diff --git a/GAN.py b/GAN.py new file mode 100644 index 0000000..0a65816 --- /dev/null +++ b/GAN.py @@ -0,0 +1,320 @@ +import os +import time +import tensorflow as tf +import numpy as np +from glob import glob +import datetime +import random +from PIL import Image +import matplotlib.pyplot as plt + +def generator(z, output_channel_dim, training): + with tf.variable_scope("generator", reuse= not training): + + # 8x8x1024 + fully_connected = tf.layers.dense(z, 8*8*1024) + fully_connected = tf.reshape(fully_connected, (-1, 8, 8, 1024)) + fully_connected = tf.nn.leaky_relu(fully_connected) + + # 8x8x1024 -> 16x16x512 + trans_conv1 = tf.layers.conv2d_transpose(inputs=fully_connected, + filters=512, + kernel_size=[5,5], + strides=[2,2], + padding="SAME", + kernel_initializer=tf.truncated_normal_initializer(stddev=WEIGHT_INIT_STDDEV), + name="trans_conv1") + batch_trans_conv1 = tf.layers.batch_normalization(inputs = trans_conv1, + training=training, + epsilon=EPSILON, + name="batch_trans_conv1") + trans_conv1_out = tf.nn.leaky_relu(batch_trans_conv1, + name="trans_conv1_out") + + # 16x16x512 -> 32x32x256 + trans_conv2 = tf.layers.conv2d_transpose(inputs=trans_conv1_out, + filters=256, + kernel_size=[5,5], + strides=[2,2], + padding="SAME", + kernel_initializer=tf.truncated_normal_initializer(stddev=WEIGHT_INIT_STDDEV), + name="trans_conv2") + batch_trans_conv2 = tf.layers.batch_normalization(inputs = trans_conv2, + training=training, + epsilon=EPSILON, + name="batch_trans_conv2") + trans_conv2_out = tf.nn.leaky_relu(batch_trans_conv2, + name="trans_conv2_out") + + # 32x32x256 -> 64x64x128 + trans_conv3 = tf.layers.conv2d_transpose(inputs=trans_conv2_out, + filters=128, + kernel_size=[5,5], + strides=[2,2], + padding="SAME", + kernel_initializer=tf.truncated_normal_initializer(stddev=WEIGHT_INIT_STDDEV), + name="trans_conv3") + batch_trans_conv3 = tf.layers.batch_normalization(inputs = trans_conv3, + training=training, + epsilon=EPSILON, + name="batch_trans_conv3") + trans_conv3_out = tf.nn.leaky_relu(batch_trans_conv3, + name="trans_conv3_out") + + # 64x64x128 -> 128x128x64 + trans_conv4 = tf.layers.conv2d_transpose(inputs=trans_conv3_out, + filters=64, + kernel_size=[5,5], + strides=[2,2], + padding="SAME", + kernel_initializer=tf.truncated_normal_initializer(stddev=WEIGHT_INIT_STDDEV), + name="trans_conv4") + batch_trans_conv4 = tf.layers.batch_normalization(inputs = trans_conv4, + training=training, + epsilon=EPSILON, + name="batch_trans_conv4") + trans_conv4_out = tf.nn.leaky_relu(batch_trans_conv4, + name="trans_conv4_out") + + # 128x128x64 -> 128x128x3 + logits = tf.layers.conv2d_transpose(inputs=trans_conv4_out, + filters=3, + kernel_size=[5,5], + strides=[1,1], + padding="SAME", + kernel_initializer=tf.truncated_normal_initializer(stddev=WEIGHT_INIT_STDDEV), + name="logits") + out = tf.tanh(logits, name="out") + return out + +def discriminator(x, reuse): + with tf.variable_scope("discriminator", reuse=reuse): + + # 128*128*3 -> 64x64x64 + conv1 = tf.layers.conv2d(inputs=x, + filters=64, + kernel_size=[5,5], + strides=[2,2], + padding="SAME", + kernel_initializer=tf.truncated_normal_initializer(stddev=WEIGHT_INIT_STDDEV), + name='conv1') + batch_norm1 = tf.layers.batch_normalization(conv1, + training=True, + epsilon=EPSILON, + name='batch_norm1') + conv1_out = tf.nn.leaky_relu(batch_norm1, + name="conv1_out") + + # 64x64x64-> 32x32x128 + conv2 = tf.layers.conv2d(inputs=conv1_out, + filters=128, + kernel_size=[5, 5], + strides=[2, 2], + padding="SAME", + kernel_initializer=tf.truncated_normal_initializer(stddev=WEIGHT_INIT_STDDEV), + name='conv2') + batch_norm2 = tf.layers.batch_normalization(conv2, + training=True, + epsilon=EPSILON, + name='batch_norm2') + conv2_out = tf.nn.leaky_relu(batch_norm2, + name="conv2_out") + + # 32x32x128 -> 16x16x256 + conv3 = tf.layers.conv2d(inputs=conv2_out, + filters=256, + kernel_size=[5, 5], + strides=[2, 2], + padding="SAME", + kernel_initializer=tf.truncated_normal_initializer(stddev=WEIGHT_INIT_STDDEV), + name='conv3') + batch_norm3 = tf.layers.batch_normalization(conv3, + training=True, + epsilon=EPSILON, + name='batch_norm3') + conv3_out = tf.nn.leaky_relu(batch_norm3, + name="conv3_out") + + # 16x16x256 -> 16x16x512 + conv4 = tf.layers.conv2d(inputs=conv3_out, + filters=512, + kernel_size=[5, 5], + strides=[1, 1], + padding="SAME", + kernel_initializer=tf.truncated_normal_initializer(stddev=WEIGHT_INIT_STDDEV), + name='conv4') + batch_norm4 = tf.layers.batch_normalization(conv4, + training=True, + epsilon=EPSILON, + name='batch_norm4') + conv4_out = tf.nn.leaky_relu(batch_norm4, + name="conv4_out") + + # 16x16x512 -> 8x8x1024 + conv5 = tf.layers.conv2d(inputs=conv4_out, + filters=1024, + kernel_size=[5, 5], + strides=[2, 2], + padding="SAME", + kernel_initializer=tf.truncated_normal_initializer(stddev=WEIGHT_INIT_STDDEV), + name='conv5') + batch_norm5 = tf.layers.batch_normalization(conv5, + training=True, + epsilon=EPSILON, + name='batch_norm5') + conv5_out = tf.nn.leaky_relu(batch_norm5, + name="conv5_out") + + flatten = tf.reshape(conv5_out, (-1, 8*8*1024)) + logits = tf.layers.dense(inputs=flatten, + units=1, + activation=None) + out = tf.sigmoid(logits) + return out, logits + +def model_loss(input_real, input_z, output_channel_dim): + g_model = generator(input_z, output_channel_dim, True) + + noisy_input_real = input_real + tf.random_normal(shape=tf.shape(input_real), + mean=0.0, + stddev=random.uniform(0.0, 0.1), + dtype=tf.float32) + + d_model_real, d_logits_real = discriminator(noisy_input_real, reuse=False) + 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)*random.uniform(0.9, 1.0))) + d_loss_fake = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, + labels=tf.zeros_like(d_model_fake))) + d_loss = tf.reduce_mean(0.5 * (d_loss_real + d_loss_fake)) + g_loss = tf.reduce_mean(tf.nn.sigmoid_cross_entropy_with_logits(logits=d_logits_fake, + labels=tf.ones_like(d_model_fake))) + return d_loss, g_loss + +def model_optimizers(d_loss, g_loss): + t_vars = tf.trainable_variables() + g_vars = [var for var in t_vars if var.name.startswith("generator")] + d_vars = [var for var in t_vars if var.name.startswith("discriminator")] + + update_ops = tf.get_collection(tf.GraphKeys.UPDATE_OPS) + gen_updates = [op for op in update_ops if op.name.startswith('generator')] + + with tf.control_dependencies(gen_updates): + d_train_opt = tf.train.AdamOptimizer(learning_rate=LR_D, beta1=BETA1).minimize(d_loss, var_list=d_vars) + g_train_opt = tf.train.AdamOptimizer(learning_rate=LR_G, beta1=BETA1).minimize(g_loss, var_list=g_vars) + return d_train_opt, g_train_opt + +def model_inputs(real_dim, z_dim): + inputs_real = tf.placeholder(tf.float32, (None, *real_dim), name='inputs_real') + inputs_z = tf.placeholder(tf.float32, (None, z_dim), name="input_z") + learning_rate_G = tf.placeholder(tf.float32, name="lr_g") + learning_rate_D = tf.placeholder(tf.float32, name="lr_d") + return inputs_real, inputs_z, learning_rate_G, learning_rate_D + +def show_samples(sample_images, name, epoch): + figure, axes = plt.subplots(1, len(sample_images), figsize = (IMAGE_SIZE, IMAGE_SIZE)) + for index, axis in enumerate(axes): + axis.axis('off') + image_array = sample_images[index] + axis.imshow(image_array) + image = Image.fromarray(image_array) + image.save(name+"_"+str(epoch)+"_"+str(index)+".png") + plt.savefig(name+"_"+str(epoch)+".png", bbox_inches='tight', pad_inches=0) + +def test(sess, input_z, out_channel_dim, epoch): + example_z = np.random.uniform(-1, 1, size=[SAMPLES_TO_SHOW, input_z.get_shape().as_list()[-1]]) + samples = sess.run(generator(input_z, out_channel_dim, False), feed_dict={input_z: example_z}) + sample_images = [((sample + 1.0) * 127.5).astype(np.uint8) for sample in samples] + show_samples(sample_images, OUTPUT_DIR + "samples", epoch) + +def summarize_epoch(epoch, duration, sess, d_losses, g_losses, input_z, data_shape): + minibatch_size = int(data_shape[0]//BATCH_SIZE) + print("Epoch {}/{}".format(epoch, EPOCHS), + "\nDuration: {:.5f}".format(duration), + "\nD Loss: {:.5f}".format(np.mean(d_losses[-minibatch_size:])), + "\nG Loss: {:.5f}".format(np.mean(g_losses[-minibatch_size:]))) + fig, ax = plt.subplots() + plt.plot(d_losses, label='Discriminator', alpha=0.6) + plt.plot(g_losses, label='Generator', alpha=0.6) + plt.title("Losses") + plt.legend() + plt.savefig(OUTPUT_DIR + "losses_" + str(epoch) + ".png") + test(sess, input_z, data_shape[3], epoch) + plt.close('all') + +def get_batches(data): + batches = [] + for i in range(int(data.shape[0]//BATCH_SIZE)): + batch = data[i * BATCH_SIZE:(i + 1) * BATCH_SIZE] + augmented_images = [] + for img in batch: + image = Image.fromarray(img) + if random.choice([True, False]): + image = image.transpose(Image.FLIP_LEFT_RIGHT) + augmented_images.append(np.asarray(image)) + batch = np.asarray(augmented_images) + normalized_batch = (batch / 127.5) - 1.0 + batches.append(normalized_batch) + return batches + +def train(get_batches, data_shape, checkpoint_to_load=None): + input_images, input_z, lr_G, lr_D = model_inputs(data_shape[1:], NOISE_SIZE) + d_loss, g_loss = model_loss(input_images, input_z, data_shape[3]) + d_opt, g_opt = model_optimizers(d_loss, g_loss) + + with tf.Session() as sess: + sess.run(tf.global_variables_initializer()) + epoch = 0 + iteration = 0 + d_losses = [] + g_losses = [] + + for epoch in range(EPOCHS): + epoch += 1 + start_time = time.time() + + for batch_images in get_batches: + iteration += 1 + batch_z = np.random.uniform(-1, 1, size=(BATCH_SIZE, NOISE_SIZE)) + _ = sess.run(d_opt, feed_dict={input_images: batch_images, input_z: batch_z, lr_D: LR_D}) + _ = sess.run(g_opt, feed_dict={input_images: batch_images, input_z: batch_z, lr_G: LR_G}) + d_losses.append(d_loss.eval({input_z: batch_z, input_images: batch_images})) + g_losses.append(g_loss.eval({input_z: batch_z})) + + summarize_epoch(epoch, time.time()-start_time, sess, d_losses, g_losses, input_z, data_shape) + +# Paths +INPUT_DATA_DIR = r"D:\ML_Datasets\Anime_Faces_Dataset\data" # Path to the folder with input images. For more info check simspons_dataset.txt +OUTPUT_DIR = "C:/Users/Harry/source/repos/PracticeGit/output/" +if not os.path.exists(OUTPUT_DIR): + os.makedirs(OUTPUT_DIR) + +# Hyperparameters +IMAGE_SIZE = 128 +NOISE_SIZE = 100 +LR_D = 0.00004 +LR_G = 0.0004 +BATCH_SIZE = 64 +EPOCHS = 10000 # For better results increase this value +BETA1 = 0.5 +WEIGHT_INIT_STDDEV = 0.02 +EPSILON = 0.00005 +SAMPLES_TO_SHOW = 5 + +images = [] +for root, dirs, files in os.walk(INPUT_DATA_DIR): + for file in files: + images.append(os.path.join(root, file)) + +# Training +input_images = np.asarray([np.asarray(Image.open(file).resize([IMAGE_SIZE, IMAGE_SIZE])) for file in images]) +print ("Input: " + str(input_images.shape)) + +np.random.shuffle(input_images) + +sample_images = random.sample(list(input_images), SAMPLES_TO_SHOW) +show_samples(sample_images, OUTPUT_DIR + "inputs", 0) + +with tf.Graph().as_default(): + train(get_batches(input_images), input_images.shape) \ No newline at end of file diff --git a/GAN.pyproj b/GAN.pyproj new file mode 100644 index 0000000..04847e8 --- /dev/null +++ b/GAN.pyproj @@ -0,0 +1,35 @@ + + + Debug + 2.0 + b41cf92a-64b5-4c76-80a2-74443c136f5b + . + GAN.py + + + . + . + GAN + GAN + + + true + false + + + true + false + + + + + + + + + + + + \ No newline at end of file diff --git a/GAN.sln b/GAN.sln new file mode 100644 index 0000000..980458a --- /dev/null +++ b/GAN.sln @@ -0,0 +1,23 @@ + +Microsoft Visual Studio Solution File, Format Version 12.00 +# Visual Studio Version 16 +VisualStudioVersion = 16.0.29001.49 +MinimumVisualStudioVersion = 10.0.40219.1 +Project("{888888A0-9F3D-457C-B088-3A5042F75D52}") = "GAN", "GAN.pyproj", "{B41CF92A-64B5-4C76-80A2-74443C136F5B}" +EndProject +Global + GlobalSection(SolutionConfigurationPlatforms) = preSolution + Debug|Any CPU = Debug|Any CPU + Release|Any CPU = Release|Any CPU + EndGlobalSection + GlobalSection(ProjectConfigurationPlatforms) = postSolution + {B41CF92A-64B5-4C76-80A2-74443C136F5B}.Debug|Any CPU.ActiveCfg = Debug|Any CPU + {B41CF92A-64B5-4C76-80A2-74443C136F5B}.Release|Any CPU.ActiveCfg = Release|Any CPU + EndGlobalSection + GlobalSection(SolutionProperties) = preSolution + HideSolutionNode = FALSE + EndGlobalSection + GlobalSection(ExtensibilityGlobals) = postSolution + SolutionGuid = {B96FFC00-A0AA-463E-A5D8-BAA3D0D399D1} + EndGlobalSection +EndGlobal diff --git a/output_anime/inputs_0.png b/output_anime/inputs_0.png new file mode 100644 index 0000000..26cc939 Binary files /dev/null and b/output_anime/inputs_0.png differ diff --git a/output_anime/inputs_0_0.png b/output_anime/inputs_0_0.png new file mode 100644 index 0000000..2788454 Binary files /dev/null and b/output_anime/inputs_0_0.png differ diff --git a/output_anime/inputs_0_1.png b/output_anime/inputs_0_1.png new file mode 100644 index 0000000..f988456 Binary files /dev/null and b/output_anime/inputs_0_1.png differ diff --git a/output_anime/inputs_0_2.png b/output_anime/inputs_0_2.png new file mode 100644 index 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