{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Noise2Void - 2D Example for SEM data"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
}
],
"source": [
"# We import all our dependencies.\n",
"from n2v.models import N2VConfig, N2V\n",
"import numpy as np\n",
"from csbdeep.utils import plot_history\n",
"from n2v.utils.n2v_utils import manipulate_val_data\n",
"from n2v.internals.N2V_DataGenerator import N2V_DataGenerator\n",
"from matplotlib import pyplot as plt\n",
"import urllib\n",
"import os\n",
"import zipfile"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Download Example Data\n",
"Data by Reza Shahidi and Gaspar Jekely, Living Systems Institute, Exeter \n",
"Thanks!\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# create a folder for our data.\n",
"if not os.path.isdir('./data'):\n",
" os.mkdir('./data')\n",
"\n",
"# check if data has been downloaded already\n",
"zipPath=\"data/SEM.zip\"\n",
"if not os.path.exists(zipPath):\n",
" #download and unzip data\n",
" data = urllib.request.urlretrieve('https://cloud.mpi-cbg.de/index.php/s/pXgfbobntrw06lC/download', zipPath)\n",
" with zipfile.ZipFile(zipPath, 'r') as zip_ref:\n",
" zip_ref.extractall(\"data\")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Training Data Preparation"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"For training we load __one__ set of low-SNR images and use the N2V_DataGenerator to extract training X and validation X_val patches."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# We create our DataGenerator-object.\n",
"# It will help us load data and extract patches for training and validation.\n",
"datagen = N2V_DataGenerator()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(1, 2500, 1690, 1) (1, 471, 1690, 1)\n"
]
}
],
"source": [
"# We load all the '.tif' files from the 'data' directory.\n",
"# If you want to load other types of files see the RGB example.\n",
"# The function will return a list of images (numpy arrays).\n",
"imgs = datagen.load_imgs_from_directory(directory = \"data/\")\n",
"\n",
"# Let's look at the shape of the images.\n",
"print(imgs[0].shape,imgs[1].shape)\n",
"# The function automatically added two extra dimensions to the images:\n",
"# One at the beginning, is used to hold a potential stack of images such as a movie.\n",
"# One at the end, represents channels."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Lets' look at the images.\n",
"# We have to remove the added extra dimensions to display them as 2D images.\n",
"plt.imshow(imgs[0][0,...,0], cmap='magma')\n",
"plt.show()\n",
"\n",
"plt.imshow(imgs[1][0,...,0], cmap='magma')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Generated patches: (3536, 96, 96, 1)\n",
"Generated patches: (544, 96, 96, 1)\n"
]
}
],
"source": [
"# We will use the first image to extract training patches and store them in 'X'\n",
"X = datagen.generate_patches_from_list(imgs[:1], shape=(96,96))\n",
"\n",
"# We will use the second image to extract validation patches.\n",
"X_val = datagen.generate_patches_from_list(imgs[1:], shape=(96,96))\n",
"\n",
"# Patches are created so they do not overlap.\n",
"# (Note: this is not the case if you specify a number of patches. See the docstring for details!)\n",
"# Non-overlapping patches would also allow us to split them into a training and validation set \n",
"# per image. This might be an interesting alternative to the split we performed above."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Just in case you don't know how to access the docstring of a method:\n",
"datagen.generate_patches_from_list?"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Let's look at one of our training and validation patches.\n",
"plt.figure(figsize=(14,7))\n",
"plt.subplot(1,2,1)\n",
"plt.imshow(X[0,...,0], cmap='magma')\n",
"plt.title('Training Patch');\n",
"plt.subplot(1,2,2)\n",
"plt.imshow(X_val[0,...,0], cmap='magma')\n",
"plt.title('Validation Patch');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Configure"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Noise2Void comes with a special config-object, where we store network-architecture and training specific parameters. See the docstring of the N2VConfig constructor for a description of all parameters.\n",
"\n",
"When creating the config-object, we provide the training data X. From X we extract mean and std that will be used to normalize all data before it is processed by the network. We also extract the dimensionality and number of channels from X.\n",
"\n",
"Compared to supervised training (i.e. traditional CARE), we recommend to use N2V with an increased train_batch_size and batch_norm.\n",
"To keep the network from learning the identity we have to manipulate the input pixels during training. For this we have the parameter n2v_manipulator with default value 'uniform_withCP'. Most pixel manipulators will compute the replacement value based on a neighborhood. With n2v_neighborhood_radius we can control its size. \n",
"\n",
"Other pixel manipulators:\n",
"* normal_withoutCP: samples the neighborhood according to a normal gaussian distribution, but without the center pixel\n",
"* normal_additive: adds a random number to the original pixel value. The random number is sampled from a gaussian distribution with zero-mean and sigma = n2v_neighborhood_radius\n",
"* normal_fitted: uses a random value from a gaussian normal distribution with mean equal to the mean of the neighborhood and standard deviation equal to the standard deviation of the neighborhood.\n",
"* identity: performs no pixel manipulation\n",
"\n",
"For faster training multiple pixels per input patch can be manipulated. In our experiments we manipulated about 1.6% of the input pixels per patch. For a patch size of 64 by 64 pixels this corresponds to about 64 pixels. This fraction can be tuned via n2v_perc_pix.\n",
"\n",
"For Noise2Void training it is possible to pass arbitrarily large patches to the training method. From these patches random subpatches of size n2v_patch_shape are extracted during training. Default patch shape is set to (64, 64). "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Warning: to make this example notebook execute faster, we have set train_epochs to only 10 and train_steps_per_epoch to only 10. For better results we suggest values of 100, and a few dozen, respectively."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'means': ['39137.773'],\n",
" 'stds': ['18713.773'],\n",
" 'n_dim': 2,\n",
" 'axes': 'YXC',\n",
" 'n_channel_in': 1,\n",
" 'n_channel_out': 1,\n",
" 'unet_residual': False,\n",
" 'unet_n_depth': 2,\n",
" 'unet_kern_size': 3,\n",
" 'unet_n_first': 32,\n",
" 'unet_last_activation': 'linear',\n",
" 'unet_input_shape': (None, None, 1),\n",
" 'train_loss': 'mse',\n",
" 'train_epochs': 10,\n",
" 'train_steps_per_epoch': 10,\n",
" 'train_learning_rate': 0.0004,\n",
" 'train_batch_size': 128,\n",
" 'train_tensorboard': True,\n",
" 'train_checkpoint': 'weights_best.h5',\n",
" 'train_reduce_lr': {'factor': 0.5, 'patience': 10},\n",
" 'batch_norm': True,\n",
" 'n2v_perc_pix': 1.6,\n",
" 'n2v_patch_shape': (64, 64),\n",
" 'n2v_manipulator': 'uniform_withCP',\n",
" 'n2v_neighborhood_radius': 5,\n",
" 'probabilistic': False}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# You can increase \"train_steps_per_epoch\" to get even better results at the price of longer computation. \n",
"config = N2VConfig(X, unet_kern_size=3, \n",
" train_steps_per_epoch=10,train_epochs=10, train_loss='mse', batch_norm=True, \n",
" train_batch_size=128, n2v_perc_pix=1.6, n2v_patch_shape=(64, 64), \n",
" n2v_manipulator='uniform_withCP', n2v_neighborhood_radius=5)\n",
"\n",
"# Let's look at the parameters stored in the config-object.\n",
"vars(config)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From c:\\users\\m1adfont\\appdata\\local\\continuum\\anaconda3\\envs\\n2v_bug\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:4070: The name tf.nn.max_pool is deprecated. Please use tf.nn.max_pool2d instead.\n",
"\n"
]
}
],
"source": [
"# a name used to identify the model\n",
"model_name = 'n2v_2D'\n",
"# the base directory in which our model will live\n",
"basedir = 'models'\n",
"# We are now creating our network model.\n",
"model = N2V(config, model_name, basedir=basedir)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Training\n",
"\n",
"Training the model will likely take some time. We recommend to monitor the progress with TensorBoard, which allows you to inspect the losses during training. Furthermore, you can look at the predictions for some of the validation images, which can be helpful to recognize problems early on.\n",
"\n",
"You can start TensorBoard in a terminal from the current working directory with tensorboard --logdir=. Then connect to http://localhost:6006/ with your browser."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Preparing validation data: 100%|████████████████████████████████████████████████████| 544/544 [00:03<00:00, 147.06it/s]\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"WARNING:tensorflow:From c:\\users\\m1adfont\\appdata\\local\\continuum\\anaconda3\\envs\\n2v_bug\\lib\\site-packages\\keras\\backend\\tensorflow_backend.py:422: The name tf.global_variables is deprecated. Please use tf.compat.v1.global_variables instead.\n",
"\n",
"WARNING:tensorflow:\n",
"The TensorFlow contrib module will not be included in TensorFlow 2.0.\n",
"For more information, please see:\n",
" * https://github.com/tensorflow/community/blob/master/rfcs/20180907-contrib-sunset.md\n",
" * https://github.com/tensorflow/addons\n",
" * https://github.com/tensorflow/io (for I/O related ops)\n",
"If you depend on functionality not listed there, please file an issue.\n",
"\n",
"WARNING:tensorflow:From c:\\users\\m1adfont\\appdata\\local\\continuum\\anaconda3\\envs\\n2v_bug\\lib\\site-packages\\csbdeep\\utils\\tf.py:240: The name tf.summary.image is deprecated. Please use tf.compat.v1.summary.image instead.\n",
"\n",
"WARNING:tensorflow:From c:\\users\\m1adfont\\appdata\\local\\continuum\\anaconda3\\envs\\n2v_bug\\lib\\site-packages\\csbdeep\\utils\\tf.py:268: The name tf.summary.merge is deprecated. Please use tf.compat.v1.summary.merge instead.\n",
"\n",
"WARNING:tensorflow:From c:\\users\\m1adfont\\appdata\\local\\continuum\\anaconda3\\envs\\n2v_bug\\lib\\site-packages\\csbdeep\\utils\\tf.py:275: The name tf.summary.FileWriter is deprecated. Please use tf.compat.v1.summary.FileWriter instead.\n",
"\n",
"Epoch 1/10\n",
"10/10 [==============================] - ETA: 56s - loss: 1.4968 - n2v_mse: 1.4968 - n2v_abs: 1.00 - ETA: 27s - loss: 1.3258 - n2v_mse: 1.3258 - n2v_abs: 0.93 - ETA: 17s - loss: 1.2456 - n2v_mse: 1.2456 - n2v_abs: 0.89 - ETA: 11s - loss: 1.1989 - n2v_mse: 1.1989 - n2v_abs: 0.88 - ETA: 8s - loss: 1.1522 - n2v_mse: 1.1522 - n2v_abs: 0.8613 - ETA: 5s - loss: 1.1077 - n2v_mse: 1.1077 - n2v_abs: 0.843 - ETA: 3s - loss: 1.0732 - n2v_mse: 1.0732 - n2v_abs: 0.830 - ETA: 2s - loss: 1.0430 - n2v_mse: 1.0430 - n2v_abs: 0.818 - ETA: 1s - loss: 1.0128 - n2v_mse: 1.0128 - n2v_abs: 0.806 - 15s 2s/step - loss: 0.9852 - n2v_mse: 0.9852 - n2v_abs: 0.7946 - val_loss: 0.8443 - val_n2v_mse: 0.8446 - val_n2v_abs: 0.8072\n",
"WARNING:tensorflow:From c:\\users\\m1adfont\\appdata\\local\\continuum\\anaconda3\\envs\\n2v_bug\\lib\\site-packages\\n2v\\models\\n2v_standard.py:300: The name tf.Summary is deprecated. Please use tf.compat.v1.Summary instead.\n",
"\n"
]
},
{
"ename": "AttributeError",
"evalue": "'float' object has no attribute 'item'",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[0;32m 1\u001b[0m \u001b[1;31m# We are ready to start training now.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 2\u001b[1;33m \u001b[0mhistory\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtrain\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mX_val\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[1;32mc:\\users\\m1adfont\\appdata\\local\\continuum\\anaconda3\\envs\\n2v_bug\\lib\\site-packages\\n2v\\models\\n2v_standard.py\u001b[0m in \u001b[0;36mtrain\u001b[1;34m(self, X, validation_X, epochs, steps_per_epoch)\u001b[0m\n\u001b[0;32m 222\u001b[0m history = self.keras_model.fit_generator(generator=training_data, validation_data=(validation_X, validation_Y),\n\u001b[0;32m 223\u001b[0m \u001b[0mepochs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mepochs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msteps_per_epoch\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msteps_per_epoch\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 224\u001b[1;33m callbacks=self.callbacks, verbose=1)\n\u001b[0m\u001b[0;32m 225\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 226\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbasedir\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32mc:\\users\\m1adfont\\appdata\\local\\continuum\\anaconda3\\envs\\n2v_bug\\lib\\site-packages\\keras\\legacy\\interfaces.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 89\u001b[0m warnings.warn('Update your `' + object_name + '` call to the ' +\n\u001b[0;32m 90\u001b[0m 'Keras 2 API: ' + signature, stacklevel=2)\n\u001b[1;32m---> 91\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 92\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_original_function\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 93\u001b[0m \u001b[1;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32mc:\\users\\m1adfont\\appdata\\local\\continuum\\anaconda3\\envs\\n2v_bug\\lib\\site-packages\\keras\\engine\\training.py\u001b[0m in \u001b[0;36mfit_generator\u001b[1;34m(self, generator, steps_per_epoch, epochs, verbose, callbacks, validation_data, validation_steps, validation_freq, class_weight, max_queue_size, workers, use_multiprocessing, shuffle, initial_epoch)\u001b[0m\n\u001b[0;32m 1730\u001b[0m \u001b[0muse_multiprocessing\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0muse_multiprocessing\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1731\u001b[0m \u001b[0mshuffle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mshuffle\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1732\u001b[1;33m initial_epoch=initial_epoch)\n\u001b[0m\u001b[0;32m 1733\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1734\u001b[0m \u001b[1;33m@\u001b[0m\u001b[0minterfaces\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mlegacy_generator_methods_support\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32mc:\\users\\m1adfont\\appdata\\local\\continuum\\anaconda3\\envs\\n2v_bug\\lib\\site-packages\\keras\\engine\\training_generator.py\u001b[0m in \u001b[0;36mfit_generator\u001b[1;34m(model, generator, steps_per_epoch, epochs, verbose, callbacks, validation_data, validation_steps, validation_freq, class_weight, max_queue_size, workers, use_multiprocessing, shuffle, initial_epoch)\u001b[0m\n\u001b[0;32m 258\u001b[0m \u001b[1;32mbreak\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 259\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 260\u001b[1;33m \u001b[0mcallbacks\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mon_epoch_end\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mepoch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mepoch_logs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 261\u001b[0m \u001b[0mepoch\u001b[0m \u001b[1;33m+=\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 262\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mcallbacks\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmodel\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mstop_training\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32mc:\\users\\m1adfont\\appdata\\local\\continuum\\anaconda3\\envs\\n2v_bug\\lib\\site-packages\\keras\\callbacks\\callbacks.py\u001b[0m in \u001b[0;36mon_epoch_end\u001b[1;34m(self, epoch, logs)\u001b[0m\n\u001b[0;32m 150\u001b[0m \u001b[0mlogs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlogs\u001b[0m \u001b[1;32mor\u001b[0m \u001b[1;33m{\u001b[0m\u001b[1;33m}\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 151\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mcallback\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcallbacks\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 152\u001b[1;33m \u001b[0mcallback\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mon_epoch_end\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mepoch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlogs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 153\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 154\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mon_train_batch_begin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbatch\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlogs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32mc:\\users\\m1adfont\\appdata\\local\\continuum\\anaconda3\\envs\\n2v_bug\\lib\\site-packages\\n2v\\models\\n2v_standard.py\u001b[0m in \u001b[0;36mon_epoch_end\u001b[1;34m(self, epoch, logs)\u001b[0m\n\u001b[0;32m 300\u001b[0m \u001b[0msummary\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mtf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mSummary\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 301\u001b[0m \u001b[0msummary_value\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msummary\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 302\u001b[1;33m \u001b[0msummary_value\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msimple_value\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mvalue\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mitem\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 303\u001b[0m \u001b[0msummary_value\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtag\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 304\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwriter\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd_summary\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msummary\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mepoch\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mAttributeError\u001b[0m: 'float' object has no attribute 'item'"
]
}
],
"source": [
"# We are ready to start training now.\n",
"history = model.train(X, X_val)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### After training, lets plot training and validation loss."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"print(sorted(list(history.history.keys())))\n",
"plt.figure(figsize=(16,5))\n",
"plot_history(history,['loss','val_loss']);"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Export Model to be Used with CSBDeep Fiji Plugins and KNIME Workflows\n",
"See https://github.com/CSBDeep/CSBDeep_website/wiki/Your-Model-in-Fiji for details."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"model.export_TF()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 2
}