{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"accelerator": "GPU",
"colab": {
"name": "image_restoration_for_medical_field_images.ipynb",
"provenance": [],
"collapsed_sections": [],
"include_colab_link": true
},
"kernelspec": {
"display_name": "Python 3",
"name": "python3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"
"
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "e4pl6UozbhR0",
"outputId": "7d4f885f-f81b-45e1-ca3c-18481bf52fd9"
},
"source": [
"from google.colab import drive\n",
"drive.mount('/content/drive')"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Mounted at /content/drive\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Df5OBk-aTfe-"
},
"source": [
"import numpy as np\n",
"from tensorflow.keras.preprocessing import image_dataset_from_directory"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "YfIk2es3hJEd"
},
"source": [
"import tensorflow as tf\n",
"from matplotlib import pyplot as plt\n",
"import os,time"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "jwUwAociJZnF"
},
"source": [
"from IPython import display"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "2CbTEt448b4R"
},
"source": [
"BUFFER_SIZE = 400\n",
"BATCH_SIZE = 64\n",
"IMG_WIDTH = 256\n",
"IMG_HEIGHT = 256"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "qKOkEobcr70z"
},
"source": [
"import pickle\n",
"# Read from file.\n",
"file = open(\"/content/drive/MyDrive/project/data.pkl\", \"rb\");\n",
"x_train = pickle.load(file)\n",
"x_train_noisy = pickle.load(file)\n",
"file.close()"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "VQwtrr4Es1Xg"
},
"source": [
"from sklearn.model_selection import train_test_split\n",
" \n",
"x_train_, x_test, x_train_noisy_, x_test_noisy = train_test_split(x_train, x_train_noisy,shuffle=128)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "BenymPwZx67Y"
},
"source": [
"#tf.data.Dataset.batch(x_train_,BATCH_SIZE)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "tqqvWxlw8b4l"
},
"source": [
"OUTPUT_CHANNELS = 3"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "3R09ATE_SH9P"
},
"source": [
"def downsample(filters, size, apply_batchnorm=True):\n",
" initializer = tf.random_normal_initializer(0., 0.02)\n",
" \n",
" result = tf.keras.Sequential()\n",
" result.add(\n",
" tf.keras.layers.Conv2D(filters, size, strides=2, padding='same',\n",
" kernel_initializer=initializer, use_bias=False))\n",
" \n",
" if apply_batchnorm:\n",
" result.add(tf.keras.layers.BatchNormalization())\n",
" \n",
" result.add(tf.keras.layers.LeakyReLU())\n",
" \n",
" return result"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "a6_uCZCppTh7",
"outputId": "250f05fc-247d-42be-decc-d74c5f481e2f"
},
"source": [
"down_model = downsample(3, 4)\n",
"down_result = down_model(tf.expand_dims(x_train_[0], 0))\n",
"print (down_result.shape)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"(1, 64, 64, 3)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "nhgDsHClSQzP"
},
"source": [
"def upsample(filters, size, apply_dropout=False):\n",
" initializer = tf.random_normal_initializer(0., 0.02)\n",
" \n",
" result = tf.keras.Sequential()\n",
" result.add(\n",
" tf.keras.layers.Conv2DTranspose(filters, size, strides=2,\n",
" padding='same',\n",
" kernel_initializer=initializer,\n",
" use_bias=False))\n",
" \n",
" result.add(tf.keras.layers.BatchNormalization())\n",
" \n",
" if apply_dropout:\n",
" result.add(tf.keras.layers.Dropout(0.5))\n",
" \n",
" result.add(tf.keras.layers.ReLU())\n",
" \n",
" return result"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "mz-ahSdsq0Oc",
"outputId": "3348e893-3fba-4c9a-c3e6-5820da77dd03"
},
"source": [
"up_model = upsample(3, 4)\n",
"up_result = up_model(down_result)\n",
"print (up_result.shape)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"(1, 128, 128, 3)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "lFPI4Nu-8b4q"
},
"source": [
"def Generator():\n",
" inputs = tf.keras.layers.Input((128, 128, 3))\n",
" print(1)\n",
" \n",
" down_stack = [\n",
" downsample(128, 4, apply_batchnorm=False),\n",
" #downsample(64, 4, apply_batchnorm=False), # (bs, 128, 128, 64)\n",
" #downsample(128, 4), # (bs, 64, 64, 128)\n",
" downsample(256, 4), # (bs, 32, 32, 256)\n",
" downsample(512, 4), # (bs, 16, 16, 512)\n",
" downsample(512, 4), # (bs, 8, 8, 512)\n",
" downsample(512, 4), # (bs, 4, 4, 512)\n",
" downsample(512, 4), # (bs, 2, 2, 512)\n",
" downsample(512, 4), # (bs, 1, 1, 512)\n",
" ]\n",
" \n",
" up_stack = [\n",
" upsample(512, 4, apply_dropout=True), # (bs, 2, 2, 1024)\n",
" upsample(512, 4), #apply_dropout=True), # (bs, 4, 4, 1024)\n",
" upsample(512, 4), #apply_dropout=True), # (bs, 8, 8, 1024)\n",
" upsample(512, 4), # (bs, 16, 16, 1024)\n",
" upsample(256, 4), # (bs, 32, 32, 512)\n",
" upsample(128, 4), # (bs, 64, 64, 256)\n",
" #upsample(64, 4), # (bs, 128, 128, 128)\n",
" #upsample(64, 4)\n",
" ]\n",
" \n",
" initializer = tf.random_normal_initializer(0., 0.02)\n",
" last = tf.keras.layers.Conv2DTranspose(OUTPUT_CHANNELS, 4,\n",
" strides=2,\n",
" padding='same',\n",
" kernel_initializer=initializer,\n",
" activation='tanh') # (bs, 256, 256, 3)\n",
" \n",
" x = inputs\n",
" \n",
" # Downsampling through the model\n",
" skips = []\n",
" for down in down_stack:\n",
" x = down(x)\n",
" skips.append(x)\n",
" \n",
" skips = reversed(skips[:-1])\n",
" \n",
" # Upsampling and establishing the skip connections\n",
" for up, skip in zip(up_stack, skips):\n",
" x = up(x)\n",
" x = tf.keras.layers.Concatenate()([x, skip])\n",
" x = last(x)\n",
" \n",
" return tf.keras.Model(inputs=inputs, outputs=x)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
},
"id": "dIbRPFzjmV85",
"outputId": "903a003d-b516-431b-b2dd-e12716f68802"
},
"source": [
"generator = Generator()\n",
"tf.keras.utils.plot_model(generator, show_shapes=True, dpi=64)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"1\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": []
},
"execution_count": 13
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "9LLZNNNNvUVR"
},
"source": [
"BATCH_SIZE=64"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 303
},
"id": "U1N1_obwtdQH",
"outputId": "f86c8add-8e94-49d2-e8e0-df668af5eb9c"
},
"source": [
"gen_output = generator(x_train_noisy_[0][tf.newaxis, ...], training=False)\n",
"plt.imshow(gen_output[0, ...])"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n"
],
"name": "stderr"
},
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {
"tags": []
},
"execution_count": 15
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "cyhxTuvJyIHV"
},
"source": [
"LAMBDA = 100"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Q1Xbz5OaLj5C"
},
"source": [
"loss_object = tf.keras.losses.BinaryCrossentropy(from_logits=True)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "90BIcCKcDMxz"
},
"source": [
"def generator_loss(disc_generated_output, gen_output, target):\n",
" gan_loss = loss_object(tf.ones_like(disc_generated_output), disc_generated_output)\n",
" \n",
" # mean absolute error\n",
" l1_loss = tf.reduce_mean(tf.abs(target - gen_output))\n",
" \n",
" total_gen_loss = gan_loss + (LAMBDA * l1_loss)\n",
" \n",
" return total_gen_loss, gan_loss, l1_loss"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "YfnCHvvjPjmC"
},
"source": [
"def Discriminator():\n",
" initializer = tf.random_normal_initializer(0., 0.02)\n",
" \n",
" inp = tf.keras.layers.Input(shape=[128, 128, 3], name='input_image')\n",
" tar = tf.keras.layers.Input(shape=[128, 128, 3], name='target_image')\n",
" \n",
" x = tf.keras.layers.concatenate([inp, tar]) # (bs, 256, 256, channels*2)\n",
" down1 = downsample(64, 4, False)(x)\n",
" #down1 = downsample(64, 4, False)(down1) # (bs, 128, 128, 64)\n",
" #down2 = downsample(128, 4)(down1) # (bs, 64, 64, 128)\n",
" down3 = downsample(256, 4)(down1) # (bs, 32, 32, 256)\n",
" \n",
" zero_pad1 = tf.keras.layers.ZeroPadding2D()(down3) # (bs, 34, 34, 256)\n",
" conv = tf.keras.layers.Conv2D(512, 4, strides=1,\n",
" kernel_initializer=initializer,\n",
" use_bias=False)(zero_pad1) # (bs, 31, 31, 512)\n",
" \n",
" batchnorm1 = tf.keras.layers.BatchNormalization()(conv)\n",
" \n",
" leaky_relu = tf.keras.layers.LeakyReLU()(batchnorm1)\n",
" \n",
" zero_pad2 = tf.keras.layers.ZeroPadding2D()(leaky_relu) # (bs, 33, 33, 512)\n",
" \n",
" last = tf.keras.layers.Conv2D(1, 4, strides=1,\n",
" kernel_initializer=initializer)(zero_pad2) # (bs, 30, 30, 1)\n",
" \n",
" return tf.keras.Model(inputs=[inp, tar], outputs=last)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 730
},
"id": "YHoUui4om-Ev",
"outputId": "bd0118d8-c17b-40c2-c835-85d096239be5"
},
"source": [
"discriminator = Discriminator()\n",
"tf.keras.utils.plot_model(discriminator, show_shapes=True, dpi=64)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": []
},
"execution_count": 20
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 286
},
"id": "gDkA05NE6QMs",
"outputId": "90023906-3bf9-4e37-ec9f-a618cb77d63d"
},
"source": [
"disc_out = discriminator([x_train_noisy_[0][tf.newaxis, ...], gen_output], training=False)\n",
"plt.imshow(disc_out[0, ..., -1], vmin=-20, vmax=20, cmap='RdBu_r')\n",
"plt.colorbar()"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {
"tags": []
},
"execution_count": 21
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "wkMNfBWlT-PV"
},
"source": [
"def discriminator_loss(disc_real_output, disc_generated_output):\n",
" real_loss = loss_object(tf.ones_like(disc_real_output), disc_real_output)\n",
" \n",
" generated_loss = loss_object(tf.zeros_like(disc_generated_output), disc_generated_output)\n",
" \n",
" total_disc_loss = real_loss + generated_loss\n",
" \n",
" return total_disc_loss"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "lbHFNexF0x6O"
},
"source": [
"generator_optimizer = tf.keras.optimizers.Adam(2e-4, beta_1=0.5)\n",
"discriminator_optimizer = tf.keras.optimizers.Adam(2e-4, beta_1=0.5)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "WJnftd5sQsv6",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 70
},
"outputId": "23a0a465-1655-42f7-90eb-a352586ef505"
},
"source": [
"checkpoint_dir = '/content/drive/MyDrive/project/training_checkpoints'\n",
"checkpoint_prefix = os.path.join(checkpoint_dir, \"ckpt\")\n",
"checkpoint = tf.train.Checkpoint(generator_optimizer=generator_optimizer,\n",
" discriminator_optimizer=discriminator_optimizer,\n",
" generator=generator,\n",
" discriminator=discriminator)\n",
"'''ckpt_manager = tf.train.CheckpointManager(checkpoint, checkpoint_prefix, max_to_keep=2)\n",
"# if a checkpoint exists, restore the latest checkpoint.\n",
"print(ckpt_manager.latest_checkpoint)\n",
"if ckpt_manager.latest_checkpoint:\n",
" checkpoint.restore(ckpt_manager.latest_checkpoint)\n",
" print ('Latest checkpoint restored!!')'''\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"\"ckpt_manager = tf.train.CheckpointManager(checkpoint, checkpoint_prefix, max_to_keep=2)\\n# if a checkpoint exists, restore the latest checkpoint.\\nprint(ckpt_manager.latest_checkpoint)\\nif ckpt_manager.latest_checkpoint:\\n checkpoint.restore(ckpt_manager.latest_checkpoint)\\n print ('Latest checkpoint restored!!')\""
]
},
"metadata": {
"tags": []
},
"execution_count": 26
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "RmdVsmvhPxyy"
},
"source": [
"def generate_images(model, test_input, tar):\n",
" print(111)\n",
" prediction = model(test_input, training=True)\n",
" print(111)\n",
" plt.figure(figsize=(15, 15))\n",
" \n",
" display_list = [test_input[0], tar[0], prediction[0]]\n",
" title = ['Input Image', 'Ground Truth', 'Predicted Image']\n",
" \n",
" for i in range(3):\n",
" plt.subplot(1, 3, i+1)\n",
" plt.title(title[i])\n",
" # getting the pixel values between [0, 1] to plot it.\n",
" plt.imshow(display_list[i] * 0.5 + 0.5)\n",
" plt.axis('off')\n",
" plt.show()"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 328
},
"id": "8Fc4NzT-DgEx",
"outputId": "da91e1ed-5551-4e40-f051-17155b9c6db0"
},
"source": [
"example_input=x_train_noisy_[100:101]\n",
"example_target=x_train_[100:101]\n",
"generate_images(generator, example_input, example_target)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"111\n",
"111\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "NS2GWywBbAWo"
},
"source": [
"EPOCHS = 150"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "xNNMDBNH12q-"
},
"source": [
"import datetime\n",
"log_dir=\"/content/drive/MyDrive/project/logs/\"\n",
" \n",
"summary_writer = tf.summary.create_file_writer(\n",
" log_dir + \"fit/\" + datetime.datetime.now().strftime(\"%Y%m%d-%H%M%S\"))"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "KBKUV2sKXDbY"
},
"source": [
"@tf.function\n",
"def train_step(input_image, target, epoch):\n",
" with tf.GradientTape() as gen_tape, tf.GradientTape() as disc_tape:\n",
" gen_output = generator(input_image, training=True)\n",
" \n",
" disc_real_output = discriminator([input_image, target], training=True)\n",
" disc_generated_output = discriminator([input_image, gen_output], training=True)\n",
" \n",
" gen_total_loss, gen_gan_loss, gen_l1_loss = generator_loss(disc_generated_output, gen_output, target)\n",
" disc_loss = discriminator_loss(disc_real_output, disc_generated_output)\n",
" \n",
" generator_gradients = gen_tape.gradient(gen_total_loss,\n",
" generator.trainable_variables)\n",
" discriminator_gradients = disc_tape.gradient(disc_loss,\n",
" discriminator.trainable_variables)\n",
" \n",
" generator_optimizer.apply_gradients(zip(generator_gradients,\n",
" generator.trainable_variables))\n",
" discriminator_optimizer.apply_gradients(zip(discriminator_gradients,\n",
" discriminator.trainable_variables))\n",
" \n",
" with summary_writer.as_default():\n",
" tf.summary.scalar('gen_total_loss', gen_total_loss, step=epoch)\n",
" tf.summary.scalar('gen_gan_loss', gen_gan_loss, step=epoch)\n",
" tf.summary.scalar('gen_l1_loss', gen_l1_loss, step=epoch)\n",
" tf.summary.scalar('disc_loss', disc_loss, step=epoch)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "n6gJibyd5Qur",
"outputId": "10bf7924-9c2b-489d-a638-fd1d756a9671"
},
"source": [
"len(x_train)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"9287"
]
},
"metadata": {
"tags": []
},
"execution_count": 33
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "hcudOIDZ8qU3",
"outputId": "6618ac96-98df-462a-e4e1-9c43f741b7db"
},
"source": [
"display.clear_output"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {
"tags": []
},
"execution_count": 35
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "xZlb0gNiZfer"
},
"source": [
"import os"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "vkZ1W7XZlndH"
},
"source": [
"lenl=len(x_test)\n",
"def fitt(x_train_,x_train_noisy_, epochs, x_test,x_test_noisy):\n",
" k=0\n",
" for epoch in range(epochs):\n",
" start = time.time()\n",
" \n",
" display.clear_output(wait=True)\n",
" \n",
" #lenl=len(x_test)\n",
" \n",
" example_input=x_test_noisy[k:k+1]\n",
" example_target=x_test[k:k+1]\n",
" generate_images(generator, example_input, example_target)\n",
" if k==lenl-2:\n",
" k=0\n",
" k+=1\n",
" print(\"Epoch: \", epoch)\n",
" \n",
" # Train\n",
" n=0\n",
" s=0\n",
" for i in range(len(x_train_)):\n",
" if (n+1) % 100 == 0:\n",
" print('.', end='')\n",
" s+=1\n",
" n=0\n",
" if s==100:\n",
" print()\n",
" s=0\n",
" input_image=x_train_noisy_[i:i+1]\n",
" target=x_train_[i:i+1]\n",
" train_step(input_image, target, 1)\n",
" n+=1\n",
" \n",
" '''for n, (input_image, target) in train_ds.enumerate():\n",
" print('.', end='')\n",
" if (n+1) % 100 == 0:\n",
" print()\n",
" train_step(input_image, target, epoch)'''\n",
" print()\n",
" \n",
" # saving (checkpoint) the model every 20 epochs\n",
" if (epoch + 1) % 3 == 0:\n",
" !rm -Rf /content/drive/MyDrive/project/training_checkpoints/ckpt-*\n",
" checkpoint.save(file_prefix=checkpoint_prefix)\n",
" \n",
" print ('Time taken for epoch {} is {} sec\\n'.format(epoch + 1,\n",
" time.time()-start))\n",
" checkpoint.save(file_prefix=checkpoint_prefix)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "2M7LmLtGEMQJ"
},
"source": [
"def fit(train_ds, epochs, test_ds):\n",
" for epoch in range(epochs):\n",
" start = time.time()\n",
"\n",
" display.clear_output(wait=True)\n",
"\n",
" for example_input, example_target in test_ds.take(1):\n",
" generate_images(generator, example_input, example_target)\n",
" print(\"Epoch: \", epoch)\n",
"\n",
" # Train\n",
" for n, (input_image, target) in train_ds.enumerate():\n",
" print('.', end='')\n",
" if (n+1) % 100 == 0:\n",
" print()\n",
" train_step(input_image, target, epoch)\n",
" print()\n",
"\n",
" # saving (checkpoint) the model every 20 epochs\n",
" if (epoch + 1) % 2 == 0:\n",
" checkpoint.save(file_prefix=checkpoint_prefix)\n",
"\n",
" print ('Time taken for epoch {} is {} sec\\n'.format(epoch + 1,\n",
" time.time()-start))\n",
" checkpoint.save(file_prefix=checkpoint_prefix)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "a1zZmKmvOH85",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 139
},
"outputId": "130455d4-ba94-4223-b970-220f37a8ee59"
},
"source": [
"#fitt(x_train_, x_train_noisy_, EPOCHS, x_test,x_test_noisy)"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": []
}
},
{
"output_type": "stream",
"text": [
"Epoch: 16\n",
".............................."
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "AOWyCsnclklg"
},
"source": [
""
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "HSSm4kfvJiqv",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "1f3a0453-a551-4b7b-b309-322f00180198"
},
"source": [
"!ls {checkpoint_dir}"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"checkpoint\t\t ckpt-16.index\t\t ckpt-19.index\n",
"ckpt-16.data-00000-of-00001 ckpt-19.data-00000-of-00001\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "4t4x69adQ5xb",
"colab": {
"base_uri": "https://localhost:8080/"
},
"outputId": "485fefec-232d-4007-9142-21fffd5577cb"
},
"source": [
"# restoring the latest checkpoint in checkpoint_dir\n",
"checkpoint.restore(tf.train.latest_checkpoint(checkpoint_dir))"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
""
]
},
"metadata": {
"tags": []
},
"execution_count": 37
}
]
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "WmbuivMVYFuI",
"outputId": "4739195a-144c-4940-927d-dfc5379d55fb"
},
"source": [
"len(x_test)"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"2322"
]
},
"metadata": {
"tags": []
},
"execution_count": 40
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "KUgSnmy2nqSP"
},
"source": [
"# Run the trained model on a few examples from the test dataset\n",
"for k in range(2280,2300):\n",
" example_input=x_test_noisy[k:k+1]\n",
" example_target=x_test[k:k+1]\n",
" generate_images(generator, example_input, example_target)"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 362
},
"id": "rrwXRlboZNXQ",
"outputId": "31e995fa-1ca2-46b9-b166-06db6e90283b"
},
"source": [
"fitt(x_train_, x_train_noisy_, 150, x_test,x_test_noisy)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"111\n",
"111\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"Epoch: 25\n",
"..................................."
],
"name": "stdout"
}
]
}
]
}