-04 1.65774766e-02
0.00000000e+00 3.09868879e-03 0.00000000e+00 4.04385068e-02
3.74127965e-04 0.00000000e+00 5.13757486e-03 1.50745676e-03
8.85097608e-02 3.71800661e-01 1.05839362e-02 1.22963451e-02
0.00000000e+00 4.72076557e-04 3.45360232e-03 2.51338575e-02
0.00000000e+00 1.42554734e-02 1.70574058e-03 3.57627812e-07
2.11454913e-04 2.43183986e-05 1.88690494e-04 5.88292535e-03
1.55514879e-02 4.70961407e-02 3.57627812e-07 1.34847254e-01
2.98022769e-06 0.00000000e+00 1.19678967e-04 8.30931682e-03
2.01461662e-05 1.59608506e-04 1.43051045e-06 0.00000000e+00
0.00000000e+00 1.35510340e-02 1.02872327e-04 9.25028231e-03
7.93902364e-05 9.89432192e-06 1.12963617e-02 0.00000000e+00
0.00000000e+00 2.54704297e-01 0.00000000e+00 8.97438154e-02
6.10309280e-03 3.57627812e-07 4.00105549e-04 0.00000000e+00
4.49855626e-01 0.00000000e+00 4.82785981e-05 3.22624408e-02
5.96046277e-07 0.00000000e+00 4.69673578e-05 3.02309822e-02
5.52501588e-04 0.00000000e+00 3.33785465e-06 1.38273215e-04
1.02514736e-04 3.42094898e-02 3.87512869e-03 6.25858083e-02
7.63005926e-04 7.39094867e-06 4.63519961e-01 0.00000000e+00
0.00000000e+00 4.41073416e-06 1.19209282e-07 2.19797774e-04
1.28553947e-02 4.76836021e-06 2.70601431e-05 2.73178428e-01
0.00000000e+00 3.76777444e-03 0.00000000e+00 3.85648478e-03
1.37353933e-03 0.00000000e+00 2.20534748e-05 3.67097236e-04
5.59252203e-02 1.32909525e-04 0.00000000e+00 1.01665268e-02
1.19209282e-07 0.00000000e+00 1.83068926e-03 2.82472395e-03
0.00000000e+00 1.65687190e-04 3.21864559e-06 1.23035826e-01
4.80893825e-04 0.00000000e+00 1.47012162e+00 8.26359764e-02
5.50731747e-05 0.00000000e+00 1.75643596e-03 3.16488068e-03
4.07855622e-02 0.00000000e+00 0.00000000e+00 0.00000000e+00
1.36939421e-01 1.84151740e-03 7.79424235e-02 4.54177061e-05
2.47512050e-02 0.00000000e+00 0.00000000e+00 2.12205644e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00 1.93420635e-03
1.63778593e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00
0.00000000e+00]
Epoch: 10/10 Iteration: 97 Training loss: [ 8.16247389e-02 5.31055557e-04 2.78234109e-02 0.00000000e+00
3.66903543e-02 2.62980461e-01 3.23443860e-02 1.71651378e-01
0.00000000e+00 0.00000000e+00 1.12640653e-02 1.13007231e-02
0.00000000e+00 7.09270098e-05 0.00000000e+00 1.89763174e-04
0.00000000e+00 8.80076736e-03 0.00000000e+00 1.51027873e-01
1.00655749e-01 0.00000000e+00 1.06095704e-05 0.00000000e+00
4.41073416e-06 5.05703129e-02 0.00000000e+00 1.47582695e-01
2.39227246e-02 1.23976897e-05 1.43051045e-06 5.42119071e-02
5.77531243e-03 8.03438306e-05 0.00000000e+00 1.26353858e-04
8.24344531e-02 0.00000000e+00 0.00000000e+00 1.10161550e-01
1.93934698e-04 1.67832593e-04 1.91074228e-04 2.75501069e-02
1.85888971e-03 0.00000000e+00 0.00000000e+00 1.09711057e-02
9.20229766e-04 1.18245289e-03 0.00000000e+00 6.78174421e-02
0.00000000e+00 0.00000000e+00 2.38418551e-07 2.71558482e-02
2.18894392e-01 5.21169649e-03 0.00000000e+00 8.46382409e-06
4.66710282e-03 0.00000000e+00 4.23341786e-04 0.00000000e+00
8.29662240e-05 0.00000000e+00 2.67564598e-03 5.90068557e-05
1.29893041e+00 0.00000000e+00 7.40122646e-02 0.00000000e+00
2.38418551e-07 0.00000000e+00 7.03087600e-04 0.00000000e+00
0.00000000e+00 4.71480773e-04 7.28858784e-02 0.00000000e+00
1.91842820e-02 0.00000000e+00 1.19209221e-06 4.00373824e-02
0.00000000e+00 1.19209282e-07 4.69216873e-04 6.04847027e-03
1.53006371e-02 1.34772569e-01 1.96091663e-02 0.00000000e+00
7.60526309e-05 0.00000000e+00 0.00000000e+00 6.12668455e-01
4.27038819e-02 4.98208031e-03 1.47818428e-05 6.91411469e-06
0.00000000e+00 3.54020251e-03 5.35522439e-02 4.52994254e-06
0.00000000e+00 5.71921817e-04 0.00000000e+00 4.27033119e-02
0.00000000e+00 3.37356614e-05 2.41528042e-02 3.81884025e-03
6.27474934e-02 5.59075925e-05 3.57627812e-07 0.00000000e+00
9.75157395e-02 2.82375719e-02 5.01066633e-03 9.64356659e-05
0.00000000e+00 1.86545134e-04 0.00000000e+00 0.00000000e+00
8.03438306e-05 0.00000000e+00 5.51923767e-05 1.42206857e-02
7.15255510e-07 2.07590982e-02 7.74857381e-06 2.39983886e-01
1.19209282e-07 2.21704700e-04 0.00000000e+00 1.58012193e-02
4.57863063e-02 0.00000000e+00 1.11812064e-04 0.00000000e+00
8.99099372e-03 6.41726283e-03 0.00000000e+00 6.91411469e-06
1.19209282e-07 0.00000000e+00 8.08150740e-04 1.19209282e-07
2.78856680e-02 0.00000000e+00 1.25865371e-03 9.41748931e-06
0.00000000e+00 1.40180302e-04 0.00000000e+00 6.73168944e-03
0.00000000e+00 1.66296512e-02 7.15255510e-07 0.00000000e+00
1.36749268e-01 1.87141064e-04 2.60341596e-02 2.38418551e-07
0.00000000e+00 3.23773958e-02 4.41549793e-02 9.59663987e-02
1.54619301e-02 0.00000000e+00 1.99612647e-01 0.00000000e+00
2.09838361e-03 0.00000000e+00 0.00000000e+00 0.00000000e+00
7.89330748e-04 0.00000000e+00 4.06253338e-01 2.02819519e-03
5.00156321e-02 1.81300886e-04 6.01327419e-02 1.19209282e-07
2.25303011e-05 4.03590500e-02 5.25711477e-03 5.96044674e-06
1.25552511e+00 4.61233576e-04 1.07163411e-04 0.00000000e+00
0.00000000e+00 7.69456685e-01 7.19645876e-04 0.00000000e+00
0.00000000e+00 0.00000000e+00 5.90068557e-05 0.00000000e+00
6.44901447e-05 2.42203940e-04 1.18016496e-05 3.64952255e-04
0.00000000e+00 0.00000000e+00 9.53673862e-07 0.00000000e+00
2.35852465e-01 2.02039329e-04 1.48899376e-01 2.46732787e-04
1.46173751e-02 1.29951965e-02 2.97621300e-04 4.27124463e-02
1.64759159e-01 2.27288203e-03 1.83866161e-03 0.00000000e+00
7.43351178e-04 0.00000000e+00 3.07239145e-02 1.66891605e-05
0.00000000e+00 9.53673862e-07 0.00000000e+00 3.45779471e-02
0.00000000e+00 7.42646298e-05 3.02057028e-01 5.70739666e-03
4.76837045e-07 2.42594420e-03 0.00000000e+00 0.00000000e+00
1.33556724e-02 0.00000000e+00 5.41517511e-03 0.00000000e+00
1.53053013e-04 0.00000000e+00 5.47670899e-03 2.03337669e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 2.09806149e-05
5.35009392e-02 0.00000000e+00 9.16547421e-03 2.31596830e-04
5.96046277e-07 3.22084606e-01 9.44092972e-05 0.00000000e+00
1.31074682e-01 0.00000000e+00 4.76837045e-07 0.00000000e+00
6.38757716e-04 5.86562278e-03 1.77248497e-04 5.03050542e-05
0.00000000e+00 1.24722514e-02 1.06837049e-01 7.51015705e-06
0.00000000e+00 5.12598626e-06 1.39473896e-05 2.67112337e-04
1.01141676e-01 0.00000000e+00 1.60779385e-03 9.83139873e-02
0.00000000e+00 2.14576494e-06 5.41385077e-02 0.00000000e+00
1.81212649e-03 2.34357074e-01 2.30499497e-03 4.94870804e-02
2.63248780e-03 0.00000000e+00 1.51145956e-04 7.24427169e-03
0.00000000e+00 0.00000000e+00 1.02253119e-03 0.00000000e+00
2.34839536e-05]
Epoch: 10/10 Iteration: 98 Training loss: [ 0.00000000e+00 8.36719573e-02 1.85222644e-03 1.65448801e-04
0.00000000e+00 1.20533891e-01 1.40562542e-02 1.74548198e-02
1.90600788e-03 5.81940217e-03 0.00000000e+00 1.64507474e-05
9.17907346e-06 0.00000000e+00 0.00000000e+00 0.00000000e+00
4.17567305e-02 3.58742438e-02 5.30727487e-03 6.77058250e-02
4.40156579e-01 5.99604755e-05 2.38194270e-03 0.00000000e+00
8.30073208e-02 1.86084006e-02 1.79584250e-02 0.00000000e+00
1.79341301e-01 2.96191196e-04 0.00000000e+00 2.61064943e-05
7.52382353e-02 7.05530792e-02 6.60664123e-03 4.47530736e-04
0.00000000e+00 7.25958234e-05 0.00000000e+00 2.11081505e-02
5.96046277e-07 0.00000000e+00 7.79598340e-05 9.45478620e-04
8.34464686e-07 0.00000000e+00 7.73518020e-03 2.93108355e-02
0.00000000e+00 0.00000000e+00 2.30820745e-01 1.15494756e-03
0.00000000e+00 2.77955132e-03 1.07288304e-06 1.96685474e-02
1.78813775e-06 9.52981645e-04 5.72202953e-06 1.10304505e-01
4.48722276e-04 4.12317723e-01 5.12441806e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 1.30844817e-01 0.00000000e+00
0.00000000e+00 1.04901910e-01 2.88023613e-03 1.43051045e-06
0.00000000e+00 6.71125745e-05 3.01230013e-01 1.16363994e-03
0.00000000e+00 6.86704591e-02 7.91117491e-04 2.73997989e-02
6.61633492e-01 2.59109214e-02 3.48983885e-04 9.34557174e-05
5.01102209e-03 1.21347693e-04 4.01727229e-05 0.00000000e+00
2.07316410e-03 3.57627812e-07 1.38453552e-02 2.83797039e-04
3.46799374e-01 1.90716673e-04 1.13123220e-04 3.57627812e-07
3.90998830e-05 0.00000000e+00 2.85522807e-02 0.00000000e+00
1.87260259e-04 5.35220727e-02 0.00000000e+00 4.70865598e-05
0.00000000e+00 0.00000000e+00 3.92135680e-02 3.71313021e-02
2.50339190e-06 0.00000000e+00 1.06730696e-03 2.18248388e-04
4.98587592e-03 3.61197635e-05 2.26497400e-06 7.27150255e-05
1.11398185e-02 2.18991954e-02 8.34461571e-06 1.13231398e-01
1.59784347e-01 1.92258611e-01 5.64296730e-04 2.10135756e-03
6.67549757e-05 0.00000000e+00 0.00000000e+00 4.78171650e-03
1.99761484e-02 4.21848940e-03 0.00000000e+00 1.29937280e-05
7.62936543e-06 6.55265972e-02 6.77832693e-04 1.40806206e-03
1.18840626e-03 1.25805847e-03 6.65165717e-05 0.00000000e+00
5.12598626e-06 6.29407074e-03 0.00000000e+00 2.89674372e-05
3.55093002e-01 2.38418551e-07 3.67890906e+00 3.18579492e-03
2.52691767e-04 2.91744061e-03 5.67182712e-02 4.30992544e-02
0.00000000e+00 1.11216083e-04 9.10717499e-05 1.31856099e-01
0.00000000e+00 0.00000000e+00 3.48104443e-03 2.09350628e-03
1.47818428e-05 0.00000000e+00 0.00000000e+00 8.24894232e-05
0.00000000e+00 6.79500459e-04 5.56691884e-05 0.00000000e+00
3.09943675e-06 0.00000000e+00 4.96041551e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 2.41047442e-02 0.00000000e+00
5.39276632e-04 2.78456714e-02 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.49371028e-02 5.17650135e-02 2.33893171e-01
3.33785465e-06 1.44079793e-03 1.95501325e-05 1.19209282e-07
2.22896531e-04 4.50322824e-03 6.64074719e-03 0.00000000e+00
8.06569085e-02 0.00000000e+00 2.92396359e-02 0.00000000e+00
0.00000000e+00 0.00000000e+00 4.29299689e-04 1.21352915e-03
9.57294032e-02 8.81471019e-03 0.00000000e+00 8.31020181e-04
0.00000000e+00 2.71641067e-04 0.00000000e+00 4.76825808e-05
2.96787068e-04 0.00000000e+00 3.98794771e-04 3.50290234e-03
0.00000000e+00 8.34430175e-05 6.87514842e-02 1.39318362e-01
4.24376049e-05 1.60957908e-03 2.74538472e-02 0.00000000e+00
4.82085336e-04 1.39443446e-02 0.00000000e+00 0.00000000e+00
3.57627812e-07 1.37538807e-02 0.00000000e+00 8.94065670e-06
0.00000000e+00 2.34138826e-03 1.13376155e-02 2.59399619e-02
5.08375131e-02 5.74411303e-02 0.00000000e+00 3.62056419e-02
1.31130128e-06 8.72707926e-04 6.52934541e-04 0.00000000e+00
9.09157172e-02 0.00000000e+00 1.19209282e-07 1.19209282e-07
1.04513377e-01 4.95867990e-02 6.58013596e-05 2.11456208e-03
0.00000000e+00 1.79967098e-02 6.69851026e-04 0.00000000e+00
0.00000000e+00 5.15126944e-01 3.57355326e-02 0.00000000e+00
4.16430557e-04 2.51498986e-02 5.26423007e-03 2.38418551e-07
0.00000000e+00 5.72202953e-06 1.19209282e-07 0.00000000e+00
7.86750388e-05 1.29539013e-01 3.99057828e-02 0.00000000e+00
2.95511913e-03 4.05303363e-05 5.96046277e-07 0.00000000e+00
1.44111775e-02 1.39473896e-05 1.18030645e-01 3.03979068e-05
4.83872631e-04 9.39565897e-02 2.38418306e-06 0.00000000e+00
0.00000000e+00 1.55577183e-01 1.56876277e-02 1.90734681e-06
5.79842413e-03 9.26776323e-03 1.05754216e-03 0.00000000e+00
2.76528555e-03 5.54594491e-03 1.46911489e-02 9.22217220e-03
1.91444770e-01]
Epoch: 10/10 Iteration: 99 Training loss: [ 1.83759890e-02 1.16447257e-02 2.56296680e-05 6.38941347e-05
1.53663844e-01 0.00000000e+00 1.72810778e-02 1.88554265e-03
1.86306759e-04 4.11841413e-03 5.97843993e-03 0.00000000e+00
0.00000000e+00 5.19739006e-05 0.00000000e+00 0.00000000e+00
1.19209282e-07 0.00000000e+00 0.00000000e+00 5.48361231e-06
3.20195570e-03 1.82388558e-05 0.00000000e+00 0.00000000e+00
0.00000000e+00 1.19209282e-07 1.35412585e-04 0.00000000e+00
1.03879953e-02 2.86101886e-06 2.88434941e-02 4.76837045e-07
2.59365770e-04 1.34521229e-02 4.94312607e-02 0.00000000e+00
0.00000000e+00 8.45554844e-03 1.34088188e-01 2.74380744e-02
1.84458587e-02 0.00000000e+00 3.57627812e-07 1.46401664e-02
3.83893065e-02 2.07512751e-02 0.00000000e+00 1.78901609e-02
4.55997661e-02 0.00000000e+00 0.00000000e+00 3.24244029e-05
3.04771704e-04 0.00000000e+00 7.51015705e-06 4.25844104e-04
4.17231649e-06 0.00000000e+00 1.43051045e-06 5.37131971e-04
0.00000000e+00 3.57627232e-06 0.00000000e+00 0.00000000e+00
1.18863638e-02 0.00000000e+00 0.00000000e+00 5.60569204e-03
2.14576494e-06 8.54786206e-03 3.57627812e-07 0.00000000e+00
7.03332353e-06 1.54466713e-02 4.95089740e-02 1.60838885e-03
8.28261673e-02 0.00000000e+00 1.05537251e-01 1.78059260e-03
0.00000000e+00 2.95237813e-04 3.67157882e-05 0.00000000e+00
1.72766164e-01 0.00000000e+00 7.16071343e-03 7.15255510e-07
0.00000000e+00 2.24488229e-02 5.96046277e-07 0.00000000e+00
3.57627812e-07 1.90734681e-06 2.58889049e-04 6.55648955e-06
1.78813775e-06 0.00000000e+00 1.19209282e-07 4.51966137e-01
9.85375256e-04 1.80510583e-03 3.03222449e-04 3.54619324e-01
5.86944334e-02 0.00000000e+00 4.16661762e-02 0.00000000e+00
1.66892869e-06 3.88249080e-03 5.00677743e-06 9.53673862e-07
5.78135066e-02 1.62873603e-02 2.54121900e-04 1.14109211e-01
1.92731563e-02 3.35409902e-02 3.76694261e-05 1.44242204e-05
4.51586619e-02 0.00000000e+00 4.01297148e-04 2.90974546e-02
1.66892869e-06 0.00000000e+00 2.95356993e-04 1.05115101e-02
0.00000000e+00 3.26708443e-02 6.43728072e-06 2.00771019e-02
2.48941913e-01 3.01645920e-02 6.47261962e-02 9.23829284e-05
0.00000000e+00 2.71476037e-03 1.21412450e-03 2.57684314e-03
4.42596851e-03 0.00000000e+00 5.54033928e-02 0.00000000e+00
0.00000000e+00 9.44287633e-04 0.00000000e+00 3.94993694e-03
2.85338610e-02 9.53673862e-07 4.62521348e-05 5.07345248e-04
6.53172785e-04 1.36006614e-02 2.85703834e-04 1.82711950e-03
8.18463117e-02 0.00000000e+00 3.57627232e-06 5.23315102e-05
0.00000000e+00 3.76889259e-02 0.00000000e+00 2.38418551e-07
2.38418551e-07 7.15255510e-07 9.72700509e-05 2.19112158e-01
7.10286424e-02 2.11860682e-03 5.12598626e-06 9.00527164e-02
0.00000000e+00 2.91305070e-04 0.00000000e+00 3.90191257e-01
2.03845811e-05 6.25057321e-04 2.31239275e-04 1.65267050e-01
1.13248179e-05 2.11969689e-02 0.00000000e+00 1.52814624e-04
2.38418306e-06 2.45222542e-03 2.27561756e-03 6.43709427e-05
0.00000000e+00 9.41748931e-06 5.35138510e-03 0.00000000e+00
8.07811618e-02 1.56032780e-04 0.00000000e+00 1.43160112e-04
1.29234148e-02 1.97465834e-03 6.94966002e-05 1.18606207e-04
0.00000000e+00 0.00000000e+00 1.94110107e-02 0.00000000e+00
4.88592573e-02 0.00000000e+00 2.79200990e-02 1.94873229e-01
0.00000000e+00 3.57627812e-07 0.00000000e+00 8.34464686e-07
0.00000000e+00 0.00000000e+00 5.57883905e-05 0.00000000e+00
2.96320975e-01 8.11009109e-03 0.00000000e+00 0.00000000e+00
0.00000000e+00 4.04752820e-04 0.00000000e+00 1.53097749e-01
1.60327111e-03 0.00000000e+00 4.18013223e-02 1.34311765e-01
2.16699002e-04 2.05734061e-04 3.95063944e-02 0.00000000e+00
0.00000000e+00 1.71989389e-02 1.63657039e-01 7.91403428e-02
1.03224635e-01 2.59561073e-02 3.16881359e-01 0.00000000e+00
0.00000000e+00 6.09491765e-03 3.07473779e-01 1.59743929e-03
0.00000000e+00 2.35410625e-04 8.96003842e-02 0.00000000e+00
4.75786738e-02 2.88879452e-03 0.00000000e+00 3.62389692e-05
0.00000000e+00 9.09525479e-05 7.94441532e-03 1.45875528e-01
5.30459860e-04 3.48603376e-03 1.26361047e-05 7.62413666e-02
0.00000000e+00 8.90573545e-04 0.00000000e+00 0.00000000e+00
1.19209282e-07 0.00000000e+00 3.13697636e-01 3.40999628e-04
2.38418551e-07 0.00000000e+00 0.00000000e+00 3.51867154e-02
0.00000000e+00 0.00000000e+00 0.00000000e+00 0.00000000e+00
5.75734302e-04 5.06856777e-02 3.26838829e-02 5.01197241e-02
1.87200427e-01 3.81468999e-06 8.34464686e-07 0.00000000e+00
3.03638671e-02 8.00527516e-04 7.37799658e-03 1.91335287e-02
7.05694110e-05 8.18623975e-03 0.00000000e+00 2.33904421e-02
1.09880837e-02 0.00000000e+00 0.00000000e+00 5.39810164e-03
0.00000000e+00 0.00000000e+00 0.00000000e+00]
Epoch: 9/10 Iteration: 100 Validation Acc: 0.8965
In [31]:
with tf.Session() as sess:
saver.restore(sess, tf.train.latest_checkpoint('checkpoints'))
feed = {inputs_: test_x,
labels_: test_y}
test_acc = sess.run(accuracy, feed_dict=feed)
print("Test accuracy: {:.4f}".format(test_acc))
INFO:tensorflow:Restoring parameters from checkpoints/flowers.ckpt
Test accuracy: 0.8965
In [32]:
%matplotlib inline
import matplotlib.pyplot as plt
from scipy.ndimage import imread
Below, feel free to choose images and see how the trained classifier predicts the flowers in them.
In [33]:
test_img_path = 'flower_photos/roses/10894627425_ec76bbc757_n.jpg'
test_img = imread(test_img_path)
plt.imshow(test_img)
Out[33]:
<matplotlib.image.AxesImage at 0x1440aa0b8>
In [34]:
# Run this cell if you don't have a vgg graph built
if 'vgg' in globals():
print('"vgg" object already exists. Will not create again.')
else:
#create vgg
with tf.Session() as sess:
input_ = tf.placeholder(tf.float32, [None, 224, 224, 3])
vgg = vgg16.Vgg16()
vgg.build(input_)
"vgg" object already exists. Will not create again.
In [35]:
with tf.Session() as sess:
img = utils.load_image(test_img_path)
img = img.reshape((1, 224, 224, 3))
feed_dict = {input_: img}
code = sess.run(vgg.relu6, feed_dict=feed_dict)
saver = tf.train.Saver()
with tf.Session() as sess:
saver.restore(sess, tf.train.latest_checkpoint('checkpoints'))
feed = {inputs_: code}
prediction = sess.run(predicted, feed_dict=feed).squeeze()
INFO:tensorflow:Restoring parameters from checkpoints/flowers.ckpt
In [36]:
plt.imshow(test_img)
Out[36]:
<matplotlib.image.AxesImage at 0x13f49f898>
In [37]:
plt.barh(np.arange(5), prediction)
_ = plt.yticks(np.arange(5), lb.classes_)
In [ ]:
Content source: dxl0632/deeplearning_nd_udacity
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