# Face Generation¶

In this project, you'll use generative adversarial networks to generate new images of faces.

### Get the Data¶

You'll be using two datasets in this project:

- MNIST
- CelebA

Since the celebA dataset is complex and you're doing GANs in a project for the first time, we want you to test your neural network on MNIST before CelebA. Running the GANs on MNIST will allow you to see how well your model trains sooner.

If you're using FloydHub, set `data_dir` to "/input" and use the FloydHub data ID "R5KrjnANiKVhLWAkpXhNBe".

In [3]:

    #data_dir = './data'
    data_dir = '/input'

    # FloydHub - Use with data ID "R5KrjnANiKVhLWAkpXhNBe"
    #data_dir = '/input'

    """
    DON'T MODIFY ANYTHING IN THIS CELL
    """
    import helper

    helper.download_extract('mnist', data_dir)
    helper.download_extract('celeba', data_dir)

    Found mnist Data
    Found celeba Data

## Explore the Data¶

### MNIST¶

As you're aware, the MNIST dataset contains images of handwritten digits. You can view the first number of examples by changing `show_n_images`.

In [4]:

    show_n_images = 25

    """
    DON'T MODIFY ANYTHING IN THIS CELL
    """
    %matplotlib inline
    import os
    from glob import glob
    from matplotlib import pyplot

    mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'mnist/*.jpg'))[:show_n_images], 28, 28, 'L')
    pyplot.imshow(helper.images_square_grid(mnist_images, 'L'), cmap='gray')

Out[4]:

    <matplotlib.image.AxesImage at 0x7f1e730a1ef0>

### CelebA¶

The CelebFaces Attributes Dataset (CelebA) dataset contains over 200,000 celebrity images with annotations. Since you're going to be generating faces, you won't need the annotations. You can view the first number of examples by changing `show_n_images`.

In [5]:

    show_n_images = 25

    """
    DON'T MODIFY ANYTHING IN THIS CELL
    """
    mnist_images = helper.get_batch(glob(os.path.join(data_dir, 'img_align_celeba/*.jpg'))[:show_n_images], 28, 28, 'RGB')
    pyplot.imshow(helper.images_square_grid(mnist_images, 'RGB'))

Out[5]:

    <matplotlib.image.AxesImage at 0x7f1e730176d8>

## Preprocess the Data¶

Since the project's main focus is on building the GANs, we'll preprocess the data for you. The values of the MNIST and CelebA dataset will be in the range of -0.5 to 0.5 of 28x28 dimensional images. The CelebA images will be cropped to remove parts of the image that don't include a face, then resized down to 28x28.

The MNIST images are black and white images with a single color channel while the CelebA images have 3 color channels (RGB color channel).

## Build the Neural Network¶

You'll build the components necessary to build a GANs by implementing the following functions below:

- `model_inputs`
- `discriminator`
- `generator`
- `model_loss`
- `model_opt`
- `train`

### Check the Version of TensorFlow and Access to GPU¶

This will check to make sure you have the correct version of TensorFlow and access to a GPU

In [6]:

    """
    DON'T MODIFY ANYTHING IN THIS CELL
    """
    from distutils.version import LooseVersion
    import warnings
    import tensorflow as tf

    # Check TensorFlow Version
    assert LooseVersion(tf.__version__) >= LooseVersion('1.0'), 'Please use TensorFlow version 1.0 or newer.  You are using {}'.format(tf.__version__)
    print('TensorFlow Version: {}'.format(tf.__version__))

    # Check for a GPU
    if not tf.test.gpu_device_name():
        warnings.warn('No GPU found. Please use a GPU to train your neural network.')
    else:
        print('Default GPU Device: {}'.format(tf.test.gpu_device_name()))

    TensorFlow Version: 1.2.1
    Default GPU Device: /gpu:0

### Input¶

Implement the `model_inputs` function to create TF Placeholders for the Neural Network. It should create the following placeholders:

- Real input images placeholder with rank 4 using `image_width`, `image_height`, and `image_channels`.
- Z input placeholder with rank 2 using `z_dim`.
- Learning rate placeholder with rank 0.

Return the placeholders in the following the tuple (tensor of real input images, tensor of z data)

In [7]:

    import problem_unittests as tests

    def model_inputs(image_width, image_height, image_channels, z_dim):
        """
        Create the model inputs
        :param image_width: The input image width
        :param image_height: The input image height
        :param image_channels: The number of image channels
        :param z_dim: The dimension of Z
        :return: Tuple of (tensor of real input images, tensor of z data, learning rate)
        """
        inputs_real = tf.placeholder(tf.float32, (None, image_width, image_height, image_channels), name='inputs_real')
        inputs_z = tf.placeholder(tf.float32, (None, z_dim), name='inputs_z')
        learn_r = tf.placeholder(tf.float32, name='lr')

        return inputs_real, inputs_z, learn_r

    """
    DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
    """
    tests.test_model_inputs(model_inputs)

    ERROR:tensorflow:==================================
    Object was never used (type <class 'tensorflow.python.framework.ops.Operation'>):
    <tf.Operation 'assert_rank_2/Assert/Assert' type=Assert>
    If you want to mark it as used call its "mark_used()" method.
    It was originally created here:
    ['File "/usr/local/lib/python3.5/runpy.py", line 193, in _run_module_as_main\n    "__main__", mod_spec)', 'File "/usr/local/lib/python3.5/runpy.py", line 85, in _run_code\n    exec(code, run_globals)', 'File "/usr/local/lib/python3.5/site-packages/ipykernel_launcher.py", line 16, in <module>\n    app.launch_new_instance()', 'File "/usr/local/lib/python3.5/site-packages/traitlets/config/application.py", line 658, in launch_instance\n    app.start()', 'File "/usr/local/lib/python3.5/site-packages/ipykernel/kernelapp.py", line 477, in start\n    ioloop.IOLoop.instance().start()', 'File "/usr/local/lib/python3.5/site-packages/zmq/eventloop/ioloop.py", line 177, in start\n    super(ZMQIOLoop, self).start()', 'File "/usr/local/lib/python3.5/site-packages/tornado/ioloop.py", line 888, in start\n    handler_func(fd_obj, events)', 'File "/usr/local/lib/python3.5/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n    return fn(*args, **kwargs)', 'File "/usr/local/lib/python3.5/site-packages/zmq/eventloop/zmqstream.py", line 440, in _handle_events\n    self._handle_recv()', 'File "/usr/local/lib/python3.5/site-packages/zmq/eventloop/zmqstream.py", line 472, in _handle_recv\n    self._run_callback(callback, msg)', 'File "/usr/local/lib/python3.5/site-packages/zmq/eventloop/zmqstream.py", line 414, in _run_callback\n    callback(*args, **kwargs)', 'File "/usr/local/lib/python3.5/site-packages/tornado/stack_context.py", line 277, in null_wrapper\n    return fn(*args, **kwargs)', 'File "/usr/local/lib/python3.5/site-packages/ipykernel/kernelbase.py", line 283, in dispatcher\n    return self.dispatch_shell(stream, msg)', 'File "/usr/local/lib/python3.5/site-packages/ipykernel/kernelbase.py", line 235, in dispatch_shell\n    handler(stream, idents, msg)', 'File "/usr/local/lib/python3.5/site-packages/ipykernel/kernelbase.py", line 399, in execute_request\n    user_expressions, allow_stdin)', 'File "/usr/local/lib/python3.5/site-packages/ipykernel/ipkernel.py", line 196, in do_execute\n    res = shell.run_cell(code, store_history=store_history, silent=silent)', 'File "/usr/local/lib/python3.5/site-packages/ipykernel/zmqshell.py", line 533, in run_cell\n    return super(ZMQInteractiveShell, self).run_cell(*args, **kwargs)', 'File "/usr/local/lib/python3.5/site-packages/IPython/core/interactiveshell.py", line 2698, in run_cell\n    interactivity=interactivity, compiler=compiler, result=result)', 'File "/usr/local/lib/python3.5/site-packages/IPython/core/interactiveshell.py", line 2808, in run_ast_nodes\n    if self.run_code(code, result):', 'File "/usr/local/lib/python3.5/site-packages/IPython/core/interactiveshell.py", line 2862, in run_code\n    exec(code_obj, self.user_global_ns, self.user_ns)', 'File "<ipython-input-7-60e8f0e9d266>", line 22, in <module>\n    tests.test_model_inputs(model_inputs)', 'File "/output/problem_unittests.py", line 12, in func_wrapper\n    result = func(*args)', 'File "/output/problem_unittests.py", line 68, in test_model_inputs\n    _check_input(learn_rate, [], \'Learning Rate\')', 'File "/output/problem_unittests.py", line 34, in _check_input\n    _assert_tensor_shape(tensor, shape, \'Real Input\')', 'File "/output/problem_unittests.py", line 20, in _assert_tensor_shape\n    assert tf.assert_rank(tensor, len(shape), message=\'{} has wrong rank\'.format(display_name))', 'File "/usr/local/lib/python3.5/site-packages/tensorflow/python/ops/check_ops.py", line 617, in assert_rank\n    dynamic_condition, data, summarize)', 'File "/usr/local/lib/python3.5/site-packages/tensorflow/python/ops/check_ops.py", line 571, in _assert_rank_condition\n    return control_flow_ops.Assert(condition, data, summarize=summarize)', 'File "/usr/local/lib/python3.5/site-packages/tensorflow/python/util/tf_should_use.py", line 170, in wrapped\n    return _add_should_use_warning(fn(*args, **kwargs))', 'File "/usr/local/lib/python3.5/site-packages/tensorflow/python/util/tf_should_use.py", line 139, in _add_should_use_warning\n    wrapped = TFShouldUseWarningWrapper(x)', 'File "/usr/local/lib/python3.5/site-packages/tensorflow/python/util/tf_should_use.py", line 96, in __init__\n    stack = [s.strip() for s in traceback.format_stack()]']
    ==================================
    Tests Passed

### Hyperparameters¶

In [8]:

    # leaky relu slope
    alpha = 0.2

    # print loss every
    print_every = 10

    # show image sample from G every
    show_every = 100

    # Smoothing
    smooth = 0.1

### Discriminator¶

Implement `discriminator` to create a discriminator neural network that discriminates on `images`. This function should be able to reuse the variables in the neural network. Use `tf.variable_scope` with a scope name of "discriminator" to allow the variables to be reused. The function should return a tuple of (tensor output of the discriminator, tensor logits of the discriminator).

In [9]:

    def discriminator(images, reuse=False):
        """
        Create the discriminator network
        :param images: Tensor of input image(s)
        :param reuse: Boolean if the weights should be reused
        :return: Tuple of (tensor output of the discriminator, tensor logits of the discriminator)
        """
        with tf.variable_scope('discriminator', reuse=reuse):

            # Weights Initializer
            xavier_init = tf.contrib.layers.xavier_initializer()

            ############# CONV BLOCK 1 ################
            # conv2d -> relu

            # Input layer is 28x28x3 (no batch norm here)
            conv1 = tf.layers.conv2d(images, 64, 5,
                                  strides=1,
                                  padding='valid',
                                  kernel_initializer=xavier_init)
            relu1 = tf.maximum(alpha * conv1, conv1)
            #print(relu1)
            # 24x24x64

            ############# END CONV BLOCK 1 ############

            ############# CONV BLOCK 2 ################
            # conv2d -> batch_norm -> drop -> relu

            conv2 = tf.layers.conv2d(relu1, 128, 5,
                                  strides=1,
                                  padding='valid',
                                  use_bias=False,
                                  kernel_initializer=xavier_init)

            bn2 = tf.layers.batch_normalization(conv2, training=True)
            drop2 = tf.layers.dropout(bn2, training=True)
            relu2 = tf.maximum(alpha * drop2, drop2)
            #print(relu2)
            # 20x20x128

            ############# END CONV BLOCK 2 ############

            #############  CONV BLOCK 3 ##############
            # conv2d -> batch_norm -> drop -> relu

            conv3 = tf.layers.conv2d(relu2, 256, 5,
                                     strides=1,
                                     padding='valid',
                                     use_bias=False,
                                     kernel_initializer=xavier_init)

            bn3 = tf.layers.batch_normalization(conv3, training=True)
            drop3 = tf.layers.dropout(bn3, training=True)
            relu3 = tf.maximum(alpha * drop3, drop3)
            #print(relu3)
            # 16x16x256

            #############  END CONV BLOCK 3 ##############

            #############  CONV BLOCK 4 ##################
            # conv2d -> batch_norm -> drop -> relu

            conv4 = tf.layers.conv2d(relu3, 512, 5,
                                  strides=2,
                                  padding='valid',
                                  use_bias=False,
                                  kernel_initializer=xavier_init)

            bn4 = tf.layers.batch_normalization(conv4, training=True)
            drop4 = tf.layers.dropout(bn4, training=True)
            relu4 = tf.maximum(alpha * drop4, drop4)
            #print(relu4)
            # 6x6x512

            #############  END CONV BLOCK 4 ##############

            ############# Out Layer ##############

            # Flatten it
            flat = tf.reshape(relu4, (-1, 6*6*512))
            logits = tf.layers.dense(flat, 1, kernel_initializer=xavier_init)
            #print(flat)
            out = tf.sigmoid(logits)

            ############# End Out Layer ##############

        return out, logits

    """
    DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
    """
    tests.test_discriminator(discriminator, tf)

    Tests Passed

### Generator¶

Implement `generator` to generate an image using `z`. This function should be able to reuse the variables in the neural network. Use `tf.variable_scope` with a scope name of "generator" to allow the variables to be reused. The function should return the generated 28 x 28 x `out_channel_dim` images.

In [10]:

    def generator(z, out_channel_dim, is_train=True):
        """
        Create the generator network
        :param z: Input z
        :param out_channel_dim: The number of channels in the output image
        :param is_train: Boolean if generator is being used for training
        :return: The tensor output of the generator
        """

        with tf.variable_scope('generator', reuse=not is_train):

            # Weights Initializer
            xavier_init = tf.contrib.layers.xavier_initializer()

            ############# Fully Connected  ################

            fc = tf.layers.dense(z, 7*7*1024, kernel_initializer=xavier_init)
            fc = tf.reshape(fc, (-1, 7, 7, 1024))
            drop = tf.layers.dropout(fc, training=is_train)
            relu = tf.maximum(alpha * drop, drop)
            #print(fc)
            # 7x7x1024 now

            ############# END Fully connected #############

            ############# DCONV BLOCK 1 ###################
            # conv2d_transpose -> batch_norm -> drop -> relu

            dconv1 = tf.layers.conv2d_transpose(relu, 512, 3,
                                                strides=2,
                                                padding='same',
                                                use_bias=False,
                                                kernel_initializer=xavier_init)

            bn1 = tf.layers.batch_normalization(dconv1, training=is_train)
            drop1 = tf.layers.dropout(bn1, training=is_train)
            relu1 = tf.maximum(alpha * drop1, drop1)
            #print(dconv1)
            # 14x14x512 now

            ############# END DCONV BLOCK 1 ################

            ############# DCONV BLOCK 2 ###################
            # conv2d_transpose -> batch_norm -> drop -> relu

            dconv2 = tf.layers.conv2d_transpose(relu1, 256, 3,
                                                strides=2,
                                                padding='same',
                                                use_bias=False,
                                                kernel_initializer=xavier_init)

            bn2 = tf.layers.batch_normalization(dconv2, training=is_train)
            drop2 = tf.layers.dropout(bn2, training=is_train)
            relu2 = tf.maximum(alpha * drop2, drop2)
            #print(dconv2)
            # 28x28x256 now

            ############# END DCONV BLOCK 2 ###################

            ############# DCONV BLOCK 3 ###################
            # conv2d_transpose -> batch_norm -> drop -> relu

            dconv3 = tf.layers.conv2d_transpose(relu2, 128, 5,
                                                strides=1,
                                                padding='same',
                                                use_bias=False,
                                                kernel_initializer=xavier_init)

            bn3 = tf.layers.batch_normalization(dconv3, training=is_train)
            drop3 = tf.layers.dropout(bn3,training=is_train)
            relu3 = tf.maximum(alpha * drop3, drop3)
            #print(dconv3)
            # 28x28x128 now

            ############# END DCONV BLOCK 3 ###################

            ############# Out Layer ##############

            logits = tf.layers.conv2d_transpose(relu3, out_channel_dim, 5,
                                                strides=1,
                                                padding='same',
                                                kernel_initializer=xavier_init)

            #print(logits)
            # 28x28x(channels) now

            out = tf.tanh(logits)

            ############# Out Layer ##############

        return out

    """
    DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
    """
    tests.test_generator(generator, tf)

    Tests Passed

### Loss¶

Implement `model_loss` to build the GANs for training and calculate the loss. The function should return a tuple of (discriminator loss, generator loss). Use the following functions you implemented:

- `discriminator(images, reuse=False)`
- `generator(z, out_channel_dim, is_train=True)`

In [11]:

    def model_loss(input_real, input_z, out_channel_dim):
        """
        Get the loss for the discriminator and generator
        :param input_real: Images from the real dataset
        :param input_z: Z input
        :param out_channel_dim: The number of channels in the output image
        :return: A tuple of (discriminator loss, generator loss)
        """
        g_model = generator(input_z, out_channel_dim, True)
        d_model_real, d_logits_real = discriminator(input_real)
        d_model_fake, d_logits_fake = discriminator(g_model, reuse=True)

        d_loss_real = tf.reduce_mean(
            tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_real,
                                                    labels=tf.ones_like(d_model_real) * (1 - smooth)))

        d_loss_fake = tf.reduce_mean(
            tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.zeros_like(d_model_fake)))

        g_loss = tf.reduce_mean(
            tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, labels=tf.ones_like(d_model_fake)))

        d_loss = d_loss_real + d_loss_fake

        return d_loss, g_loss

    """
    DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
    """
    tests.test_model_loss(model_loss)

    Tests Passed

### Optimization¶

Implement `model_opt` to create the optimization operations for the GANs. Use `tf.trainable_variables` to get all the trainable variables. Filter the variables with names that are in the discriminator and generator scope names. The function should return a tuple of (discriminator training operation, generator training operation).

In [12]:

    def model_opt(d_loss, g_loss, learning_rate, beta1):
        """
        Get optimization operations
        :param d_loss: Discriminator loss Tensor
        :param g_loss: Generator loss Tensor
        :param learning_rate: Learning Rate Placeholder
        :param beta1: The exponential decay rate for the 1st moment in the optimizer
        :return: A tuple of (discriminator training operation, generator training operation)
        """

        # Get weights and bias to update
        t_vars = tf.trainable_variables()
        d_vars = [var for var in t_vars if var.name.startswith('discriminator')]
        g_vars = [var for var in t_vars if var.name.startswith('generator')]

        # Optimize
        with tf.control_dependencies(tf.get_collection(tf.GraphKeys.UPDATE_OPS)):
            d_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(d_loss, var_list=d_vars)
            g_train_opt = tf.train.AdamOptimizer(learning_rate, beta1=beta1).minimize(g_loss, var_list=g_vars)

        return d_train_opt, g_train_opt

    """
    DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
    """
    tests.test_model_opt(model_opt, tf)

    Tests Passed

## Neural Network Training¶

### Show Output¶

Use this function to show the current output of the generator during training. It will help you determine how well the GANs is training.

In [13]:

    """
    DON'T MODIFY ANYTHING IN THIS CELL
    """
    import numpy as np

    def show_generator_output(sess, n_images, input_z, out_channel_dim, image_mode):
        """
        Show example output for the generator
        :param sess: TensorFlow session
        :param n_images: Number of Images to display
        :param input_z: Input Z Tensor
        :param out_channel_dim: The number of channels in the output image
        :param image_mode: The mode to use for images ("RGB" or "L")
        """
        cmap = None if image_mode == 'RGB' else 'gray'
        z_dim = input_z.get_shape().as_list()[-1]
        example_z = np.random.uniform(-1, 1, size=[n_images, z_dim])

        samples = sess.run(
            generator(input_z, out_channel_dim, False),
            feed_dict={input_z: example_z})

        images_grid = helper.images_square_grid(samples, image_mode)
        pyplot.imshow(images_grid, cmap=cmap)
        pyplot.show()

### Train¶

Implement `train` to build and train the GANs. Use the following functions you implemented:

- `model_inputs(image_width, image_height, image_channels, z_dim)`
- `model_loss(input_real, input_z, out_channel_dim)`
- `model_opt(d_loss, g_loss, learning_rate, beta1)`

Use the `show_generator_output` to show `generator` output while you train. Running `show_generator_output` for every batch will drastically increase training time and increase the size of the notebook. It's recommended to print the `generator` output every 100 batches.

In [14]:

    from IPython.core.debugger import Tracer

    def train(epoch_count, batch_size, z_dim, learning_rate, beta1, get_batches, data_shape, data_image_mode):
        """
        Train the GAN
        :param epoch_count: Number of epochs
        :param batch_size: Batch Size
        :param z_dim: Z dimension
        :param learning_rate: Learning Rate
        :param beta1: The exponential decay rate for the 1st moment in the optimizer
        :param get_batches: Function to get batches
        :param data_shape: Shape of the data
        :param data_image_mode: The image mode to use for images ("RGB" or "L")
        """

        # create input placeholders
        #print(data_shape)
        image_shape = data_shape[1:]
        #print(image_shape)
        out_channel_dim = image_shape[-1]
        #print(out_channel_dim)

        inputs_real, inputs_z, lr_rate = model_inputs(*image_shape, z_dim)
        #print(inputs_real)
        d_loss, g_loss = model_loss(inputs_real, inputs_z, out_channel_dim)
        d_train_opt, g_train_opt = model_opt(d_loss, g_loss, lr_rate, beta1)
        #print(inputs_real)

        #t_vars = tf.trainable_variables()
        #g_vars = [var for var in t_vars if var.name.startswith('generator')]
        #saver = tf.train.Saver(var_list=g_vars)

        def scale(x, target_range=(-1,1)):
            min, max = target_range

            # One liner, but too expensive
            #x = (x - x.min()) * (max - min) / (x.max() - x.min()) + min

            # First scale to [0,1]
            x = ((x - x.min())/(x.max() - x.min()))

            # Then scale to target_range
            min, max = target_range
            x = x * (max - min) + min
            return x

        steps = 0
        with tf.Session() as sess:
            sess.run(tf.global_variables_initializer())
            for epoch_i in range(epoch_count):
                for batch_images in get_batches(batch_size):
                    steps += 1
                    #print("Step {} ...".format(steps))

                    #1 Scale real images to [-1,1] range since that is also the generator output scale
                    batch_images = scale(batch_images, target_range=(-1,1))

                    #3 Sample random noise for generator
                    batch_z = np.random.uniform(-1,1, size=(batch_size, z_dim))

                    #3 Run optimizers
                    #print(batch_images.shape)

                    # Optimize discriminator
                    _ = sess.run(d_train_opt, feed_dict={inputs_real: batch_images,
                                                         inputs_z: batch_z,
                                                         lr_rate: learning_rate})

                    # Optimize generator (Run twice to avoid faster convergence of D)
                    _ = sess.run(g_train_opt, feed_dict={inputs_z: batch_z,
                                                         inputs_real: batch_images,
                                                         lr_rate: learning_rate})
                    _ = sess.run(g_train_opt, feed_dict={inputs_z: batch_z,
                                                         inputs_real: batch_images,
                                                         lr_rate: learning_rate})

                    #Tracer()() #this one triggers the debugger
                    if steps % print_every == 0:

                        d_train_loss = d_loss.eval({inputs_real: batch_images,
                                                    inputs_z: batch_z,
                                                    lr_rate: learning_rate})

                        # Optimize generator
                        g_train_loss = g_loss.eval({inputs_z: batch_z,
                                                    inputs_real: batch_images,
                                                    lr_rate: learning_rate})

                        #Tracer()() #this one triggers the debugger
                        print("Epoch {}/{}-Step {}...".format(epoch_i+1, epoch_count,steps),
                              "Discriminator Loss: {:.4f}...".format(d_train_loss),
                              "Generator Loss: {:.4f}".format(g_train_loss))

                    if steps % show_every == 0:
                            show_generator_output(sess, 9, inputs_z, out_channel_dim, data_image_mode)

### MNIST¶

Test your GANs architecture on MNIST. After 2 epochs, the GANs should be able to generate images that look like handwritten digits. Make sure the loss of the generator is lower than the loss of the discriminator or close to 0.

In [17]:

    batch_size = 16
    z_dim = 100
    learning_rate = 0.0008
    beta1 = 0.3

    """
    DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
    """
    epochs = 2

    mnist_dataset = helper.Dataset('mnist', glob(os.path.join(data_dir, 'mnist/*.jpg')))
    with tf.Graph().as_default():
        train(epochs, batch_size, z_dim, learning_rate, beta1, mnist_dataset.get_batches,
              mnist_dataset.shape, mnist_dataset.image_mode)

    Epoch 1/2-Step 10... Discriminator Loss: 2.3118... Generator Loss: 1.8300
    Epoch 1/2-Step 20... Discriminator Loss: 3.3062... Generator Loss: 0.4146
    Epoch 1/2-Step 30... Discriminator Loss: 5.4623... Generator Loss: 0.0596
    Epoch 1/2-Step 40... Discriminator Loss: 3.8122... Generator Loss: 2.1554
    Epoch 1/2-Step 50... Discriminator Loss: 2.1463... Generator Loss: 1.6847
    Epoch 1/2-Step 60... Discriminator Loss: 1.8216... Generator Loss: 1.3277
    Epoch 1/2-Step 70... Discriminator Loss: 3.0009... Generator Loss: 0.2086
    Epoch 1/2-Step 80... Discriminator Loss: 2.1514... Generator Loss: 0.5999
    Epoch 1/2-Step 90... Discriminator Loss: 2.6132... Generator Loss: 0.6457
    Epoch 1/2-Step 100... Discriminator Loss: 1.3977... Generator Loss: 0.9171

    Epoch 1/2-Step 110... Discriminator Loss: 1.7667... Generator Loss: 1.2358
    Epoch 1/2-Step 120... Discriminator Loss: 2.2311... Generator Loss: 1.1288
    Epoch 1/2-Step 130... Discriminator Loss: 1.6081... Generator Loss: 1.1581
    Epoch 1/2-Step 140... Discriminator Loss: 2.1011... Generator Loss: 0.8867
    Epoch 1/2-Step 150... Discriminator Loss: 2.1195... Generator Loss: 0.4963
    Epoch 1/2-Step 160... Discriminator Loss: 1.9894... Generator Loss: 0.6073
    Epoch 1/2-Step 170... Discriminator Loss: 2.5766... Generator Loss: 0.3160
    Epoch 1/2-Step 180... Discriminator Loss: 2.6919... Generator Loss: 0.3946
    Epoch 1/2-Step 190... Discriminator Loss: 2.1254... Generator Loss: 0.9327
    Epoch 1/2-Step 200... Discriminator Loss: 3.2503... Generator Loss: 0.2115

    Epoch 1/2-Step 210... Discriminator Loss: 2.3345... Generator Loss: 1.4846
    Epoch 1/2-Step 220... Discriminator Loss: 2.3870... Generator Loss: 0.3692
    Epoch 1/2-Step 230... Discriminator Loss: 2.6547... Generator Loss: 0.7615
    Epoch 1/2-Step 240... Discriminator Loss: 1.9027... Generator Loss: 1.3755
    Epoch 1/2-Step 250... Discriminator Loss: 2.2588... Generator Loss: 1.6757
    Epoch 1/2-Step 260... Discriminator Loss: 1.8497... Generator Loss: 0.4162
    Epoch 1/2-Step 270... Discriminator Loss: 2.2802... Generator Loss: 0.8063
    Epoch 1/2-Step 280... Discriminator Loss: 2.4021... Generator Loss: 1.9779
    Epoch 1/2-Step 290... Discriminator Loss: 2.1448... Generator Loss: 0.5301
    Epoch 1/2-Step 300... Discriminator Loss: 2.8183... Generator Loss: 2.2886

    Epoch 1/2-Step 310... Discriminator Loss: 2.2783... Generator Loss: 0.7090
    Epoch 1/2-Step 320... Discriminator Loss: 2.3461... Generator Loss: 1.9455
    Epoch 1/2-Step 330... Discriminator Loss: 1.7101... Generator Loss: 0.7023
    Epoch 1/2-Step 340... Discriminator Loss: 1.8282... Generator Loss: 0.4235
    Epoch 1/2-Step 350... Discriminator Loss: 2.4861... Generator Loss: 0.4528
    Epoch 1/2-Step 360... Discriminator Loss: 2.2659... Generator Loss: 0.7544
    Epoch 1/2-Step 370... Discriminator Loss: 2.0567... Generator Loss: 0.5790
    Epoch 1/2-Step 380... Discriminator Loss: 1.7823... Generator Loss: 0.9565
    Epoch 1/2-Step 390... Discriminator Loss: 1.9036... Generator Loss: 0.7933
    Epoch 1/2-Step 400... Discriminator Loss: 2.1564... Generator Loss: 0.4115

    Epoch 1/2-Step 410... Discriminator Loss: 1.9079... Generator Loss: 0.7702
    Epoch 1/2-Step 420... Discriminator Loss: 1.7968... Generator Loss: 0.7860
    Epoch 1/2-Step 430... Discriminator Loss: 2.0565... Generator Loss: 0.5020
    Epoch 1/2-Step 440... Discriminator Loss: 1.5293... Generator Loss: 1.2694
    Epoch 1/2-Step 450... Discriminator Loss: 2.2105... Generator Loss: 0.1410
    Epoch 1/2-Step 460... Discriminator Loss: 1.3486... Generator Loss: 1.1598
    Epoch 1/2-Step 470... Discriminator Loss: 2.2251... Generator Loss: 1.4939
    Epoch 1/2-Step 480... Discriminator Loss: 1.7503... Generator Loss: 0.6644
    Epoch 1/2-Step 490... Discriminator Loss: 3.0195... Generator Loss: 0.3693
    Epoch 1/2-Step 500... Discriminator Loss: 2.2151... Generator Loss: 0.9348

    Epoch 1/2-Step 510... Discriminator Loss: 3.9171... Generator Loss: 0.0883
    Epoch 1/2-Step 520... Discriminator Loss: 1.4402... Generator Loss: 1.4085
    Epoch 1/2-Step 530... Discriminator Loss: 2.2724... Generator Loss: 0.7950
    Epoch 1/2-Step 540... Discriminator Loss: 1.9018... Generator Loss: 0.8728
    Epoch 1/2-Step 550... Discriminator Loss: 1.5139... Generator Loss: 0.9002
    Epoch 1/2-Step 560... Discriminator Loss: 1.3713... Generator Loss: 0.9616
    Epoch 1/2-Step 570... Discriminator Loss: 1.7664... Generator Loss: 1.1300
    Epoch 1/2-Step 580... Discriminator Loss: 1.6943... Generator Loss: 1.7043
    Epoch 1/2-Step 590... Discriminator Loss: 2.2566... Generator Loss: 0.3415
    Epoch 1/2-Step 600... Discriminator Loss: 1.6204... Generator Loss: 0.8635

    Epoch 1/2-Step 610... Discriminator Loss: 2.0628... Generator Loss: 0.6711
    Epoch 1/2-Step 620... Discriminator Loss: 1.3906... Generator Loss: 1.0603
    Epoch 1/2-Step 630... Discriminator Loss: 1.4823... Generator Loss: 0.6392
    Epoch 1/2-Step 640... Discriminator Loss: 1.7678... Generator Loss: 0.7574
    Epoch 1/2-Step 650... Discriminator Loss: 1.7096... Generator Loss: 1.1681
    Epoch 1/2-Step 660... Discriminator Loss: 1.7436... Generator Loss: 0.9023
    Epoch 1/2-Step 670... Discriminator Loss: 2.0634... Generator Loss: 0.6600
    Epoch 1/2-Step 680... Discriminator Loss: 1.8377... Generator Loss: 2.0370
    Epoch 1/2-Step 690... Discriminator Loss: 1.6467... Generator Loss: 0.7104
    Epoch 1/2-Step 700... Discriminator Loss: 1.5969... Generator Loss: 0.5801

    Epoch 1/2-Step 710... Discriminator Loss: 2.0489... Generator Loss: 0.4872
    Epoch 1/2-Step 720... Discriminator Loss: 2.2425... Generator Loss: 0.4303
    Epoch 1/2-Step 730... Discriminator Loss: 2.0173... Generator Loss: 0.8741
    Epoch 1/2-Step 740... Discriminator Loss: 2.1449... Generator Loss: 0.5130
    Epoch 1/2-Step 750... Discriminator Loss: 1.5261... Generator Loss: 0.8271
    Epoch 1/2-Step 760... Discriminator Loss: 1.8701... Generator Loss: 0.3742
    Epoch 1/2-Step 770... Discriminator Loss: 1.7754... Generator Loss: 0.6628
    Epoch 1/2-Step 780... Discriminator Loss: 1.7760... Generator Loss: 0.5923
    Epoch 1/2-Step 790... Discriminator Loss: 1.8626... Generator Loss: 0.6293
    Epoch 1/2-Step 800... Discriminator Loss: 1.4426... Generator Loss: 1.4333

    Epoch 1/2-Step 810... Discriminator Loss: 2.2480... Generator Loss: 0.2999
    Epoch 1/2-Step 820... Discriminator Loss: 2.1555... Generator Loss: 1.3444
    Epoch 1/2-Step 830... Discriminator Loss: 1.9879... Generator Loss: 0.9417
    Epoch 1/2-Step 840... Discriminator Loss: 2.4632... Generator Loss: 0.3972
    Epoch 1/2-Step 850... Discriminator Loss: 1.4709... Generator Loss: 0.5511
    Epoch 1/2-Step 860... Discriminator Loss: 2.2099... Generator Loss: 2.0288
    Epoch 1/2-Step 870... Discriminator Loss: 1.8572... Generator Loss: 1.4878
    Epoch 1/2-Step 880... Discriminator Loss: 1.9986... Generator Loss: 1.5338
    Epoch 1/2-Step 890... Discriminator Loss: 1.7793... Generator Loss: 0.7089
    Epoch 1/2-Step 900... Discriminator Loss: 1.0658... Generator Loss: 1.5902

    Epoch 1/2-Step 910... Discriminator Loss: 2.0082... Generator Loss: 0.6012
    Epoch 1/2-Step 920... Discriminator Loss: 1.6025... Generator Loss: 0.5098
    Epoch 1/2-Step 930... Discriminator Loss: 2.4625... Generator Loss: 0.2596
    Epoch 1/2-Step 940... Discriminator Loss: 1.4311... Generator Loss: 1.0545
    Epoch 1/2-Step 950... Discriminator Loss: 1.7271... Generator Loss: 0.7301
    Epoch 1/2-Step 960... Discriminator Loss: 2.2494... Generator Loss: 1.4716
    Epoch 1/2-Step 970... Discriminator Loss: 1.6490... Generator Loss: 0.9634
    Epoch 1/2-Step 980... Discriminator Loss: 1.8123... Generator Loss: 2.0872
    Epoch 1/2-Step 990... Discriminator Loss: 1.8791... Generator Loss: 1.1141
    Epoch 1/2-Step 1000... Discriminator Loss: 2.2623... Generator Loss: 0.6271

    Epoch 1/2-Step 1010... Discriminator Loss: 1.5344... Generator Loss: 0.4333
    Epoch 1/2-Step 1020... Discriminator Loss: 1.3361... Generator Loss: 1.1219
    Epoch 1/2-Step 1030... Discriminator Loss: 2.0035... Generator Loss: 1.5471
    Epoch 1/2-Step 1040... Discriminator Loss: 1.5246... Generator Loss: 0.7886
    Epoch 1/2-Step 1050... Discriminator Loss: 2.2192... Generator Loss: 0.6574
    Epoch 1/2-Step 1060... Discriminator Loss: 1.5182... Generator Loss: 1.3824
    Epoch 1/2-Step 1070... Discriminator Loss: 2.7937... Generator Loss: 0.3068
    Epoch 1/2-Step 1080... Discriminator Loss: 1.4752... Generator Loss: 0.8406
    Epoch 1/2-Step 1090... Discriminator Loss: 1.8927... Generator Loss: 0.6407
    Epoch 1/2-Step 1100... Discriminator Loss: 1.7118... Generator Loss: 0.6947

    Epoch 1/2-Step 1110... Discriminator Loss: 1.8363... Generator Loss: 0.8679
    Epoch 1/2-Step 1120... Discriminator Loss: 2.0464... Generator Loss: 0.4784
    Epoch 1/2-Step 1130... Discriminator Loss: 1.6536... Generator Loss: 1.8249
    Epoch 1/2-Step 1140... Discriminator Loss: 1.7578... Generator Loss: 0.5718
    Epoch 1/2-Step 1150... Discriminator Loss: 2.8404... Generator Loss: 0.2328
    Epoch 1/2-Step 1160... Discriminator Loss: 1.2185... Generator Loss: 1.2534
    Epoch 1/2-Step 1170... Discriminator Loss: 1.5187... Generator Loss: 0.8082
    Epoch 1/2-Step 1180... Discriminator Loss: 1.8224... Generator Loss: 0.7550
    Epoch 1/2-Step 1190... Discriminator Loss: 1.5622... Generator Loss: 1.1450
    Epoch 1/2-Step 1200... Discriminator Loss: 1.2265... Generator Loss: 1.1609

    Epoch 1/2-Step 1210... Discriminator Loss: 1.4962... Generator Loss: 1.2880
    Epoch 1/2-Step 1220... Discriminator Loss: 1.7215... Generator Loss: 0.9768
    Epoch 1/2-Step 1230... Discriminator Loss: 1.8570... Generator Loss: 0.5593
    Epoch 1/2-Step 1240... Discriminator Loss: 1.4478... Generator Loss: 1.3494
    Epoch 1/2-Step 1250... Discriminator Loss: 2.1037... Generator Loss: 0.5527
    Epoch 1/2-Step 1260... Discriminator Loss: 3.1092... Generator Loss: 0.1941
    Epoch 1/2-Step 1270... Discriminator Loss: 1.6438... Generator Loss: 0.5245
    Epoch 1/2-Step 1280... Discriminator Loss: 1.4956... Generator Loss: 0.9718
    Epoch 1/2-Step 1290... Discriminator Loss: 2.0359... Generator Loss: 0.4613
    Epoch 1/2-Step 1300... Discriminator Loss: 1.2851... Generator Loss: 2.5540

    Epoch 1/2-Step 1310... Discriminator Loss: 1.9794... Generator Loss: 1.2672
    Epoch 1/2-Step 1320... Discriminator Loss: 1.5431... Generator Loss: 0.8462
    Epoch 1/2-Step 1330... Discriminator Loss: 2.6111... Generator Loss: 2.0525
    Epoch 1/2-Step 1340... Discriminator Loss: 1.8478... Generator Loss: 0.6593
    Epoch 1/2-Step 1350... Discriminator Loss: 1.5591... Generator Loss: 2.2388
    Epoch 1/2-Step 1360... Discriminator Loss: 2.0985... Generator Loss: 0.4223
    Epoch 1/2-Step 1370... Discriminator Loss: 1.3647... Generator Loss: 0.6367
    Epoch 1/2-Step 1380... Discriminator Loss: 1.2238... Generator Loss: 1.0516
    Epoch 1/2-Step 1390... Discriminator Loss: 1.5150... Generator Loss: 1.1102
    Epoch 1/2-Step 1400... Discriminator Loss: 1.0320... Generator Loss: 1.1787

    Epoch 1/2-Step 1410... Discriminator Loss: 2.0789... Generator Loss: 0.8383
    Epoch 1/2-Step 1420... Discriminator Loss: 1.5342... Generator Loss: 0.8889
    Epoch 1/2-Step 1430... Discriminator Loss: 2.1573... Generator Loss: 1.1052
    Epoch 1/2-Step 1440... Discriminator Loss: 1.5579... Generator Loss: 0.6092
    Epoch 1/2-Step 1450... Discriminator Loss: 2.5980... Generator Loss: 0.3473
    Epoch 1/2-Step 1460... Discriminator Loss: 0.9412... Generator Loss: 1.3549
    Epoch 1/2-Step 1470... Discriminator Loss: 1.5168... Generator Loss: 0.7796
    Epoch 1/2-Step 1480... Discriminator Loss: 1.3101... Generator Loss: 1.2143
    Epoch 1/2-Step 1490... Discriminator Loss: 1.7092... Generator Loss: 0.5636
    Epoch 1/2-Step 1500... Discriminator Loss: 1.7458... Generator Loss: 0.9821

    Epoch 1/2-Step 1510... Discriminator Loss: 2.2684... Generator Loss: 0.5608
    Epoch 1/2-Step 1520... Discriminator Loss: 1.9566... Generator Loss: 1.3383
    Epoch 1/2-Step 1530... Discriminator Loss: 1.3982... Generator Loss: 1.3955
    Epoch 1/2-Step 1540... Discriminator Loss: 1.6526... Generator Loss: 2.5369
    Epoch 1/2-Step 1550... Discriminator Loss: 0.7793... Generator Loss: 1.4792
    Epoch 1/2-Step 1560... Discriminator Loss: 2.7674... Generator Loss: 0.6169
    Epoch 1/2-Step 1570... Discriminator Loss: 2.0942... Generator Loss: 0.9290
    Epoch 1/2-Step 1580... Discriminator Loss: 2.5194... Generator Loss: 0.2785
    Epoch 1/2-Step 1590... Discriminator Loss: 0.9844... Generator Loss: 0.9368
    Epoch 1/2-Step 1600... Discriminator Loss: 1.6432... Generator Loss: 1.0269

    Epoch 1/2-Step 1610... Discriminator Loss: 1.9181... Generator Loss: 0.5161
    Epoch 1/2-Step 1620... Discriminator Loss: 1.5031... Generator Loss: 2.0783
    Epoch 1/2-Step 1630... Discriminator Loss: 0.6584... Generator Loss: 1.7617
    Epoch 1/2-Step 1640... Discriminator Loss: 1.7910... Generator Loss: 1.2240
    Epoch 1/2-Step 1650... Discriminator Loss: 1.6499... Generator Loss: 0.6987
    Epoch 1/2-Step 1660... Discriminator Loss: 1.2733... Generator Loss: 0.7293
    Epoch 1/2-Step 1670... Discriminator Loss: 1.4346... Generator Loss: 1.5883
    Epoch 1/2-Step 1680... Discriminator Loss: 1.0651... Generator Loss: 0.8878
    Epoch 1/2-Step 1690... Discriminator Loss: 2.7191... Generator Loss: 0.4455
    Epoch 1/2-Step 1700... Discriminator Loss: 1.4566... Generator Loss: 0.8971

    Epoch 1/2-Step 1710... Discriminator Loss: 0.9720... Generator Loss: 1.2247
    Epoch 1/2-Step 1720... Discriminator Loss: 1.5625... Generator Loss: 1.0967
    Epoch 1/2-Step 1730... Discriminator Loss: 1.3570... Generator Loss: 1.2406
    Epoch 1/2-Step 1740... Discriminator Loss: 0.9930... Generator Loss: 1.0665
    Epoch 1/2-Step 1750... Discriminator Loss: 1.2531... Generator Loss: 1.1553
    Epoch 1/2-Step 1760... Discriminator Loss: 1.6308... Generator Loss: 2.6386
    Epoch 1/2-Step 1770... Discriminator Loss: 1.5074... Generator Loss: 2.9194
    Epoch 1/2-Step 1780... Discriminator Loss: 1.1102... Generator Loss: 0.9617
    Epoch 1/2-Step 1790... Discriminator Loss: 1.5774... Generator Loss: 0.8478
    Epoch 1/2-Step 1800... Discriminator Loss: 1.6303... Generator Loss: 0.7241

    Epoch 1/2-Step 1810... Discriminator Loss: 1.4055... Generator Loss: 0.9881
    Epoch 1/2-Step 1820... Discriminator Loss: 0.9379... Generator Loss: 1.4142
    Epoch 1/2-Step 1830... Discriminator Loss: 1.2579... Generator Loss: 1.0808
    Epoch 1/2-Step 1840... Discriminator Loss: 0.9951... Generator Loss: 1.7914
    Epoch 1/2-Step 1850... Discriminator Loss: 1.2072... Generator Loss: 1.8785
    Epoch 1/2-Step 1860... Discriminator Loss: 1.7810... Generator Loss: 0.9379
    Epoch 1/2-Step 1870... Discriminator Loss: 1.6841... Generator Loss: 0.7043
    Epoch 1/2-Step 1880... Discriminator Loss: 1.6064... Generator Loss: 0.4850
    Epoch 1/2-Step 1890... Discriminator Loss: 1.9991... Generator Loss: 0.9446
    Epoch 1/2-Step 1900... Discriminator Loss: 0.7067... Generator Loss: 2.2667

    Epoch 1/2-Step 1910... Discriminator Loss: 1.0243... Generator Loss: 1.6444
    Epoch 1/2-Step 1920... Discriminator Loss: 1.2215... Generator Loss: 1.3887
    Epoch 1/2-Step 1930... Discriminator Loss: 1.6844... Generator Loss: 0.7205
    Epoch 1/2-Step 1940... Discriminator Loss: 1.4666... Generator Loss: 0.9609
    Epoch 1/2-Step 1950... Discriminator Loss: 2.2047... Generator Loss: 0.2255
    Epoch 1/2-Step 1960... Discriminator Loss: 0.9293... Generator Loss: 1.8723
    Epoch 1/2-Step 1970... Discriminator Loss: 1.9385... Generator Loss: 1.2363
    Epoch 1/2-Step 1980... Discriminator Loss: 1.3688... Generator Loss: 1.4991
    Epoch 1/2-Step 1990... Discriminator Loss: 1.4144... Generator Loss: 2.1793
    Epoch 1/2-Step 2000... Discriminator Loss: 2.1385... Generator Loss: 1.0334

    Epoch 1/2-Step 2010... Discriminator Loss: 1.8282... Generator Loss: 2.2538
    Epoch 1/2-Step 2020... Discriminator Loss: 1.3680... Generator Loss: 1.4629
    Epoch 1/2-Step 2030... Discriminator Loss: 1.2789... Generator Loss: 1.4095
    Epoch 1/2-Step 2040... Discriminator Loss: 0.7795... Generator Loss: 1.7727
    Epoch 1/2-Step 2050... Discriminator Loss: 1.8060... Generator Loss: 1.1282
    Epoch 1/2-Step 2060... Discriminator Loss: 2.7817... Generator Loss: 0.3962
    Epoch 1/2-Step 2070... Discriminator Loss: 1.3030... Generator Loss: 1.8516
    Epoch 1/2-Step 2080... Discriminator Loss: 1.2551... Generator Loss: 2.0143
    Epoch 1/2-Step 2090... Discriminator Loss: 1.1564... Generator Loss: 1.1777
    Epoch 1/2-Step 2100... Discriminator Loss: 1.5885... Generator Loss: 0.5241

    Epoch 1/2-Step 2110... Discriminator Loss: 1.3204... Generator Loss: 1.6334
    Epoch 1/2-Step 2120... Discriminator Loss: 1.0556... Generator Loss: 1.4026
    Epoch 1/2-Step 2130... Discriminator Loss: 1.1855... Generator Loss: 1.3955
    Epoch 1/2-Step 2140... Discriminator Loss: 1.4678... Generator Loss: 2.5821
    Epoch 1/2-Step 2150... Discriminator Loss: 1.8101... Generator Loss: 0.6262
    Epoch 1/2-Step 2160... Discriminator Loss: 1.7871... Generator Loss: 1.3442
    Epoch 1/2-Step 2170... Discriminator Loss: 1.3084... Generator Loss: 0.9783
    Epoch 1/2-Step 2180... Discriminator Loss: 1.1878... Generator Loss: 1.0560
    Epoch 1/2-Step 2190... Discriminator Loss: 1.4956... Generator Loss: 1.1276
    Epoch 1/2-Step 2200... Discriminator Loss: 2.5187... Generator Loss: 0.3612

    Epoch 1/2-Step 2210... Discriminator Loss: 1.3161... Generator Loss: 0.9862
    Epoch 1/2-Step 2220... Discriminator Loss: 1.1794... Generator Loss: 1.5978
    Epoch 1/2-Step 2230... Discriminator Loss: 1.7036... Generator Loss: 1.4239
    Epoch 1/2-Step 2240... Discriminator Loss: 1.2739... Generator Loss: 1.7801
    Epoch 1/2-Step 2250... Discriminator Loss: 1.1780... Generator Loss: 0.7900
    Epoch 1/2-Step 2260... Discriminator Loss: 1.6259... Generator Loss: 0.6541
    Epoch 1/2-Step 2270... Discriminator Loss: 1.0366... Generator Loss: 1.3761
    Epoch 1/2-Step 2280... Discriminator Loss: 0.9188... Generator Loss: 1.4899
    Epoch 1/2-Step 2290... Discriminator Loss: 1.3118... Generator Loss: 1.9320
    Epoch 1/2-Step 2300... Discriminator Loss: 1.5558... Generator Loss: 1.8601

    Epoch 1/2-Step 2310... Discriminator Loss: 1.3513... Generator Loss: 1.1792
    Epoch 1/2-Step 2320... Discriminator Loss: 1.1276... Generator Loss: 1.6514
    Epoch 1/2-Step 2330... Discriminator Loss: 1.0582... Generator Loss: 1.3400
    Epoch 1/2-Step 2340... Discriminator Loss: 1.0007... Generator Loss: 1.2159
    Epoch 1/2-Step 2350... Discriminator Loss: 1.3421... Generator Loss: 0.4202
    Epoch 1/2-Step 2360... Discriminator Loss: 0.9796... Generator Loss: 3.7176
    Epoch 1/2-Step 2370... Discriminator Loss: 1.4807... Generator Loss: 0.4350
    Epoch 1/2-Step 2380... Discriminator Loss: 0.9803... Generator Loss: 2.3177
    Epoch 1/2-Step 2390... Discriminator Loss: 1.9081... Generator Loss: 0.8476
    Epoch 1/2-Step 2400... Discriminator Loss: 1.4687... Generator Loss: 0.9120

    Epoch 1/2-Step 2410... Discriminator Loss: 1.1684... Generator Loss: 0.7956
    Epoch 1/2-Step 2420... Discriminator Loss: 0.6919... Generator Loss: 1.3747
    Epoch 1/2-Step 2430... Discriminator Loss: 0.8773... Generator Loss: 1.5710
    Epoch 1/2-Step 2440... Discriminator Loss: 1.2435... Generator Loss: 2.3948
    Epoch 1/2-Step 2450... Discriminator Loss: 0.8684... Generator Loss: 1.5118
    Epoch 1/2-Step 2460... Discriminator Loss: 1.1518... Generator Loss: 0.8184
    Epoch 1/2-Step 2470... Discriminator Loss: 0.7865... Generator Loss: 1.7250
    Epoch 1/2-Step 2480... Discriminator Loss: 2.0862... Generator Loss: 0.6269
    Epoch 1/2-Step 2490... Discriminator Loss: 0.7544... Generator Loss: 1.5364
    Epoch 1/2-Step 2500... Discriminator Loss: 0.7736... Generator Loss: 2.7293

    Epoch 1/2-Step 2510... Discriminator Loss: 1.6349... Generator Loss: 1.0930
    Epoch 1/2-Step 2520... Discriminator Loss: 1.8854... Generator Loss: 0.6645
    Epoch 1/2-Step 2530... Discriminator Loss: 1.5640... Generator Loss: 1.0977
    Epoch 1/2-Step 2540... Discriminator Loss: 1.0245... Generator Loss: 1.7135
    Epoch 1/2-Step 2550... Discriminator Loss: 0.8430... Generator Loss: 1.1761
    Epoch 1/2-Step 2560... Discriminator Loss: 1.6688... Generator Loss: 0.8801
    Epoch 1/2-Step 2570... Discriminator Loss: 0.8400... Generator Loss: 3.5527
    Epoch 1/2-Step 2580... Discriminator Loss: 1.1897... Generator Loss: 2.6267
    Epoch 1/2-Step 2590... Discriminator Loss: 1.3093... Generator Loss: 3.1767
    Epoch 1/2-Step 2600... Discriminator Loss: 1.3642... Generator Loss: 1.4354

    Epoch 1/2-Step 2610... Discriminator Loss: 0.9792... Generator Loss: 2.6876
    Epoch 1/2-Step 2620... Discriminator Loss: 1.1148... Generator Loss: 1.1051
    Epoch 1/2-Step 2630... Discriminator Loss: 0.9979... Generator Loss: 0.9700
    Epoch 1/2-Step 2640... Discriminator Loss: 0.6082... Generator Loss: 1.9845
    Epoch 1/2-Step 2650... Discriminator Loss: 1.0193... Generator Loss: 1.4141
    Epoch 1/2-Step 2660... Discriminator Loss: 0.8010... Generator Loss: 1.6993
    Epoch 1/2-Step 2670... Discriminator Loss: 0.9638... Generator Loss: 1.9727
    Epoch 1/2-Step 2680... Discriminator Loss: 4.1851... Generator Loss: 5.9589
    Epoch 1/2-Step 2690... Discriminator Loss: 1.0559... Generator Loss: 2.3036
    Epoch 1/2-Step 2700... Discriminator Loss: 0.7456... Generator Loss: 3.0289

    Epoch 1/2-Step 2710... Discriminator Loss: 1.6097... Generator Loss: 0.8380
    Epoch 1/2-Step 2720... Discriminator Loss: 0.7764... Generator Loss: 1.9949
    Epoch 1/2-Step 2730... Discriminator Loss: 1.9236... Generator Loss: 0.5473
    Epoch 1/2-Step 2740... Discriminator Loss: 1.0212... Generator Loss: 2.1570
    Epoch 1/2-Step 2750... Discriminator Loss: 1.3450... Generator Loss: 3.2112
    Epoch 1/2-Step 2760... Discriminator Loss: 1.0912... Generator Loss: 0.5948
    Epoch 1/2-Step 2770... Discriminator Loss: 1.8577... Generator Loss: 1.2803
    Epoch 1/2-Step 2780... Discriminator Loss: 1.6736... Generator Loss: 0.4892
    Epoch 1/2-Step 2790... Discriminator Loss: 1.8356... Generator Loss: 0.4581
    Epoch 1/2-Step 2800... Discriminator Loss: 1.1618... Generator Loss: 2.8949

    Epoch 1/2-Step 2810... Discriminator Loss: 0.8225... Generator Loss: 1.0229
    Epoch 1/2-Step 2820... Discriminator Loss: 0.9250... Generator Loss: 2.2914
    Epoch 1/2-Step 2830... Discriminator Loss: 0.7572... Generator Loss: 1.8686
    Epoch 1/2-Step 2840... Discriminator Loss: 0.6191... Generator Loss: 1.5279
    Epoch 1/2-Step 2850... Discriminator Loss: 1.2797... Generator Loss: 0.5229
    Epoch 1/2-Step 2860... Discriminator Loss: 2.3627... Generator Loss: 0.4211
    Epoch 1/2-Step 2870... Discriminator Loss: 2.2202... Generator Loss: 0.6415
    Epoch 1/2-Step 2880... Discriminator Loss: 0.9318... Generator Loss: 2.2874
    Epoch 1/2-Step 2890... Discriminator Loss: 1.1470... Generator Loss: 1.2436
    Epoch 1/2-Step 2900... Discriminator Loss: 0.9684... Generator Loss: 1.6122

    Epoch 1/2-Step 2910... Discriminator Loss: 0.9839... Generator Loss: 1.8861
    Epoch 1/2-Step 2920... Discriminator Loss: 0.6033... Generator Loss: 2.6670
    Epoch 1/2-Step 2930... Discriminator Loss: 1.0567... Generator Loss: 1.3305
    Epoch 1/2-Step 2940... Discriminator Loss: 1.3203... Generator Loss: 0.8143
    Epoch 1/2-Step 2950... Discriminator Loss: 0.9820... Generator Loss: 1.9188
    Epoch 1/2-Step 2960... Discriminator Loss: 1.8473... Generator Loss: 0.5898
    Epoch 1/2-Step 2970... Discriminator Loss: 0.8452... Generator Loss: 1.5901
    Epoch 1/2-Step 2980... Discriminator Loss: 1.1733... Generator Loss: 1.6805
    Epoch 1/2-Step 2990... Discriminator Loss: 1.4451... Generator Loss: 4.1489
    Epoch 1/2-Step 3000... Discriminator Loss: 1.5283... Generator Loss: 0.9003

    Epoch 1/2-Step 3010... Discriminator Loss: 1.0045... Generator Loss: 1.3305
    Epoch 1/2-Step 3020... Discriminator Loss: 1.2027... Generator Loss: 0.6926
    Epoch 1/2-Step 3030... Discriminator Loss: 1.4056... Generator Loss: 1.7993
    Epoch 1/2-Step 3040... Discriminator Loss: 0.7977... Generator Loss: 2.2008
    Epoch 1/2-Step 3050... Discriminator Loss: 0.9407... Generator Loss: 3.3201
    Epoch 1/2-Step 3060... Discriminator Loss: 1.6828... Generator Loss: 1.4347
    Epoch 1/2-Step 3070... Discriminator Loss: 0.9688... Generator Loss: 1.4361
    Epoch 1/2-Step 3080... Discriminator Loss: 1.1253... Generator Loss: 1.6667
    Epoch 1/2-Step 3090... Discriminator Loss: 1.3357... Generator Loss: 1.5047
    Epoch 1/2-Step 3100... Discriminator Loss: 1.9671... Generator Loss: 1.1792

    Epoch 1/2-Step 3110... Discriminator Loss: 0.7444... Generator Loss: 1.8457
    Epoch 1/2-Step 3120... Discriminator Loss: 1.2955... Generator Loss: 1.3343
    Epoch 1/2-Step 3130... Discriminator Loss: 1.9783... Generator Loss: 0.7650
    Epoch 1/2-Step 3140... Discriminator Loss: 1.2794... Generator Loss: 1.7128
    Epoch 1/2-Step 3150... Discriminator Loss: 0.9588... Generator Loss: 1.4020
    Epoch 1/2-Step 3160... Discriminator Loss: 1.6277... Generator Loss: 0.9372
    Epoch 1/2-Step 3170... Discriminator Loss: 0.7439... Generator Loss: 2.2052
    Epoch 1/2-Step 3180... Discriminator Loss: 0.8528... Generator Loss: 1.7296
    Epoch 1/2-Step 3190... Discriminator Loss: 0.9380... Generator Loss: 1.8576
    Epoch 1/2-Step 3200... Discriminator Loss: 1.0516... Generator Loss: 1.7026

    Epoch 1/2-Step 3210... Discriminator Loss: 1.1894... Generator Loss: 1.5121
    Epoch 1/2-Step 3220... Discriminator Loss: 1.6376... Generator Loss: 0.7133
    Epoch 1/2-Step 3230... Discriminator Loss: 0.9435... Generator Loss: 1.6021
    Epoch 1/2-Step 3240... Discriminator Loss: 0.6321... Generator Loss: 1.9048
    Epoch 1/2-Step 3250... Discriminator Loss: 1.5177... Generator Loss: 0.6432
    Epoch 1/2-Step 3260... Discriminator Loss: 1.1988... Generator Loss: 1.5884
    Epoch 1/2-Step 3270... Discriminator Loss: 0.8108... Generator Loss: 1.3113
    Epoch 1/2-Step 3280... Discriminator Loss: 0.6272... Generator Loss: 2.3086
    Epoch 1/2-Step 3290... Discriminator Loss: 0.8616... Generator Loss: 1.8550
    Epoch 1/2-Step 3300... Discriminator Loss: 1.0116... Generator Loss: 2.2713

    Epoch 1/2-Step 3310... Discriminator Loss: 0.9675... Generator Loss: 1.0892
    Epoch 1/2-Step 3320... Discriminator Loss: 1.7879... Generator Loss: 3.6830
    Epoch 1/2-Step 3330... Discriminator Loss: 0.9832... Generator Loss: 1.2708
    Epoch 1/2-Step 3340... Discriminator Loss: 0.9825... Generator Loss: 1.6189
    Epoch 1/2-Step 3350... Discriminator Loss: 1.2052... Generator Loss: 2.5176
    Epoch 1/2-Step 3360... Discriminator Loss: 0.8736... Generator Loss: 1.6014
    Epoch 1/2-Step 3370... Discriminator Loss: 1.3317... Generator Loss: 0.8679
    Epoch 1/2-Step 3380... Discriminator Loss: 1.8753... Generator Loss: 0.8683
    Epoch 1/2-Step 3390... Discriminator Loss: 1.3497... Generator Loss: 1.1751
    Epoch 1/2-Step 3400... Discriminator Loss: 1.9078... Generator Loss: 1.0901

    Epoch 1/2-Step 3410... Discriminator Loss: 0.8109... Generator Loss: 2.9047
    Epoch 1/2-Step 3420... Discriminator Loss: 0.6065... Generator Loss: 2.0010
    Epoch 1/2-Step 3430... Discriminator Loss: 0.5993... Generator Loss: 2.5057
    Epoch 1/2-Step 3440... Discriminator Loss: 0.9897... Generator Loss: 1.7310
    Epoch 1/2-Step 3450... Discriminator Loss: 0.9016... Generator Loss: 2.6209
    Epoch 1/2-Step 3460... Discriminator Loss: 1.1423... Generator Loss: 1.5937
    Epoch 1/2-Step 3470... Discriminator Loss: 0.5596... Generator Loss: 1.8234
    Epoch 1/2-Step 3480... Discriminator Loss: 1.4996... Generator Loss: 0.9788
    Epoch 1/2-Step 3490... Discriminator Loss: 0.9864... Generator Loss: 1.2390
    Epoch 1/2-Step 3500... Discriminator Loss: 1.1743... Generator Loss: 1.9742

    Epoch 1/2-Step 3510... Discriminator Loss: 1.5141... Generator Loss: 1.1573
    Epoch 1/2-Step 3520... Discriminator Loss: 1.3913... Generator Loss: 0.3091
    Epoch 1/2-Step 3530... Discriminator Loss: 1.5702... Generator Loss: 0.9008
    Epoch 1/2-Step 3540... Discriminator Loss: 0.5940... Generator Loss: 2.6815
    Epoch 1/2-Step 3550... Discriminator Loss: 0.9067... Generator Loss: 1.8273
    Epoch 1/2-Step 3560... Discriminator Loss: 0.6312... Generator Loss: 2.2397
    Epoch 1/2-Step 3570... Discriminator Loss: 0.9396... Generator Loss: 2.2278
    Epoch 1/2-Step 3580... Discriminator Loss: 2.0399... Generator Loss: 0.5491
    Epoch 1/2-Step 3590... Discriminator Loss: 0.9086... Generator Loss: 0.8842
    Epoch 1/2-Step 3600... Discriminator Loss: 1.4444... Generator Loss: 1.0543

    Epoch 1/2-Step 3610... Discriminator Loss: 0.5347... Generator Loss: 3.4708
    Epoch 1/2-Step 3620... Discriminator Loss: 1.5718... Generator Loss: 0.7647
    Epoch 1/2-Step 3630... Discriminator Loss: 0.8013... Generator Loss: 2.0245
    Epoch 1/2-Step 3640... Discriminator Loss: 1.6968... Generator Loss: 2.3635
    Epoch 1/2-Step 3650... Discriminator Loss: 0.6283... Generator Loss: 2.0152
    Epoch 1/2-Step 3660... Discriminator Loss: 1.0592... Generator Loss: 1.0891
    Epoch 1/2-Step 3670... Discriminator Loss: 0.5548... Generator Loss: 2.8192
    Epoch 1/2-Step 3680... Discriminator Loss: 0.9127... Generator Loss: 1.8178
    Epoch 1/2-Step 3690... Discriminator Loss: 2.0284... Generator Loss: 0.5596
    Epoch 1/2-Step 3700... Discriminator Loss: 1.2324... Generator Loss: 1.1205

    Epoch 1/2-Step 3710... Discriminator Loss: 1.1957... Generator Loss: 2.9403
    Epoch 1/2-Step 3720... Discriminator Loss: 1.4918... Generator Loss: 0.9780
    Epoch 1/2-Step 3730... Discriminator Loss: 0.8119... Generator Loss: 3.1082
    Epoch 1/2-Step 3740... Discriminator Loss: 1.2655... Generator Loss: 1.1769
    Epoch 1/2-Step 3750... Discriminator Loss: 1.7132... Generator Loss: 1.4216
    Epoch 2/2-Step 3760... Discriminator Loss: 0.9273... Generator Loss: 1.4539
    Epoch 2/2-Step 3770... Discriminator Loss: 0.6323... Generator Loss: 3.1133
    Epoch 2/2-Step 3780... Discriminator Loss: 0.8319... Generator Loss: 2.0285
    Epoch 2/2-Step 3790... Discriminator Loss: 1.2167... Generator Loss: 2.7195
    Epoch 2/2-Step 3800... Discriminator Loss: 0.6840... Generator Loss: 2.4182

    Epoch 2/2-Step 3810... Discriminator Loss: 0.8050... Generator Loss: 1.9574
    Epoch 2/2-Step 3820... Discriminator Loss: 0.8091... Generator Loss: 1.1413
    Epoch 2/2-Step 3830... Discriminator Loss: 1.0711... Generator Loss: 1.4569
    Epoch 2/2-Step 3840... Discriminator Loss: 0.8343... Generator Loss: 2.4736
    Epoch 2/2-Step 3850... Discriminator Loss: 0.9920... Generator Loss: 1.6217
    Epoch 2/2-Step 3860... Discriminator Loss: 0.8220... Generator Loss: 2.2878
    Epoch 2/2-Step 3870... Discriminator Loss: 1.2535... Generator Loss: 2.0134
    Epoch 2/2-Step 3880... Discriminator Loss: 0.8582... Generator Loss: 2.1332
    Epoch 2/2-Step 3890... Discriminator Loss: 2.4133... Generator Loss: 3.6196
    Epoch 2/2-Step 3900... Discriminator Loss: 1.5483... Generator Loss: 0.9423

    Epoch 2/2-Step 3910... Discriminator Loss: 0.7256... Generator Loss: 1.6172
    Epoch 2/2-Step 3920... Discriminator Loss: 1.0606... Generator Loss: 1.3935
    Epoch 2/2-Step 3930... Discriminator Loss: 0.6840... Generator Loss: 1.4029
    Epoch 2/2-Step 3940... Discriminator Loss: 1.5648... Generator Loss: 0.4768
    Epoch 2/2-Step 3950... Discriminator Loss: 1.8569... Generator Loss: 1.3834
    Epoch 2/2-Step 3960... Discriminator Loss: 1.1159... Generator Loss: 3.2792
    Epoch 2/2-Step 3970... Discriminator Loss: 0.6805... Generator Loss: 2.0604
    Epoch 2/2-Step 3980... Discriminator Loss: 1.4394... Generator Loss: 0.6645
    Epoch 2/2-Step 3990... Discriminator Loss: 0.6373... Generator Loss: 2.3259
    Epoch 2/2-Step 4000... Discriminator Loss: 1.8258... Generator Loss: 1.6766

    Epoch 2/2-Step 4010... Discriminator Loss: 2.5978... Generator Loss: 4.1080
    Epoch 2/2-Step 4020... Discriminator Loss: 0.8558... Generator Loss: 1.7508
    Epoch 2/2-Step 4030... Discriminator Loss: 1.1174... Generator Loss: 1.3364
    Epoch 2/2-Step 4040... Discriminator Loss: 0.5710... Generator Loss: 2.5279
    Epoch 2/2-Step 4050... Discriminator Loss: 0.5763... Generator Loss: 2.4129
    Epoch 2/2-Step 4060... Discriminator Loss: 0.6498... Generator Loss: 3.9780
    Epoch 2/2-Step 4070... Discriminator Loss: 0.8375... Generator Loss: 1.0327
    Epoch 2/2-Step 4080... Discriminator Loss: 0.7236... Generator Loss: 2.0829
    Epoch 2/2-Step 4090... Discriminator Loss: 1.0059... Generator Loss: 1.5619
    Epoch 2/2-Step 4100... Discriminator Loss: 2.6371... Generator Loss: 0.4754

    Epoch 2/2-Step 4110... Discriminator Loss: 0.8128... Generator Loss: 2.5129
    Epoch 2/2-Step 4120... Discriminator Loss: 0.8923... Generator Loss: 1.5166
    Epoch 2/2-Step 4130... Discriminator Loss: 0.8151... Generator Loss: 2.2795
    Epoch 2/2-Step 4140... Discriminator Loss: 1.4754... Generator Loss: 4.0093
    Epoch 2/2-Step 4150... Discriminator Loss: 0.8900... Generator Loss: 0.7977
    Epoch 2/2-Step 4160... Discriminator Loss: 0.8838... Generator Loss: 2.2693
    Epoch 2/2-Step 4170... Discriminator Loss: 1.5833... Generator Loss: 2.0589
    Epoch 2/2-Step 4180... Discriminator Loss: 1.2953... Generator Loss: 2.0012
    Epoch 2/2-Step 4190... Discriminator Loss: 1.0730... Generator Loss: 1.3989
    Epoch 2/2-Step 4200... Discriminator Loss: 1.3883... Generator Loss: 2.0992

    Epoch 2/2-Step 4210... Discriminator Loss: 1.0157... Generator Loss: 4.1873
    Epoch 2/2-Step 4220... Discriminator Loss: 0.8365... Generator Loss: 1.9523
    Epoch 2/2-Step 4230... Discriminator Loss: 0.6131... Generator Loss: 2.5284
    Epoch 2/2-Step 4240... Discriminator Loss: 1.1748... Generator Loss: 1.3751
    Epoch 2/2-Step 4250... Discriminator Loss: 0.6887... Generator Loss: 2.5840
    Epoch 2/2-Step 4260... Discriminator Loss: 0.5632... Generator Loss: 3.1034
    Epoch 2/2-Step 4270... Discriminator Loss: 0.7161... Generator Loss: 2.7014
    Epoch 2/2-Step 4280... Discriminator Loss: 0.9079... Generator Loss: 3.0261
    Epoch 2/2-Step 4290... Discriminator Loss: 0.8594... Generator Loss: 2.3147
    Epoch 2/2-Step 4300... Discriminator Loss: 0.7226... Generator Loss: 2.9783

    Epoch 2/2-Step 4310... Discriminator Loss: 0.7103... Generator Loss: 1.5627
    Epoch 2/2-Step 4320... Discriminator Loss: 0.8324... Generator Loss: 1.3744
    Epoch 2/2-Step 4330... Discriminator Loss: 1.1705... Generator Loss: 0.9826
    Epoch 2/2-Step 4340... Discriminator Loss: 1.2036... Generator Loss: 3.3336
    Epoch 2/2-Step 4350... Discriminator Loss: 0.5394... Generator Loss: 1.9205
    Epoch 2/2-Step 4360... Discriminator Loss: 1.0280... Generator Loss: 1.7976
    Epoch 2/2-Step 4370... Discriminator Loss: 1.0513... Generator Loss: 1.0484
    Epoch 2/2-Step 4380... Discriminator Loss: 0.6092... Generator Loss: 1.4064
    Epoch 2/2-Step 4390... Discriminator Loss: 0.7810... Generator Loss: 2.4568
    Epoch 2/2-Step 4400... Discriminator Loss: 0.7146... Generator Loss: 1.3537

    Epoch 2/2-Step 4410... Discriminator Loss: 1.7961... Generator Loss: 1.2303
    Epoch 2/2-Step 4420... Discriminator Loss: 1.0087... Generator Loss: 2.6644
    Epoch 2/2-Step 4430... Discriminator Loss: 1.1209... Generator Loss: 2.0010
    Epoch 2/2-Step 4440... Discriminator Loss: 1.7087... Generator Loss: 3.2714
    Epoch 2/2-Step 4450... Discriminator Loss: 0.8297... Generator Loss: 1.1483
    Epoch 2/2-Step 4460... Discriminator Loss: 0.9406... Generator Loss: 3.2302
    Epoch 2/2-Step 4470... Discriminator Loss: 1.4158... Generator Loss: 0.9934
    Epoch 2/2-Step 4480... Discriminator Loss: 0.6997... Generator Loss: 2.7613
    Epoch 2/2-Step 4490... Discriminator Loss: 1.0477... Generator Loss: 2.3829
    Epoch 2/2-Step 4500... Discriminator Loss: 0.9892... Generator Loss: 1.7170

    Epoch 2/2-Step 4510... Discriminator Loss: 1.6809... Generator Loss: 4.9071
    Epoch 2/2-Step 4520... Discriminator Loss: 0.8174... Generator Loss: 1.7120
    Epoch 2/2-Step 4530... Discriminator Loss: 0.5889... Generator Loss: 3.8659
    Epoch 2/2-Step 4540... Discriminator Loss: 0.6366... Generator Loss: 1.8449
    Epoch 2/2-Step 4550... Discriminator Loss: 0.6644... Generator Loss: 3.2493
    Epoch 2/2-Step 4560... Discriminator Loss: 0.7319... Generator Loss: 3.4059
    Epoch 2/2-Step 4570... Discriminator Loss: 1.6027... Generator Loss: 0.6539
    Epoch 2/2-Step 4580... Discriminator Loss: 0.8634... Generator Loss: 1.0770
    Epoch 2/2-Step 4590... Discriminator Loss: 0.8624... Generator Loss: 1.3737
    Epoch 2/2-Step 4600... Discriminator Loss: 0.5867... Generator Loss: 1.8046

    Epoch 2/2-Step 4610... Discriminator Loss: 1.1267... Generator Loss: 2.4996
    Epoch 2/2-Step 4620... Discriminator Loss: 0.7398... Generator Loss: 3.9589
    Epoch 2/2-Step 4630... Discriminator Loss: 1.1008... Generator Loss: 3.0764
    Epoch 2/2-Step 4640... Discriminator Loss: 1.9842... Generator Loss: 0.8261
    Epoch 2/2-Step 4650... Discriminator Loss: 0.6369... Generator Loss: 3.2500
    Epoch 2/2-Step 4660... Discriminator Loss: 0.8727... Generator Loss: 1.3971
    Epoch 2/2-Step 4670... Discriminator Loss: 0.5712... Generator Loss: 1.7606
    Epoch 2/2-Step 4680... Discriminator Loss: 0.9897... Generator Loss: 1.4680
    Epoch 2/2-Step 4690... Discriminator Loss: 0.7763... Generator Loss: 1.7340
    Epoch 2/2-Step 4700... Discriminator Loss: 0.7342... Generator Loss: 2.0838

    Epoch 2/2-Step 4710... Discriminator Loss: 1.3577... Generator Loss: 1.7229
    Epoch 2/2-Step 4720... Discriminator Loss: 0.5806... Generator Loss: 3.3829
    Epoch 2/2-Step 4730... Discriminator Loss: 0.8749... Generator Loss: 1.0274
    Epoch 2/2-Step 4740... Discriminator Loss: 1.3508... Generator Loss: 2.4017
    Epoch 2/2-Step 4750... Discriminator Loss: 0.7190... Generator Loss: 2.2952
    Epoch 2/2-Step 4760... Discriminator Loss: 0.9876... Generator Loss: 3.0151
    Epoch 2/2-Step 4770... Discriminator Loss: 2.9583... Generator Loss: 0.4921
    Epoch 2/2-Step 4780... Discriminator Loss: 0.5907... Generator Loss: 1.9550
    Epoch 2/2-Step 4790... Discriminator Loss: 0.5692... Generator Loss: 1.6081
    Epoch 2/2-Step 4800... Discriminator Loss: 1.0259... Generator Loss: 0.6609

    Epoch 2/2-Step 4810... Discriminator Loss: 2.0318... Generator Loss: 0.4954
    Epoch 2/2-Step 4820... Discriminator Loss: 1.2075... Generator Loss: 1.6561
    Epoch 2/2-Step 4830... Discriminator Loss: 0.6910... Generator Loss: 2.5186
    Epoch 2/2-Step 4840... Discriminator Loss: 0.6184... Generator Loss: 2.7840
    Epoch 2/2-Step 4850... Discriminator Loss: 0.8373... Generator Loss: 2.0886
    Epoch 2/2-Step 4860... Discriminator Loss: 0.6483... Generator Loss: 1.9491
    Epoch 2/2-Step 4870... Discriminator Loss: 0.7256... Generator Loss: 2.9973
    Epoch 2/2-Step 4880... Discriminator Loss: 0.6956... Generator Loss: 2.6425
    Epoch 2/2-Step 4890... Discriminator Loss: 1.1275... Generator Loss: 4.1734
    Epoch 2/2-Step 4900... Discriminator Loss: 1.4497... Generator Loss: 1.6510

    Epoch 2/2-Step 4910... Discriminator Loss: 1.2242... Generator Loss: 1.9881
    Epoch 2/2-Step 4920... Discriminator Loss: 1.4209... Generator Loss: 1.2964
    Epoch 2/2-Step 4930... Discriminator Loss: 1.1311... Generator Loss: 1.5902
    Epoch 2/2-Step 4940... Discriminator Loss: 0.7357... Generator Loss: 3.3282
    Epoch 2/2-Step 4950... Discriminator Loss: 0.6916... Generator Loss: 2.8701
    Epoch 2/2-Step 4960... Discriminator Loss: 0.6660... Generator Loss: 3.8739
    Epoch 2/2-Step 4970... Discriminator Loss: 0.6230... Generator Loss: 2.3669
    Epoch 2/2-Step 4980... Discriminator Loss: 1.0523... Generator Loss: 2.5116
    Epoch 2/2-Step 4990... Discriminator Loss: 0.9139... Generator Loss: 1.0435
    Epoch 2/2-Step 5000... Discriminator Loss: 0.8021... Generator Loss: 3.0711

    Epoch 2/2-Step 5010... Discriminator Loss: 0.6576... Generator Loss: 2.1492
    Epoch 2/2-Step 5020... Discriminator Loss: 0.7555... Generator Loss: 2.1061
    Epoch 2/2-Step 5030... Discriminator Loss: 1.2018... Generator Loss: 1.1961
    Epoch 2/2-Step 5040... Discriminator Loss: 0.5098... Generator Loss: 2.7158
    Epoch 2/2-Step 5050... Discriminator Loss: 0.8177... Generator Loss: 2.4968
    Epoch 2/2-Step 5060... Discriminator Loss: 0.7574... Generator Loss: 3.0226
    Epoch 2/2-Step 5070... Discriminator Loss: 0.6693... Generator Loss: 1.8254
    Epoch 2/2-Step 5080... Discriminator Loss: 0.8775... Generator Loss: 1.7649
    Epoch 2/2-Step 5090... Discriminator Loss: 1.0300... Generator Loss: 2.4597
    Epoch 2/2-Step 5100... Discriminator Loss: 0.6733... Generator Loss: 2.5881

    Epoch 2/2-Step 5110... Discriminator Loss: 0.7277... Generator Loss: 3.5191
    Epoch 2/2-Step 5120... Discriminator Loss: 0.7121... Generator Loss: 2.9921
    Epoch 2/2-Step 5130... Discriminator Loss: 0.6108... Generator Loss: 2.8381
    Epoch 2/2-Step 5140... Discriminator Loss: 0.8490... Generator Loss: 2.5457
    Epoch 2/2-Step 5150... Discriminator Loss: 0.5292... Generator Loss: 3.2059
    Epoch 2/2-Step 5160... Discriminator Loss: 0.5909... Generator Loss: 1.5392
    Epoch 2/2-Step 5170... Discriminator Loss: 0.8997... Generator Loss: 1.5416
    Epoch 2/2-Step 5180... Discriminator Loss: 0.5973... Generator Loss: 2.8303
    Epoch 2/2-Step 5190... Discriminator Loss: 1.2312... Generator Loss: 1.7203
    Epoch 2/2-Step 5200... Discriminator Loss: 0.9359... Generator Loss: 1.5172

    Epoch 2/2-Step 5210... Discriminator Loss: 0.6013... Generator Loss: 2.7446
    Epoch 2/2-Step 5220... Discriminator Loss: 1.5900... Generator Loss: 1.7314
    Epoch 2/2-Step 5230... Discriminator Loss: 1.3293... Generator Loss: 0.9577
    Epoch 2/2-Step 5240... Discriminator Loss: 0.7651... Generator Loss: 4.5080
    Epoch 2/2-Step 5250... Discriminator Loss: 0.8763... Generator Loss: 2.2820
    Epoch 2/2-Step 5260... Discriminator Loss: 0.8644... Generator Loss: 1.7405
    Epoch 2/2-Step 5270... Discriminator Loss: 1.2652... Generator Loss: 1.4441
    Epoch 2/2-Step 5280... Discriminator Loss: 0.5929... Generator Loss: 1.8398
    Epoch 2/2-Step 5290... Discriminator Loss: 0.5260... Generator Loss: 3.4115
    Epoch 2/2-Step 5300... Discriminator Loss: 0.9375... Generator Loss: 1.7354

    Epoch 2/2-Step 5310... Discriminator Loss: 0.9733... Generator Loss: 1.5390
    Epoch 2/2-Step 5320... Discriminator Loss: 0.7806... Generator Loss: 2.0623
    Epoch 2/2-Step 5330... Discriminator Loss: 0.4897... Generator Loss: 2.3890
    Epoch 2/2-Step 5340... Discriminator Loss: 1.0056... Generator Loss: 2.0729
    Epoch 2/2-Step 5350... Discriminator Loss: 0.6536... Generator Loss: 1.9443
    Epoch 2/2-Step 5360... Discriminator Loss: 0.7212... Generator Loss: 2.3086
    Epoch 2/2-Step 5370... Discriminator Loss: 0.7070... Generator Loss: 3.1036
    Epoch 2/2-Step 5380... Discriminator Loss: 1.1220... Generator Loss: 1.6468
    Epoch 2/2-Step 5390... Discriminator Loss: 0.5778... Generator Loss: 3.2888
    Epoch 2/2-Step 5400... Discriminator Loss: 0.6168... Generator Loss: 2.5259

    Epoch 2/2-Step 5410... Discriminator Loss: 0.5683... Generator Loss: 3.2456
    Epoch 2/2-Step 5420... Discriminator Loss: 0.7777... Generator Loss: 1.4606
    Epoch 2/2-Step 5430... Discriminator Loss: 0.6013... Generator Loss: 2.6161
    Epoch 2/2-Step 5440... Discriminator Loss: 0.8191... Generator Loss: 2.7877
    Epoch 2/2-Step 5450... Discriminator Loss: 0.6987... Generator Loss: 2.4595
    Epoch 2/2-Step 5460... Discriminator Loss: 1.5040... Generator Loss: 0.6110
    Epoch 2/2-Step 5470... Discriminator Loss: 0.8633... Generator Loss: 2.2098
    Epoch 2/2-Step 5480... Discriminator Loss: 0.9388... Generator Loss: 1.8265
    Epoch 2/2-Step 5490... Discriminator Loss: 0.7507... Generator Loss: 2.4642
    Epoch 2/2-Step 5500... Discriminator Loss: 0.5585... Generator Loss: 3.2339

    Epoch 2/2-Step 5510... Discriminator Loss: 0.6442... Generator Loss: 3.0003
    Epoch 2/2-Step 5520... Discriminator Loss: 0.5520... Generator Loss: 2.7205
    Epoch 2/2-Step 5530... Discriminator Loss: 0.8147... Generator Loss: 1.8698
    Epoch 2/2-Step 5540... Discriminator Loss: 0.6854... Generator Loss: 1.3011
    Epoch 2/2-Step 5550... Discriminator Loss: 0.5850... Generator Loss: 3.3359
    Epoch 2/2-Step 5560... Discriminator Loss: 0.6005... Generator Loss: 2.6258
    Epoch 2/2-Step 5570... Discriminator Loss: 0.6296... Generator Loss: 2.5284
    Epoch 2/2-Step 5580... Discriminator Loss: 0.7324... Generator Loss: 4.1761
    Epoch 2/2-Step 5590... Discriminator Loss: 0.7818... Generator Loss: 2.6275
    Epoch 2/2-Step 5600... Discriminator Loss: 1.1629... Generator Loss: 0.8184

    Epoch 2/2-Step 5610... Discriminator Loss: 0.8138... Generator Loss: 3.4572
    Epoch 2/2-Step 5620... Discriminator Loss: 1.4815... Generator Loss: 1.7691
    Epoch 2/2-Step 5630... Discriminator Loss: 0.4693... Generator Loss: 4.3668
    Epoch 2/2-Step 5640... Discriminator Loss: 0.6629... Generator Loss: 1.5059
    Epoch 2/2-Step 5650... Discriminator Loss: 0.8070... Generator Loss: 2.4559
    Epoch 2/2-Step 5660... Discriminator Loss: 0.5123... Generator Loss: 2.6219
    Epoch 2/2-Step 5670... Discriminator Loss: 1.4344... Generator Loss: 1.9084
    Epoch 2/2-Step 5680... Discriminator Loss: 0.7615... Generator Loss: 3.0340
    Epoch 2/2-Step 5690... Discriminator Loss: 1.0736... Generator Loss: 1.6895
    Epoch 2/2-Step 5700... Discriminator Loss: 0.5061... Generator Loss: 3.1781

    Epoch 2/2-Step 5710... Discriminator Loss: 0.5405... Generator Loss: 3.1697
    Epoch 2/2-Step 5720... Discriminator Loss: 0.9135... Generator Loss: 3.4455
    Epoch 2/2-Step 5730... Discriminator Loss: 0.7770... Generator Loss: 2.7214
    Epoch 2/2-Step 5740... Discriminator Loss: 0.6653... Generator Loss: 1.8489
    Epoch 2/2-Step 5750... Discriminator Loss: 1.6680... Generator Loss: 1.4212
    Epoch 2/2-Step 5760... Discriminator Loss: 0.8880... Generator Loss: 1.8065
    Epoch 2/2-Step 5770... Discriminator Loss: 0.5183... Generator Loss: 2.7174
    Epoch 2/2-Step 5780... Discriminator Loss: 0.6663... Generator Loss: 3.2934
    Epoch 2/2-Step 5790... Discriminator Loss: 0.7025... Generator Loss: 2.9029
    Epoch 2/2-Step 5800... Discriminator Loss: 0.7466... Generator Loss: 2.9246

    Epoch 2/2-Step 5810... Discriminator Loss: 0.6765... Generator Loss: 1.8345
    Epoch 2/2-Step 5820... Discriminator Loss: 0.7103... Generator Loss: 1.7287
    Epoch 2/2-Step 5830... Discriminator Loss: 0.5158... Generator Loss: 2.4167
    Epoch 2/2-Step 5840... Discriminator Loss: 0.8594... Generator Loss: 4.9640
    Epoch 2/2-Step 5850... Discriminator Loss: 0.6634... Generator Loss: 1.9108
    Epoch 2/2-Step 5860... Discriminator Loss: 0.4578... Generator Loss: 2.7778
    Epoch 2/2-Step 5870... Discriminator Loss: 0.8115... Generator Loss: 4.1891
    Epoch 2/2-Step 5880... Discriminator Loss: 0.7035... Generator Loss: 2.7653
    Epoch 2/2-Step 5890... Discriminator Loss: 0.9100... Generator Loss: 2.3595
    Epoch 2/2-Step 5900... Discriminator Loss: 1.0375... Generator Loss: 2.1054

    Epoch 2/2-Step 5910... Discriminator Loss: 0.7952... Generator Loss: 1.3918
    Epoch 2/2-Step 5920... Discriminator Loss: 1.4054... Generator Loss: 1.2510
    Epoch 2/2-Step 5930... Discriminator Loss: 0.7395... Generator Loss: 1.9064
    Epoch 2/2-Step 5940... Discriminator Loss: 0.4409... Generator Loss: 2.9010
    Epoch 2/2-Step 5950... Discriminator Loss: 0.9362... Generator Loss: 2.7503
    Epoch 2/2-Step 5960... Discriminator Loss: 1.0228... Generator Loss: 1.4608
    Epoch 2/2-Step 5970... Discriminator Loss: 2.3172... Generator Loss: 4.4076
    Epoch 2/2-Step 5980... Discriminator Loss: 0.7294... Generator Loss: 3.3239
    Epoch 2/2-Step 5990... Discriminator Loss: 1.6670... Generator Loss: 1.0813
    Epoch 2/2-Step 6000... Discriminator Loss: 1.1560... Generator Loss: 1.4040

    Epoch 2/2-Step 6010... Discriminator Loss: 1.0264... Generator Loss: 3.1394
    Epoch 2/2-Step 6020... Discriminator Loss: 0.5920... Generator Loss: 1.7846
    Epoch 2/2-Step 6030... Discriminator Loss: 0.4545... Generator Loss: 2.5640
    Epoch 2/2-Step 6040... Discriminator Loss: 0.8280... Generator Loss: 1.3915
    Epoch 2/2-Step 6050... Discriminator Loss: 0.5016... Generator Loss: 3.8219
    Epoch 2/2-Step 6060... Discriminator Loss: 0.5244... Generator Loss: 3.0425
    Epoch 2/2-Step 6070... Discriminator Loss: 0.6403... Generator Loss: 2.9120
    Epoch 2/2-Step 6080... Discriminator Loss: 0.6300... Generator Loss: 2.6643
    Epoch 2/2-Step 6090... Discriminator Loss: 0.6518... Generator Loss: 2.3819
    Epoch 2/2-Step 6100... Discriminator Loss: 0.5038... Generator Loss: 2.9142

    Epoch 2/2-Step 6110... Discriminator Loss: 3.3824... Generator Loss: 6.2745
    Epoch 2/2-Step 6120... Discriminator Loss: 0.5492... Generator Loss: 2.6041
    Epoch 2/2-Step 6130... Discriminator Loss: 1.5129... Generator Loss: 1.1538
    Epoch 2/2-Step 6140... Discriminator Loss: 0.5757... Generator Loss: 2.4481
    Epoch 2/2-Step 6150... Discriminator Loss: 0.7124... Generator Loss: 2.7547
    Epoch 2/2-Step 6160... Discriminator Loss: 0.9600... Generator Loss: 2.4202
    Epoch 2/2-Step 6170... Discriminator Loss: 0.5159... Generator Loss: 3.2544
    Epoch 2/2-Step 6180... Discriminator Loss: 0.5769... Generator Loss: 2.4911
    Epoch 2/2-Step 6190... Discriminator Loss: 0.7478... Generator Loss: 2.0725
    Epoch 2/2-Step 6200... Discriminator Loss: 0.8396... Generator Loss: 2.0547

    Epoch 2/2-Step 6210... Discriminator Loss: 0.5053... Generator Loss: 2.2907
    Epoch 2/2-Step 6220... Discriminator Loss: 0.9117... Generator Loss: 1.2082
    Epoch 2/2-Step 6230... Discriminator Loss: 0.8933... Generator Loss: 1.6245
    Epoch 2/2-Step 6240... Discriminator Loss: 0.7024... Generator Loss: 2.7995
    Epoch 2/2-Step 6250... Discriminator Loss: 0.6028... Generator Loss: 2.9859
    Epoch 2/2-Step 6260... Discriminator Loss: 1.4206... Generator Loss: 1.4163
    Epoch 2/2-Step 6270... Discriminator Loss: 0.7542... Generator Loss: 2.7978
    Epoch 2/2-Step 6280... Discriminator Loss: 0.6178... Generator Loss: 3.6148
    Epoch 2/2-Step 6290... Discriminator Loss: 0.7727... Generator Loss: 2.8502
    Epoch 2/2-Step 6300... Discriminator Loss: 0.7728... Generator Loss: 1.8395

    Epoch 2/2-Step 6310... Discriminator Loss: 0.8769... Generator Loss: 1.6217
    Epoch 2/2-Step 6320... Discriminator Loss: 0.5226... Generator Loss: 2.1985
    Epoch 2/2-Step 6330... Discriminator Loss: 1.0925... Generator Loss: 3.7481
    Epoch 2/2-Step 6340... Discriminator Loss: 1.1286... Generator Loss: 2.2092
    Epoch 2/2-Step 6350... Discriminator Loss: 0.5047... Generator Loss: 2.7746
    Epoch 2/2-Step 6360... Discriminator Loss: 0.4286... Generator Loss: 4.3793
    Epoch 2/2-Step 6370... Discriminator Loss: 0.7580... Generator Loss: 2.8480
    Epoch 2/2-Step 6380... Discriminator Loss: 1.2151... Generator Loss: 1.8627
    Epoch 2/2-Step 6390... Discriminator Loss: 0.6954... Generator Loss: 4.3327
    Epoch 2/2-Step 6400... Discriminator Loss: 0.6671... Generator Loss: 2.2565

    Epoch 2/2-Step 6410... Discriminator Loss: 1.0369... Generator Loss: 3.2546
    Epoch 2/2-Step 6420... Discriminator Loss: 0.4658... Generator Loss: 2.5425
    Epoch 2/2-Step 6430... Discriminator Loss: 0.6799... Generator Loss: 2.8313
    Epoch 2/2-Step 6440... Discriminator Loss: 0.7715... Generator Loss: 2.1997
    Epoch 2/2-Step 6450... Discriminator Loss: 0.5598... Generator Loss: 3.1018
    Epoch 2/2-Step 6460... Discriminator Loss: 2.4926... Generator Loss: 0.2657
    Epoch 2/2-Step 6470... Discriminator Loss: 0.5483... Generator Loss: 2.5166
    Epoch 2/2-Step 6480... Discriminator Loss: 0.8568... Generator Loss: 1.0284
    Epoch 2/2-Step 6490... Discriminator Loss: 0.9080... Generator Loss: 1.8248
    Epoch 2/2-Step 6500... Discriminator Loss: 0.7513... Generator Loss: 1.2208

    Epoch 2/2-Step 6510... Discriminator Loss: 0.8845... Generator Loss: 1.4787
    Epoch 2/2-Step 6520... Discriminator Loss: 0.6351... Generator Loss: 2.3245
    Epoch 2/2-Step 6530... Discriminator Loss: 0.6925... Generator Loss: 2.7838
    Epoch 2/2-Step 6540... Discriminator Loss: 1.0024... Generator Loss: 1.8678
    Epoch 2/2-Step 6550... Discriminator Loss: 0.4503... Generator Loss: 3.6231
    Epoch 2/2-Step 6560... Discriminator Loss: 0.5370... Generator Loss: 1.9547
    Epoch 2/2-Step 6570... Discriminator Loss: 0.8754... Generator Loss: 2.7954
    Epoch 2/2-Step 6580... Discriminator Loss: 0.5483... Generator Loss: 1.0366
    Epoch 2/2-Step 6590... Discriminator Loss: 0.8964... Generator Loss: 2.2711
    Epoch 2/2-Step 6600... Discriminator Loss: 1.4574... Generator Loss: 1.0392

    Epoch 2/2-Step 6610... Discriminator Loss: 0.7733... Generator Loss: 2.3364
    Epoch 2/2-Step 6620... Discriminator Loss: 0.6323... Generator Loss: 2.2168
    Epoch 2/2-Step 6630... Discriminator Loss: 0.7862... Generator Loss: 3.1674
    Epoch 2/2-Step 6640... Discriminator Loss: 0.6309... Generator Loss: 2.5274
    Epoch 2/2-Step 6650... Discriminator Loss: 0.4759... Generator Loss: 3.2742
    Epoch 2/2-Step 6660... Discriminator Loss: 0.8597... Generator Loss: 2.6065
    Epoch 2/2-Step 6670... Discriminator Loss: 0.4565... Generator Loss: 5.1126
    Epoch 2/2-Step 6680... Discriminator Loss: 0.7354... Generator Loss: 2.6744
    Epoch 2/2-Step 6690... Discriminator Loss: 1.1391... Generator Loss: 1.2024
    Epoch 2/2-Step 6700... Discriminator Loss: 0.4862... Generator Loss: 2.8869

    Epoch 2/2-Step 6710... Discriminator Loss: 1.7944... Generator Loss: 0.7128
    Epoch 2/2-Step 6720... Discriminator Loss: 1.2603... Generator Loss: 1.0764
    Epoch 2/2-Step 6730... Discriminator Loss: 0.7676... Generator Loss: 2.2555
    Epoch 2/2-Step 6740... Discriminator Loss: 0.4053... Generator Loss: 3.8977
    Epoch 2/2-Step 6750... Discriminator Loss: 0.5686... Generator Loss: 2.4416
    Epoch 2/2-Step 6760... Discriminator Loss: 1.4201... Generator Loss: 0.9679
    Epoch 2/2-Step 6770... Discriminator Loss: 1.9880... Generator Loss: 1.1824
    Epoch 2/2-Step 6780... Discriminator Loss: 0.7021... Generator Loss: 3.8395
    Epoch 2/2-Step 6790... Discriminator Loss: 0.5372... Generator Loss: 2.7730
    Epoch 2/2-Step 6800... Discriminator Loss: 0.6950... Generator Loss: 2.6168

    Epoch 2/2-Step 6810... Discriminator Loss: 0.6412... Generator Loss: 3.2091
    Epoch 2/2-Step 6820... Discriminator Loss: 1.2548... Generator Loss: 1.8086
    Epoch 2/2-Step 6830... Discriminator Loss: 0.5971... Generator Loss: 2.0719
    Epoch 2/2-Step 6840... Discriminator Loss: 0.8948... Generator Loss: 3.3392
    Epoch 2/2-Step 6850... Discriminator Loss: 0.7414... Generator Loss: 2.0902
    Epoch 2/2-Step 6860... Discriminator Loss: 1.1879... Generator Loss: 1.7849
    Epoch 2/2-Step 6870... Discriminator Loss: 0.6110... Generator Loss: 2.6223
    Epoch 2/2-Step 6880... Discriminator Loss: 0.8266... Generator Loss: 1.6606
    Epoch 2/2-Step 6890... Discriminator Loss: 0.7198... Generator Loss: 2.5820
    Epoch 2/2-Step 6900... Discriminator Loss: 0.8805... Generator Loss: 3.3767

    Epoch 2/2-Step 6910... Discriminator Loss: 0.7295... Generator Loss: 2.8159
    Epoch 2/2-Step 6920... Discriminator Loss: 0.4606... Generator Loss: 3.3780
    Epoch 2/2-Step 6930... Discriminator Loss: 0.4996... Generator Loss: 3.2139
    Epoch 2/2-Step 6940... Discriminator Loss: 0.7106... Generator Loss: 2.6001
    Epoch 2/2-Step 6950... Discriminator Loss: 0.5668... Generator Loss: 3.2564
    Epoch 2/2-Step 6960... Discriminator Loss: 0.5170... Generator Loss: 1.9829
    Epoch 2/2-Step 6970... Discriminator Loss: 0.7273... Generator Loss: 2.1486
    Epoch 2/2-Step 6980... Discriminator Loss: 1.0883... Generator Loss: 0.9216
    Epoch 2/2-Step 6990... Discriminator Loss: 0.6871... Generator Loss: 1.9921
    Epoch 2/2-Step 7000... Discriminator Loss: 0.9391... Generator Loss: 1.9562

    Epoch 2/2-Step 7010... Discriminator Loss: 1.3753... Generator Loss: 2.6379
    Epoch 2/2-Step 7020... Discriminator Loss: 1.4447... Generator Loss: 2.1549
    Epoch 2/2-Step 7030... Discriminator Loss: 0.6425... Generator Loss: 5.0186
    Epoch 2/2-Step 7040... Discriminator Loss: 0.6218... Generator Loss: 2.4475
    Epoch 2/2-Step 7050... Discriminator Loss: 0.4471... Generator Loss: 2.5640
    Epoch 2/2-Step 7060... Discriminator Loss: 1.1542... Generator Loss: 2.3678
    Epoch 2/2-Step 7070... Discriminator Loss: 0.9305... Generator Loss: 1.9455
    Epoch 2/2-Step 7080... Discriminator Loss: 0.9533... Generator Loss: 2.5780
    Epoch 2/2-Step 7090... Discriminator Loss: 0.6289... Generator Loss: 2.9755
    Epoch 2/2-Step 7100... Discriminator Loss: 0.5540... Generator Loss: 2.8860

    Epoch 2/2-Step 7110... Discriminator Loss: 1.1568... Generator Loss: 0.4607
    Epoch 2/2-Step 7120... Discriminator Loss: 0.5529... Generator Loss: 2.9060
    Epoch 2/2-Step 7130... Discriminator Loss: 0.5750... Generator Loss: 1.9021
    Epoch 2/2-Step 7140... Discriminator Loss: 0.5779... Generator Loss: 3.6781
    Epoch 2/2-Step 7150... Discriminator Loss: 2.8000... Generator Loss: 0.6050
    Epoch 2/2-Step 7160... Discriminator Loss: 0.6821... Generator Loss: 1.6332
    Epoch 2/2-Step 7170... Discriminator Loss: 0.5249... Generator Loss: 4.1212
    Epoch 2/2-Step 7180... Discriminator Loss: 0.7032... Generator Loss: 2.5562
    Epoch 2/2-Step 7190... Discriminator Loss: 1.2260... Generator Loss: 2.8265
    Epoch 2/2-Step 7200... Discriminator Loss: 0.5276... Generator Loss: 3.0845

    Epoch 2/2-Step 7210... Discriminator Loss: 0.5545... Generator Loss: 5.3410
    Epoch 2/2-Step 7220... Discriminator Loss: 0.6709... Generator Loss: 1.7314
    Epoch 2/2-Step 7230... Discriminator Loss: 0.9212... Generator Loss: 1.9842
    Epoch 2/2-Step 7240... Discriminator Loss: 1.1896... Generator Loss: 1.3528
    Epoch 2/2-Step 7250... Discriminator Loss: 1.8491... Generator Loss: 1.0279
    Epoch 2/2-Step 7260... Discriminator Loss: 1.1249... Generator Loss: 1.9241
    Epoch 2/2-Step 7270... Discriminator Loss: 0.6457... Generator Loss: 1.8654
    Epoch 2/2-Step 7280... Discriminator Loss: 1.0057... Generator Loss: 1.0534
    Epoch 2/2-Step 7290... Discriminator Loss: 0.5613... Generator Loss: 2.1446
    Epoch 2/2-Step 7300... Discriminator Loss: 1.4272... Generator Loss: 4.6810

    Epoch 2/2-Step 7310... Discriminator Loss: 0.4885... Generator Loss: 3.5997
    Epoch 2/2-Step 7320... Discriminator Loss: 0.5702... Generator Loss: 3.4760
    Epoch 2/2-Step 7330... Discriminator Loss: 0.4456... Generator Loss: 2.9317
    Epoch 2/2-Step 7340... Discriminator Loss: 0.6239... Generator Loss: 4.1287
    Epoch 2/2-Step 7350... Discriminator Loss: 0.6633... Generator Loss: 1.7932
    Epoch 2/2-Step 7360... Discriminator Loss: 0.7431... Generator Loss: 2.4085
    Epoch 2/2-Step 7370... Discriminator Loss: 1.0659... Generator Loss: 1.5433
    Epoch 2/2-Step 7380... Discriminator Loss: 0.5794... Generator Loss: 3.3885
    Epoch 2/2-Step 7390... Discriminator Loss: 0.8348... Generator Loss: 2.1125
    Epoch 2/2-Step 7400... Discriminator Loss: 0.6078... Generator Loss: 2.4070

    Epoch 2/2-Step 7410... Discriminator Loss: 0.5395... Generator Loss: 2.3707
    Epoch 2/2-Step 7420... Discriminator Loss: 0.5152... Generator Loss: 2.2250
    Epoch 2/2-Step 7430... Discriminator Loss: 0.6904... Generator Loss: 2.1426
    Epoch 2/2-Step 7440... Discriminator Loss: 2.0568... Generator Loss: 1.2556
    Epoch 2/2-Step 7450... Discriminator Loss: 0.5332... Generator Loss: 3.8167
    Epoch 2/2-Step 7460... Discriminator Loss: 1.0589... Generator Loss: 1.5023
    Epoch 2/2-Step 7470... Discriminator Loss: 0.5698... Generator Loss: 2.2062
    Epoch 2/2-Step 7480... Discriminator Loss: 0.8149... Generator Loss: 2.4610
    Epoch 2/2-Step 7490... Discriminator Loss: 0.6703... Generator Loss: 2.3635
    Epoch 2/2-Step 7500... Discriminator Loss: 0.4998... Generator Loss: 3.8136

### CelebA¶

Run your GANs on CelebA. It will take around 20 minutes on the average GPU to run one epoch. You can run the whole epoch or stop when it starts to generate realistic faces.

In [18]:

    batch_size = 16
    z_dim = 100
    learning_rate = 0.0003
    beta1 = 0.5

    """
    DON'T MODIFY ANYTHING IN THIS CELL THAT IS BELOW THIS LINE
    """
    epochs = 1

    celeba_dataset = helper.Dataset('celeba', glob(os.path.join(data_dir, 'img_align_celeba/*.jpg')))
    with tf.Graph().as_default():
        train(epochs, batch_size, z_dim, learning_rate, beta1, celeba_dataset.get_batches,
              celeba_dataset.shape, celeba_dataset.image_mode)

    Epoch 1/1-Step 10... Discriminator Loss: 0.6948... Generator Loss: 3.3452
    Epoch 1/1-Step 20... Discriminator Loss: 0.5769... Generator Loss: 2.6424
    Epoch 1/1-Step 30... Discriminator Loss: 3.4842... Generator Loss: 0.3680
    Epoch 1/1-Step 40... Discriminator Loss: 2.2605... Generator Loss: 1.0264
    Epoch 1/1-Step 50... Discriminator Loss: 2.2086... Generator Loss: 1.0365
    Epoch 1/1-Step 60... Discriminator Loss: 1.3705... Generator Loss: 1.3561
    Epoch 1/1-Step 70... Discriminator Loss: 0.8398... Generator Loss: 3.7831
    Epoch 1/1-Step 80... Discriminator Loss: 0.9082... Generator Loss: 3.3262
    Epoch 1/1-Step 90... Discriminator Loss: 0.6524... Generator Loss: 4.4925
    Epoch 1/1-Step 100... Discriminator Loss: 0.8634... Generator Loss: 2.0833

    Epoch 1/1-Step 110... Discriminator Loss: 0.5612... Generator Loss: 6.2238
    Epoch 1/1-Step 120... Discriminator Loss: 0.4266... Generator Loss: 4.6407
    Epoch 1/1-Step 130... Discriminator Loss: 0.5806... Generator Loss: 3.8676
    Epoch 1/1-Step 140... Discriminator Loss: 0.6074... Generator Loss: 3.3198
    Epoch 1/1-Step 150... Discriminator Loss: 0.6334... Generator Loss: 3.1457
    Epoch 1/1-Step 160... Discriminator Loss: 1.4266... Generator Loss: 1.7842
    Epoch 1/1-Step 170... Discriminator Loss: 0.6803... Generator Loss: 4.0512
    Epoch 1/1-Step 180... Discriminator Loss: 0.5272... Generator Loss: 5.1044
    Epoch 1/1-Step 190... Discriminator Loss: 0.8611... Generator Loss: 3.0120
    Epoch 1/1-Step 200... Discriminator Loss: 0.5037... Generator Loss: 3.2993

    Epoch 1/1-Step 210... Discriminator Loss: 2.2002... Generator Loss: 0.6803
    Epoch 1/1-Step 220... Discriminator Loss: 2.9776... Generator Loss: 7.8913
    Epoch 1/1-Step 230... Discriminator Loss: 0.9352... Generator Loss: 3.2061
    Epoch 1/1-Step 240... Discriminator Loss: 1.5503... Generator Loss: 0.8233
    Epoch 1/1-Step 250... Discriminator Loss: 2.4947... Generator Loss: 5.8038
    Epoch 1/1-Step 260... Discriminator Loss: 1.3574... Generator Loss: 3.7615
    Epoch 1/1-Step 270... Discriminator Loss: 0.9844... Generator Loss: 1.6795
    Epoch 1/1-Step 280... Discriminator Loss: 1.3204... Generator Loss: 1.8406
    Epoch 1/1-Step 290... Discriminator Loss: 1.5406... Generator Loss: 1.4763
    Epoch 1/1-Step 300... Discriminator Loss: 1.6007... Generator Loss: 0.9111

    Epoch 1/1-Step 310... Discriminator Loss: 1.4419... Generator Loss: 0.5854
    Epoch 1/1-Step 320... Discriminator Loss: 1.4496... Generator Loss: 1.6651
    Epoch 1/1-Step 330... Discriminator Loss: 1.5146... Generator Loss: 2.6899
    Epoch 1/1-Step 340... Discriminator Loss: 1.1532... Generator Loss: 1.6639
    Epoch 1/1-Step 350... Discriminator Loss: 1.6224... Generator Loss: 4.0044
    Epoch 1/1-Step 360... Discriminator Loss: 1.8819... Generator Loss: 0.6789
    Epoch 1/1-Step 370... Discriminator Loss: 2.3529... Generator Loss: 0.6585
    Epoch 1/1-Step 380... Discriminator Loss: 1.6916... Generator Loss: 1.7879
    Epoch 1/1-Step 390... Discriminator Loss: 1.1988... Generator Loss: 1.9067
    Epoch 1/1-Step 400... Discriminator Loss: 1.2352... Generator Loss: 2.3775

    Epoch 1/1-Step 410... Discriminator Loss: 1.3067... Generator Loss: 0.9307
    Epoch 1/1-Step 420... Discriminator Loss: 1.7364... Generator Loss: 1.5132
    Epoch 1/1-Step 430... Discriminator Loss: 1.5336... Generator Loss: 0.5122
    Epoch 1/1-Step 440... Discriminator Loss: 1.1227... Generator Loss: 1.1711
    Epoch 1/1-Step 450... Discriminator Loss: 1.4362... Generator Loss: 0.8495
    Epoch 1/1-Step 460... Discriminator Loss: 1.5072... Generator Loss: 1.4957
    Epoch 1/1-Step 470... Discriminator Loss: 1.5810... Generator Loss: 0.6281
    Epoch 1/1-Step 480... Discriminator Loss: 1.5124... Generator Loss: 1.3238
    Epoch 1/1-Step 490... Discriminator Loss: 1.3301... Generator Loss: 1.0135
    Epoch 1/1-Step 500... Discriminator Loss: 1.2923... Generator Loss: 1.4120

    Epoch 1/1-Step 510... Discriminator Loss: 1.2858... Generator Loss: 1.0359
    Epoch 1/1-Step 520... Discriminator Loss: 1.2062... Generator Loss: 0.6443
    Epoch 1/1-Step 530... Discriminator Loss: 2.0740... Generator Loss: 0.6347
    Epoch 1/1-Step 540... Discriminator Loss: 2.0029... Generator Loss: 0.9360
    Epoch 1/1-Step 550... Discriminator Loss: 1.6063... Generator Loss: 1.0159
    Epoch 1/1-Step 560... Discriminator Loss: 1.8288... Generator Loss: 1.1525
    Epoch 1/1-Step 570... Discriminator Loss: 1.4487... Generator Loss: 0.8964
    Epoch 1/1-Step 580... Discriminator Loss: 1.6944... Generator Loss: 0.6237
    Epoch 1/1-Step 590... Discriminator Loss: 1.6855... Generator Loss: 0.6829
    Epoch 1/1-Step 600... Discriminator Loss: 2.1247... Generator Loss: 0.6535

    Epoch 1/1-Step 610... Discriminator Loss: 1.6402... Generator Loss: 0.8048
    Epoch 1/1-Step 620... Discriminator Loss: 1.1703... Generator Loss: 0.9652
    Epoch 1/1-Step 630... Discriminator Loss: 1.3092... Generator Loss: 1.4569
    Epoch 1/1-Step 640... Discriminator Loss: 1.6696... Generator Loss: 1.1008
    Epoch 1/1-Step 650... Discriminator Loss: 1.5877... Generator Loss: 0.7111
    Epoch 1/1-Step 660... Discriminator Loss: 1.8134... Generator Loss: 0.7386
    Epoch 1/1-Step 670... Discriminator Loss: 2.1744... Generator Loss: 0.7673
    Epoch 1/1-Step 680... Discriminator Loss: 2.2540... Generator Loss: 0.3870
    Epoch 1/1-Step 690... Discriminator Loss: 1.6325... Generator Loss: 0.7615
    Epoch 1/1-Step 700... Discriminator Loss: 1.6979... Generator Loss: 1.1176

    Epoch 1/1-Step 710... Discriminator Loss: 1.9598... Generator Loss: 0.8296
    Epoch 1/1-Step 720... Discriminator Loss: 1.7752... Generator Loss: 0.7731
    Epoch 1/1-Step 730... Discriminator Loss: 1.5313... Generator Loss: 0.7340
    Epoch 1/1-Step 740... Discriminator Loss: 1.1701... Generator Loss: 1.2715
    Epoch 1/1-Step 750... Discriminator Loss: 1.2427... Generator Loss: 0.8173
    Epoch 1/1-Step 760... Discriminator Loss: 1.0936... Generator Loss: 1.4787
    Epoch 1/1-Step 770... Discriminator Loss: 2.0332... Generator Loss: 0.8092
    Epoch 1/1-Step 780... Discriminator Loss: 1.2748... Generator Loss: 1.9173
    Epoch 1/1-Step 790... Discriminator Loss: 1.3099... Generator Loss: 1.0320
    Epoch 1/1-Step 800... Discriminator Loss: 1.5100... Generator Loss: 0.8716

    Epoch 1/1-Step 810... Discriminator Loss: 1.6640... Generator Loss: 0.7023
    Epoch 1/1-Step 820... Discriminator Loss: 1.9084... Generator Loss: 0.7063
    Epoch 1/1-Step 830... Discriminator Loss: 2.1551... Generator Loss: 0.5465
    Epoch 1/1-Step 840... Discriminator Loss: 1.4073... Generator Loss: 0.9880
    Epoch 1/1-Step 850... Discriminator Loss: 1.7260... Generator Loss: 1.0925
    Epoch 1/1-Step 860... Discriminator Loss: 1.6906... Generator Loss: 1.1531
    Epoch 1/1-Step 870... Discriminator Loss: 1.6929... Generator Loss: 1.0397
    Epoch 1/1-Step 880... Discriminator Loss: 1.7217... Generator Loss: 0.6234
    Epoch 1/1-Step 890... Discriminator Loss: 1.5626... Generator Loss: 0.8849
    Epoch 1/1-Step 900... Discriminator Loss: 1.6365... Generator Loss: 0.7064

    Epoch 1/1-Step 910... Discriminator Loss: 1.9951... Generator Loss: 0.8262
    Epoch 1/1-Step 920... Discriminator Loss: 1.7126... Generator Loss: 0.7016
    Epoch 1/1-Step 930... Discriminator Loss: 1.5343... Generator Loss: 0.8135
    Epoch 1/1-Step 940... Discriminator Loss: 1.7239... Generator Loss: 0.6900
    Epoch 1/1-Step 950... Discriminator Loss: 2.1409... Generator Loss: 0.4529
    Epoch 1/1-Step 960... Discriminator Loss: 1.6916... Generator Loss: 1.2056
    Epoch 1/1-Step 970... Discriminator Loss: 1.5968... Generator Loss: 1.1107
    Epoch 1/1-Step 980... Discriminator Loss: 1.7231... Generator Loss: 0.7267
    Epoch 1/1-Step 990... Discriminator Loss: 1.6630... Generator Loss: 1.0557
    Epoch 1/1-Step 1000... Discriminator Loss: 1.8460... Generator Loss: 0.5424

    Epoch 1/1-Step 1010... Discriminator Loss: 1.5158... Generator Loss: 1.2338
    Epoch 1/1-Step 1020... Discriminator Loss: 1.5908... Generator Loss: 0.7055
    Epoch 1/1-Step 1030... Discriminator Loss: 1.8326... Generator Loss: 0.4710
    Epoch 1/1-Step 1040... Discriminator Loss: 1.7935... Generator Loss: 0.8422
    Epoch 1/1-Step 1050... Discriminator Loss: 2.0195... Generator Loss: 1.3330
    Epoch 1/1-Step 1060... Discriminator Loss: 1.3615... Generator Loss: 1.0103
    Epoch 1/1-Step 1070... Discriminator Loss: 1.7121... Generator Loss: 0.9841
    Epoch 1/1-Step 1080... Discriminator Loss: 1.3754... Generator Loss: 0.8956
    Epoch 1/1-Step 1090... Discriminator Loss: 1.7888... Generator Loss: 0.5945
    Epoch 1/1-Step 1100... Discriminator Loss: 1.5493... Generator Loss: 0.8137

    Epoch 1/1-Step 1110... Discriminator Loss: 1.7020... Generator Loss: 1.1219
    Epoch 1/1-Step 1120... Discriminator Loss: 1.4937... Generator Loss: 0.7029
    Epoch 1/1-Step 1130... Discriminator Loss: 1.7009... Generator Loss: 0.7746
    Epoch 1/1-Step 1140... Discriminator Loss: 1.2564... Generator Loss: 0.6284
    Epoch 1/1-Step 1150... Discriminator Loss: 1.7295... Generator Loss: 0.9546
    Epoch 1/1-Step 1160... Discriminator Loss: 1.8282... Generator Loss: 0.8065
    Epoch 1/1-Step 1170... Discriminator Loss: 1.3862... Generator Loss: 0.8113
    Epoch 1/1-Step 1180... Discriminator Loss: 1.5680... Generator Loss: 0.7849
    Epoch 1/1-Step 1190... Discriminator Loss: 1.6002... Generator Loss: 1.1626
    Epoch 1/1-Step 1200... Discriminator Loss: 2.1050... Generator Loss: 0.7167

    Epoch 1/1-Step 1210... Discriminator Loss: 1.3510... Generator Loss: 0.8378
    Epoch 1/1-Step 1220... Discriminator Loss: 1.6236... Generator Loss: 0.9097
    Epoch 1/1-Step 1230... Discriminator Loss: 1.8415... Generator Loss: 0.8852
    Epoch 1/1-Step 1240... Discriminator Loss: 1.7693... Generator Loss: 0.7753
    Epoch 1/1-Step 1250... Discriminator Loss: 1.2858... Generator Loss: 0.8492
    Epoch 1/1-Step 1260... Discriminator Loss: 1.6172... Generator Loss: 1.2246
    Epoch 1/1-Step 1270... Discriminator Loss: 1.7066... Generator Loss: 1.0093
    Epoch 1/1-Step 1280... Discriminator Loss: 1.5132... Generator Loss: 0.5467
    Epoch 1/1-Step 1290... Discriminator Loss: 1.7384... Generator Loss: 1.1565
    Epoch 1/1-Step 1300... Discriminator Loss: 1.5952... Generator Loss: 0.9479

    Epoch 1/1-Step 1310... Discriminator Loss: 1.5791... Generator Loss: 0.7702
    Epoch 1/1-Step 1320... Discriminator Loss: 1.5233... Generator Loss: 0.9316
    Epoch 1/1-Step 1330... Discriminator Loss: 1.6127... Generator Loss: 0.7162
    Epoch 1/1-Step 1340... Discriminator Loss: 1.3950... Generator Loss: 1.0200
    Epoch 1/1-Step 1350... Discriminator Loss: 1.6048... Generator Loss: 0.9939
    Epoch 1/1-Step 1360... Discriminator Loss: 1.5611... Generator Loss: 0.7043
    Epoch 1/1-Step 1370... Discriminator Loss: 1.2425... Generator Loss: 0.6983
    Epoch 1/1-Step 1380... Discriminator Loss: 1.4157... Generator Loss: 0.8952
    Epoch 1/1-Step 1390... Discriminator Loss: 1.5383... Generator Loss: 0.7594
    Epoch 1/1-Step 1400... Discriminator Loss: 1.3918... Generator Loss: 0.7269

    Epoch 1/1-Step 1410... Discriminator Loss: 1.5596... Generator Loss: 0.8909
    Epoch 1/1-Step 1420... Discriminator Loss: 1.2898... Generator Loss: 0.8900
    Epoch 1/1-Step 1430... Discriminator Loss: 1.2925... Generator Loss: 0.8084
    Epoch 1/1-Step 1440... Discriminator Loss: 1.5554... Generator Loss: 0.8446
    Epoch 1/1-Step 1450... Discriminator Loss: 1.5379... Generator Loss: 0.7816
    Epoch 1/1-Step 1460... Discriminator Loss: 1.5530... Generator Loss: 0.6510
    Epoch 1/1-Step 1470... Discriminator Loss: 1.4320... Generator Loss: 0.9174
    Epoch 1/1-Step 1480... Discriminator Loss: 1.2774... Generator Loss: 0.9591
    Epoch 1/1-Step 1490... Discriminator Loss: 1.5630... Generator Loss: 0.9092
    Epoch 1/1-Step 1500... Discriminator Loss: 1.3316... Generator Loss: 0.9412

    Epoch 1/1-Step 1510... Discriminator Loss: 1.5263... Generator Loss: 1.1853
    Epoch 1/1-Step 1520... Discriminator Loss: 1.4308... Generator Loss: 0.7497
    Epoch 1/1-Step 1530... Discriminator Loss: 1.2168... Generator Loss: 0.8292
    Epoch 1/1-Step 1540... Discriminator Loss: 1.7063... Generator Loss: 0.8995
    Epoch 1/1-Step 1550... Discriminator Loss: 1.4971... Generator Loss: 0.7941
    Epoch 1/1-Step 1560... Discriminator Loss: 1.3980... Generator Loss: 0.8901
    Epoch 1/1-Step 1570... Discriminator Loss: 1.5415... Generator Loss: 0.7382
    Epoch 1/1-Step 1580... Discriminator Loss: 1.7079... Generator Loss: 0.7632
    Epoch 1/1-Step 1590... Discriminator Loss: 1.7465... Generator Loss: 0.9167
    Epoch 1/1-Step 1600... Discriminator Loss: 1.5987... Generator Loss: 0.7269

    Epoch 1/1-Step 1610... Discriminator Loss: 1.7159... Generator Loss: 0.5133
    Epoch 1/1-Step 1620... Discriminator Loss: 1.6374... Generator Loss: 1.0111
    Epoch 1/1-Step 1630... Discriminator Loss: 1.7641... Generator Loss: 0.6404
    Epoch 1/1-Step 1640... Discriminator Loss: 1.2147... Generator Loss: 0.8429
    Epoch 1/1-Step 1650... Discriminator Loss: 1.3339... Generator Loss: 0.8591
    Epoch 1/1-Step 1660... Discriminator Loss: 1.8727... Generator Loss: 0.6742
    Epoch 1/1-Step 1670... Discriminator Loss: 1.5134... Generator Loss: 0.7987
    Epoch 1/1-Step 1680... Discriminator Loss: 1.4782... Generator Loss: 0.7062
    Epoch 1/1-Step 1690... Discriminator Loss: 1.6095... Generator Loss: 0.7445
    Epoch 1/1-Step 1700... Discriminator Loss: 1.7461... Generator Loss: 0.9126

    Epoch 1/1-Step 1710... Discriminator Loss: 2.0156... Generator Loss: 0.3896
    Epoch 1/1-Step 1720... Discriminator Loss: 1.7540... Generator Loss: 0.6926
    Epoch 1/1-Step 1730... Discriminator Loss: 1.7513... Generator Loss: 0.6261
    Epoch 1/1-Step 1740... Discriminator Loss: 1.6404... Generator Loss: 0.7288
    Epoch 1/1-Step 1750... Discriminator Loss: 1.5012... Generator Loss: 0.8576
    Epoch 1/1-Step 1760... Discriminator Loss: 1.6337... Generator Loss: 0.8478
    Epoch 1/1-Step 1770... Discriminator Loss: 1.2683... Generator Loss: 0.8922
    Epoch 1/1-Step 1780... Discriminator Loss: 1.5020... Generator Loss: 0.9028
    Epoch 1/1-Step 1790... Discriminator Loss: 1.4300... Generator Loss: 0.8794
    Epoch 1/1-Step 1800... Discriminator Loss: 1.4853... Generator Loss: 0.7850

    Epoch 1/1-Step 1810... Discriminator Loss: 1.4165... Generator Loss: 0.8949
    Epoch 1/1-Step 1820... Discriminator Loss: 1.5920... Generator Loss: 0.8032
    Epoch 1/1-Step 1830... Discriminator Loss: 1.4096... Generator Loss: 0.7035
    Epoch 1/1-Step 1840... Discriminator Loss: 1.5037... Generator Loss: 0.7921
    Epoch 1/1-Step 1850... Discriminator Loss: 2.2428... Generator Loss: 0.6911
    Epoch 1/1-Step 1860... Discriminator Loss: 1.6131... Generator Loss: 0.7686
    Epoch 1/1-Step 1870... Discriminator Loss: 1.5115... Generator Loss: 0.8898
    Epoch 1/1-Step 1880... Discriminator Loss: 1.4410... Generator Loss: 0.8098
    Epoch 1/1-Step 1890... Discriminator Loss: 1.4782... Generator Loss: 0.7205
    Epoch 1/1-Step 1900... Discriminator Loss: 1.5556... Generator Loss: 0.9096

    Epoch 1/1-Step 1910... Discriminator Loss: 1.5507... Generator Loss: 0.7454
    Epoch 1/1-Step 1920... Discriminator Loss: 1.4829... Generator Loss: 0.9165
    Epoch 1/1-Step 1930... Discriminator Loss: 1.4526... Generator Loss: 0.9627
    Epoch 1/1-Step 1940... Discriminator Loss: 1.6984... Generator Loss: 0.8435
    Epoch 1/1-Step 1950... Discriminator Loss: 1.2613... Generator Loss: 0.7659
    Epoch 1/1-Step 1960... Discriminator Loss: 1.6145... Generator Loss: 0.5836
    Epoch 1/1-Step 1970... Discriminator Loss: 1.7177... Generator Loss: 0.8831
    Epoch 1/1-Step 1980... Discriminator Loss: 1.5243... Generator Loss: 0.8181
    Epoch 1/1-Step 1990... Discriminator Loss: 1.4158... Generator Loss: 0.7466
    Epoch 1/1-Step 2000... Discriminator Loss: 1.4195... Generator Loss: 0.6145

    Epoch 1/1-Step 2010... Discriminator Loss: 1.2077... Generator Loss: 0.8097
    Epoch 1/1-Step 2020... Discriminator Loss: 1.6748... Generator Loss: 0.6769
    Epoch 1/1-Step 2030... Discriminator Loss: 1.2325... Generator Loss: 1.1092
    Epoch 1/1-Step 2040... Discriminator Loss: 1.6127... Generator Loss: 0.6180
    Epoch 1/1-Step 2050... Discriminator Loss: 1.9700... Generator Loss: 0.4623
    Epoch 1/1-Step 2060... Discriminator Loss: 1.7036... Generator Loss: 0.7239
    Epoch 1/1-Step 2070... Discriminator Loss: 1.7783... Generator Loss: 0.7530
    Epoch 1/1-Step 2080... Discriminator Loss: 1.6162... Generator Loss: 0.6914
    Epoch 1/1-Step 2090... Discriminator Loss: 1.3737... Generator Loss: 0.8860
    Epoch 1/1-Step 2100... Discriminator Loss: 1.6765... Generator Loss: 0.8732

    Epoch 1/1-Step 2110... Discriminator Loss: 1.5207... Generator Loss: 0.9026
    Epoch 1/1-Step 2120... Discriminator Loss: 1.5098... Generator Loss: 0.8168
    Epoch 1/1-Step 2130... Discriminator Loss: 1.8388... Generator Loss: 0.3753
    Epoch 1/1-Step 2140... Discriminator Loss: 1.7838... Generator Loss: 0.6771
    Epoch 1/1-Step 2150... Discriminator Loss: 1.6525... Generator Loss: 0.9387
    Epoch 1/1-Step 2160... Discriminator Loss: 1.4477... Generator Loss: 0.7868
    Epoch 1/1-Step 2170... Discriminator Loss: 1.5385... Generator Loss: 0.5039
    Epoch 1/1-Step 2180... Discriminator Loss: 1.2671... Generator Loss: 1.0103
    Epoch 1/1-Step 2190... Discriminator Loss: 1.3645... Generator Loss: 0.7141
    Epoch 1/1-Step 2200... Discriminator Loss: 1.4519... Generator Loss: 0.7778

    Epoch 1/1-Step 2210... Discriminator Loss: 1.6324... Generator Loss: 0.6715
    Epoch 1/1-Step 2220... Discriminator Loss: 1.6588... Generator Loss: 0.6475
    Epoch 1/1-Step 2230... Discriminator Loss: 1.6004... Generator Loss: 0.6738
    Epoch 1/1-Step 2240... Discriminator Loss: 1.7856... Generator Loss: 0.4941
    Epoch 1/1-Step 2250... Discriminator Loss: 2.0594... Generator Loss: 0.8119
    Epoch 1/1-Step 2260... Discriminator Loss: 1.5741... Generator Loss: 0.6967
    Epoch 1/1-Step 2270... Discriminator Loss: 1.5061... Generator Loss: 0.7997
    Epoch 1/1-Step 2280... Discriminator Loss: 1.6878... Generator Loss: 0.5264
    Epoch 1/1-Step 2290... Discriminator Loss: 1.5639... Generator Loss: 0.9190
    Epoch 1/1-Step 2300... Discriminator Loss: 1.4255... Generator Loss: 1.0749

    Epoch 1/1-Step 2310... Discriminator Loss: 1.4793... Generator Loss: 0.7750
    Epoch 1/1-Step 2320... Discriminator Loss: 1.4188... Generator Loss: 0.7339
    Epoch 1/1-Step 2330... Discriminator Loss: 1.5441... Generator Loss: 0.6852
    Epoch 1/1-Step 2340... Discriminator Loss: 1.7626... Generator Loss: 0.8259
    Epoch 1/1-Step 2350... Discriminator Loss: 1.4334... Generator Loss: 1.2131
    Epoch 1/1-Step 2360... Discriminator Loss: 1.4948... Generator Loss: 0.8043
    Epoch 1/1-Step 2370... Discriminator Loss: 1.3628... Generator Loss: 0.9632
    Epoch 1/1-Step 2380... Discriminator Loss: 1.3724... Generator Loss: 0.7632
    Epoch 1/1-Step 2390... Discriminator Loss: 1.4073... Generator Loss: 1.0515
    Epoch 1/1-Step 2400... Discriminator Loss: 1.6425... Generator Loss: 1.0943

    Epoch 1/1-Step 2410... Discriminator Loss: 1.2448... Generator Loss: 0.8053
    Epoch 1/1-Step 2420... Discriminator Loss: 1.5791... Generator Loss: 0.8825
    Epoch 1/1-Step 2430... Discriminator Loss: 1.4721... Generator Loss: 0.7852
    Epoch 1/1-Step 2440... Discriminator Loss: 1.1960... Generator Loss: 0.6903
    Epoch 1/1-Step 2450... Discriminator Loss: 1.6489... Generator Loss: 0.7352
    Epoch 1/1-Step 2460... Discriminator Loss: 1.6383... Generator Loss: 0.5401
    Epoch 1/1-Step 2470... Discriminator Loss: 1.7272... Generator Loss: 0.7256
    Epoch 1/1-Step 2480... Discriminator Loss: 1.5266... Generator Loss: 0.6885
    Epoch 1/1-Step 2490... Discriminator Loss: 1.3964... Generator Loss: 0.8389
    Epoch 1/1-Step 2500... Discriminator Loss: 1.6126... Generator Loss: 1.0305

    Epoch 1/1-Step 2510... Discriminator Loss: 1.4988... Generator Loss: 0.8729
    Epoch 1/1-Step 2520... Discriminator Loss: 1.7505... Generator Loss: 0.9465
    Epoch 1/1-Step 2530... Discriminator Loss: 1.6174... Generator Loss: 0.5799
    Epoch 1/1-Step 2540... Discriminator Loss: 1.5262... Generator Loss: 0.7723
    Epoch 1/1-Step 2550... Discriminator Loss: 1.3262... Generator Loss: 0.9153
    Epoch 1/1-Step 2560... Discriminator Loss: 1.5274... Generator Loss: 0.6387
    Epoch 1/1-Step 2570... Discriminator Loss: 1.6057... Generator Loss: 0.7459
    Epoch 1/1-Step 2580... Discriminator Loss: 1.3637... Generator Loss: 0.9186
    Epoch 1/1-Step 2590... Discriminator Loss: 1.9831... Generator Loss: 0.5967
    Epoch 1/1-Step 2600... Discriminator Loss: 1.4500... Generator Loss: 0.7985

    Epoch 1/1-Step 2610... Discriminator Loss: 1.6789... Generator Loss: 0.6164
    Epoch 1/1-Step 2620... Discriminator Loss: 1.6104... Generator Loss: 0.7157
    Epoch 1/1-Step 2630... Discriminator Loss: 1.6175... Generator Loss: 0.6879
    Epoch 1/1-Step 2640... Discriminator Loss: 1.4824... Generator Loss: 0.7394
    Epoch 1/1-Step 2650... Discriminator Loss: 1.5183... Generator Loss: 0.7989
    Epoch 1/1-Step 2660... Discriminator Loss: 1.4074... Generator Loss: 0.8263
    Epoch 1/1-Step 2670... Discriminator Loss: 1.7016... Generator Loss: 1.0771
    Epoch 1/1-Step 2680... Discriminator Loss: 1.3518... Generator Loss: 0.9976
    Epoch 1/1-Step 2690... Discriminator Loss: 1.7289... Generator Loss: 0.8812
    Epoch 1/1-Step 2700... Discriminator Loss: 1.4264... Generator Loss: 0.7199

    Epoch 1/1-Step 2710... Discriminator Loss: 1.9444... Generator Loss: 0.5275
    Epoch 1/1-Step 2720... Discriminator Loss: 1.5196... Generator Loss: 0.5546
    Epoch 1/1-Step 2730... Discriminator Loss: 1.5974... Generator Loss: 0.6296
    Epoch 1/1-Step 2740... Discriminator Loss: 1.3963... Generator Loss: 0.8431
    Epoch 1/1-Step 2750... Discriminator Loss: 1.4813... Generator Loss: 0.7904
    Epoch 1/1-Step 2760... Discriminator Loss: 1.6590... Generator Loss: 0.5457
    Epoch 1/1-Step 2770... Discriminator Loss: 1.4524... Generator Loss: 0.8106
    Epoch 1/1-Step 2780... Discriminator Loss: 1.8156... Generator Loss: 0.7884
    Epoch 1/1-Step 2790... Discriminator Loss: 1.4598... Generator Loss: 0.8142
    Epoch 1/1-Step 2800... Discriminator Loss: 1.4186... Generator Loss: 0.6926

    Epoch 1/1-Step 2810... Discriminator Loss: 1.7492... Generator Loss: 0.5969
    Epoch 1/1-Step 2820... Discriminator Loss: 1.3586... Generator Loss: 0.6138
    Epoch 1/1-Step 2830... Discriminator Loss: 1.4274... Generator Loss: 0.8394
    Epoch 1/1-Step 2840... Discriminator Loss: 1.4150... Generator Loss: 1.0987
    Epoch 1/1-Step 2850... Discriminator Loss: 1.3768... Generator Loss: 0.9213
    Epoch 1/1-Step 2860... Discriminator Loss: 1.5966... Generator Loss: 0.9126
    Epoch 1/1-Step 2870... Discriminator Loss: 1.4296... Generator Loss: 0.7678
    Epoch 1/1-Step 2880... Discriminator Loss: 1.3032... Generator Loss: 0.7903
    Epoch 1/1-Step 2890... Discriminator Loss: 1.7742... Generator Loss: 0.7110
    Epoch 1/1-Step 2900... Discriminator Loss: 1.6297... Generator Loss: 0.7091

    Epoch 1/1-Step 2910... Discriminator Loss: 1.7591... Generator Loss: 0.9087
    Epoch 1/1-Step 2920... Discriminator Loss: 1.5827... Generator Loss: 0.6977
    Epoch 1/1-Step 2930... Discriminator Loss: 1.4514... Generator Loss: 0.8571
    Epoch 1/1-Step 2940... Discriminator Loss: 1.4127... Generator Loss: 0.7843
    Epoch 1/1-Step 2950... Discriminator Loss: 1.6538... Generator Loss: 0.5601
    Epoch 1/1-Step 2960... Discriminator Loss: 1.4198... Generator Loss: 0.7983
    Epoch 1/1-Step 2970... Discriminator Loss: 1.2191... Generator Loss: 0.6956
    Epoch 1/1-Step 2980... Discriminator Loss: 1.3358... Generator Loss: 0.7731
    Epoch 1/1-Step 2990... Discriminator Loss: 1.5513... Generator Loss: 0.8735
    Epoch 1/1-Step 3000... Discriminator Loss: 1.3683... Generator Loss: 0.9643

    Epoch 1/1-Step 3010... Discriminator Loss: 1.7157... Generator Loss: 0.8457
    Epoch 1/1-Step 3020... Discriminator Loss: 1.5131... Generator Loss: 0.9042
    Epoch 1/1-Step 3030... Discriminator Loss: 1.6572... Generator Loss: 0.7466
    Epoch 1/1-Step 3040... Discriminator Loss: 1.4736... Generator Loss: 0.9716
    Epoch 1/1-Step 3050... Discriminator Loss: 1.4429... Generator Loss: 0.7000
    Epoch 1/1-Step 3060... Discriminator Loss: 1.5794... Generator Loss: 0.6830
    Epoch 1/1-Step 3070... Discriminator Loss: 1.2576... Generator Loss: 0.8349
    Epoch 1/1-Step 3080... Discriminator Loss: 1.5124... Generator Loss: 0.9520
    Epoch 1/1-Step 3090... Discriminator Loss: 1.2616... Generator Loss: 0.7677
    Epoch 1/1-Step 3100... Discriminator Loss: 1.4092... Generator Loss: 0.8760

    Epoch 1/1-Step 3110... Discriminator Loss: 1.5141... Generator Loss: 0.7706
    Epoch 1/1-Step 3120... Discriminator Loss: 1.5931... Generator Loss: 0.8096
    Epoch 1/1-Step 3130... Discriminator Loss: 1.3764... Generator Loss: 0.7593
    Epoch 1/1-Step 3140... Discriminator Loss: 1.5350... Generator Loss: 0.8338
    Epoch 1/1-Step 3150... Discriminator Loss: 1.4308... Generator Loss: 0.7347
    Epoch 1/1-Step 3160... Discriminator Loss: 1.9351... Generator Loss: 0.8502
    Epoch 1/1-Step 3170... Discriminator Loss: 1.4762... Generator Loss: 0.6605
    Epoch 1/1-Step 3180... Discriminator Loss: 1.2701... Generator Loss: 0.6483
    Epoch 1/1-Step 3190... Discriminator Loss: 1.6003... Generator Loss: 0.4033
    Epoch 1/1-Step 3200... Discriminator Loss: 1.4458... Generator Loss: 0.8985

    Epoch 1/1-Step 3210... Discriminator Loss: 1.5244... Generator Loss: 0.7205
    Epoch 1/1-Step 3220... Discriminator Loss: 1.4948... Generator Loss: 0.7835
    Epoch 1/1-Step 3230... Discriminator Loss: 1.7276... Generator Loss: 0.6534
    Epoch 1/1-Step 3240... Discriminator Loss: 1.7726... Generator Loss: 0.7834
    Epoch 1/1-Step 3250... Discriminator Loss: 1.4260... Generator Loss: 0.8314
    Epoch 1/1-Step 3260... Discriminator Loss: 1.3410... Generator Loss: 0.8914
    Epoch 1/1-Step 3270... Discriminator Loss: 1.3016... Generator Loss: 0.5628
    Epoch 1/1-Step 3280... Discriminator Loss: 1.1748... Generator Loss: 0.7641
    Epoch 1/1-Step 3290... Discriminator Loss: 1.5931... Generator Loss: 0.6746
    Epoch 1/1-Step 3300... Discriminator Loss: 1.4556... Generator Loss: 0.6975

    Epoch 1/1-Step 3310... Discriminator Loss: 1.6819... Generator Loss: 0.7399
    Epoch 1/1-Step 3320... Discriminator Loss: 1.5214... Generator Loss: 0.6296
    Epoch 1/1-Step 3330... Discriminator Loss: 1.6875... Generator Loss: 0.5568
    Epoch 1/1-Step 3340... Discriminator Loss: 1.4709... Generator Loss: 0.7251
    Epoch 1/1-Step 3350... Discriminator Loss: 1.3091... Generator Loss: 0.9523
    Epoch 1/1-Step 3360... Discriminator Loss: 1.8484... Generator Loss: 0.5126
    Epoch 1/1-Step 3370... Discriminator Loss: 1.4600... Generator Loss: 0.7444
    Epoch 1/1-Step 3380... Discriminator Loss: 1.4035... Generator Loss: 0.7333
    Epoch 1/1-Step 3390... Discriminator Loss: 1.3388... Generator Loss: 0.6791
    Epoch 1/1-Step 3400... Discriminator Loss: 1.6287... Generator Loss: 0.7695

    Epoch 1/1-Step 3410... Discriminator Loss: 1.6047... Generator Loss: 0.9408
    Epoch 1/1-Step 3420... Discriminator Loss: 1.6477... Generator Loss: 0.6902
    Epoch 1/1-Step 3430... Discriminator Loss: 1.6805... Generator Loss: 0.7269
    Epoch 1/1-Step 3440... Discriminator Loss: 1.3426... Generator Loss: 0.7700
    Epoch 1/1-Step 3450... Discriminator Loss: 1.3337... Generator Loss: 0.9089
    Epoch 1/1-Step 3460... Discriminator Loss: 1.7269... Generator Loss: 0.4634
    Epoch 1/1-Step 3470... Discriminator Loss: 1.5530... Generator Loss: 0.6510
    Epoch 1/1-Step 3480... Discriminator Loss: 1.4688... Generator Loss: 0.5716
    Epoch 1/1-Step 3490... Discriminator Loss: 1.8038... Generator Loss: 0.7882
    Epoch 1/1-Step 3500... Discriminator Loss: 1.4409... Generator Loss: 0.9086

    Epoch 1/1-Step 3510... Discriminator Loss: 1.4427... Generator Loss: 1.1050
    Epoch 1/1-Step 3520... Discriminator Loss: 1.4272... Generator Loss: 0.7727
    Epoch 1/1-Step 3530... Discriminator Loss: 1.4006... Generator Loss: 0.8221
    Epoch 1/1-Step 3540... Discriminator Loss: 1.6652... Generator Loss: 0.5984
    Epoch 1/1-Step 3550... Discriminator Loss: 1.6726... Generator Loss: 1.0027
    Epoch 1/1-Step 3560... Discriminator Loss: 1.5106... Generator Loss: 0.5861
    Epoch 1/1-Step 3570... Discriminator Loss: 1.4999... Generator Loss: 0.6522
    Epoch 1/1-Step 3580... Discriminator Loss: 1.5615... Generator Loss: 0.6770
    Epoch 1/1-Step 3590... Discriminator Loss: 1.8390... Generator Loss: 0.6999
    Epoch 1/1-Step 3600... Discriminator Loss: 1.7242... Generator Loss: 0.9474

    Epoch 1/1-Step 3610... Discriminator Loss: 1.7396... Generator Loss: 0.7128
    Epoch 1/1-Step 3620... Discriminator Loss: 1.3929... Generator Loss: 0.9645
    Epoch 1/1-Step 3630... Discriminator Loss: 1.4905... Generator Loss: 0.6534
    Epoch 1/1-Step 3640... Discriminator Loss: 1.5167... Generator Loss: 0.7207
    Epoch 1/1-Step 3650... Discriminator Loss: 1.7349... Generator Loss: 0.6661
    Epoch 1/1-Step 3660... Discriminator Loss: 1.7091... Generator Loss: 0.8844
    Epoch 1/1-Step 3670... Discriminator Loss: 1.5579... Generator Loss: 0.8142
    Epoch 1/1-Step 3680... Discriminator Loss: 1.4968... Generator Loss: 0.6100
    Epoch 1/1-Step 3690... Discriminator Loss: 1.6704... Generator Loss: 0.6108
    Epoch 1/1-Step 3700... Discriminator Loss: 1.4823... Generator Loss: 0.8318

    Epoch 1/1-Step 3710... Discriminator Loss: 1.4687... Generator Loss: 0.8287
    Epoch 1/1-Step 3720... Discriminator Loss: 1.3611... Generator Loss: 0.7837
    Epoch 1/1-Step 3730... Discriminator Loss: 1.5581... Generator Loss: 0.7379
    Epoch 1/1-Step 3740... Discriminator Loss: 1.2695... Generator Loss: 0.7258
    Epoch 1/1-Step 3750... Discriminator Loss: 1.6435... Generator Loss: 0.6423
    Epoch 1/1-Step 3760... Discriminator Loss: 1.4146... Generator Loss: 0.7574
    Epoch 1/1-Step 3770... Discriminator Loss: 1.3162... Generator Loss: 0.9410
    Epoch 1/1-Step 3780... Discriminator Loss: 1.5345... Generator Loss: 0.7912
    Epoch 1/1-Step 3790... Discriminator Loss: 1.5952... Generator Loss: 0.8790
    Epoch 1/1-Step 3800... Discriminator Loss: 1.3599... Generator Loss: 0.9576

    Epoch 1/1-Step 3810... Discriminator Loss: 1.2795... Generator Loss: 0.7788
    Epoch 1/1-Step 3820... Discriminator Loss: 1.6969... Generator Loss: 0.8338
    Epoch 1/1-Step 3830... Discriminator Loss: 1.4994... Generator Loss: 0.8638
    Epoch 1/1-Step 3840... Discriminator Loss: 1.6924... Generator Loss: 0.7830
    Epoch 1/1-Step 3850... Discriminator Loss: 1.5655... Generator Loss: 0.7393
    Epoch 1/1-Step 3860... Discriminator Loss: 1.3982... Generator Loss: 0.8017
    Epoch 1/1-Step 3870... Discriminator Loss: 1.6797... Generator Loss: 0.6754
    Epoch 1/1-Step 3880... Discriminator Loss: 1.6183... Generator Loss: 0.7672
    Epoch 1/1-Step 3890... Discriminator Loss: 1.4654... Generator Loss: 0.7202
    Epoch 1/1-Step 3900... Discriminator Loss: 1.5022... Generator Loss: 0.7759

    Epoch 1/1-Step 3910... Discriminator Loss: 1.2944... Generator Loss: 0.8291
    Epoch 1/1-Step 3920... Discriminator Loss: 1.3820... Generator Loss: 0.8784
    Epoch 1/1-Step 3930... Discriminator Loss: 1.5773... Generator Loss: 0.7978
    Epoch 1/1-Step 3940... Discriminator Loss: 1.6380... Generator Loss: 0.6990
    Epoch 1/1-Step 3950... Discriminator Loss: 1.2866... Generator Loss: 0.8188
    Epoch 1/1-Step 3960... Discriminator Loss: 1.5176... Generator Loss: 0.8348
    Epoch 1/1-Step 3970... Discriminator Loss: 1.3513... Generator Loss: 0.7374
    Epoch 1/1-Step 3980... Discriminator Loss: 1.3328... Generator Loss: 0.7456
    Epoch 1/1-Step 3990... Discriminator Loss: 1.4493... Generator Loss: 0.7595
    Epoch 1/1-Step 4000... Discriminator Loss: 1.7063... Generator Loss: 0.5705

    Epoch 1/1-Step 4010... Discriminator Loss: 1.4494... Generator Loss: 0.5850
    Epoch 1/1-Step 4020... Discriminator Loss: 1.1800... Generator Loss: 0.5784
    Epoch 1/1-Step 4030... Discriminator Loss: 1.5047... Generator Loss: 0.7578
    Epoch 1/1-Step 4040... Discriminator Loss: 1.4166... Generator Loss: 0.9235
    Epoch 1/1-Step 4050... Discriminator Loss: 1.3354... Generator Loss: 0.5722
    Epoch 1/1-Step 4060... Discriminator Loss: 1.3027... Generator Loss: 0.8640
    Epoch 1/1-Step 4070... Discriminator Loss: 1.4077... Generator Loss: 0.7505
    Epoch 1/1-Step 4080... Discriminator Loss: 1.6606... Generator Loss: 0.5598
    Epoch 1/1-Step 4090... Discriminator Loss: 1.6864... Generator Loss: 0.8527
    Epoch 1/1-Step 4100... Discriminator Loss: 1.4432... Generator Loss: 0.6975

    Epoch 1/1-Step 4110... Discriminator Loss: 1.4610... Generator Loss: 0.5814
    Epoch 1/1-Step 4120... Discriminator Loss: 1.3286... Generator Loss: 0.9355
    Epoch 1/1-Step 4130... Discriminator Loss: 1.3846... Generator Loss: 0.7204
    Epoch 1/1-Step 4140... Discriminator Loss: 1.6672... Generator Loss: 0.9865
    Epoch 1/1-Step 4150... Discriminator Loss: 1.1974... Generator Loss: 0.9359
    Epoch 1/1-Step 4160... Discriminator Loss: 1.4319... Generator Loss: 0.5810
    Epoch 1/1-Step 4170... Discriminator Loss: 1.4379... Generator Loss: 0.8376
    Epoch 1/1-Step 4180... Discriminator Loss: 1.6290... Generator Loss: 0.6633
    Epoch 1/1-Step 4190... Discriminator Loss: 1.4695... Generator Loss: 0.9870
    Epoch 1/1-Step 4200... Discriminator Loss: 1.3221... Generator Loss: 0.7868

    Epoch 1/1-Step 4210... Discriminator Loss: 1.5551... Generator Loss: 0.8544
    Epoch 1/1-Step 4220... Discriminator Loss: 1.7906... Generator Loss: 0.5292
    Epoch 1/1-Step 4230... Discriminator Loss: 1.6138... Generator Loss: 0.8525
    Epoch 1/1-Step 4240... Discriminator Loss: 1.3783... Generator Loss: 0.9272
    Epoch 1/1-Step 4250... Discriminator Loss: 1.3710... Generator Loss: 0.7193
    Epoch 1/1-Step 4260... Discriminator Loss: 1.4316... Generator Loss: 0.7570
    Epoch 1/1-Step 4270... Discriminator Loss: 1.4212... Generator Loss: 0.9779
    Epoch 1/1-Step 4280... Discriminator Loss: 1.5912... Generator Loss: 0.7956
    Epoch 1/1-Step 4290... Discriminator Loss: 1.5320... Generator Loss: 0.7611
    Epoch 1/1-Step 4300... Discriminator Loss: 1.5352... Generator Loss: 0.7894

    Epoch 1/1-Step 4310... Discriminator Loss: 1.2916... Generator Loss: 0.7880
    Epoch 1/1-Step 4320... Discriminator Loss: 1.4958... Generator Loss: 0.8778
    Epoch 1/1-Step 4330... Discriminator Loss: 1.4708... Generator Loss: 1.0361
    Epoch 1/1-Step 4340... Discriminator Loss: 1.5519... Generator Loss: 0.7345
    Epoch 1/1-Step 4350... Discriminator Loss: 1.4025... Generator Loss: 0.8023
    Epoch 1/1-Step 4360... Discriminator Loss: 1.5092... Generator Loss: 0.8394
    Epoch 1/1-Step 4370... Discriminator Loss: 1.4229... Generator Loss: 0.8124
    Epoch 1/1-Step 4380... Discriminator Loss: 1.5185... Generator Loss: 0.5909
    Epoch 1/1-Step 4390... Discriminator Loss: 1.3466... Generator Loss: 0.7556
    Epoch 1/1-Step 4400... Discriminator Loss: 1.4597... Generator Loss: 1.0690

    Epoch 1/1-Step 4410... Discriminator Loss: 1.7616... Generator Loss: 0.9580
    Epoch 1/1-Step 4420... Discriminator Loss: 1.4738... Generator Loss: 0.6393
    Epoch 1/1-Step 4430... Discriminator Loss: 1.2484... Generator Loss: 0.5620
    Epoch 1/1-Step 4440... Discriminator Loss: 1.2880... Generator Loss: 0.7840
    Epoch 1/1-Step 4450... Discriminator Loss: 1.4303... Generator Loss: 0.9152
    Epoch 1/1-Step 4460... Discriminator Loss: 1.3044... Generator Loss: 1.0829
    Epoch 1/1-Step 4470... Discriminator Loss: 1.6106... Generator Loss: 0.5933
    Epoch 1/1-Step 4480... Discriminator Loss: 1.4947... Generator Loss: 0.8435
    Epoch 1/1-Step 4490... Discriminator Loss: 1.3264... Generator Loss: 0.8331
    Epoch 1/1-Step 4500... Discriminator Loss: 1.4577... Generator Loss: 0.7298

    Epoch 1/1-Step 4510... Discriminator Loss: 1.4926... Generator Loss: 0.6693
    Epoch 1/1-Step 4520... Discriminator Loss: 1.5976... Generator Loss: 0.6750
    Epoch 1/1-Step 4530... Discriminator Loss: 1.6050... Generator Loss: 0.5765
    Epoch 1/1-Step 4540... Discriminator Loss: 1.5485... Generator Loss: 1.0729
    Epoch 1/1-Step 4550... Discriminator Loss: 1.5785... Generator Loss: 0.8145
    Epoch 1/1-Step 4560... Discriminator Loss: 1.3578... Generator Loss: 0.8214
    Epoch 1/1-Step 4570... Discriminator Loss: 1.4673... Generator Loss: 0.7480
    Epoch 1/1-Step 4580... Discriminator Loss: 1.5683... Generator Loss: 0.9356
    Epoch 1/1-Step 4590... Discriminator Loss: 1.5348... Generator Loss: 0.9295
    Epoch 1/1-Step 4600... Discriminator Loss: 1.4560... Generator Loss: 0.8204

    Epoch 1/1-Step 4610... Discriminator Loss: 1.3437... Generator Loss: 0.8714
    Epoch 1/1-Step 4620... Discriminator Loss: 1.2796... Generator Loss: 0.6942
    Epoch 1/1-Step 4630... Discriminator Loss: 1.6742... Generator Loss: 0.8542
    Epoch 1/1-Step 4640... Discriminator Loss: 1.5383... Generator Loss: 0.8454
    Epoch 1/1-Step 4650... Discriminator Loss: 1.8187... Generator Loss: 0.6208
    Epoch 1/1-Step 4660... Discriminator Loss: 2.4415... Generator Loss: 0.7599
    Epoch 1/1-Step 4670... Discriminator Loss: 1.9543... Generator Loss: 0.7565
    Epoch 1/1-Step 4680... Discriminator Loss: 1.8191... Generator Loss: 0.5288
    Epoch 1/1-Step 4690... Discriminator Loss: 1.4574... Generator Loss: 0.6674
    Epoch 1/1-Step 4700... Discriminator Loss: 1.2855... Generator Loss: 0.9943

    Epoch 1/1-Step 4710... Discriminator Loss: 1.3984... Generator Loss: 0.7302
    Epoch 1/1-Step 4720... Discriminator Loss: 1.6908... Generator Loss: 0.6329
    Epoch 1/1-Step 4730... Discriminator Loss: 1.3791... Generator Loss: 1.0040
    Epoch 1/1-Step 4740... Discriminator Loss: 1.7028... Generator Loss: 0.7184
    Epoch 1/1-Step 4750... Discriminator Loss: 1.4108... Generator Loss: 0.7537
    Epoch 1/1-Step 4760... Discriminator Loss: 1.3353... Generator Loss: 0.7356
    Epoch 1/1-Step 4770... Discriminator Loss: 1.4164... Generator Loss: 1.1678
    Epoch 1/1-Step 4780... Discriminator Loss: 1.4975... Generator Loss: 0.8875
    Epoch 1/1-Step 4790... Discriminator Loss: 1.4364... Generator Loss: 0.7185
    Epoch 1/1-Step 4800... Discriminator Loss: 1.4725... Generator Loss: 0.8623

    Epoch 1/1-Step 4810... Discriminator Loss: 1.5693... Generator Loss: 0.6796
    Epoch 1/1-Step 4820... Discriminator Loss: 1.4496... Generator Loss: 0.7525
    Epoch 1/1-Step 4830... Discriminator Loss: 1.4801... Generator Loss: 0.5545
    Epoch 1/1-Step 4840... Discriminator Loss: 1.4186... Generator Loss: 0.7224
    Epoch 1/1-Step 4850... Discriminator Loss: 1.4451... Generator Loss: 0.7199
    Epoch 1/1-Step 4860... Discriminator Loss: 1.3019... Generator Loss: 0.8858
    Epoch 1/1-Step 4870... Discriminator Loss: 1.4198... Generator Loss: 0.9096
    Epoch 1/1-Step 4880... Discriminator Loss: 1.2658... Generator Loss: 0.8868
    Epoch 1/1-Step 4890... Discriminator Loss: 1.6038... Generator Loss: 0.6470
    Epoch 1/1-Step 4900... Discriminator Loss: 1.4718... Generator Loss: 0.6067

    Epoch 1/1-Step 4910... Discriminator Loss: 1.2905... Generator Loss: 0.9631
    Epoch 1/1-Step 4920... Discriminator Loss: 1.5757... Generator Loss: 0.8546
    Epoch 1/1-Step 4930... Discriminator Loss: 1.5008... Generator Loss: 0.8035
    Epoch 1/1-Step 4940... Discriminator Loss: 1.5255... Generator Loss: 0.7468
    Epoch 1/1-Step 4950... Discriminator Loss: 1.6217... Generator Loss: 0.5873
    Epoch 1/1-Step 4960... Discriminator Loss: 1.3852... Generator Loss: 0.6521
    Epoch 1/1-Step 4970... Discriminator Loss: 1.6474... Generator Loss: 0.6915
    Epoch 1/1-Step 4980... Discriminator Loss: 1.3931... Generator Loss: 0.7564
    Epoch 1/1-Step 4990... Discriminator Loss: 1.1192... Generator Loss: 0.7424
    Epoch 1/1-Step 5000... Discriminator Loss: 1.4956... Generator Loss: 1.0168

    Epoch 1/1-Step 5010... Discriminator Loss: 1.5876... Generator Loss: 0.8955
    Epoch 1/1-Step 5020... Discriminator Loss: 1.5652... Generator Loss: 0.6562
    Epoch 1/1-Step 5030... Discriminator Loss: 1.3265... Generator Loss: 0.8291
    Epoch 1/1-Step 5040... Discriminator Loss: 1.6025... Generator Loss: 0.6956
    Epoch 1/1-Step 5050... Discriminator Loss: 1.5548... Generator Loss: 0.7266
    Epoch 1/1-Step 5060... Discriminator Loss: 1.2764... Generator Loss: 0.7391
    Epoch 1/1-Step 5070... Discriminator Loss: 1.3527... Generator Loss: 0.8363
    Epoch 1/1-Step 5080... Discriminator Loss: 1.5493... Generator Loss: 0.6342
    Epoch 1/1-Step 5090... Discriminator Loss: 1.4803... Generator Loss: 0.7554
    Epoch 1/1-Step 5100... Discriminator Loss: 1.6153... Generator Loss: 0.7942

    Epoch 1/1-Step 5110... Discriminator Loss: 1.6088... Generator Loss: 0.8132
    Epoch 1/1-Step 5120... Discriminator Loss: 1.5672... Generator Loss: 0.9925
    Epoch 1/1-Step 5130... Discriminator Loss: 1.3305... Generator Loss: 0.8971
    Epoch 1/1-Step 5140... Discriminator Loss: 1.4021... Generator Loss: 0.7788
    Epoch 1/1-Step 5150... Discriminator Loss: 1.3778... Generator Loss: 0.8807
    Epoch 1/1-Step 5160... Discriminator Loss: 1.3363... Generator Loss: 0.9228
    Epoch 1/1-Step 5170... Discriminator Loss: 1.6637... Generator Loss: 0.7810
    Epoch 1/1-Step 5180... Discriminator Loss: 1.3825... Generator Loss: 0.7041
    Epoch 1/1-Step 5190... Discriminator Loss: 1.2808... Generator Loss: 0.9957
    Epoch 1/1-Step 5200... Discriminator Loss: 1.5101... Generator Loss: 0.7931

    Epoch 1/1-Step 5210... Discriminator Loss: 1.5796... Generator Loss: 0.6868
    Epoch 1/1-Step 5220... Discriminator Loss: 1.4450... Generator Loss: 0.5678
    Epoch 1/1-Step 5230... Discriminator Loss: 1.7324... Generator Loss: 0.7932
    Epoch 1/1-Step 5240... Discriminator Loss: 1.6043... Generator Loss: 0.9452
    Epoch 1/1-Step 5250... Discriminator Loss: 1.5204... Generator Loss: 0.7910
    Epoch 1/1-Step 5260... Discriminator Loss: 1.4736... Generator Loss: 0.7656
    Epoch 1/1-Step 5270... Discriminator Loss: 1.3685... Generator Loss: 0.6641
    Epoch 1/1-Step 5280... Discriminator Loss: 1.3507... Generator Loss: 0.6822
    Epoch 1/1-Step 5290... Discriminator Loss: 1.4663... Generator Loss: 0.8238
    Epoch 1/1-Step 5300... Discriminator Loss: 1.2868... Generator Loss: 0.8053

    Epoch 1/1-Step 5310... Discriminator Loss: 1.4377... Generator Loss: 0.6657
    Epoch 1/1-Step 5320... Discriminator Loss: 1.2514... Generator Loss: 0.8370
    Epoch 1/1-Step 5330... Discriminator Loss: 1.3734... Generator Loss: 0.7236
    Epoch 1/1-Step 5340... Discriminator Loss: 1.5389... Generator Loss: 0.6186
    Epoch 1/1-Step 5350... Discriminator Loss: 1.4716... Generator Loss: 0.7952
    Epoch 1/1-Step 5360... Discriminator Loss: 1.4496... Generator Loss: 0.8589
    Epoch 1/1-Step 5370... Discriminator Loss: 1.2425... Generator Loss: 0.9591
    Epoch 1/1-Step 5380... Discriminator Loss: 1.4800... Generator Loss: 1.0139
    Epoch 1/1-Step 5390... Discriminator Loss: 1.3756... Generator Loss: 0.7858
    Epoch 1/1-Step 5400... Discriminator Loss: 1.5945... Generator Loss: 1.2073

    Epoch 1/1-Step 5410... Discriminator Loss: 1.5085... Generator Loss: 1.1527
    Epoch 1/1-Step 5420... Discriminator Loss: 1.3853... Generator Loss: 0.6506
    Epoch 1/1-Step 5430... Discriminator Loss: 1.2997... Generator Loss: 0.6286
    Epoch 1/1-Step 5440... Discriminator Loss: 1.4468... Generator Loss: 0.8861
    Epoch 1/1-Step 5450... Discriminator Loss: 1.3339... Generator Loss: 0.6909
    Epoch 1/1-Step 5460... Discriminator Loss: 1.3680... Generator Loss: 0.8333
    Epoch 1/1-Step 5470... Discriminator Loss: 1.6801... Generator Loss: 0.7344
    Epoch 1/1-Step 5480... Discriminator Loss: 1.4616... Generator Loss: 0.6459
    Epoch 1/1-Step 5490... Discriminator Loss: 1.4658... Generator Loss: 0.6166
    Epoch 1/1-Step 5500... Discriminator Loss: 1.3914... Generator Loss: 0.6666

    Epoch 1/1-Step 5510... Discriminator Loss: 1.5045... Generator Loss: 0.7602
    Epoch 1/1-Step 5520... Discriminator Loss: 1.5775... Generator Loss: 0.7188
    Epoch 1/1-Step 5530... Discriminator Loss: 1.4987... Generator Loss: 0.6459
    Epoch 1/1-Step 5540... Discriminator Loss: 1.5860... Generator Loss: 0.6320
    Epoch 1/1-Step 5550... Discriminator Loss: 1.3267... Generator Loss: 0.7290
    Epoch 1/1-Step 5560... Discriminator Loss: 1.4017... Generator Loss: 0.8656
    Epoch 1/1-Step 5570... Discriminator Loss: 1.4532... Generator Loss: 0.9305
    Epoch 1/1-Step 5580... Discriminator Loss: 1.3911... Generator Loss: 0.8586
    Epoch 1/1-Step 5590... Discriminator Loss: 1.4204... Generator Loss: 0.8865
    Epoch 1/1-Step 5600... Discriminator Loss: 1.5059... Generator Loss: 0.8704

    Epoch 1/1-Step 5610... Discriminator Loss: 1.3622... Generator Loss: 0.8729
    Epoch 1/1-Step 5620... Discriminator Loss: 1.6957... Generator Loss: 0.6604
    Epoch 1/1-Step 5630... Discriminator Loss: 1.6844... Generator Loss: 0.7867
    Epoch 1/1-Step 5640... Discriminator Loss: 1.5988... Generator Loss: 0.8483
    Epoch 1/1-Step 5650... Discriminator Loss: 1.6001... Generator Loss: 0.8210
    Epoch 1/1-Step 5660... Discriminator Loss: 1.3692... Generator Loss: 0.6221
    Epoch 1/1-Step 5670... Discriminator Loss: 1.2333... Generator Loss: 0.7121
    Epoch 1/1-Step 5680... Discriminator Loss: 1.4341... Generator Loss: 0.8165
    Epoch 1/1-Step 5690... Discriminator Loss: 1.4222... Generator Loss: 1.0732
    Epoch 1/1-Step 5700... Discriminator Loss: 1.5038... Generator Loss: 0.6557

    Epoch 1/1-Step 5710... Discriminator Loss: 1.5134... Generator Loss: 0.5332
    Epoch 1/1-Step 5720... Discriminator Loss: 1.6874... Generator Loss: 0.5323
    Epoch 1/1-Step 5730... Discriminator Loss: 1.6629... Generator Loss: 0.6543
    Epoch 1/1-Step 5740... Discriminator Loss: 1.1474... Generator Loss: 0.9340
    Epoch 1/1-Step 5750... Discriminator Loss: 1.3726... Generator Loss: 0.8105
    Epoch 1/1-Step 5760... Discriminator Loss: 1.6248... Generator Loss: 0.5390
    Epoch 1/1-Step 5770... Discriminator Loss: 1.3388... Generator Loss: 1.0406
    Epoch 1/1-Step 5780... Discriminator Loss: 1.4832... Generator Loss: 0.8520
    Epoch 1/1-Step 5790... Discriminator Loss: 1.4594... Generator Loss: 0.6703
    Epoch 1/1-Step 5800... Discriminator Loss: 1.5462... Generator Loss: 0.5732

    Epoch 1/1-Step 5810... Discriminator Loss: 1.4532... Generator Loss: 0.7959
    Epoch 1/1-Step 5820... Discriminator Loss: 1.3183... Generator Loss: 0.7068
    Epoch 1/1-Step 5830... Discriminator Loss: 1.5936... Generator Loss: 0.6918
    Epoch 1/1-Step 5840... Discriminator Loss: 1.5260... Generator Loss: 0.8292
    Epoch 1/1-Step 5850... Discriminator Loss: 1.3679... Generator Loss: 0.8010
    Epoch 1/1-Step 5860... Discriminator Loss: 1.3761... Generator Loss: 0.8645
    Epoch 1/1-Step 5870... Discriminator Loss: 1.2885... Generator Loss: 0.8227
    Epoch 1/1-Step 5880... Discriminator Loss: 1.5387... Generator Loss: 0.7631
    Epoch 1/1-Step 5890... Discriminator Loss: 1.5974... Generator Loss: 0.8087
    Epoch 1/1-Step 5900... Discriminator Loss: 1.6992... Generator Loss: 0.7804

    Epoch 1/1-Step 5910... Discriminator Loss: 1.7040... Generator Loss: 0.6521
    Epoch 1/1-Step 5920... Discriminator Loss: 1.5462... Generator Loss: 0.7267
    Epoch 1/1-Step 5930... Discriminator Loss: 1.5583... Generator Loss: 0.9569
    Epoch 1/1-Step 5940... Discriminator Loss: 1.4782... Generator Loss: 0.6528
    Epoch 1/1-Step 5950... Discriminator Loss: 1.3296... Generator Loss: 0.8029
    Epoch 1/1-Step 5960... Discriminator Loss: 1.5989... Generator Loss: 1.2280
    Epoch 1/1-Step 5970... Discriminator Loss: 1.2882... Generator Loss: 0.9308
    Epoch 1/1-Step 5980... Discriminator Loss: 1.3564... Generator Loss: 0.7141
    Epoch 1/1-Step 5990... Discriminator Loss: 1.6733... Generator Loss: 0.9728
    Epoch 1/1-Step 6000... Discriminator Loss: 1.4325... Generator Loss: 0.7974

    Epoch 1/1-Step 6010... Discriminator Loss: 1.3203... Generator Loss: 0.7839
    Epoch 1/1-Step 6020... Discriminator Loss: 1.4128... Generator Loss: 0.7078
    Epoch 1/1-Step 6030... Discriminator Loss: 1.5910... Generator Loss: 0.6148
    Epoch 1/1-Step 6040... Discriminator Loss: 1.4653... Generator Loss: 0.8717
    Epoch 1/1-Step 6050... Discriminator Loss: 1.7522... Generator Loss: 0.9054
    Epoch 1/1-Step 6060... Discriminator Loss: 1.3762... Generator Loss: 1.0431
    Epoch 1/1-Step 6070... Discriminator Loss: 1.5753... Generator Loss: 0.7253
    Epoch 1/1-Step 6080... Discriminator Loss: 1.4033... Generator Loss: 0.9338
    Epoch 1/1-Step 6090... Discriminator Loss: 1.2361... Generator Loss: 0.8381
    Epoch 1/1-Step 6100... Discriminator Loss: 1.6563... Generator Loss: 0.6171

    Epoch 1/1-Step 6110... Discriminator Loss: 1.3800... Generator Loss: 0.9543
    Epoch 1/1-Step 6120... Discriminator Loss: 1.4016... Generator Loss: 0.6586
    Epoch 1/1-Step 6130... Discriminator Loss: 1.4016... Generator Loss: 0.7899
    Epoch 1/1-Step 6140... Discriminator Loss: 1.4648... Generator Loss: 0.7876
    Epoch 1/1-Step 6150... Discriminator Loss: 1.2822... Generator Loss: 0.7874
    Epoch 1/1-Step 6160... Discriminator Loss: 1.4370... Generator Loss: 0.8804
    Epoch 1/1-Step 6170... Discriminator Loss: 1.5832... Generator Loss: 0.7170
    Epoch 1/1-Step 6180... Discriminator Loss: 1.6901... Generator Loss: 0.7309
    Epoch 1/1-Step 6190... Discriminator Loss: 1.4601... Generator Loss: 0.7070
    Epoch 1/1-Step 6200... Discriminator Loss: 1.5494... Generator Loss: 0.8740

    Epoch 1/1-Step 6210... Discriminator Loss: 1.5020... Generator Loss: 0.7783
    Epoch 1/1-Step 6220... Discriminator Loss: 1.3836... Generator Loss: 0.8767
    Epoch 1/1-Step 6230... Discriminator Loss: 1.2711... Generator Loss: 0.7823
    Epoch 1/1-Step 6240... Discriminator Loss: 1.3631... Generator Loss: 0.7754
    Epoch 1/1-Step 6250... Discriminator Loss: 1.2764... Generator Loss: 0.7984
    Epoch 1/1-Step 6260... Discriminator Loss: 1.4023... Generator Loss: 0.8042
    Epoch 1/1-Step 6270... Discriminator Loss: 1.4534... Generator Loss: 0.7786
    Epoch 1/1-Step 6280... Discriminator Loss: 1.4395... Generator Loss: 0.9211
    Epoch 1/1-Step 6290... Discriminator Loss: 1.7293... Generator Loss: 0.7617
    Epoch 1/1-Step 6300... Discriminator Loss: 1.4211... Generator Loss: 0.7980

    Epoch 1/1-Step 6310... Discriminator Loss: 1.3222... Generator Loss: 0.7418
    Epoch 1/1-Step 6320... Discriminator Loss: 1.5442... Generator Loss: 0.7134
    Epoch 1/1-Step 6330... Discriminator Loss: 1.3139... Generator Loss: 0.9803
    Epoch 1/1-Step 6340... Discriminator Loss: 1.6821... Generator Loss: 0.5913
    Epoch 1/1-Step 6350... Discriminator Loss: 1.4928... Generator Loss: 0.7019
    Epoch 1/1-Step 6360... Discriminator Loss: 1.7137... Generator Loss: 0.7491
    Epoch 1/1-Step 6370... Discriminator Loss: 1.2787... Generator Loss: 0.9492
    Epoch 1/1-Step 6380... Discriminator Loss: 1.3087... Generator Loss: 0.7035
    Epoch 1/1-Step 6390... Discriminator Loss: 1.5177... Generator Loss: 0.6452
    Epoch 1/1-Step 6400... Discriminator Loss: 1.5534... Generator Loss: 0.7097

    Epoch 1/1-Step 6410... Discriminator Loss: 1.4230... Generator Loss: 0.8357
    Epoch 1/1-Step 6420... Discriminator Loss: 1.5231... Generator Loss: 0.8468
    Epoch 1/1-Step 6430... Discriminator Loss: 1.2886... Generator Loss: 0.9715
    Epoch 1/1-Step 6440... Discriminator Loss: 1.5898... Generator Loss: 0.7024
    Epoch 1/1-Step 6450... Discriminator Loss: 1.4828... Generator Loss: 0.6253
    Epoch 1/1-Step 6460... Discriminator Loss: 1.4022... Generator Loss: 0.7826
    Epoch 1/1-Step 6470... Discriminator Loss: 1.4482... Generator Loss: 0.8871
    Epoch 1/1-Step 6480... Discriminator Loss: 1.2896... Generator Loss: 0.8432
    Epoch 1/1-Step 6490... Discriminator Loss: 1.3794... Generator Loss: 0.6385
    Epoch 1/1-Step 6500... Discriminator Loss: 1.3448... Generator Loss: 0.8719

    Epoch 1/1-Step 6510... Discriminator Loss: 1.5633... Generator Loss: 0.7200
    Epoch 1/1-Step 6520... Discriminator Loss: 1.2998... Generator Loss: 0.7419
    Epoch 1/1-Step 6530... Discriminator Loss: 1.2107... Generator Loss: 0.8752
    Epoch 1/1-Step 6540... Discriminator Loss: 1.6673... Generator Loss: 0.9346
    Epoch 1/1-Step 6550... Discriminator Loss: 1.4481... Generator Loss: 0.8061
    Epoch 1/1-Step 6560... Discriminator Loss: 1.1742... Generator Loss: 0.7871
    Epoch 1/1-Step 6570... Discriminator Loss: 1.4755... Generator Loss: 0.9317
    Epoch 1/1-Step 6580... Discriminator Loss: 1.4640... Generator Loss: 0.9636
    Epoch 1/1-Step 6590... Discriminator Loss: 1.3566... Generator Loss: 0.7615
    Epoch 1/1-Step 6600... Discriminator Loss: 1.2830... Generator Loss: 0.7147

    Epoch 1/1-Step 6610... Discriminator Loss: 1.6832... Generator Loss: 0.6913
    Epoch 1/1-Step 6620... Discriminator Loss: 1.5239... Generator Loss: 0.8743
    Epoch 1/1-Step 6630... Discriminator Loss: 1.4028... Generator Loss: 0.6859
    Epoch 1/1-Step 6640... Discriminator Loss: 1.4776... Generator Loss: 0.8069
    Epoch 1/1-Step 6650... Discriminator Loss: 1.6406... Generator Loss: 0.7486
    Epoch 1/1-Step 6660... Discriminator Loss: 1.3582... Generator Loss: 0.9390
    Epoch 1/1-Step 6670... Discriminator Loss: 1.6321... Generator Loss: 0.6592
    Epoch 1/1-Step 6680... Discriminator Loss: 1.5398... Generator Loss: 0.9347
    Epoch 1/1-Step 6690... Discriminator Loss: 1.6167... Generator Loss: 1.0672
    Epoch 1/1-Step 6700... Discriminator Loss: 1.4168... Generator Loss: 0.7212

    Epoch 1/1-Step 6710... Discriminator Loss: 1.5981... Generator Loss: 0.4664
    Epoch 1/1-Step 6720... Discriminator Loss: 1.5008... Generator Loss: 0.7696
    Epoch 1/1-Step 6730... Discriminator Loss: 1.8466... Generator Loss: 0.6465
    Epoch 1/1-Step 6740... Discriminator Loss: 1.4396... Generator Loss: 0.7880
    Epoch 1/1-Step 6750... Discriminator Loss: 1.5017... Generator Loss: 0.7424
    Epoch 1/1-Step 6760... Discriminator Loss: 1.5507... Generator Loss: 0.6303
    Epoch 1/1-Step 6770... Discriminator Loss: 1.3082... Generator Loss: 0.8959
    Epoch 1/1-Step 6780... Discriminator Loss: 1.7568... Generator Loss: 0.5531
    Epoch 1/1-Step 6790... Discriminator Loss: 1.2920... Generator Loss: 0.6762
    Epoch 1/1-Step 6800... Discriminator Loss: 1.5200... Generator Loss: 0.7450

    Epoch 1/1-Step 6810... Discriminator Loss: 1.3104... Generator Loss: 0.9882
    Epoch 1/1-Step 6820... Discriminator Loss: 1.3435... Generator Loss: 1.2353
    Epoch 1/1-Step 6830... Discriminator Loss: 1.1359... Generator Loss: 0.7902
    Epoch 1/1-Step 6840... Discriminator Loss: 1.4087... Generator Loss: 0.6343
    Epoch 1/1-Step 6850... Discriminator Loss: 1.3144... Generator Loss: 0.7056
    Epoch 1/1-Step 6860... Discriminator Loss: 1.4977... Generator Loss: 0.8563
    Epoch 1/1-Step 6870... Discriminator Loss: 1.4116... Generator Loss: 1.0645
    Epoch 1/1-Step 6880... Discriminator Loss: 1.4191... Generator Loss: 1.0519
    Epoch 1/1-Step 6890... Discriminator Loss: 1.5543... Generator Loss: 0.5972
    Epoch 1/1-Step 6900... Discriminator Loss: 1.3013... Generator Loss: 0.9223

    Epoch 1/1-Step 6910... Discriminator Loss: 1.4314... Generator Loss: 0.9101
    Epoch 1/1-Step 6920... Discriminator Loss: 1.3602... Generator Loss: 0.7910
    Epoch 1/1-Step 6930... Discriminator Loss: 1.4245... Generator Loss: 0.8057
    Epoch 1/1-Step 6940... Discriminator Loss: 1.3132... Generator Loss: 0.8169
    Epoch 1/1-Step 6950... Discriminator Loss: 1.4812... Generator Loss: 0.5608
    Epoch 1/1-Step 6960... Discriminator Loss: 1.3330... Generator Loss: 0.7081
    Epoch 1/1-Step 6970... Discriminator Loss: 1.7487... Generator Loss: 0.7917
    Epoch 1/1-Step 6980... Discriminator Loss: 1.3499... Generator Loss: 0.7759
    Epoch 1/1-Step 6990... Discriminator Loss: 1.3482... Generator Loss: 0.9711
    Epoch 1/1-Step 7000... Discriminator Loss: 1.2888... Generator Loss: 0.9719

    Epoch 1/1-Step 7010... Discriminator Loss: 1.5234... Generator Loss: 0.5683
    Epoch 1/1-Step 7020... Discriminator Loss: 1.4594... Generator Loss: 0.8179
    Epoch 1/1-Step 7030... Discriminator Loss: 1.2845... Generator Loss: 0.7871
    Epoch 1/1-Step 7040... Discriminator Loss: 1.7051... Generator Loss: 0.4298
    Epoch 1/1-Step 7050... Discriminator Loss: 1.8542... Generator Loss: 0.4715
    Epoch 1/1-Step 7060... Discriminator Loss: 1.3809... Generator Loss: 0.8507
    Epoch 1/1-Step 7070... Discriminator Loss: 1.3072... Generator Loss: 0.7898
    Epoch 1/1-Step 7080... Discriminator Loss: 1.4766... Generator Loss: 0.8204
    Epoch 1/1-Step 7090... Discriminator Loss: 1.3707... Generator Loss: 0.6629
    Epoch 1/1-Step 7100... Discriminator Loss: 1.4636... Generator Loss: 0.8876

    Epoch 1/1-Step 7110... Discriminator Loss: 1.3131... Generator Loss: 0.7485
    Epoch 1/1-Step 7120... Discriminator Loss: 1.2582... Generator Loss: 0.9262
    Epoch 1/1-Step 7130... Discriminator Loss: 1.3768... Generator Loss: 0.9119
    Epoch 1/1-Step 7140... Discriminator Loss: 1.7029... Generator Loss: 0.7280
    Epoch 1/1-Step 7150... Discriminator Loss: 1.2092... Generator Loss: 0.7597
    Epoch 1/1-Step 7160... Discriminator Loss: 1.3700... Generator Loss: 0.7609
    Epoch 1/1-Step 7170... Discriminator Loss: 1.4676... Generator Loss: 0.7798
    Epoch 1/1-Step 7180... Discriminator Loss: 1.3671... Generator Loss: 0.9741
    Epoch 1/1-Step 7190... Discriminator Loss: 1.2731... Generator Loss: 0.6481
    Epoch 1/1-Step 7200... Discriminator Loss: 1.3359... Generator Loss: 0.7306

    Epoch 1/1-Step 7210... Discriminator Loss: 1.5297... Generator Loss: 0.8224
    Epoch 1/1-Step 7220... Discriminator Loss: 1.3420... Generator Loss: 0.7128
    Epoch 1/1-Step 7230... Discriminator Loss: 1.4625... Generator Loss: 0.6799
    Epoch 1/1-Step 7240... Discriminator Loss: 1.1714... Generator Loss: 0.8914
    Epoch 1/1-Step 7250... Discriminator Loss: 1.5818... Generator Loss: 0.7320
    Epoch 1/1-Step 7260... Discriminator Loss: 1.3664... Generator Loss: 0.7976
    Epoch 1/1-Step 7270... Discriminator Loss: 1.5032... Generator Loss: 0.4953
    Epoch 1/1-Step 7280... Discriminator Loss: 1.5580... Generator Loss: 0.9459
    Epoch 1/1-Step 7290... Discriminator Loss: 1.3796... Generator Loss: 0.7077
    Epoch 1/1-Step 7300... Discriminator Loss: 1.4201... Generator Loss: 0.8195

    Epoch 1/1-Step 7310... Discriminator Loss: 1.4778... Generator Loss: 1.0325
    Epoch 1/1-Step 7320... Discriminator Loss: 1.4020... Generator Loss: 0.8997
    Epoch 1/1-Step 7330... Discriminator Loss: 1.3293... Generator Loss: 0.7710
    Epoch 1/1-Step 7340... Discriminator Loss: 1.4421... Generator Loss: 0.7427
    Epoch 1/1-Step 7350... Discriminator Loss: 1.3939... Generator Loss: 0.7963
    Epoch 1/1-Step 7360... Discriminator Loss: 1.3132... Generator Loss: 1.0574
    Epoch 1/1-Step 7370... Discriminator Loss: 1.4085... Generator Loss: 0.7144
    Epoch 1/1-Step 7380... Discriminator Loss: 1.6673... Generator Loss: 0.7668
    Epoch 1/1-Step 7390... Discriminator Loss: 1.7228... Generator Loss: 0.6862
    Epoch 1/1-Step 7400... Discriminator Loss: 1.3159... Generator Loss: 0.8038

    Epoch 1/1-Step 7410... Discriminator Loss: 1.2452... Generator Loss: 0.9329
    Epoch 1/1-Step 7420... Discriminator Loss: 1.3113... Generator Loss: 1.0131
    Epoch 1/1-Step 7430... Discriminator Loss: 1.3944... Generator Loss: 0.8405
    Epoch 1/1-Step 7440... Discriminator Loss: 1.5701... Generator Loss: 0.6464
    Epoch 1/1-Step 7450... Discriminator Loss: 1.5497... Generator Loss: 0.6989
    Epoch 1/1-Step 7460... Discriminator Loss: 1.3282... Generator Loss: 0.8715
    Epoch 1/1-Step 7470... Discriminator Loss: 1.3463... Generator Loss: 0.9407
    Epoch 1/1-Step 7480... Discriminator Loss: 1.3872... Generator Loss: 0.8756
    Epoch 1/1-Step 7490... Discriminator Loss: 1.4650... Generator Loss: 0.7903
    Epoch 1/1-Step 7500... Discriminator Loss: 1.6060... Generator Loss: 0.7171

    Epoch 1/1-Step 7510... Discriminator Loss: 1.5941... Generator Loss: 0.9093
    Epoch 1/1-Step 7520... Discriminator Loss: 1.4365... Generator Loss: 0.8351
    Epoch 1/1-Step 7530... Discriminator Loss: 1.2449... Generator Loss: 0.9179
    Epoch 1/1-Step 7540... Discriminator Loss: 1.2767... Generator Loss: 0.7730
    Epoch 1/1-Step 7550... Discriminator Loss: 1.3225... Generator Loss: 1.0675
    Epoch 1/1-Step 7560... Discriminator Loss: 1.4835... Generator Loss: 0.6993
    Epoch 1/1-Step 7570... Discriminator Loss: 1.5442... Generator Loss: 0.7474
    Epoch 1/1-Step 7580... Discriminator Loss: 1.2541... Generator Loss: 0.8181
    Epoch 1/1-Step 7590... Discriminator Loss: 1.5195... Generator Loss: 0.8365
    Epoch 1/1-Step 7600... Discriminator Loss: 1.3852... Generator Loss: 0.8290

    Epoch 1/1-Step 7610... Discriminator Loss: 1.4413... Generator Loss: 0.6986
    Epoch 1/1-Step 7620... Discriminator Loss: 1.1399... Generator Loss: 1.0401
    Epoch 1/1-Step 7630... Discriminator Loss: 1.6043... Generator Loss: 0.8657
    Epoch 1/1-Step 7640... Discriminator Loss: 1.2415... Generator Loss: 0.7136
    Epoch 1/1-Step 7650... Discriminator Loss: 1.4320... Generator Loss: 0.8120
    Epoch 1/1-Step 7660... Discriminator Loss: 1.4469... Generator Loss: 0.7746
    Epoch 1/1-Step 7670... Discriminator Loss: 1.5370... Generator Loss: 0.4515
    Epoch 1/1-Step 7680... Discriminator Loss: 1.4170... Generator Loss: 0.7300
    Epoch 1/1-Step 7690... Discriminator Loss: 1.3316... Generator Loss: 0.7466
    Epoch 1/1-Step 7700... Discriminator Loss: 1.3313... Generator Loss: 0.7142

    Epoch 1/1-Step 7710... Discriminator Loss: 1.3184... Generator Loss: 0.9367
    Epoch 1/1-Step 7720... Discriminator Loss: 1.3341... Generator Loss: 0.7573
    Epoch 1/1-Step 7730... Discriminator Loss: 1.1874... Generator Loss: 0.8370
    Epoch 1/1-Step 7740... Discriminator Loss: 1.4749... Generator Loss: 0.7949
    Epoch 1/1-Step 7750... Discriminator Loss: 1.4547... Generator Loss: 0.8975
    Epoch 1/1-Step 7760... Discriminator Loss: 1.3196... Generator Loss: 0.8681
    Epoch 1/1-Step 7770... Discriminator Loss: 1.1391... Generator Loss: 0.8448
    Epoch 1/1-Step 7780... Discriminator Loss: 1.5548... Generator Loss: 0.8652
    Epoch 1/1-Step 7790... Discriminator Loss: 1.3386... Generator Loss: 0.5819
    Epoch 1/1-Step 7800... Discriminator Loss: 1.3970... Generator Loss: 0.8801

    Epoch 1/1-Step 7810... Discriminator Loss: 1.2564... Generator Loss: 0.8303
    Epoch 1/1-Step 7820... Discriminator Loss: 1.5232... Generator Loss: 0.7860
    Epoch 1/1-Step 7830... Discriminator Loss: 1.4922... Generator Loss: 0.8832
    Epoch 1/1-Step 7840... Discriminator Loss: 1.1502... Generator Loss: 0.7599
    Epoch 1/1-Step 7850... Discriminator Loss: 1.3228... Generator Loss: 0.7369
    Epoch 1/1-Step 7860... Discriminator Loss: 1.4072... Generator Loss: 0.9205
    Epoch 1/1-Step 7870... Discriminator Loss: 1.5092... Generator Loss: 0.7181
    Epoch 1/1-Step 7880... Discriminator Loss: 1.2182... Generator Loss: 0.8111
    Epoch 1/1-Step 7890... Discriminator Loss: 1.4104... Generator Loss: 0.8939
    Epoch 1/1-Step 7900... Discriminator Loss: 1.2429... Generator Loss: 0.7198

    Epoch 1/1-Step 7910... Discriminator Loss: 1.4885... Generator Loss: 0.7308
    Epoch 1/1-Step 7920... Discriminator Loss: 1.5290... Generator Loss: 1.0555
    Epoch 1/1-Step 7930... Discriminator Loss: 1.2758... Generator Loss: 0.9313
    Epoch 1/1-Step 7940... Discriminator Loss: 1.3991... Generator Loss: 0.7532
    Epoch 1/1-Step 7950... Discriminator Loss: 1.3558... Generator Loss: 0.7273
    Epoch 1/1-Step 7960... Discriminator Loss: 1.2681... Generator Loss: 0.8287
    Epoch 1/1-Step 7970... Discriminator Loss: 1.4279... Generator Loss: 0.8256
    Epoch 1/1-Step 7980... Discriminator Loss: 1.4797... Generator Loss: 0.9346
    Epoch 1/1-Step 7990... Discriminator Loss: 1.4607... Generator Loss: 0.7711
    Epoch 1/1-Step 8000... Discriminator Loss: 1.4272... Generator Loss: 0.7907

    Epoch 1/1-Step 8010... Discriminator Loss: 1.2898... Generator Loss: 0.7857
    Epoch 1/1-Step 8020... Discriminator Loss: 1.4224... Generator Loss: 0.6170
    Epoch 1/1-Step 8030... Discriminator Loss: 1.3454... Generator Loss: 0.7413
    Epoch 1/1-Step 8040... Discriminator Loss: 1.3122... Generator Loss: 0.7526
    Epoch 1/1-Step 8050... Discriminator Loss: 1.4496... Generator Loss: 0.8310
    Epoch 1/1-Step 8060... Discriminator Loss: 1.2493... Generator Loss: 0.7688
    Epoch 1/1-Step 8070... Discriminator Loss: 1.3621... Generator Loss: 0.6786
    Epoch 1/1-Step 8080... Discriminator Loss: 1.5462... Generator Loss: 0.7908
    Epoch 1/1-Step 8090... Discriminator Loss: 1.4604... Generator Loss: 0.7219
    Epoch 1/1-Step 8100... Discriminator Loss: 1.4296... Generator Loss: 1.0000

    Epoch 1/1-Step 8110... Discriminator Loss: 1.4757... Generator Loss: 0.8027
    Epoch 1/1-Step 8120... Discriminator Loss: 1.4487... Generator Loss: 0.6392
    Epoch 1/1-Step 8130... Discriminator Loss: 1.4130... Generator Loss: 0.7898
    Epoch 1/1-Step 8140... Discriminator Loss: 1.4286... Generator Loss: 1.0276
    Epoch 1/1-Step 8150... Discriminator Loss: 1.5710... Generator Loss: 0.7437
    Epoch 1/1-Step 8160... Discriminator Loss: 1.3216... Generator Loss: 0.9824
    Epoch 1/1-Step 8170... Discriminator Loss: 1.4902... Generator Loss: 0.7336
    Epoch 1/1-Step 8180... Discriminator Loss: 1.3396... Generator Loss: 0.7715
    Epoch 1/1-Step 8190... Discriminator Loss: 1.4304... Generator Loss: 0.9224
    Epoch 1/1-Step 8200... Discriminator Loss: 1.4550... Generator Loss: 0.7752

    Epoch 1/1-Step 8210... Discriminator Loss: 1.4445... Generator Loss: 0.7623
    Epoch 1/1-Step 8220... Discriminator Loss: 1.4200... Generator Loss: 0.7617
    Epoch 1/1-Step 8230... Discriminator Loss: 1.1172... Generator Loss: 0.8498
    Epoch 1/1-Step 8240... Discriminator Loss: 1.5483... Generator Loss: 0.7358
    Epoch 1/1-Step 8250... Discriminator Loss: 1.6734... Generator Loss: 0.7975
    Epoch 1/1-Step 8260... Discriminator Loss: 1.4886... Generator Loss: 0.6588
    Epoch 1/1-Step 8270... Discriminator Loss: 1.2841... Generator Loss: 0.8001
    Epoch 1/1-Step 8280... Discriminator Loss: 1.4488... Generator Loss: 0.8065
    Epoch 1/1-Step 8290... Discriminator Loss: 1.5152... Generator Loss: 0.7439
    Epoch 1/1-Step 8300... Discriminator Loss: 1.4619... Generator Loss: 0.7942

    Epoch 1/1-Step 8310... Discriminator Loss: 1.3789... Generator Loss: 0.8775
    Epoch 1/1-Step 8320... Discriminator Loss: 1.3144... Generator Loss: 0.9968
    Epoch 1/1-Step 8330... Discriminator Loss: 1.6090... Generator Loss: 0.6775
    Epoch 1/1-Step 8340... Discriminator Loss: 1.2479... Generator Loss: 0.8178
    Epoch 1/1-Step 8350... Discriminator Loss: 1.5151... Generator Loss: 0.8977
    Epoch 1/1-Step 8360... Discriminator Loss: 1.3956... Generator Loss: 0.8187
    Epoch 1/1-Step 8370... Discriminator Loss: 1.4939... Generator Loss: 0.7903
    Epoch 1/1-Step 8380... Discriminator Loss: 1.3979... Generator Loss: 0.6723
    Epoch 1/1-Step 8390... Discriminator Loss: 1.3989... Generator Loss: 0.7754
    Epoch 1/1-Step 8400... Discriminator Loss: 1.3765... Generator Loss: 0.7052

    Epoch 1/1-Step 8410... Discriminator Loss: 1.7072... Generator Loss: 0.7592
    Epoch 1/1-Step 8420... Discriminator Loss: 1.4405... Generator Loss: 0.7637
    Epoch 1/1-Step 8430... Discriminator Loss: 1.3000... Generator Loss: 1.0078
    Epoch 1/1-Step 8440... Discriminator Loss: 1.4366... Generator Loss: 0.8232
    Epoch 1/1-Step 8450... Discriminator Loss: 1.6770... Generator Loss: 0.6622
    Epoch 1/1-Step 8460... Discriminator Loss: 1.3857... Generator Loss: 0.7809
    Epoch 1/1-Step 8470... Discriminator Loss: 1.3647... Generator Loss: 0.6839
    Epoch 1/1-Step 8480... Discriminator Loss: 1.2338... Generator Loss: 0.8962
    Epoch 1/1-Step 8490... Discriminator Loss: 1.4571... Generator Loss: 0.7776
    Epoch 1/1-Step 8500... Discriminator Loss: 1.3789... Generator Loss: 1.0501

    Epoch 1/1-Step 8510... Discriminator Loss: 1.4961... Generator Loss: 0.7628
    Epoch 1/1-Step 8520... Discriminator Loss: 1.4442... Generator Loss: 0.7187
    Epoch 1/1-Step 8530... Discriminator Loss: 1.4512... Generator Loss: 0.9546
    Epoch 1/1-Step 8540... Discriminator Loss: 1.4886... Generator Loss: 0.8847
    Epoch 1/1-Step 8550... Discriminator Loss: 1.2711... Generator Loss: 0.9819
    Epoch 1/1-Step 8560... Discriminator Loss: 1.4398... Generator Loss: 0.7477
    Epoch 1/1-Step 8570... Discriminator Loss: 1.3999... Generator Loss: 0.7235
    Epoch 1/1-Step 8580... Discriminator Loss: 1.2959... Generator Loss: 0.8604
    Epoch 1/1-Step 8590... Discriminator Loss: 1.4778... Generator Loss: 0.6832
    Epoch 1/1-Step 8600... Discriminator Loss: 1.3924... Generator Loss: 0.9010

    Epoch 1/1-Step 8610... Discriminator Loss: 1.3040... Generator Loss: 0.7070
    Epoch 1/1-Step 8620... Discriminator Loss: 1.2790... Generator Loss: 0.8604
    Epoch 1/1-Step 8630... Discriminator Loss: 1.2457... Generator Loss: 0.8689
    Epoch 1/1-Step 8640... Discriminator Loss: 1.4526... Generator Loss: 0.7422
    Epoch 1/1-Step 8650... Discriminator Loss: 1.3948... Generator Loss: 0.8504
    Epoch 1/1-Step 8660... Discriminator Loss: 1.3248... Generator Loss: 0.9155
    Epoch 1/1-Step 8670... Discriminator Loss: 1.5329... Generator Loss: 0.8403
    Epoch 1/1-Step 8680... Discriminator Loss: 1.3771... Generator Loss: 0.7440
    Epoch 1/1-Step 8690... Discriminator Loss: 1.3710... Generator Loss: 0.7733
    Epoch 1/1-Step 8700... Discriminator Loss: 1.2870... Generator Loss: 1.0761

    Epoch 1/1-Step 8710... Discriminator Loss: 1.2801... Generator Loss: 0.8817
    Epoch 1/1-Step 8720... Discriminator Loss: 1.4866... Generator Loss: 0.4617
    Epoch 1/1-Step 8730... Discriminator Loss: 1.4093... Generator Loss: 0.7667
    Epoch 1/1-Step 8740... Discriminator Loss: 1.4472... Generator Loss: 0.7394
    Epoch 1/1-Step 8750... Discriminator Loss: 1.3565... Generator Loss: 1.0057
    Epoch 1/1-Step 8760... Discriminator Loss: 1.5551... Generator Loss: 0.8387
    Epoch 1/1-Step 8770... Discriminator Loss: 1.4306... Generator Loss: 0.9035
    Epoch 1/1-Step 8780... Discriminator Loss: 1.3470... Generator Loss: 0.7870
    Epoch 1/1-Step 8790... Discriminator Loss: 1.1758... Generator Loss: 0.9317
    Epoch 1/1-Step 8800... Discriminator Loss: 1.7832... Generator Loss: 0.5622

    Epoch 1/1-Step 8810... Discriminator Loss: 1.4859... Generator Loss: 0.6879
    Epoch 1/1-Step 8820... Discriminator Loss: 1.3202... Generator Loss: 0.9934
    Epoch 1/1-Step 8830... Discriminator Loss: 1.3614... Generator Loss: 0.7921
    Epoch 1/1-Step 8840... Discriminator Loss: 1.4707... Generator Loss: 0.8216
    Epoch 1/1-Step 8850... Discriminator Loss: 1.3681... Generator Loss: 0.8966
    Epoch 1/1-Step 8860... Discriminator Loss: 1.4595... Generator Loss: 0.7677
    Epoch 1/1-Step 8870... Discriminator Loss: 1.2765... Generator Loss: 0.7567
    Epoch 1/1-Step 8880... Discriminator Loss: 1.3029... Generator Loss: 1.0909
    Epoch 1/1-Step 8890... Discriminator Loss: 1.4201... Generator Loss: 0.6570
    Epoch 1/1-Step 8900... Discriminator Loss: 1.5210... Generator Loss: 0.8050

    Epoch 1/1-Step 8910... Discriminator Loss: 1.6994... Generator Loss: 0.6114
    Epoch 1/1-Step 8920... Discriminator Loss: 1.5626... Generator Loss: 0.6903
    Epoch 1/1-Step 8930... Discriminator Loss: 1.6196... Generator Loss: 0.7636
    Epoch 1/1-Step 8940... Discriminator Loss: 1.3288... Generator Loss: 1.0120
    Epoch 1/1-Step 8950... Discriminator Loss: 1.4728... Generator Loss: 0.7880
    Epoch 1/1-Step 8960... Discriminator Loss: 1.5478... Generator Loss: 0.7824
    Epoch 1/1-Step 8970... Discriminator Loss: 1.5614... Generator Loss: 0.6430
    Epoch 1/1-Step 8980... Discriminator Loss: 1.5400... Generator Loss: 0.8293
    Epoch 1/1-Step 8990... Discriminator Loss: 1.4078... Generator Loss: 0.6796
    Epoch 1/1-Step 9000... Discriminator Loss: 1.4296... Generator Loss: 0.8616

    Epoch 1/1-Step 9010... Discriminator Loss: 1.3790... Generator Loss: 0.8356
    Epoch 1/1-Step 9020... Discriminator Loss: 1.4117... Generator Loss: 0.7046
    Epoch 1/1-Step 9030... Discriminator Loss: 1.2722... Generator Loss: 0.8328
    Epoch 1/1-Step 9040... Discriminator Loss: 1.4026... Generator Loss: 0.7923
    Epoch 1/1-Step 9050... Discriminator Loss: 1.4994... Generator Loss: 0.7725
    Epoch 1/1-Step 9060... Discriminator Loss: 1.3455... Generator Loss: 0.7827
    Epoch 1/1-Step 9070... Discriminator Loss: 1.4406... Generator Loss: 0.8783
    Epoch 1/1-Step 9080... Discriminator Loss: 1.5039... Generator Loss: 0.5461
    Epoch 1/1-Step 9090... Discriminator Loss: 1.4151... Generator Loss: 0.8387
    Epoch 1/1-Step 9100... Discriminator Loss: 1.2660... Generator Loss: 0.7873

    Epoch 1/1-Step 9110... Discriminator Loss: 1.6979... Generator Loss: 0.7636
    Epoch 1/1-Step 9120... Discriminator Loss: 1.3256... Generator Loss: 0.8592
    Epoch 1/1-Step 9130... Discriminator Loss: 1.3613... Generator Loss: 0.6400
    Epoch 1/1-Step 9140... Discriminator Loss: 1.3697... Generator Loss: 0.8042
    Epoch 1/1-Step 9150... Discriminator Loss: 1.3631... Generator Loss: 0.7997
    Epoch 1/1-Step 9160... Discriminator Loss: 1.3487... Generator Loss: 0.7175
    Epoch 1/1-Step 9170... Discriminator Loss: 1.5507... Generator Loss: 0.6901
    Epoch 1/1-Step 9180... Discriminator Loss: 1.4207... Generator Loss: 0.8358
    Epoch 1/1-Step 9190... Discriminator Loss: 1.3789... Generator Loss: 0.7480
    Epoch 1/1-Step 9200... Discriminator Loss: 1.2807... Generator Loss: 0.6159

    Epoch 1/1-Step 9210... Discriminator Loss: 1.5555... Generator Loss: 0.9003
    Epoch 1/1-Step 9220... Discriminator Loss: 1.5975... Generator Loss: 0.8965
    Epoch 1/1-Step 9230... Discriminator Loss: 1.3636... Generator Loss: 0.6376
    Epoch 1/1-Step 9240... Discriminator Loss: 1.2529... Generator Loss: 0.9186
    Epoch 1/1-Step 9250... Discriminator Loss: 1.4379... Generator Loss: 0.8917
    Epoch 1/1-Step 9260... Discriminator Loss: 1.6029... Generator Loss: 0.8227
    Epoch 1/1-Step 9270... Discriminator Loss: 1.5843... Generator Loss: 0.7934
    Epoch 1/1-Step 9280... Discriminator Loss: 1.5361... Generator Loss: 0.5071
    Epoch 1/1-Step 9290... Discriminator Loss: 1.3000... Generator Loss: 0.8819
    Epoch 1/1-Step 9300... Discriminator Loss: 1.4055... Generator Loss: 0.8635

    Epoch 1/1-Step 9310... Discriminator Loss: 1.4435... Generator Loss: 0.8696
    Epoch 1/1-Step 9320... Discriminator Loss: 1.4161... Generator Loss: 0.8086
    Epoch 1/1-Step 9330... Discriminator Loss: 1.2543... Generator Loss: 1.0072
    Epoch 1/1-Step 9340... Discriminator Loss: 1.3282... Generator Loss: 0.8115
    Epoch 1/1-Step 9350... Discriminator Loss: 1.5271... Generator Loss: 0.6300
    Epoch 1/1-Step 9360... Discriminator Loss: 1.4608... Generator Loss: 0.8856
    Epoch 1/1-Step 9370... Discriminator Loss: 1.4150... Generator Loss: 0.7733
    Epoch 1/1-Step 9380... Discriminator Loss: 1.3764... Generator Loss: 0.6170
    Epoch 1/1-Step 9390... Discriminator Loss: 1.4807... Generator Loss: 0.8092
    Epoch 1/1-Step 9400... Discriminator Loss: 1.3529... Generator Loss: 0.9089

    Epoch 1/1-Step 9410... Discriminator Loss: 1.2223... Generator Loss: 0.8422
    Epoch 1/1-Step 9420... Discriminator Loss: 1.3734... Generator Loss: 0.9582
    Epoch 1/1-Step 9430... Discriminator Loss: 1.3146... Generator Loss: 0.7735
    Epoch 1/1-Step 9440... Discriminator Loss: 1.3670... Generator Loss: 0.7866
    Epoch 1/1-Step 9450... Discriminator Loss: 1.4191... Generator Loss: 0.8354
    Epoch 1/1-Step 9460... Discriminator Loss: 1.3997... Generator Loss: 0.6151
    Epoch 1/1-Step 9470... Discriminator Loss: 1.4929... Generator Loss: 0.6021
    Epoch 1/1-Step 9480... Discriminator Loss: 1.5720... Generator Loss: 0.8717
    Epoch 1/1-Step 9490... Discriminator Loss: 1.4754... Generator Loss: 0.8908
    Epoch 1/1-Step 9500... Discriminator Loss: 1.4898... Generator Loss: 0.8116

    Epoch 1/1-Step 9510... Discriminator Loss: 1.2624... Generator Loss: 0.8489
    Epoch 1/1-Step 9520... Discriminator Loss: 1.3049... Generator Loss: 0.6696
    Epoch 1/1-Step 9530... Discriminator Loss: 1.3965... Generator Loss: 0.8644
    Epoch 1/1-Step 9540... Discriminator Loss: 1.4915... Generator Loss: 0.9424
    Epoch 1/1-Step 9550... Discriminator Loss: 1.4157... Generator Loss: 0.7676
    Epoch 1/1-Step 9560... Discriminator Loss: 1.4209... Generator Loss: 1.0694
    Epoch 1/1-Step 9570... Discriminator Loss: 1.4742... Generator Loss: 0.6127
    Epoch 1/1-Step 9580... Discriminator Loss: 1.4572... Generator Loss: 0.7362
    Epoch 1/1-Step 9590... Discriminator Loss: 1.4579... Generator Loss: 0.8288
    Epoch 1/1-Step 9600... Discriminator Loss: 1.5529... Generator Loss: 0.6160

    Epoch 1/1-Step 9610... Discriminator Loss: 1.2765... Generator Loss: 0.9334
    Epoch 1/1-Step 9620... Discriminator Loss: 1.4019... Generator Loss: 0.8936
    Epoch 1/1-Step 9630... Discriminator Loss: 1.3948... Generator Loss: 0.9540
    Epoch 1/1-Step 9640... Discriminator Loss: 1.4181... Generator Loss: 0.6897
    Epoch 1/1-Step 9650... Discriminator Loss: 1.7385... Generator Loss: 0.6183
    Epoch 1/1-Step 9660... Discriminator Loss: 1.3200... Generator Loss: 1.0546
    Epoch 1/1-Step 9670... Discriminator Loss: 1.3607... Generator Loss: 0.7846
    Epoch 1/1-Step 9680... Discriminator Loss: 1.2170... Generator Loss: 0.8661
    Epoch 1/1-Step 9690... Discriminator Loss: 1.3859... Generator Loss: 0.7578
    Epoch 1/1-Step 9700... Discriminator Loss: 1.3041... Generator Loss: 0.9085

    Epoch 1/1-Step 9710... Discriminator Loss: 1.3318... Generator Loss: 0.7355
    Epoch 1/1-Step 9720... Discriminator Loss: 1.4124... Generator Loss: 0.7767
    Epoch 1/1-Step 9730... Discriminator Loss: 1.5481... Generator Loss: 0.8282
    Epoch 1/1-Step 9740... Discriminator Loss: 1.2969... Generator Loss: 0.7407
    Epoch 1/1-Step 9750... Discriminator Loss: 1.4520... Generator Loss: 0.8938
    Epoch 1/1-Step 9760... Discriminator Loss: 1.8065... Generator Loss: 0.5857
    Epoch 1/1-Step 9770... Discriminator Loss: 1.3169... Generator Loss: 0.9921
    Epoch 1/1-Step 9780... Discriminator Loss: 1.3492... Generator Loss: 0.7576
    Epoch 1/1-Step 9790... Discriminator Loss: 1.4472... Generator Loss: 0.6129
    Epoch 1/1-Step 9800... Discriminator Loss: 1.3531... Generator Loss: 0.9124

    Epoch 1/1-Step 9810... Discriminator Loss: 1.4782... Generator Loss: 0.6006
    Epoch 1/1-Step 9820... Discriminator Loss: 1.2930... Generator Loss: 0.8293
    Epoch 1/1-Step 9830... Discriminator Loss: 1.6044... Generator Loss: 0.6507
    Epoch 1/1-Step 9840... Discriminator Loss: 1.3829... Generator Loss: 0.7335
    Epoch 1/1-Step 9850... Discriminator Loss: 1.3934... Generator Loss: 0.6768
    Epoch 1/1-Step 9860... Discriminator Loss: 1.3801... Generator Loss: 0.7877
    Epoch 1/1-Step 9870... Discriminator Loss: 1.3987... Generator Loss: 0.7471
    Epoch 1/1-Step 9880... Discriminator Loss: 1.2617... Generator Loss: 1.0574
    Epoch 1/1-Step 9890... Discriminator Loss: 1.5471... Generator Loss: 0.8093
    Epoch 1/1-Step 9900... Discriminator Loss: 1.6048... Generator Loss: 0.9721

    Epoch 1/1-Step 9910... Discriminator Loss: 1.3679... Generator Loss: 0.8096
    Epoch 1/1-Step 9920... Discriminator Loss: 1.4799... Generator Loss: 0.8523
    Epoch 1/1-Step 9930... Discriminator Loss: 1.5154... Generator Loss: 0.7592
    Epoch 1/1-Step 9940... Discriminator Loss: 1.2642... Generator Loss: 0.8838
    Epoch 1/1-Step 9950... Discriminator Loss: 1.4755... Generator Loss: 0.8207
    Epoch 1/1-Step 9960... Discriminator Loss: 1.3311... Generator Loss: 1.1212
    Epoch 1/1-Step 9970... Discriminator Loss: 1.2920... Generator Loss: 0.8989
    Epoch 1/1-Step 9980... Discriminator Loss: 1.4537... Generator Loss: 0.8655
    Epoch 1/1-Step 9990... Discriminator Loss: 1.5272... Generator Loss: 0.7564
    Epoch 1/1-Step 10000... Discriminator Loss: 1.4175... Generator Loss: 0.6625

    Epoch 1/1-Step 10010... Discriminator Loss: 1.4935... Generator Loss: 0.8439
    Epoch 1/1-Step 10020... Discriminator Loss: 1.2484... Generator Loss: 0.8695
    Epoch 1/1-Step 10030... Discriminator Loss: 1.3282... Generator Loss: 0.8563
    Epoch 1/1-Step 10040... Discriminator Loss: 1.2869... Generator Loss: 0.9696
    Epoch 1/1-Step 10050... Discriminator Loss: 1.3332... Generator Loss: 0.9056
    Epoch 1/1-Step 10060... Discriminator Loss: 1.3607... Generator Loss: 0.8038
    Epoch 1/1-Step 10070... Discriminator Loss: 1.2698... Generator Loss: 0.8784
    Epoch 1/1-Step 10080... Discriminator Loss: 1.5117... Generator Loss: 0.8056
    Epoch 1/1-Step 10090... Discriminator Loss: 1.4906... Generator Loss: 0.5707
    Epoch 1/1-Step 10100... Discriminator Loss: 1.2585... Generator Loss: 0.9396

    Epoch 1/1-Step 10110... Discriminator Loss: 1.4391... Generator Loss: 0.9607
    Epoch 1/1-Step 10120... Discriminator Loss: 1.4613... Generator Loss: 0.8471
    Epoch 1/1-Step 10130... Discriminator Loss: 1.4135... Generator Loss: 0.8948
    Epoch 1/1-Step 10140... Discriminator Loss: 1.3844... Generator Loss: 0.8816
    Epoch 1/1-Step 10150... Discriminator Loss: 1.3477... Generator Loss: 0.7196
    Epoch 1/1-Step 10160... Discriminator Loss: 1.2777... Generator Loss: 0.9514
    Epoch 1/1-Step 10170... Discriminator Loss: 1.3293... Generator Loss: 0.8516
    Epoch 1/1-Step 10180... Discriminator Loss: 1.4020... Generator Loss: 0.5783
    Epoch 1/1-Step 10190... Discriminator Loss: 1.2682... Generator Loss: 0.8802
    Epoch 1/1-Step 10200... Discriminator Loss: 1.4533... Generator Loss: 0.8726

    Epoch 1/1-Step 10210... Discriminator Loss: 1.4546... Generator Loss: 1.1139
    Epoch 1/1-Step 10220... Discriminator Loss: 1.6298... Generator Loss: 0.7489
    Epoch 1/1-Step 10230... Discriminator Loss: 1.2910... Generator Loss: 0.8509
    Epoch 1/1-Step 10240... Discriminator Loss: 1.4758... Generator Loss: 0.6658
    Epoch 1/1-Step 10250... Discriminator Loss: 1.2535... Generator Loss: 0.8536
    Epoch 1/1-Step 10260... Discriminator Loss: 1.4520... Generator Loss: 0.8541
    Epoch 1/1-Step 10270... Discriminator Loss: 1.5810... Generator Loss: 0.7749
    Epoch 1/1-Step 10280... Discriminator Loss: 1.2750... Generator Loss: 0.9727
    Epoch 1/1-Step 10290... Discriminator Loss: 1.2823... Generator Loss: 0.9044
    Epoch 1/1-Step 10300... Discriminator Loss: 1.2948... Generator Loss: 0.8789

    Epoch 1/1-Step 10310... Discriminator Loss: 1.3948... Generator Loss: 0.7093
    Epoch 1/1-Step 10320... Discriminator Loss: 1.2347... Generator Loss: 0.6795
    Epoch 1/1-Step 10330... Discriminator Loss: 1.3978... Generator Loss: 0.8835
    Epoch 1/1-Step 10340... Discriminator Loss: 1.3607... Generator Loss: 0.7265
    Epoch 1/1-Step 10350... Discriminator Loss: 1.3404... Generator Loss: 0.7620
    Epoch 1/1-Step 10360... Discriminator Loss: 1.3495... Generator Loss: 0.9613
    Epoch 1/1-Step 10370... Discriminator Loss: 1.2985... Generator Loss: 0.8333
    Epoch 1/1-Step 10380... Discriminator Loss: 1.3280... Generator Loss: 0.9454
    Epoch 1/1-Step 10390... Discriminator Loss: 1.4848... Generator Loss: 0.8489
    Epoch 1/1-Step 10400... Discriminator Loss: 1.3480... Generator Loss: 1.1267

    Epoch 1/1-Step 10410... Discriminator Loss: 1.2695... Generator Loss: 0.8037
    Epoch 1/1-Step 10420... Discriminator Loss: 1.2881... Generator Loss: 0.8146
    Epoch 1/1-Step 10430... Discriminator Loss: 1.4841... Generator Loss: 0.7443
    Epoch 1/1-Step 10440... Discriminator Loss: 1.1279... Generator Loss: 0.7864
    Epoch 1/1-Step 10450... Discriminator Loss: 1.4649... Generator Loss: 0.9297
    Epoch 1/1-Step 10460... Discriminator Loss: 1.3983... Generator Loss: 0.7493
    Epoch 1/1-Step 10470... Discriminator Loss: 1.3025... Generator Loss: 0.8726
    Epoch 1/1-Step 10480... Discriminator Loss: 1.3413... Generator Loss: 0.6361
    Epoch 1/1-Step 10490... Discriminator Loss: 1.4095... Generator Loss: 0.6189
    Epoch 1/1-Step 10500... Discriminator Loss: 1.3131... Generator Loss: 0.6618

    Epoch 1/1-Step 10510... Discriminator Loss: 1.3210... Generator Loss: 0.8413
    Epoch 1/1-Step 10520... Discriminator Loss: 1.2047... Generator Loss: 0.5878
    Epoch 1/1-Step 10530... Discriminator Loss: 1.4400... Generator Loss: 1.0525
    Epoch 1/1-Step 10540... Discriminator Loss: 1.4856... Generator Loss: 0.7272
    Epoch 1/1-Step 10550... Discriminator Loss: 1.4373... Generator Loss: 0.6747
    Epoch 1/1-Step 10560... Discriminator Loss: 1.4687... Generator Loss: 0.7741
    Epoch 1/1-Step 10570... Discriminator Loss: 1.2590... Generator Loss: 0.7342
    Epoch 1/1-Step 10580... Discriminator Loss: 1.3178... Generator Loss: 0.8569
    Epoch 1/1-Step 10590... Discriminator Loss: 1.2052... Generator Loss: 0.7949
    Epoch 1/1-Step 10600... Discriminator Loss: 1.1968... Generator Loss: 0.9305

    Epoch 1/1-Step 10610... Discriminator Loss: 1.5676... Generator Loss: 0.6585
    Epoch 1/1-Step 10620... Discriminator Loss: 1.4860... Generator Loss: 0.9136
    Epoch 1/1-Step 10630... Discriminator Loss: 1.2400... Generator Loss: 1.0616
    Epoch 1/1-Step 10640... Discriminator Loss: 1.3501... Generator Loss: 0.6219
    Epoch 1/1-Step 10650... Discriminator Loss: 1.5369... Generator Loss: 0.8147
    Epoch 1/1-Step 10660... Discriminator Loss: 1.4280... Generator Loss: 0.6745
    Epoch 1/1-Step 10670... Discriminator Loss: 1.3291... Generator Loss: 0.8705
    Epoch 1/1-Step 10680... Discriminator Loss: 1.6188... Generator Loss: 0.8199
    Epoch 1/1-Step 10690... Discriminator Loss: 1.4133... Generator Loss: 0.6562
    Epoch 1/1-Step 10700... Discriminator Loss: 1.3344... Generator Loss: 0.7071

    Epoch 1/1-Step 10710... Discriminator Loss: 1.3191... Generator Loss: 0.9704
    Epoch 1/1-Step 10720... Discriminator Loss: 1.4205... Generator Loss: 0.7190
    Epoch 1/1-Step 10730... Discriminator Loss: 1.3806... Generator Loss: 0.8748
    Epoch 1/1-Step 10740... Discriminator Loss: 1.2956... Generator Loss: 0.8417
    Epoch 1/1-Step 10750... Discriminator Loss: 1.2877... Generator Loss: 0.9098
    Epoch 1/1-Step 10760... Discriminator Loss: 1.4572... Generator Loss: 0.7460
    Epoch 1/1-Step 10770... Discriminator Loss: 1.3599... Generator Loss: 0.7880
    Epoch 1/1-Step 10780... Discriminator Loss: 1.4582... Generator Loss: 0.8497
    Epoch 1/1-Step 10790... Discriminator Loss: 1.5790... Generator Loss: 0.5692
    Epoch 1/1-Step 10800... Discriminator Loss: 1.2783... Generator Loss: 0.7312

    Epoch 1/1-Step 10810... Discriminator Loss: 1.4244... Generator Loss: 0.7810
    Epoch 1/1-Step 10820... Discriminator Loss: 1.3106... Generator Loss: 1.0429
    Epoch 1/1-Step 10830... Discriminator Loss: 1.3927... Generator Loss: 0.8113
    Epoch 1/1-Step 10840... Discriminator Loss: 1.3475... Generator Loss: 0.7938
    Epoch 1/1-Step 10850... Discriminator Loss: 1.4264... Generator Loss: 0.6428
    Epoch 1/1-Step 10860... Discriminator Loss: 1.5916... Generator Loss: 0.4819
    Epoch 1/1-Step 10870... Discriminator Loss: 1.3360... Generator Loss: 0.7638
    Epoch 1/1-Step 10880... Discriminator Loss: 1.4117... Generator Loss: 1.1296
    Epoch 1/1-Step 10890... Discriminator Loss: 1.3386... Generator Loss: 0.8863
    Epoch 1/1-Step 10900... Discriminator Loss: 1.2954... Generator Loss: 0.6318

    Epoch 1/1-Step 10910... Discriminator Loss: 1.3890... Generator Loss: 0.6359
    Epoch 1/1-Step 10920... Discriminator Loss: 1.3991... Generator Loss: 0.7678
    Epoch 1/1-Step 10930... Discriminator Loss: 1.2430... Generator Loss: 1.0111
    Epoch 1/1-Step 10940... Discriminator Loss: 1.4026... Generator Loss: 0.8312
    Epoch 1/1-Step 10950... Discriminator Loss: 1.4150... Generator Loss: 0.7696
    Epoch 1/1-Step 10960... Discriminator Loss: 1.4728... Generator Loss: 0.5662
    Epoch 1/1-Step 10970... Discriminator Loss: 1.4131... Generator Loss: 0.8603
    Epoch 1/1-Step 10980... Discriminator Loss: 1.3735... Generator Loss: 0.7989
    Epoch 1/1-Step 10990... Discriminator Loss: 1.4215... Generator Loss: 0.7640
    Epoch 1/1-Step 11000... Discriminator Loss: 1.3377... Generator Loss: 0.8408

    Epoch 1/1-Step 11010... Discriminator Loss: 1.4131... Generator Loss: 0.8705
    Epoch 1/1-Step 11020... Discriminator Loss: 1.6240... Generator Loss: 0.8889
    Epoch 1/1-Step 11030... Discriminator Loss: 1.2515... Generator Loss: 0.8264
    Epoch 1/1-Step 11040... Discriminator Loss: 1.3354... Generator Loss: 0.6601
    Epoch 1/1-Step 11050... Discriminator Loss: 1.3464... Generator Loss: 0.8474
    Epoch 1/1-Step 11060... Discriminator Loss: 1.2523... Generator Loss: 0.9518
    Epoch 1/1-Step 11070... Discriminator Loss: 1.2608... Generator Loss: 0.6950
    Epoch 1/1-Step 11080... Discriminator Loss: 1.2128... Generator Loss: 0.8864
    Epoch 1/1-Step 11090... Discriminator Loss: 1.3931... Generator Loss: 0.9828
    Epoch 1/1-Step 11100... Discriminator Loss: 1.3821... Generator Loss: 0.8715

    Epoch 1/1-Step 11110... Discriminator Loss: 1.4582... Generator Loss: 1.0099
    Epoch 1/1-Step 11120... Discriminator Loss: 1.4083... Generator Loss: 0.7510
    Epoch 1/1-Step 11130... Discriminator Loss: 1.4243... Generator Loss: 0.9778
    Epoch 1/1-Step 11140... Discriminator Loss: 1.3653... Generator Loss: 0.8567
    Epoch 1/1-Step 11150... Discriminator Loss: 1.2807... Generator Loss: 0.9424
    Epoch 1/1-Step 11160... Discriminator Loss: 1.5374... Generator Loss: 0.9249
    Epoch 1/1-Step 11170... Discriminator Loss: 1.2315... Generator Loss: 0.7423
    Epoch 1/1-Step 11180... Discriminator Loss: 1.5830... Generator Loss: 0.7148
    Epoch 1/1-Step 11190... Discriminator Loss: 1.3675... Generator Loss: 0.9009
    Epoch 1/1-Step 11200... Discriminator Loss: 1.3814... Generator Loss: 0.6984

    Epoch 1/1-Step 11210... Discriminator Loss: 1.3557... Generator Loss: 0.8923
    Epoch 1/1-Step 11220... Discriminator Loss: 1.5899... Generator Loss: 0.7487
    Epoch 1/1-Step 11230... Discriminator Loss: 1.2507... Generator Loss: 0.9168
    Epoch 1/1-Step 11240... Discriminator Loss: 1.3095... Generator Loss: 0.8921
    Epoch 1/1-Step 11250... Discriminator Loss: 1.5450... Generator Loss: 0.6646
    Epoch 1/1-Step 11260... Discriminator Loss: 1.4563... Generator Loss: 0.9997
    Epoch 1/1-Step 11270... Discriminator Loss: 1.3845... Generator Loss: 0.8956
    Epoch 1/1-Step 11280... Discriminator Loss: 1.4630... Generator Loss: 0.8149
    Epoch 1/1-Step 11290... Discriminator Loss: 1.2505... Generator Loss: 0.7907
    Epoch 1/1-Step 11300... Discriminator Loss: 1.3488... Generator Loss: 1.0223

    Epoch 1/1-Step 11310... Discriminator Loss: 1.4269... Generator Loss: 0.7955
    Epoch 1/1-Step 11320... Discriminator Loss: 1.5527... Generator Loss: 0.6192
    Epoch 1/1-Step 11330... Discriminator Loss: 1.4390... Generator Loss: 0.9324
    Epoch 1/1-Step 11340... Discriminator Loss: 1.4394... Generator Loss: 0.6186
    Epoch 1/1-Step 11350... Discriminator Loss: 1.2852... Generator Loss: 0.7538
    Epoch 1/1-Step 11360... Discriminator Loss: 1.2607... Generator Loss: 1.0253
    Epoch 1/1-Step 11370... Discriminator Loss: 1.3005... Generator Loss: 0.8196
    Epoch 1/1-Step 11380... Discriminator Loss: 1.5029... Generator Loss: 0.8377
    Epoch 1/1-Step 11390... Discriminator Loss: 1.4446... Generator Loss: 0.8927
    Epoch 1/1-Step 11400... Discriminator Loss: 1.2528... Generator Loss: 0.7855

    Epoch 1/1-Step 11410... Discriminator Loss: 1.5148... Generator Loss: 0.8904
    Epoch 1/1-Step 11420... Discriminator Loss: 1.3747... Generator Loss: 0.7251
    Epoch 1/1-Step 11430... Discriminator Loss: 1.2497... Generator Loss: 1.0771
    Epoch 1/1-Step 11440... Discriminator Loss: 1.5128... Generator Loss: 0.7344
    Epoch 1/1-Step 11450... Discriminator Loss: 1.2396... Generator Loss: 0.7375
    Epoch 1/1-Step 11460... Discriminator Loss: 1.4684... Generator Loss: 0.9293
    Epoch 1/1-Step 11470... Discriminator Loss: 1.4544... Generator Loss: 0.8491
    Epoch 1/1-Step 11480... Discriminator Loss: 1.4127... Generator Loss: 0.7527
    Epoch 1/1-Step 11490... Discriminator Loss: 1.2788... Generator Loss: 1.1250
    Epoch 1/1-Step 11500... Discriminator Loss: 1.3754... Generator Loss: 0.7059

    Epoch 1/1-Step 11510... Discriminator Loss: 1.2868... Generator Loss: 0.8759
    Epoch 1/1-Step 11520... Discriminator Loss: 1.5955... Generator Loss: 0.7895
    Epoch 1/1-Step 11530... Discriminator Loss: 1.4522... Generator Loss: 0.9598
    Epoch 1/1-Step 11540... Discriminator Loss: 1.1838... Generator Loss: 0.8858
    Epoch 1/1-Step 11550... Discriminator Loss: 1.2494... Generator Loss: 0.9102
    Epoch 1/1-Step 11560... Discriminator Loss: 1.3684... Generator Loss: 1.0006
    Epoch 1/1-Step 11570... Discriminator Loss: 1.2447... Generator Loss: 0.8008
    Epoch 1/1-Step 11580... Discriminator Loss: 1.6734... Generator Loss: 0.6938
    Epoch 1/1-Step 11590... Discriminator Loss: 1.2360... Generator Loss: 0.7650
    Epoch 1/1-Step 11600... Discriminator Loss: 1.2692... Generator Loss: 0.8925

    Epoch 1/1-Step 11610... Discriminator Loss: 1.3321... Generator Loss: 0.7206
    Epoch 1/1-Step 11620... Discriminator Loss: 1.3030... Generator Loss: 0.9384
    Epoch 1/1-Step 11630... Discriminator Loss: 1.4545... Generator Loss: 0.7635
    Epoch 1/1-Step 11640... Discriminator Loss: 1.3959... Generator Loss: 0.9490
    Epoch 1/1-Step 11650... Discriminator Loss: 1.4048... Generator Loss: 0.7957
    Epoch 1/1-Step 11660... Discriminator Loss: 1.5312... Generator Loss: 0.8739
    Epoch 1/1-Step 11670... Discriminator Loss: 1.4612... Generator Loss: 0.6763
    Epoch 1/1-Step 11680... Discriminator Loss: 1.1386... Generator Loss: 0.8367
    Epoch 1/1-Step 11690... Discriminator Loss: 1.6632... Generator Loss: 0.7885
    Epoch 1/1-Step 11700... Discriminator Loss: 1.2312... Generator Loss: 0.8279

    Epoch 1/1-Step 11710... Discriminator Loss: 1.4111... Generator Loss: 0.8266
    Epoch 1/1-Step 11720... Discriminator Loss: 1.3457... Generator Loss: 0.8164
    Epoch 1/1-Step 11730... Discriminator Loss: 1.3250... Generator Loss: 0.7632
    Epoch 1/1-Step 11740... Discriminator Loss: 1.4381... Generator Loss: 0.8089
    Epoch 1/1-Step 11750... Discriminator Loss: 1.4645... Generator Loss: 0.8010
    Epoch 1/1-Step 11760... Discriminator Loss: 1.3394... Generator Loss: 0.8888
    Epoch 1/1-Step 11770... Discriminator Loss: 1.2586... Generator Loss: 0.8806
    Epoch 1/1-Step 11780... Discriminator Loss: 1.2871... Generator Loss: 0.8592
    Epoch 1/1-Step 11790... Discriminator Loss: 1.4190... Generator Loss: 0.7568
    Epoch 1/1-Step 11800... Discriminator Loss: 1.3011... Generator Loss: 0.8448

    Epoch 1/1-Step 11810... Discriminator Loss: 1.5680... Generator Loss: 0.8663
    Epoch 1/1-Step 11820... Discriminator Loss: 1.4439... Generator Loss: 0.7407
    Epoch 1/1-Step 11830... Discriminator Loss: 1.2312... Generator Loss: 0.9643
    Epoch 1/1-Step 11840... Discriminator Loss: 1.5059... Generator Loss: 0.8405
    Epoch 1/1-Step 11850... Discriminator Loss: 1.2742... Generator Loss: 0.7685
    Epoch 1/1-Step 11860... Discriminator Loss: 1.3000... Generator Loss: 0.8343
    Epoch 1/1-Step 11870... Discriminator Loss: 1.5035... Generator Loss: 0.8467
    Epoch 1/1-Step 11880... Discriminator Loss: 1.3962... Generator Loss: 0.8547
    Epoch 1/1-Step 11890... Discriminator Loss: 1.3165... Generator Loss: 0.8841
    Epoch 1/1-Step 11900... Discriminator Loss: 1.2998... Generator Loss: 0.7774

    Epoch 1/1-Step 11910... Discriminator Loss: 1.3885... Generator Loss: 0.7595
    Epoch 1/1-Step 11920... Discriminator Loss: 1.3611... Generator Loss: 0.8702
    Epoch 1/1-Step 11930... Discriminator Loss: 1.2886... Generator Loss: 0.7828
    Epoch 1/1-Step 11940... Discriminator Loss: 1.2814... Generator Loss: 0.8035
    Epoch 1/1-Step 11950... Discriminator Loss: 1.3590... Generator Loss: 0.8102
    Epoch 1/1-Step 11960... Discriminator Loss: 1.3776... Generator Loss: 0.6348
    Epoch 1/1-Step 11970... Discriminator Loss: 1.2823... Generator Loss: 0.9209
    Epoch 1/1-Step 11980... Discriminator Loss: 1.5918... Generator Loss: 0.7585
    Epoch 1/1-Step 11990... Discriminator Loss: 1.2999... Generator Loss: 0.9440
    Epoch 1/1-Step 12000... Discriminator Loss: 1.2886... Generator Loss: 0.9465

    Epoch 1/1-Step 12010... Discriminator Loss: 1.3893... Generator Loss: 1.0843
    Epoch 1/1-Step 12020... Discriminator Loss: 1.3826... Generator Loss: 0.8926
    Epoch 1/1-Step 12030... Discriminator Loss: 1.5257... Generator Loss: 0.7666
    Epoch 1/1-Step 12040... Discriminator Loss: 1.3441... Generator Loss: 0.8539
    Epoch 1/1-Step 12050... Discriminator Loss: 1.3652... Generator Loss: 0.9032
    Epoch 1/1-Step 12060... Discriminator Loss: 1.4243... Generator Loss: 1.0420
    Epoch 1/1-Step 12070... Discriminator Loss: 1.1094... Generator Loss: 1.1120
    Epoch 1/1-Step 12080... Discriminator Loss: 1.3395... Generator Loss: 0.9102
    Epoch 1/1-Step 12090... Discriminator Loss: 1.3288... Generator Loss: 0.8957
    Epoch 1/1-Step 12100... Discriminator Loss: 1.3541... Generator Loss: 0.7103

    Epoch 1/1-Step 12110... Discriminator Loss: 1.3892... Generator Loss: 0.8427
    Epoch 1/1-Step 12120... Discriminator Loss: 1.3067... Generator Loss: 0.9743
    Epoch 1/1-Step 12130... Discriminator Loss: 1.2540... Generator Loss: 0.8069
    Epoch 1/1-Step 12140... Discriminator Loss: 1.1483... Generator Loss: 0.9029
    Epoch 1/1-Step 12150... Discriminator Loss: 1.4093... Generator Loss: 0.9016
    Epoch 1/1-Step 12160... Discriminator Loss: 1.4080... Generator Loss: 0.7713
    Epoch 1/1-Step 12170... Discriminator Loss: 1.5690... Generator Loss: 0.7068
    Epoch 1/1-Step 12180... Discriminator Loss: 1.3836... Generator Loss: 0.7119
    Epoch 1/1-Step 12190... Discriminator Loss: 1.4461... Generator Loss: 0.5718
    Epoch 1/1-Step 12200... Discriminator Loss: 1.3887... Generator Loss: 1.0066

    Epoch 1/1-Step 12210... Discriminator Loss: 1.4476... Generator Loss: 1.0213
    Epoch 1/1-Step 12220... Discriminator Loss: 1.1862... Generator Loss: 0.8651
    Epoch 1/1-Step 12230... Discriminator Loss: 1.4644... Generator Loss: 0.7877
    Epoch 1/1-Step 12240... Discriminator Loss: 1.3565... Generator Loss: 0.9463
    Epoch 1/1-Step 12250... Discriminator Loss: 1.2269... Generator Loss: 0.8404
    Epoch 1/1-Step 12260... Discriminator Loss: 1.2739... Generator Loss: 0.8159
    Epoch 1/1-Step 12270... Discriminator Loss: 1.4365... Generator Loss: 0.6559
    Epoch 1/1-Step 12280... Discriminator Loss: 1.4702... Generator Loss: 1.1371
    Epoch 1/1-Step 12290... Discriminator Loss: 1.3055... Generator Loss: 1.1993
    Epoch 1/1-Step 12300... Discriminator Loss: 1.2517... Generator Loss: 0.7576

    Epoch 1/1-Step 12310... Discriminator Loss: 1.6214... Generator Loss: 0.8081
    Epoch 1/1-Step 12320... Discriminator Loss: 1.2923... Generator Loss: 1.3314
    Epoch 1/1-Step 12330... Discriminator Loss: 1.1905... Generator Loss: 0.8463
    Epoch 1/1-Step 12340... Discriminator Loss: 1.6069... Generator Loss: 0.6199
    Epoch 1/1-Step 12350... Discriminator Loss: 1.4185... Generator Loss: 0.7690
    Epoch 1/1-Step 12360... Discriminator Loss: 1.2614... Generator Loss: 0.6309
    Epoch 1/1-Step 12370... Discriminator Loss: 1.2238... Generator Loss: 0.7949
    Epoch 1/1-Step 12380... Discriminator Loss: 1.3518... Generator Loss: 0.9461
    Epoch 1/1-Step 12390... Discriminator Loss: 1.3218... Generator Loss: 0.7197
    Epoch 1/1-Step 12400... Discriminator Loss: 1.3029... Generator Loss: 0.8115

    Epoch 1/1-Step 12410... Discriminator Loss: 1.3318... Generator Loss: 0.6683
    Epoch 1/1-Step 12420... Discriminator Loss: 1.4617... Generator Loss: 0.9376
    Epoch 1/1-Step 12430... Discriminator Loss: 1.4149... Generator Loss: 0.7557
    Epoch 1/1-Step 12440... Discriminator Loss: 1.3193... Generator Loss: 0.6324
    Epoch 1/1-Step 12450... Discriminator Loss: 1.2309... Generator Loss: 1.0568
    Epoch 1/1-Step 12460... Discriminator Loss: 1.4777... Generator Loss: 0.8648
    Epoch 1/1-Step 12470... Discriminator Loss: 1.3108... Generator Loss: 1.0013
    Epoch 1/1-Step 12480... Discriminator Loss: 1.2289... Generator Loss: 0.7481
    Epoch 1/1-Step 12490... Discriminator Loss: 1.5573... Generator Loss: 0.8947
    Epoch 1/1-Step 12500... Discriminator Loss: 1.5264... Generator Loss: 0.9437

    Epoch 1/1-Step 12510... Discriminator Loss: 1.2938... Generator Loss: 0.7327
    Epoch 1/1-Step 12520... Discriminator Loss: 1.4593... Generator Loss: 0.9380
    Epoch 1/1-Step 12530... Discriminator Loss: 1.4106... Generator Loss: 0.7292
    Epoch 1/1-Step 12540... Discriminator Loss: 1.3427... Generator Loss: 0.8795
    Epoch 1/1-Step 12550... Discriminator Loss: 1.2490... Generator Loss: 0.7984
    Epoch 1/1-Step 12560... Discriminator Loss: 1.3427... Generator Loss: 0.7317
    Epoch 1/1-Step 12570... Discriminator Loss: 1.5050... Generator Loss: 0.9468
    Epoch 1/1-Step 12580... Discriminator Loss: 1.2578... Generator Loss: 0.9158
    Epoch 1/1-Step 12590... Discriminator Loss: 1.2107... Generator Loss: 0.7373
    Epoch 1/1-Step 12600... Discriminator Loss: 1.2843... Generator Loss: 0.8304

    Epoch 1/1-Step 12610... Discriminator Loss: 1.5333... Generator Loss: 0.8049
    Epoch 1/1-Step 12620... Discriminator Loss: 1.6096... Generator Loss: 0.7886
    Epoch 1/1-Step 12630... Discriminator Loss: 1.4343... Generator Loss: 0.9134
    Epoch 1/1-Step 12640... Discriminator Loss: 1.6045... Generator Loss: 0.5781
    Epoch 1/1-Step 12650... Discriminator Loss: 1.3478... Generator Loss: 0.8706
    Epoch 1/1-Step 12660... Discriminator Loss: 1.5313... Generator Loss: 0.9332

### Submitting This Project¶

When submitting this project, make sure to run all the cells before saving the notebook. Save the notebook file as "dlnd_face_generation.ipynb" and save it as a HTML file under "File" -> "Download as". Include the "helper.py" and "problem_unittests.py" files in your submission.