diff --git a/AE/01-Prepare-MNIST-dataset.ipynb b/AE/01-Prepare-MNIST-dataset.ipynb index 413926ad402bc2dd9b0892b656db1cc191ed391b..53ad4ed36cc8356518e1c1ad7e03c8dab641d2bf 100644 --- a/AE/01-Prepare-MNIST-dataset.ipynb +++ b/AE/01-Prepare-MNIST-dataset.ipynb @@ -7,12 +7,12 @@ "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n", "\n", "# <!-- TITLE --> [AE1] - Prepare a noisy MNIST dataset\n", - "<!-- DESC --> Episode 1: Preparation of a specially noisy MNIST dataset\n", + "<!-- DESC --> Episode 1: Preparation of a noisy MNIST dataset\n", "\n", "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n", "\n", "## Objectives :\n", - " - Prepare a MNIST dataset, usable with our denoiser autoencoder\n", + " - Prepare a MNIST noisy dataset, usable with our denoiser autoencoder (duration : <50s)\n", "\n", "## What we're going to do :\n", "\n", @@ -72,11 +72,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 2 - Get MNIST original dataset\n", - "We will have: \n", - "`clean_data` : Original and clean images - This is what we will want to get at the **output** \n", - "`noisy_data` : Noisy images - These are the images we will have as **input** \n", - "`class_data` : Image classes - Inutiles, because the training will be unsupervised" + "## Step 2 - Get original dataset\n", + "We load : \n", + "`clean_data` : Original and clean images - This is what we will want to ontain at the **output** of the AE \n", + "`class_data` : Image classes - Useless, because the training will be unsupervised \n", + "We build : \n", + "`noisy_data` : Noisy images - These are the images that we will give as **input** to our AE\n" ] }, { @@ -93,8 +94,7 @@ "metadata": {}, "source": [ "## Step 3 - Add noise\n", - "We will add noise to our input dataset : **x_data** \n", - "Our goal is to predict noiselessly data : **y_data** \n", + "We add noise to the original images (clean_data) to obtain noisy images (noisy_data) \n", "Need 30-40 seconds" ] }, diff --git a/AE/02-AE-with-MNIST.ipynb b/AE/02-AE-with-MNIST.ipynb index f593783e95bb8c93982a3716cb7f3627fc4695be..a96d725da9f61bf5810158acd7163bbd27888eb7 100644 --- a/AE/02-AE-with-MNIST.ipynb +++ b/AE/02-AE-with-MNIST.ipynb @@ -7,13 +7,13 @@ "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n", "\n", "# <!-- TITLE --> [AE2] - Building and training an AE denoiser model\n", - "<!-- DESC --> Episode 1 : After construction, the model is trained with noisy data from the MNIST dataset.\n", + "<!-- DESC --> Episode 1 : Construction of a denoising autoencoder and training of it with a noisy MNIST dataset.\n", "\n", "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n", "\n", "## Objectives :\n", " - Understanding and implementing a denoizing **autoencoder** neurals network (AE)\n", - " - Understanding a more **advanced programming model**\n", + " - First overview or example of Keras procedural syntax\n", "\n", "The calculation needs being important, it is preferable to use a very simple dataset such as MNIST. \n", "The use of a GPU is often indispensable.\n", @@ -23,7 +23,12 @@ " - Defining a VAE model\n", " - Build the model\n", " - Train it\n", - " - Follow the learning process with Tensorboard" + " - Follow the learning process with Tensorboard\n", + " \n", + "## Data Terminology :\n", + "- `clean_train`, `clean_test` for noiseless images \n", + "- `noisy_train`, `noisy_test` for noisy images\n", + "- `denoised_test` for denoised images at the output of the model" ] }, { @@ -42,20 +47,19 @@ "source": [ "import numpy as np\n", "from skimage import io\n", + "import random\n", "\n", "import tensorflow as tf\n", "from tensorflow import keras\n", "from tensorflow.keras import layers\n", - "\n", - "from modules.callbacks import ImagesCallback\n", "from tensorflow.keras.callbacks import ModelCheckpoint, TensorBoard\n", "\n", "import os,sys\n", "from importlib import reload\n", "import h5py\n", "\n", - "from modules.MNIST import MNIST\n", - "from modules.callbacks import ImagesCallback, BestModelCallback\n", + "from modules.MNIST import MNIST\n", + "from modules.ImagesCallback import ImagesCallback\n", "\n", "sys.path.append('..')\n", "import fidle.pwk as pwk\n", @@ -138,7 +142,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 3 - Build model" + "## Step 3 - Build models" ] }, { @@ -286,7 +290,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 7 - Denoising progress" + "## Step 6 - Denoising progress" ] }, { @@ -296,30 +300,94 @@ "outputs": [], "source": [ "imgs=[]\n", - "labels=[]\n", - "for epoch in range(epochs):\n", + "for epoch in range(0,epochs,2):\n", " for i in range(5):\n", " filename = run_dir + '/images/image-{epoch:03d}-{i:02d}.jpg'.format(epoch=epoch, i=i)\n", " img = io.imread(filename)\n", - " imgs.append(img)\n", - " \n", + " imgs.append(img) \n", "\n", - "pwk.subtitle('Real images :')\n", + "pwk.subtitle('Real images (clean_test) :')\n", "pwk.plot_images(clean_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, save_as='02-original-real')\n", "\n", - "pwk.subtitle('Noisy images :')\n", + "pwk.subtitle('Noisy images (noisy_test) :')\n", "pwk.plot_images(noisy_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, save_as='03-original-noisy')\n", "\n", - "pwk.subtitle('Learning...')\n", - "pwk.plot_images(imgs, None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, save_as='04-learning')\n", + "pwk.subtitle('Evolution during the training period (denoised_test) :')\n", + "pwk.plot_images(imgs, None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, y_padding=0.1, save_as='04-learning')\n", "\n", - "pwk.subtitle('Noisy images :')\n", + "pwk.subtitle('Noisy images (noisy_test) :')\n", "pwk.plot_images(noisy_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, save_as=None)\n", "\n", - "pwk.subtitle('Real images :')\n", + "pwk.subtitle('Real images (clean_test) :')\n", "pwk.plot_images(clean_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, save_as=None)\n" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Step 7 - Evaluation\n", + "**Note :** We will use the following data:\\\n", + "`clean_train`, `clean_test` for noiseless images \\\n", + "`noisy_train`, `noisy_test` for noisy images\\\n", + "`denoised_test` for denoised images at the output of the model\n", + " \n", + "### 7.1 - Reload our best model" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "model = keras.models.load_model(f'{run_dir}/models/best_model.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7.2 - Let's make a prediction" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "denoised_test = model.predict(noisy_test)\n", + "\n", + "print('Denoised images (denoised_test) shape : ',denoised_test.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7.3 - Denoised images " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "i=random.randint(0,len(denoised_test)-8)\n", + "j=i+8\n", + "\n", + "pwk.subtitle('Noisy test images (input):')\n", + "pwk.plot_images(noisy_test[i:j], None, indices='all', columns=8, x_size=2,y_size=2, interpolation=None, save_as='05-test-noisy')\n", + "\n", + "pwk.subtitle('Denoised images (output):')\n", + "pwk.plot_images(denoised_test[i:j], None, indices='all', columns=8, x_size=2,y_size=2, interpolation=None, save_as='06-test-predict')\n", + "\n", + "pwk.subtitle('Real test images :')\n", + "pwk.plot_images(clean_test[i:j], None, indices='all', columns=8, x_size=2,y_size=2, interpolation=None, save_as='07-test-real')" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/AE/03-AE-with-MNIST-post.ipynb b/AE/03-AE-with-MNIST-post.ipynb index 6a1d5fb3301c666015a4bc5a5eb40563d5e6a90e..cfa06ca5fb8fc0ba3a52dd759b520db2fcbb25a4 100644 --- a/AE/03-AE-with-MNIST-post.ipynb +++ b/AE/03-AE-with-MNIST-post.ipynb @@ -17,7 +17,12 @@ "## What we're going to do :\n", "\n", " - Reload our dataset and saved best model\n", - " - Encode/decode some test images (neved used, never seen by the model)\n" + " - Encode/decode some test images (neved used, never seen by the model)\n", + " \n", + "## Data Terminology :\n", + "- `clean_train`, `clean_test` for noiseless images \n", + "- `noisy_train`, `noisy_test` for noisy images\n", + "- `denoised_test` for denoised images at the output of the model\n" ] }, { @@ -56,6 +61,7 @@ "metadata": {}, "source": [ "### 1.2 - Parameters\n", + "These **parameters must be identical** to those used during the training in order to have the **same dataset**.\\\n", "`prepared_dataset` : Filename of the prepared dataset (Need 400 Mo, but can be in ./data) \n", "`dataset_seed` : Random seed for shuffling dataset \n", "`scale` : % of the dataset to use (1. for 100%) \n", @@ -74,13 +80,30 @@ "train_prop = .8" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Override parameters (batch mode) - Just forget this cell" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pwk.override('prepared_dataset', 'dataset_seed', 'scale', 'train_prop')" + ] + }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2 - Retrieve dataset\n", "With our MNIST class, in one call, we can reload, rescale, shuffle and split our previously saved dataset :-) \n", - "**Important :** Make sure that the hash is identical to the one used during the training!" + "**Important :** Make sure that the **digest is identical** to the one used during the training !\\\n", + "See : [AE2 / Step 2 - Retrieve dataset](./02-AE-with-MNIST.ipynb#Step-2---Retrieve-dataset)" ] }, { @@ -100,7 +123,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 3 - Reload best model" + "## Step 3 - Evaluation\n", + "**Note :** We will use the following data:\\\n", + "`clean_train`, `clean_test` for noiseless images \\\n", + "`noisy_train`, `noisy_test` for noisy images\\\n", + "`denoised_test` for denoised images at the output of the model\n", + " \n", + "### 3.1 - Reload our best model" ] }, { @@ -109,14 +138,14 @@ "metadata": {}, "outputs": [], "source": [ - "ae = keras.models.load_model(f'{run_dir}/models/best_model.h5')" + "model = keras.models.load_model(f'{run_dir}/models/best_model.h5')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 4 - Image reconstruction" + "### 3.2 - Let's make a prediction" ] }, { @@ -125,15 +154,16 @@ "metadata": {}, "outputs": [], "source": [ - "predi_test = ae.predict(noisy_test)\n", - "print('predi_test shape : ',predi_test.shape)" + "denoised_test = model.predict(noisy_test)\n", + "\n", + "print('Denoised images (denoised_test) shape : ',denoised_test.shape)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 5 - Have a look" + "### 3.3 - Denoised images " ] }, { @@ -142,18 +172,17 @@ "metadata": {}, "outputs": [], "source": [ - "i=random.randint(0,len(predi_test)-8)\n", + "i=random.randint(0,len(denoised_test)-8)\n", "j=i+8\n", "\n", "pwk.subtitle('Noisy test images (input):')\n", "pwk.plot_images(noisy_test[i:j], None, indices='all', columns=8, x_size=2,y_size=2, interpolation=None, save_as='05-test-noisy')\n", "\n", - "pwk.subtitle('Predict test images (output):')\n", - "pwk.plot_images(predi_test[i:j], None, indices='all', columns=8, x_size=2,y_size=2, interpolation=None, save_as='06-test-predict')\n", + "pwk.subtitle('Denoised images (output):')\n", + "pwk.plot_images(denoised_test[i:j], None, indices='all', columns=8, x_size=2,y_size=2, interpolation=None, save_as='06-test-predict')\n", "\n", "pwk.subtitle('Real test images :')\n", - "pwk.plot_images(clean_test[i:j], None, indices='all', columns=8, x_size=2,y_size=2, interpolation=None, save_as='07-test-real')\n", - "\n" + "pwk.plot_images(clean_test[i:j], None, indices='all', columns=8, x_size=2,y_size=2, interpolation=None, save_as='07-test-real')" ] }, { diff --git a/AE/04-ExtAE-with-MNIST.ipynb b/AE/04-ExtAE-with-MNIST.ipynb index 16105b31d9a66ebcdbfe9106a8daeef82edd368f..c93538aaf9820f3567a575b45e10b3c02f71f819 100644 --- a/AE/04-ExtAE-with-MNIST.ipynb +++ b/AE/04-ExtAE-with-MNIST.ipynb @@ -6,13 +6,13 @@ "source": [ "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n", "\n", - "# <!-- TITLE --> [AE4] - Building and training an AE denoiser model\n", - "<!-- DESC --> Episode 1 : After construction, the model is trained with noisy data from the MNIST dataset.\n", + "# <!-- TITLE --> [AE4] - Denoiser and classifier model\n", + "<!-- DESC --> Episode 4 : Construction of a denoiser and classifier model\n", "\n", "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n", "\n", "## Objectives :\n", - " - Understanding and implementing a denoizing **autoencoder** neurals network (AE)\n", + " - Building a multiple output model, able to **denoise** and **classify**\n", " - Understanding a more **advanced programming model**\n", "\n", "The calculation needs being important, it is preferable to use a very simple dataset such as MNIST. \n", @@ -20,10 +20,18 @@ "\n", "## What we're going to do :\n", "\n", - " - Defining a VAE model\n", + " - Defining a multiple output model using Keras procedural programing model\n", " - Build the model\n", " - Train it\n", - " - Follow the learning process with Tensorboard" + " - Follow the learning process\n", + " \n", + "## Data Terminology :\n", + "- `clean_train`, `clean_test` for noiseless images \n", + "- `noisy_train`, `noisy_test` for noisy images\n", + "- `class_train`, `class_test` for the classes to which the images belong \n", + "- `denoised_test` for denoised images at the output of the model\n", + "- `classcat_test` for class prediction in model output (is a softmax)\n", + "- `classid_test` class prediction (ie: argmax of classcat_test)\n" ] }, { @@ -36,112 +44,25 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<style>\n", - "\n", - "div.warn { \n", - " background-color: #fcf2f2;\n", - " border-color: #dFb5b4;\n", - " border-left: 5px solid #dfb5b4;\n", - " padding: 0.5em;\n", - " font-weight: bold;\n", - " font-size: 1.1em;;\n", - " }\n", - "\n", - "\n", - "\n", - "div.nota { \n", - " background-color: #DAFFDE;\n", - " border-left: 5px solid #92CC99;\n", - " padding: 0.5em;\n", - " }\n", - "\n", - "div.todo:before { 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- " float:left;\n", - " margin-right:20px;\n", - " margin-top:-20px;\n", - " margin-bottom:20px;\n", - "}\n", - "div.todo{\n", - " font-weight: bold;\n", - " font-size: 1.1em;\n", - " margin-top:40px;\n", - "}\n", - "div.todo ul{\n", - " margin: 0.2em;\n", - "}\n", - "div.todo li{\n", - " margin-left:60px;\n", - " margin-top:0;\n", - " margin-bottom:0;\n", - "}\n", - "\n", - "div .comment{\n", - " font-size:0.8em;\n", - " color:#696969;\n", - "}\n", - "\n", - "\n", - "\n", - "</style>\n", - "\n" - ], - "text/plain": [ - "<IPython.core.display.HTML object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "<br>**FIDLE 2020 - Practical Work Module**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Version : 2.0.19\n", - "Notebook id : AE4\n", - "Run time : Sunday 14 March 2021, 09:59:18\n", - "TensorFlow version : 2.2.0\n", - "Keras version : 2.3.0-tf\n", - "Datasets dir : /home/pjluc/datasets/fidle\n", - "Run dir : ./run/AE4\n", - "Update keras cache : False\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import numpy as np\n", "from skimage import io\n", + "import random\n", "\n", "import tensorflow as tf\n", "from tensorflow import keras\n", "from tensorflow.keras import layers\n", - "\n", - "from modules.callbacks import ImagesCallback\n", "from tensorflow.keras.callbacks import ModelCheckpoint, TensorBoard\n", "\n", "import os,sys\n", "from importlib import reload\n", "import h5py\n", "\n", - "from modules.MNIST import MNIST\n", - "from modules.callbacks import ImagesCallback, BestModelCallback\n", + "from modules.MNIST import MNIST\n", + "from modules.ImagesCallback import ImagesCallback\n", "\n", "sys.path.append('..')\n", "import fidle.pwk as pwk\n", @@ -156,7 +77,7 @@ "source": [ "### 1.2 - Parameters\n", "`prepared_dataset` : Filename of the prepared dataset (Need 400 Mo, but can be in ./data) \n", - "`dataset_seed` : Random seed for shuffling dataset \n", + "`dataset_seed` : Random seed for shuffling dataset. 'None' mean using /dev/urandom \n", "`scale` : % of the dataset to use (1. for 100%) \n", "`latent_dim` : Dimension of the latent space \n", "`train_prop` : Percentage for train (the rest being for the test)\n", @@ -166,12 +87,12 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "prepared_dataset = './data/mnist-noisy.h5'\n", - "dataset_seed = 123\n", + "dataset_seed = None\n", "\n", "scale = .1\n", "\n", @@ -191,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -209,28 +130,9 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loaded.\n", - "rescaled (0.1).\n", - "Seeded (123)\n", - "Shuffled.\n", - "splited (0.8).\n", - "clean_train shape is : (5600, 28, 28, 1)\n", - "clean_test shape is : (1400, 28, 28, 1)\n", - "noisy_train shape is : (5600, 28, 28, 1)\n", - "noisy_test shape is : (1400, 28, 28, 1)\n", - "class_train shape is : (5600,)\n", - "class_test shape is : (1400,)\n", - "Blake2b digest is : 32086fb6b2d76baafae3\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "clean_train,clean_test, noisy_train,noisy_test, class_train,class_test = MNIST.reload_prepared_dataset(scale = scale, \n", " train_prop = train_prop,\n", @@ -243,7 +145,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 3 - Build model" + "## Step 3 - Build models" ] }, { @@ -255,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -279,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -303,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -324,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -359,7 +261,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -371,7 +273,7 @@ "model = keras.Model(inputs, [denoised, classcat])\n", "\n", "model.compile(optimizer='rmsprop', \n", - " loss=['binary_crossentropy', 'sparse_categorical_crossentropy'],\n", + " loss={'ae':'binary_crossentropy', 'cnn':'sparse_categorical_crossentropy'},\n", " loss_weights=[1,1],\n", " metrics={'cnn':'accuracy'} )" ] @@ -387,7 +289,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -414,78 +316,9 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/30\n", - "44/44 [==============================] - 3s 68ms/step - loss: 0.8241 - ae_loss: 0.1573 - cnn_loss: 0.6668 - cnn_accuracy: 0.7812 - val_loss: 0.7687 - val_ae_loss: 0.1761 - val_cnn_loss: 0.5926 - val_cnn_accuracy: 0.8043\n", - "Epoch 2/30\n", - "44/44 [==============================] - 3s 65ms/step - loss: 0.8104 - ae_loss: 0.1541 - cnn_loss: 0.6563 - cnn_accuracy: 0.7877 - val_loss: 0.7619 - val_ae_loss: 0.1739 - val_cnn_loss: 0.5880 - val_cnn_accuracy: 0.8064\n", - "Epoch 3/30\n", - "44/44 [==============================] - 4s 84ms/step - loss: 0.7915 - ae_loss: 0.1534 - cnn_loss: 0.6381 - cnn_accuracy: 0.7941 - val_loss: 0.7578 - val_ae_loss: 0.1714 - val_cnn_loss: 0.5864 - val_cnn_accuracy: 0.8079\n", - "Epoch 4/30\n", - "44/44 [==============================] - 3s 67ms/step - loss: 0.7867 - ae_loss: 0.1521 - cnn_loss: 0.6346 - cnn_accuracy: 0.7873 - val_loss: 0.7551 - val_ae_loss: 0.1741 - val_cnn_loss: 0.5810 - val_cnn_accuracy: 0.8086\n", - "Epoch 5/30\n", - "44/44 [==============================] - 3s 67ms/step - loss: 0.7818 - ae_loss: 0.1513 - cnn_loss: 0.6305 - cnn_accuracy: 0.7934 - val_loss: 0.7473 - val_ae_loss: 0.1728 - val_cnn_loss: 0.5745 - val_cnn_accuracy: 0.8143\n", - "Epoch 6/30\n", - "44/44 [==============================] - 3s 67ms/step - loss: 0.7786 - ae_loss: 0.1504 - cnn_loss: 0.6283 - cnn_accuracy: 0.7954 - val_loss: 0.7405 - val_ae_loss: 0.1728 - val_cnn_loss: 0.5677 - val_cnn_accuracy: 0.8193\n", - "Epoch 7/30\n", - "44/44 [==============================] - 3s 67ms/step - loss: 0.7690 - ae_loss: 0.1501 - cnn_loss: 0.6189 - cnn_accuracy: 0.7977 - val_loss: 0.7504 - val_ae_loss: 0.1723 - val_cnn_loss: 0.5780 - val_cnn_accuracy: 0.8179\n", - "Epoch 8/30\n", - "44/44 [==============================] - 3s 68ms/step - loss: 0.7497 - ae_loss: 0.1490 - cnn_loss: 0.6008 - cnn_accuracy: 0.8020 - val_loss: 0.7361 - val_ae_loss: 0.1737 - val_cnn_loss: 0.5623 - val_cnn_accuracy: 0.8207\n", - "Epoch 9/30\n", - "44/44 [==============================] - 3s 71ms/step - loss: 0.7512 - ae_loss: 0.1485 - cnn_loss: 0.6027 - cnn_accuracy: 0.8032 - val_loss: 0.7315 - val_ae_loss: 0.1783 - val_cnn_loss: 0.5532 - val_cnn_accuracy: 0.8171\n", - "Epoch 10/30\n", - "44/44 [==============================] - 3s 73ms/step - loss: 0.7511 - ae_loss: 0.1477 - cnn_loss: 0.6034 - cnn_accuracy: 0.8000 - val_loss: 0.7332 - val_ae_loss: 0.1745 - val_cnn_loss: 0.5588 - val_cnn_accuracy: 0.8186\n", - "Epoch 11/30\n", - "44/44 [==============================] - 3s 73ms/step - loss: 0.7359 - ae_loss: 0.1468 - cnn_loss: 0.5891 - cnn_accuracy: 0.8014 - val_loss: 0.7328 - val_ae_loss: 0.1765 - val_cnn_loss: 0.5563 - val_cnn_accuracy: 0.8157\n", - "Epoch 12/30\n", - "44/44 [==============================] - 3s 74ms/step - loss: 0.7362 - ae_loss: 0.1462 - cnn_loss: 0.5900 - cnn_accuracy: 0.8070 - val_loss: 0.7182 - val_ae_loss: 0.1745 - val_cnn_loss: 0.5437 - val_cnn_accuracy: 0.8250\n", - "Epoch 13/30\n", - "44/44 [==============================] - 3s 73ms/step - loss: 0.7299 - ae_loss: 0.1452 - cnn_loss: 0.5847 - cnn_accuracy: 0.8073 - val_loss: 0.7270 - val_ae_loss: 0.1750 - val_cnn_loss: 0.5520 - val_cnn_accuracy: 0.8236\n", - "Epoch 14/30\n", - "44/44 [==============================] - 3s 73ms/step - loss: 0.7310 - ae_loss: 0.1451 - cnn_loss: 0.5859 - cnn_accuracy: 0.8066 - val_loss: 0.7235 - val_ae_loss: 0.1766 - val_cnn_loss: 0.5469 - val_cnn_accuracy: 0.8236\n", - "Epoch 15/30\n", - "44/44 [==============================] - 3s 74ms/step - loss: 0.7069 - ae_loss: 0.1441 - cnn_loss: 0.5628 - cnn_accuracy: 0.8118 - val_loss: 0.7175 - val_ae_loss: 0.1744 - val_cnn_loss: 0.5430 - val_cnn_accuracy: 0.8193\n", - "Epoch 16/30\n", - "44/44 [==============================] - 3s 74ms/step - loss: 0.7081 - ae_loss: 0.1434 - cnn_loss: 0.5647 - cnn_accuracy: 0.8157 - val_loss: 0.7181 - val_ae_loss: 0.1766 - val_cnn_loss: 0.5415 - val_cnn_accuracy: 0.8221\n", - "Epoch 17/30\n", - "44/44 [==============================] - 3s 75ms/step - loss: 0.7022 - ae_loss: 0.1430 - cnn_loss: 0.5592 - cnn_accuracy: 0.8120 - val_loss: 0.7186 - val_ae_loss: 0.1735 - val_cnn_loss: 0.5451 - val_cnn_accuracy: 0.8243\n", - "Epoch 18/30\n", - "44/44 [==============================] - 3s 73ms/step - loss: 0.6904 - ae_loss: 0.1423 - cnn_loss: 0.5481 - cnn_accuracy: 0.8168 - val_loss: 0.7132 - val_ae_loss: 0.1773 - val_cnn_loss: 0.5360 - val_cnn_accuracy: 0.8293\n", - "Epoch 19/30\n", - "44/44 [==============================] - 3s 73ms/step - loss: 0.6944 - ae_loss: 0.1419 - cnn_loss: 0.5524 - cnn_accuracy: 0.8209 - val_loss: 0.7125 - val_ae_loss: 0.1748 - val_cnn_loss: 0.5377 - val_cnn_accuracy: 0.8279\n", - "Epoch 20/30\n", - "44/44 [==============================] - 3s 73ms/step - loss: 0.6949 - ae_loss: 0.1409 - cnn_loss: 0.5540 - cnn_accuracy: 0.8198 - val_loss: 0.7146 - val_ae_loss: 0.1802 - val_cnn_loss: 0.5344 - val_cnn_accuracy: 0.8336\n", - "Epoch 21/30\n", - "44/44 [==============================] - 3s 72ms/step - loss: 0.6855 - ae_loss: 0.1408 - cnn_loss: 0.5447 - cnn_accuracy: 0.8186 - val_loss: 0.7154 - val_ae_loss: 0.1807 - val_cnn_loss: 0.5347 - val_cnn_accuracy: 0.8321\n", - "Epoch 22/30\n", - "44/44 [==============================] - 3s 73ms/step - loss: 0.6874 - ae_loss: 0.1407 - cnn_loss: 0.5467 - cnn_accuracy: 0.8214 - val_loss: 0.7110 - val_ae_loss: 0.1758 - val_cnn_loss: 0.5352 - val_cnn_accuracy: 0.8293\n", - "Epoch 23/30\n", - "44/44 [==============================] - 3s 72ms/step - loss: 0.6878 - ae_loss: 0.1395 - cnn_loss: 0.5483 - cnn_accuracy: 0.8186 - val_loss: 0.7172 - val_ae_loss: 0.1766 - val_cnn_loss: 0.5406 - val_cnn_accuracy: 0.8300\n", - "Epoch 24/30\n", - "44/44 [==============================] - 3s 73ms/step - loss: 0.6834 - ae_loss: 0.1388 - cnn_loss: 0.5446 - cnn_accuracy: 0.8232 - val_loss: 0.7121 - val_ae_loss: 0.1813 - val_cnn_loss: 0.5308 - val_cnn_accuracy: 0.8286\n", - "Epoch 25/30\n", - "44/44 [==============================] - 3s 76ms/step - loss: 0.6703 - ae_loss: 0.1386 - cnn_loss: 0.5317 - cnn_accuracy: 0.8207 - val_loss: 0.7130 - val_ae_loss: 0.1824 - val_cnn_loss: 0.5306 - val_cnn_accuracy: 0.8329\n", - "Epoch 26/30\n", - "44/44 [==============================] - 3s 76ms/step - loss: 0.6751 - ae_loss: 0.1379 - cnn_loss: 0.5372 - cnn_accuracy: 0.8205 - val_loss: 0.7154 - val_ae_loss: 0.1782 - val_cnn_loss: 0.5372 - val_cnn_accuracy: 0.8229\n", - "Epoch 27/30\n", - "44/44 [==============================] - 3s 77ms/step - loss: 0.6481 - ae_loss: 0.1378 - cnn_loss: 0.5103 - cnn_accuracy: 0.8298 - val_loss: 0.7026 - val_ae_loss: 0.1807 - val_cnn_loss: 0.5219 - val_cnn_accuracy: 0.8300\n", - "Epoch 28/30\n", - "44/44 [==============================] - 3s 75ms/step - loss: 0.6477 - ae_loss: 0.1370 - cnn_loss: 0.5107 - cnn_accuracy: 0.8338 - val_loss: 0.7083 - val_ae_loss: 0.1840 - val_cnn_loss: 0.5243 - val_cnn_accuracy: 0.8286\n", - "Epoch 29/30\n", - "44/44 [==============================] - 3s 75ms/step - loss: 0.6496 - ae_loss: 0.1366 - cnn_loss: 0.5130 - cnn_accuracy: 0.8323 - val_loss: 0.7140 - val_ae_loss: 0.1864 - val_cnn_loss: 0.5275 - val_cnn_accuracy: 0.8314\n", - "Epoch 30/30\n", - "44/44 [==============================] - 3s 75ms/step - loss: 0.6524 - ae_loss: 0.1362 - cnn_loss: 0.5162 - cnn_accuracy: 0.8307 - val_loss: 0.7039 - val_ae_loss: 0.1795 - val_cnn_loss: 0.5244 - val_cnn_accuracy: 0.8350\n", - "\n", - "Duration : 00:01:39 778ms\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pwk.chrono_start()\n", "\n", @@ -508,46 +341,9 @@ }, { "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x432 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x432 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x432 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pwk.plot_history(history, plot={'Loss':['loss', 'ae_loss', 'cnn_loss'],\n", " 'Validation loss':['val_loss','val_ae_loss', 'val_cnn_loss'], \n", @@ -558,149 +354,35 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 6 - Have a look\n", - "### 6.1 - Denoising progress" + "## Step 6 - Denoising progress" ] }, { "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "text/markdown": [ - "<br>**Real images :**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 720x169.2 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "<br>**Noisy images :**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 720x169.2 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "<br>**Learning...**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x676.8 with 20 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "<br>**Noisy images :**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x169.2 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "<br>**Real images :**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 720x169.2 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "imgs=[]\n", - "labels=[]\n", "for epoch in range(0,epochs,4):\n", " for i in range(5):\n", " filename = run_dir + '/images/image-{epoch:03d}-{i:02d}.jpg'.format(epoch=epoch, i=i)\n", " img = io.imread(filename)\n", - " imgs.append(img)\n", - " \n", + " imgs.append(img) \n", "\n", - "pwk.subtitle('Real images :')\n", + "pwk.subtitle('Real images (clean_test) :')\n", "pwk.plot_images(clean_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, save_as='02-original-real')\n", "\n", - "pwk.subtitle('Noisy images :')\n", + "pwk.subtitle('Noisy images (noisy_test) :')\n", "pwk.plot_images(noisy_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, save_as='03-original-noisy')\n", "\n", - "pwk.subtitle('Learning...')\n", - "pwk.plot_images(imgs, None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, save_as='04-learning')\n", + "pwk.subtitle('Evolution during the training period (denoised_test) :')\n", + "pwk.plot_images(imgs, None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, y_padding=0.1, save_as='04-learning')\n", "\n", - "pwk.subtitle('Noisy images :')\n", + "pwk.subtitle('Noisy images (noisy_test) :')\n", "pwk.plot_images(noisy_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, save_as=None)\n", "\n", - "pwk.subtitle('Real images :')\n", + "pwk.subtitle('Real images (clean_test) :')\n", "pwk.plot_images(clean_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, save_as=None)\n" ] }, @@ -708,67 +390,97 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### 6.2 - Classification" + "## Step 7 - Evaluation\n", + "**Note :** We will use the following data:\\\n", + "`clean_train`, `clean_test` for noiseless images \\\n", + "`noisy_train`, `noisy_test` for noisy images\\\n", + "`class_train`, `class_test` for the classes to which the images belong \\\n", + "`denoised_test` for denoised images at the output of the model\\\n", + "`classcat_test` for class prediction in model output (is a softmax)\\\n", + "`classid_test` class prediction (ie: argmax of classcat_test)\n", + " \n", + "### 7.1 - Reload our best model" ] }, { "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "data": { - "text/markdown": [ - "<br>**Accuracy :**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Classification accuracy : 0.8371\n" - ] - }, - { - "data": { - "text/markdown": [ - "<br>**Few examples :**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 864x1652.4 with 200 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "pwk.subtitle(\"Accuracy :\")\n", + "model = keras.models.load_model(f'{run_dir}/models/best_model.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7.2 - Let's make a prediction\n", + "Note that our model will returns 2 outputs : **denoised images** from output 1 and **class prediction** from output 2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "denoised_test, classcat_test = model.predict(noisy_test)\n", + "\n", + "print('Denoised images (denoised_test) shape : ',denoised_test.shape)\n", + "print('Predicted classes (classcat_test) shape : ',classcat_test.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7.3 - Denoised images " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "i=random.randint(0,len(denoised_test)-8)\n", + "j=i+8\n", "\n", + "pwk.subtitle('Noisy test images (input):')\n", + "pwk.plot_images(noisy_test[i:j], None, indices='all', columns=8, x_size=2,y_size=2, interpolation=None, save_as='05-test-noisy')\n", + "\n", + "pwk.subtitle('Denoised images (output):')\n", + "pwk.plot_images(denoised_test[i:j], None, indices='all', columns=8, x_size=2,y_size=2, interpolation=None, save_as='06-test-predict')\n", + "\n", + "pwk.subtitle('Real test images :')\n", + "pwk.plot_images(clean_test[i:j], None, indices='all', columns=8, x_size=2,y_size=2, interpolation=None, save_as='07-test-real')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7.4 - Class prediction\n", + "Note: The evaluation requires the noisy images as input (noisy_test) and the 2 expected outputs:\n", + " - the images without noise (clean_test)\n", + " - the classes (class_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "score = model.evaluate(noisy_test, [clean_test, class_test], verbose=0)\n", + "\n", + "pwk.subtitle(\"Accuracy :\")\n", "print(f'Classification accuracy : {score[3]:4.4f}')\n", "\n", "pwk.subtitle(\"Few examples :\")\n", - "\n", - "clean_pred, class_sigmoid = model.predict(noisy_test)\n", - "class_pred = np.argmax(class_sigmoid, axis=-1)\n", - "pwk.plot_images(noisy_test, class_test, range(0,200), columns=12, x_size=1, y_size=1, y_pred=class_pred, save_as='04-predictions')" + "classid_test = np.argmax(classcat_test, axis=-1)\n", + "pwk.plot_images(noisy_test, class_test, range(0,200), columns=12, x_size=1, y_size=1, y_pred=classid_test, save_as='04-predictions')" ] }, { diff --git a/AE/05-ExtAE-with-MNIST.ipynb b/AE/05-ExtAE-with-MNIST.ipynb index 3bc6900c910c9e4e70879a6390733dd4513096fc..c39ea248e01fdda4044e6a0e29d7f78b5d9c58fd 100644 --- a/AE/05-ExtAE-with-MNIST.ipynb +++ b/AE/05-ExtAE-with-MNIST.ipynb @@ -6,24 +6,32 @@ "source": [ "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n", "\n", - "# <!-- TITLE --> [AE4] - Building and training an AE denoiser model\n", - "<!-- DESC --> Episode 1 : After construction, the model is trained with noisy data from the MNIST dataset.\n", + "# <!-- TITLE --> [AE5] - Advanced denoiser and classifier model\n", + "<!-- DESC --> Episode 5 : Construction of an advanced denoiser and classifier model\n", "\n", "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n", "\n", "## Objectives :\n", - " - Understanding and implementing a denoizing **autoencoder** neurals network (AE)\n", - " - Understanding a more **advanced programming model**\n", + " - Building a multiple output model, able to **denoise** and **classify**\n", + " - Understanding a more complex **advanced programming model**\n", "\n", "The calculation needs being important, it is preferable to use a very simple dataset such as MNIST. \n", "The use of a GPU is often indispensable.\n", "\n", "## What we're going to do :\n", "\n", - " - Defining a VAE model\n", + " - Defining a multiple output model using Keras procedural programing model\n", " - Build the model\n", " - Train it\n", - " - Follow the learning process with Tensorboard" + " - Follow the learning process\n", + " \n", + "## Data Terminology :\n", + "- `clean_train`, `clean_test` for noiseless images \n", + "- `noisy_train`, `noisy_test` for noisy images\n", + "- `class_train`, `class_test` for the classes to which the images belong \n", + "- `denoised_test` for denoised images at the output of the model\n", + "- `classcat_test` for class prediction in model output (is a softmax)\n", + "- `classid_test` class prediction (ie: argmax of classcat_test)\n" ] }, { @@ -36,118 +44,31 @@ }, { "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<style>\n", - "\n", - "div.warn 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10:51:46\n", - "TensorFlow version : 2.2.0\n", - "Keras version : 2.3.0-tf\n", - "Datasets dir : /home/pjluc/datasets/fidle\n", - "Run dir : ./run/AE4\n", - "Update keras cache : False\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import numpy as np\n", "from skimage import io\n", + "import random\n", "\n", "import tensorflow as tf\n", "from tensorflow import keras\n", "from tensorflow.keras import layers\n", - "\n", - "from modules.callbacks import ImagesCallback\n", "from tensorflow.keras.callbacks import ModelCheckpoint, TensorBoard\n", "\n", "import os,sys\n", "from importlib import reload\n", "import h5py\n", "\n", - "from modules.MNIST import MNIST\n", - "from modules.callbacks import ImagesCallback, BestModelCallback\n", + "from modules.MNIST import MNIST\n", + "from modules.ImagesCallback import ImagesCallback\n", "\n", "sys.path.append('..')\n", "import fidle.pwk as pwk\n", "\n", - "run_dir = './run/AE4'\n", - "datasets_dir = pwk.init('AE4', run_dir)" + "run_dir = './run/AE5'\n", + "datasets_dir = pwk.init('AE5', run_dir)" ] }, { @@ -166,12 +87,12 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ "prepared_dataset = './data/mnist-noisy.h5'\n", - "dataset_seed = 123\n", + "dataset_seed = None\n", "\n", "scale = .1\n", "\n", @@ -191,7 +112,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -209,28 +130,9 @@ }, { "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loaded.\n", - "rescaled (0.1).\n", - "Seeded (123)\n", - "Shuffled.\n", - "splited (0.8).\n", - "clean_train shape is : (5600, 28, 28, 1)\n", - "clean_test shape is : (1400, 28, 28, 1)\n", - "noisy_train shape is : (5600, 28, 28, 1)\n", - "noisy_test shape is : (1400, 28, 28, 1)\n", - "class_train shape is : (5600,)\n", - "class_test shape is : (1400,)\n", - "Blake2b digest is : 32086fb6b2d76baafae3\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "clean_train,clean_test, noisy_train,noisy_test, class_train,class_test = MNIST.reload_prepared_dataset(scale = scale, \n", " train_prop = train_prop,\n", @@ -255,7 +157,7 @@ }, { "cell_type": "code", - "execution_count": 41, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -279,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -303,7 +205,7 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -324,7 +226,7 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -354,7 +256,7 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -384,7 +286,7 @@ }, { "cell_type": "code", - "execution_count": 46, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -403,7 +305,7 @@ "model = keras.Model(inputs, [denoised, classcat])\n", "\n", "model.compile(optimizer='rmsprop', \n", - " loss=['binary_crossentropy', 'sparse_categorical_crossentropy'],\n", + " loss={'ae':'binary_crossentropy', 'cnn':'sparse_categorical_crossentropy'},\n", " loss_weights=[1,1],\n", " metrics={'cnn':'accuracy'} )" ] @@ -419,7 +321,7 @@ }, { "cell_type": "code", - "execution_count": 47, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -446,48 +348,9 @@ }, { "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/15\n", - "44/44 [==============================] - 4s 94ms/step - loss: 2.5191 - ae_loss: 0.3292 - cnn_loss: 2.1899 - cnn_accuracy: 0.1970 - val_loss: 2.0900 - val_ae_loss: 0.2759 - val_cnn_loss: 1.8141 - val_cnn_accuracy: 0.4814\n", - "Epoch 2/15\n", - "44/44 [==============================] - 4s 89ms/step - loss: 1.7596 - ae_loss: 0.2677 - cnn_loss: 1.4920 - cnn_accuracy: 0.5013 - val_loss: 1.3883 - val_ae_loss: 0.2652 - val_cnn_loss: 1.1231 - val_cnn_accuracy: 0.6400\n", - "Epoch 3/15\n", - "44/44 [==============================] - 4s 89ms/step - loss: 1.4171 - ae_loss: 0.2669 - cnn_loss: 1.1502 - cnn_accuracy: 0.6102 - val_loss: 1.2251 - val_ae_loss: 0.2700 - val_cnn_loss: 0.9551 - val_cnn_accuracy: 0.7093\n", - "Epoch 4/15\n", - "44/44 [==============================] - 4s 89ms/step - loss: 1.2619 - ae_loss: 0.2646 - cnn_loss: 0.9973 - cnn_accuracy: 0.6570 - val_loss: 1.1029 - val_ae_loss: 0.2637 - val_cnn_loss: 0.8392 - val_cnn_accuracy: 0.7364\n", - "Epoch 5/15\n", - "44/44 [==============================] - 4s 90ms/step - loss: 1.1632 - ae_loss: 0.2646 - cnn_loss: 0.8986 - cnn_accuracy: 0.6952 - val_loss: 1.0825 - val_ae_loss: 0.2652 - val_cnn_loss: 0.8173 - val_cnn_accuracy: 0.7343\n", - "Epoch 6/15\n", - "44/44 [==============================] - 4s 95ms/step - loss: 1.0850 - ae_loss: 0.2629 - cnn_loss: 0.8220 - cnn_accuracy: 0.7264 - val_loss: 0.9899 - val_ae_loss: 0.2623 - val_cnn_loss: 0.7276 - val_cnn_accuracy: 0.7757\n", - "Epoch 7/15\n", - "44/44 [==============================] - 4s 102ms/step - loss: 1.0137 - ae_loss: 0.2602 - cnn_loss: 0.7535 - cnn_accuracy: 0.7493 - val_loss: 0.9146 - val_ae_loss: 0.2573 - val_cnn_loss: 0.6573 - val_cnn_accuracy: 0.7814\n", - "Epoch 8/15\n", - "44/44 [==============================] - 4s 101ms/step - loss: 0.9631 - ae_loss: 0.2546 - cnn_loss: 0.7085 - cnn_accuracy: 0.7650 - val_loss: 0.9173 - val_ae_loss: 0.2543 - val_cnn_loss: 0.6630 - val_cnn_accuracy: 0.7836\n", - "Epoch 9/15\n", - "44/44 [==============================] - 4s 102ms/step - loss: 0.9185 - ae_loss: 0.2482 - cnn_loss: 0.6704 - cnn_accuracy: 0.7777 - val_loss: 0.8963 - val_ae_loss: 0.2578 - val_cnn_loss: 0.6385 - val_cnn_accuracy: 0.7986\n", - "Epoch 10/15\n", - "44/44 [==============================] - 5s 102ms/step - loss: 0.8806 - ae_loss: 0.2429 - cnn_loss: 0.6378 - cnn_accuracy: 0.7827 - val_loss: 0.8187 - val_ae_loss: 0.2403 - val_cnn_loss: 0.5783 - val_cnn_accuracy: 0.8214\n", - "Epoch 11/15\n", - "44/44 [==============================] - 5s 109ms/step - loss: 0.8303 - ae_loss: 0.2326 - cnn_loss: 0.5977 - cnn_accuracy: 0.7993 - val_loss: 0.7966 - val_ae_loss: 0.2319 - val_cnn_loss: 0.5647 - val_cnn_accuracy: 0.8257\n", - "Epoch 12/15\n", - "44/44 [==============================] - 4s 102ms/step - loss: 0.8063 - ae_loss: 0.2223 - cnn_loss: 0.5840 - cnn_accuracy: 0.8048 - val_loss: 0.7636 - val_ae_loss: 0.2221 - val_cnn_loss: 0.5415 - val_cnn_accuracy: 0.8293\n", - "Epoch 13/15\n", - "44/44 [==============================] - 5s 103ms/step - loss: 0.7767 - ae_loss: 0.2160 - cnn_loss: 0.5607 - cnn_accuracy: 0.8155 - val_loss: 0.7511 - val_ae_loss: 0.2119 - val_cnn_loss: 0.5392 - val_cnn_accuracy: 0.8300\n", - "Epoch 14/15\n", - "44/44 [==============================] - 5s 102ms/step - loss: 0.7502 - ae_loss: 0.2088 - cnn_loss: 0.5414 - cnn_accuracy: 0.8246 - val_loss: 0.7596 - val_ae_loss: 0.2085 - val_cnn_loss: 0.5511 - val_cnn_accuracy: 0.8293\n", - "Epoch 15/15\n", - "44/44 [==============================] - 5s 111ms/step - loss: 0.7143 - ae_loss: 0.2021 - cnn_loss: 0.5122 - cnn_accuracy: 0.8271 - val_loss: 0.7225 - val_ae_loss: 0.2109 - val_cnn_loss: 0.5116 - val_cnn_accuracy: 0.8371\n", - "\n", - "Duration : 00:01:08 822ms\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pwk.chrono_start()\n", "\n", @@ -510,46 +373,9 @@ }, { "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x432 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x432 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 576x432 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pwk.plot_history(history, plot={'Loss':['loss', 'ae_loss', 'cnn_loss'],\n", " 'Validation loss':['val_loss','val_ae_loss', 'val_cnn_loss'], \n", @@ -560,149 +386,35 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 6 - Have a look\n", - "### 6.1 - Denoising progress" + "## Step 6 - Denoising progress" ] }, { "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "text/markdown": [ - "<br>**Real images :**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 720x169.2 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "<br>**Noisy images :**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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- "text/plain": [ - "<Figure size 720x169.2 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "<br>**Learning...**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x676.8 with 20 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "<br>**Noisy images :**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 720x169.2 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/markdown": [ - "<br>**Real images :**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAj8AAAByCAYAAAC89bCsAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAAAPOUlEQVR4nO3da2xVxRbA8eEWRIJiRUsRjNHaig8UQQxK8IWlBCRUK6KRRAEfkApIhIhRjEIiwgcBeTQqsaAxWsCmQiFEDShgShAUDJIY1MbKS1pQ0CCgtL0fvC7WDN3n7p5He86Z/+/Tmqy99xndnNPJPNs0NjYaAAAAX/yntSsAAADQkmj8AAAAr9D4AQAAXqHxAwAAvELjBwAAeKVt2AuLi4tZFpYESkpK2sT6DN5lcojHuzSG95ks+G6mD95lemnqfdLzAwAAvBK65+dfJSUliagH/o/i4uK4P5N32ToS8S6N4X22Fr6b6YN3mV4ivU96fgAAgFdo/AAAAK/Q+AEAAF6h8QMAALxC4wcAAHiFxg8AAPAKjR8AAOCVZu/zk2qKiookrqiosHIFBQUSf/zxxy1WJwAA0Hro+QEAAF6h8QMAALxC4wcAAHglLef8/PnnnxJXVVVJ3KaNfbBrx44dW6xOAOCjb775RuIFCxYEXnf//fdb5aFDhyasTgA9PwAAwCs0fgAAgFfSctirrKxM4tra2sDr+vbt2xLVQQw+//zzJuNIXn755YTUBclP/xsZOHCglRs5cqTE+jcCsTt9+rTEo0aNsnKrV6+W+OTJk4HPOHLkiFW++eabJc7Kyoq1ioCFnh8AAOAVGj8AAMArNH4AAIBX0nLOD5JPNHN3jDFmxowZzf6sSPe89NJLVvnOO+9sMkbyePPNN63y8uXLA6/97bffJHa3tsjLy4tvxTz33nvvSbxo0SKJt27dGtXzVq1aZZX1kUPl5eVWjmXwLeOuu+6yyu53KqzGxsaonjFt2jSJBw8eHNVnB6HnBwAAeIXGDwAA8ArDXogbPZzldpcmC3dITJc/++wzK8cwWOz0EmhjjPn1118lXrp0qcTV1dXWdXoIRN9jjDEXXXSRxIcPH7ZyDQ0NEnfo0MHKDR8+PGy18T+HDh2SePr06VZu5cqVEh87dizun62XxY8YMcLKXXXVVRK7w6A9evSIe1188tFHH0m8ceNGK5eRkRHVM+vr66N6RmZmpsQMewEAAMSAxg8AAPAKjR8AAOCVtJzzo5dgInHceT2RlrC7S8zDiuaoCrceuhxpGbx7H3N+Yud+Fx977LFQ93Xv3l3iNWvWWLmCggKJH3300cDP088wxj4uAeFMmDBB4g8//DDuz2/b9syfIHdOx/fffy/xnj17rJw+KT4/P9/K6bl7ubm5camnT/RxJK2tsrIyYc+m5wcAAHiFxg8AAPBKWgx7ffLJJ1Z5y5Ytoe5buHChxHrZpmvs2LFWeeLEic2onT90d3NrDhm5n63L0ewYjeb54IMPJHa/O3p3V53LycmxrhszZozEXbt2tXI//PCDxJs2bbJyeuiksLCwOdWGMWb27NlWed26daHue/HFFyXetm2blVu/fr3Ef//9t5Vbu3atxHo40xhjamtrJS4qKrJyVVVVEu/bty+wLsuWLbNy7du3b7L+aDkXX3yxVZ4zZ47Eb7/9tpULO0weDXp+AACAV2j8AAAAr9D4AQAAXkmLOT/u1uqnTp0Kdd8vv/wisd7G3fXss89a5YqKCon1/AZjjMnOzg712enAPQ4iWYU9aoOl7fHxyiuvSKxPczbGmN69e0u8YMECid2jKDR9zIExxsyaNUvimpoaK9enTx+Jx40bF7LGftuxY4fEc+fOtXLHjx8PvO/VV1+VeNiwYRJPmjTJuk7/fuojTYwx5o033pDYnfPTpUsXib/44gsrp484cY8/KSsrk3jy5MlWrl+/fgaRlZaWSux+f6M91b1///4SP/7444HXPfLII1E9Pxr0/AAAAK/Q+AEAAF5Ji2Ev3X2eCO4wmt4JWO9Caoxfw17Jqjk7TyfL8vxUtn//fqt89OhRiTt37mzl9LBKpKEurbi42Cq/8847Eo8ePdrK6WWzaJreKsAYe5iqrq4u8L4nn3zSKg8dOlTinj17Bt6nly/PmzfPyuldo6urq62cu/2BtmHDBolvvPHGwOu2bt1qlRn2+oc+ud0YY0pKSiQ+ffq0xCtWrAh8hrtkPdXQ8wMAALxC4wcAAHiFxg8AAPBKys75+fHHH5uMm0OfNN6rVy8rN3PmTIn1CcIuvc26McYMGDAgqrogNvr090hzfCIdfYHouKenX3jhhRIfOHDAyunjBu644w6J//rrL+s6vbTZPaJAn87unuqelZUVrtIe08dNGHP2MnJNz6dxj/WJNM9H08ujL7jgAisX7fEFl1xyicTu8Sd6CxP32CJ3Gb6v7r33Xqv8zDPPSLx3716JBw0aZF2n36U7f0t/n1MBPT8AAMArNH4AAIBXUnbY66233pL44MGDoe7Rw1zG2EMlrsrKSol37twZeJ3bhTxlyhSJMzIyQtULzcdy9uSld+rdvXu3ldPvQg9JuMNVurv9vvvus3J6V2CGucL5+eefJR4/fnzo+/Quzpdddllc64TksXnzZon1UvchQ4ZY1+mtXYqKiqycHlJ0/9YmI3p+AACAV2j8AAAAr6TssNeWLVskjnTY2j333CPxCy+8EPr5utvdXW2iffrpp1Z5165dEkfaeRTNF+k96+Est8uVoa6WVVhYKLG7IkSvJNEHXrpDW9dff73E5eXl8a6id2bPnh3qOvfQSX0QrbuTd6dOnWKvWJS+/PJLifXqLpf+t4hg7orNf61evTqwPG3aNCvX0NAQ/4olED0/AADAKzR+AACAV2j8AAAAr6TMnJ8TJ05Y5ZMnT4a6b8mSJRK3a9cu9OddeeWVoa7r2LGjVW7fvn3oz8DZ3CXr7pL2fzVn2wK0rNtvv11i930+8cQTEutls/Pnz7euc3egRfO4u95v37498NrzzjtP4oceesjKZWdnNxm3tK+++soql5aWBl7boUMHifPy8hJWJx/k5uZaZb0T9O+//27l9KkIOTk5Vs7diT0Z0PMDAAC8QuMHAAB4JWWGvdauXWuVI3XjauPGjZP46aeftnIDBw4MvE/vIhvJAw88YJWvueaaUPfhDD00EjTMZQw7Naci9/BLvV1BpK0LbrvttoTVyQcbNmywytu2bQu8Vr+jsMP9LWHjxo0SL1261MpVVFQE3qeHxFnqnjj6AGNjjOnWrZvER44caenqNBs9PwAAwCs0fgAAgFdo/AAAAK+kzJyfSEsbI/n6668lvvXWW61cfX29xFVVVVautrY21PPHjh0bVb1wBvN80lddXZ1V1vN89DYRx48ft66bOnWqxPn5+VZOH32Bph09ejT0taNGjZL48ssvj39lQlqzZo1V1vMpI21t0rdvX6s8efLkuNarNezcuVNiPffJmLPnrrYWtx69evWSeOHChVZOL5FPFvT8AAAAr9D4AQAAXkmZYa9o6SWRBw4csHJ6Oftrr70W+pm6e++GG26IoXZ+irQbsx7mMiY1hrrcXYxToc4txd364aabbpJYv+s5c+ZY1+mT3BcvXmzl9AnlmZmZ8ahm2tmxY0dgzh3aevjhhxNcmzPc4bjNmzdLPHLkSCunh7rcnfP10Kd+RlPXpqKCggKJ3Z2Ua2pqJB4+fLiVu/rqqyXu2rVr3Ov13XffSXzuuedaOb2ztt5iJlnR8wMAALxC4wcAAHiFxg8AAPBKUs/50eOL7lL0sPRS9MOHD1u5gwcPShxpq/0ePXpY5RUrVkjcqVOnqOqFpiXTfBk9l8ed1zNjxgyJ3RPmk+m/oTXs2rVLYncLfD1/R8//0SfBG2PP+Vm5cqWVmzJlisTM+Wna/v37A3P6FHdj7LmQnTt3jntdFi1aJLGer2VM5Hpq48ePt8rz58+PuV7JTP+tysjIsHJ6Gbm7pLx///4SuyerP/fccxK7f9Oiqdf69eut3OjRoyXu169fVM9vSfT8AAAAr9D4AQAAXknqYa8TJ05I7C73C+vbb7+N6j59qvT06dOtXF5eXlTP9JkeNtJDRq0tUr3coS5ND21FWrrvo1WrVkl8zjnnWLnu3bs3ec+ECROsst6GYvfu3VZOD9PwXWzaddddZ5U3bdoksfubOHHiRImXLFli5S699FKJ9+3bZ+XefffdJp/p7kisl7c3NDQE1rlPnz5WedasWRJH2gU+Hen3pXe6NsaYQ4cOBd6nl/3rZxhjv5fq6uqo6qX/Pbi/l3rYKxXQ8wMAALxC4wcAAHiFxg8AAPBKUs/56dmzp8TumK97DEI0Jk2aJPGgQYOs3N133y2x3rYb0Yk0fybR9Jwcdz5C2Hk9LGcP5i5X1vN15s2bZ+WC5vy4z9DzRNzl1926dYumml7Rv23GGLNu3TqJf/rpJyunvwPuHKrevXtLHOnIjLBuueUWq1xYWCix3pbEGGO6dOkS8+elqgEDBki8bNkyKzds2LBQz6ivr7fKtbW1Er/++utW7qmnnpK4bdvgZoGui/vbmZ2dHapeyYKeHwAA4BUaPwAAwCtJPezVrl07iXVXujHG5OfnS7x3714rp3cD1V3memdYY87efRatzx3eTPRwGUNbscvKyrLK559/vsR6V1lj7FOn9dLpyspK67q6ujqJ9U7Qxpx9KjnOpv8/G2NMWVmZxIMHD7Zyx44dC3xO2KGuK664QmJ3B+nnn39e4hEjRli5SEMs+Ie7W7LeDd1dzh7JqVOnJJ46daqV0yccuEOmmh4GdXdlTzX0/AAAAK/Q+AEAAF6h8QMAALySMgOu7hLMmpqaVqoJohHpCAi9TXoi5vjouTzuPB7m9cTOnTPy4IMPSjxz5kwr587fCaKXxFdVVcVQOxhjzxvZvn27lSspKZH4jz/+CHzGkCFDrLJ+R9dee63Ees4XYpeZmWmVy8vLJXa/e6WlpRLroy6Msef1uNztD4LorQlSHT0/AADAKzR+AACAV1Jm2Avpwx0C02U3p4el9JAYw1fJw13qrt/hnj17rNzy5csl1jv65uTkWNeNGTMmjjWElpuba5Xnzp3bSjVBNPQwmDsk5p60jmD0/AAAAK/Q+AEAAF6h8QMAALzCnB8klUhL4pnXk3ref//9iGUAaA30/AAAAK/Q+AEAAF6h8QMAALxC4wcAAHiFxg8AAPAKjR8AAOAVGj8AAMArNH4AAIBXmr3JYXFxcSLqgVbAu0wvvM/0wbtMH7zL5ETPDwAA8EqbxsbG1q4DAABAi6HnBwAAeIXGDwAA8AqNHwAA4BUaPwAAwCs0fgAAgFdo/AAAAK/Q+AEAAF6h8QMAALxC4wcAAHjlvwELQXr9KVsgAAAAAElFTkSuQmCC\n", - "text/plain": [ - "<Figure size 720x169.2 with 5 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "imgs=[]\n", - "labels=[]\n", "for epoch in range(0,epochs,4):\n", " for i in range(5):\n", " filename = run_dir + '/images/image-{epoch:03d}-{i:02d}.jpg'.format(epoch=epoch, i=i)\n", " img = io.imread(filename)\n", - " imgs.append(img)\n", - " \n", + " imgs.append(img) \n", "\n", - "pwk.subtitle('Real images :')\n", + "pwk.subtitle('Real images (clean_test) :')\n", "pwk.plot_images(clean_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, save_as='02-original-real')\n", "\n", - "pwk.subtitle('Noisy images :')\n", + "pwk.subtitle('Noisy images (noisy_test) :')\n", "pwk.plot_images(noisy_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, save_as='03-original-noisy')\n", "\n", - "pwk.subtitle('Learning...')\n", - "pwk.plot_images(imgs, None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, save_as='04-learning')\n", + "pwk.subtitle('Evolution during the training period (denoised_test) :')\n", + "pwk.plot_images(imgs, None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, y_padding=0.1, save_as='04-learning')\n", "\n", - "pwk.subtitle('Noisy images :')\n", + "pwk.subtitle('Noisy images (noisy_test) :')\n", "pwk.plot_images(noisy_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, save_as=None)\n", "\n", - "pwk.subtitle('Real images :')\n", + "pwk.subtitle('Real images (clean_test) :')\n", "pwk.plot_images(clean_test[:5], None, indices='all', columns=5, x_size=2,y_size=2, interpolation=None, save_as=None)\n" ] }, @@ -710,67 +422,97 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### 6.2 - Classification" + "## Step 7 - Evaluation\n", + "**Note :** We will use the following data:\\\n", + "`clean_train`, `clean_test` for noiseless images \\\n", + "`noisy_train`, `noisy_test` for noisy images\\\n", + "`class_train`, `class_test` for the classes to which the images belong \\\n", + "`denoised_test` for denoised images at the output of the model\\\n", + "`classcat_test` for class prediction in model output (is a softmax)\\\n", + "`classid_test` class prediction (ie: argmax of classcat_test)\n", + " \n", + "### 7.1 - Reload our best model" ] }, { "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "data": { - "text/markdown": [ - "<br>**Accuracy :**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Classification accuracy : 0.8371\n" - ] - }, - { - "data": { - "text/markdown": [ - "<br>**Few examples :**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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\n", - "text/plain": [ - "<Figure size 864x1652.4 with 200 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ - "pwk.subtitle(\"Accuracy :\")\n", + "model = keras.models.load_model(f'{run_dir}/models/best_model.h5')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7.2 - Let's make a prediction\n", + "Note that our model will returns 2 outputs : **denoised images** from output 1 and **class prediction** from output 2" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "denoised_test, classcat_test = model.predict(noisy_test)\n", + "\n", + "print('Denoised images (denoised_test) shape : ',denoised_test.shape)\n", + "print('Predicted classes (classcat_test) shape : ',classcat_test.shape)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7.3 - Denoised images " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "i=random.randint(0,len(denoised_test)-8)\n", + "j=i+8\n", "\n", + "pwk.subtitle('Noisy test images (input):')\n", + "pwk.plot_images(noisy_test[i:j], None, indices='all', columns=8, x_size=2,y_size=2, interpolation=None, save_as='05-test-noisy')\n", + "\n", + "pwk.subtitle('Denoised images (output):')\n", + "pwk.plot_images(denoised_test[i:j], None, indices='all', columns=8, x_size=2,y_size=2, interpolation=None, save_as='06-test-predict')\n", + "\n", + "pwk.subtitle('Real test images :')\n", + "pwk.plot_images(clean_test[i:j], None, indices='all', columns=8, x_size=2,y_size=2, interpolation=None, save_as='07-test-real')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### 7.4 - Class prediction\n", + "Note: The evaluation requires the noisy images as input (noisy_test) and the 2 expected outputs:\n", + " - the images without noise (clean_test)\n", + " - the classes (class_test)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ "score = model.evaluate(noisy_test, [clean_test, class_test], verbose=0)\n", + "\n", + "pwk.subtitle(\"Accuracy :\")\n", "print(f'Classification accuracy : {score[3]:4.4f}')\n", "\n", "pwk.subtitle(\"Few examples :\")\n", - "\n", - "clean_pred, class_sigmoid = model.predict(noisy_test)\n", - "class_pred = np.argmax(class_sigmoid, axis=-1)\n", - "pwk.plot_images(noisy_test, class_test, range(0,200), columns=12, x_size=1, y_size=1, y_pred=class_pred, save_as='04-predictions')" + "classid_test = np.argmax(classcat_test, axis=-1)\n", + "pwk.plot_images(noisy_test, class_test, range(0,200), columns=12, x_size=1, y_size=1, y_pred=classid_test, save_as='04-predictions')" ] }, { diff --git a/AE/modules/AE.py b/AE/modules/AE.py deleted file mode 100644 index f701fbd58966768a5ab805394c4c1a3317ef2e5b..0000000000000000000000000000000000000000 --- a/AE/modules/AE.py +++ /dev/null @@ -1,72 +0,0 @@ -# ------------------------------------------------------------------ -# _____ _ _ _ -# | ___(_) __| | | ___ -# | |_ | |/ _` | |/ _ \ -# | _| | | (_| | | __/ -# |_| |_|\__,_|_|\___| AE Example -# ------------------------------------------------------------------ -# Formation Introduction au Deep Learning (FIDLE) -# CNRS/SARI/DEVLOG 2020 - S. Arias, E. Maldonado, JL. Parouty -# ------------------------------------------------------------------ -# by JL Parouty (dec 2020), based on François Chollet example -# -# See : https://keras.io/examples/generative/vae -# See : https://keras.io/api/models/model/ -# See : https://keras.io/guides/customizing_what_happens_in_fit/ - -import numpy as np -import tensorflow as tf -from tensorflow import keras -from tensorflow.keras import layers - -class AE(keras.Model): - - def __init__(self, encoder=None, decoder=None, **kwargs): - super(AE, self).__init__(**kwargs) - self.encoder = encoder - self.decoder = decoder - - def call(self, inputs): - z = self.encoder(inputs) - y_pred = self.decoder(z) - return y_pred - - - def train_step(self, data): - - x, y = data - - with tf.GradientTape() as tape: - z = self.encoder(x) - y_pred = self.decoder(z) - # Compute the loss value - loss = self.compiled_loss(y, y_pred, regularization_losses=self.losses) - - # ---- Compute gradients - # - trainable_vars = self.trainable_variables - gradients = tape.gradient(loss, trainable_vars) - - # ---- Update weights - # - self.optimizer.apply_gradients(zip(gradients, trainable_vars)) - - # ---- Update metrics (includes the metric that tracks the loss) - # - self.compiled_metrics.update_state(y, y_pred) - - # ---- Return a dict mapping metric names to current value - # - return {m.name: m.result() for m in self.metrics} -# return {"loss":loss} - - - - def reload(self,filename): - self.encoder = keras.models.load_model(f'{filename}-enc.h5') - self.decoder = keras.models.load_model(f'{filename}-dec.h5') - print('Reloaded.') - - def save(self,filename): - self.encoder.save(f'{filename}-enc.h5') - self.decoder.save(f'{filename}-dec.h5') \ No newline at end of file diff --git a/AE/modules/callbacks.py b/AE/modules/ImagesCallback.py similarity index 72% rename from AE/modules/callbacks.py rename to AE/modules/ImagesCallback.py index 52eb7326f6fa584a57ecc72a4d55f9b6f853881c..5962bb9f3e440cc28c2954f35ed20c84ba344fc4 100644 --- a/AE/modules/callbacks.py +++ b/AE/modules/ImagesCallback.py @@ -42,22 +42,3 @@ class ImagesCallback(Callback): plt.imsave(filename, image, cmap='gray_r') else: plt.imsave(filename, image) - - - - -class BestModelCallback(Callback): - - def __init__(self, filename= 'best-model' ): - self.filename = filename - self.loss = np.Inf - - def on_train_begin(self, logs=None): - self.loss = np.Inf - - def on_epoch_end(self, epoch, logs=None): - current = logs.get("loss") - if current<self.loss: - self.loss = current - self.model.save(self.filename) - print(' '*10,'(saved) ', end='') diff --git a/AE/modules/MNIST.py b/AE/modules/MNIST.py index d81b3584070ca19983aeecc16602d0789cfe30a7..63dfa0dc963b3455d9bd6aab21b9306d5c5d8920 100644 --- a/AE/modules/MNIST.py +++ b/AE/modules/MNIST.py @@ -18,6 +18,13 @@ from hashlib import blake2b import tensorflow as tf import tensorflow.keras.datasets.mnist as mnist + +# ------------------------------------------------------------------ +# A usefull class to manage our MNIST dataset +# This class allows to manage datasets derived from the original MNIST +# ------------------------------------------------------------------ + + class MNIST(): version = '0.1' @@ -98,14 +105,14 @@ class MNIST(): @classmethod - def reload_prepared_dataset(cls, scale=1., train_prop=0.8, shuffle=True, seed=None, filename='./data/mnist-noisy.h5'): + def reload_prepared_dataset(cls, scale=1., train_prop=0.8, shuffle=True, seed=False, filename='./data/mnist-noisy.h5'): """ Reload a saved dataset args: scale : Scale of dataset to use. 1. mean 100% (1.) train_prop : Ratio of train/test shuffle : Shuffle data if True - seed : Random seed value (no seed if None) (None) + seed : Random seed value. False mean no seed, None mean using /dev/urandom (None) filename : filename of the prepared dataset returns: clean_train,clean_test, noisy_train,noisy_test, class_train,class_test @@ -126,7 +133,7 @@ class MNIST(): # ---- Seed # - if seed is not None: + if seed is not False: np.random.seed(seed) print(f'Seeded ({seed})') diff --git a/README.ipynb b/README.ipynb index fea3761d9186afa4da2eb186e79c8fdffe292610..1fd23666dc9ce781f7f7262e8450bef6e89c89f2 100644 --- a/README.ipynb +++ b/README.ipynb @@ -3,13 +3,13 @@ { "cell_type": "code", "execution_count": 1, - "id": "received-innocent", + "id": "metallic-symphony", "metadata": { "execution": { - "iopub.execute_input": "2021-03-12T19:59:35.281711Z", - "iopub.status.busy": "2021-03-12T19:59:35.281338Z", - "iopub.status.idle": "2021-03-12T19:59:35.289485Z", - "shell.execute_reply": "2021-03-12T19:59:35.289162Z" + "iopub.execute_input": "2021-03-14T20:44:10.127899Z", + "iopub.status.busy": "2021-03-14T20:44:10.127457Z", + "iopub.status.idle": "2021-03-14T20:44:10.131176Z", + "shell.execute_reply": "2021-03-14T20:44:10.130783Z" }, "jupyter": { "source_hidden": true @@ -67,7 +67,7 @@ "\n", "\n", "Current Version : <!-- VERSION_BEGIN -->\n", - "**2.0.19**\n", + "**2.0.20**\n", "<!-- VERSION_END -->\n", "\n", "\n", @@ -153,10 +153,16 @@ "Episode 3: Attempt to predict in a more longer term \n", "\n", "### Unsupervised learning with an autoencoder neural network (AE)\n", - "- **[AE1](AE/01-AE-with-MNIST.ipynb)** - [Building and training an AE denoiser model](AE/01-AE-with-MNIST.ipynb) \n", - "Episode 1 : After construction, the model is trained with noisy data from the MNIST dataset.\n", - "- **[AE2](AE/02-AE-with-MNIST-post.ipynb)** - [Exploring our denoiser model](AE/02-AE-with-MNIST-post.ipynb) \n", + "- **[AE1](AE/01-Prepare-MNIST-dataset.ipynb)** - [Prepare a noisy MNIST dataset](AE/01-Prepare-MNIST-dataset.ipynb) \n", + "Episode 1: Preparation of a noisy MNIST dataset\n", + "- **[AE2](AE/02-AE-with-MNIST.ipynb)** - [Building and training an AE denoiser model](AE/02-AE-with-MNIST.ipynb) \n", + "Episode 1 : Construction of a denoising autoencoder and training of it with a noisy MNIST dataset.\n", + "- **[AE3](AE/03-AE-with-MNIST-post.ipynb)** - [Playing with our denoiser model](AE/03-AE-with-MNIST-post.ipynb) \n", "Episode 2 : Using the previously trained autoencoder to denoise data\n", + "- **[AE4](AE/04-ExtAE-with-MNIST.ipynb)** - [Denoiser and classifier model](AE/04-ExtAE-with-MNIST.ipynb) \n", + "Episode 4 : Construction of a denoiser and classifier model\n", + "- **[AE5](AE/05-ExtAE-with-MNIST.ipynb)** - [Advanced denoiser and classifier model](AE/05-ExtAE-with-MNIST.ipynb) \n", + "Episode 5 : Construction of an advanced denoiser and classifier model\n", "\n", "### Generative network with Variational Autoencoder (VAE)\n", "- **[VAE1](VAE/01-VAE-with-MNIST.ipynb)** - [First VAE, with a small dataset (MNIST)](VAE/01-VAE-with-MNIST.ipynb) \n", diff --git a/README.md b/README.md index 15874df7aacee93ecf1ea72a3b7517361eeaf7cc..34789815c2dfdb83111bea6199ffcc9e28c81e45 100644 --- a/README.md +++ b/README.md @@ -46,7 +46,7 @@ Don't forget to look at the [Wiki](https://gricad-gitlab.univ-grenoble-alpes.fr/ Current Version : <!-- VERSION_BEGIN --> -**2.0.19** +**2.0.20** <!-- VERSION_END --> @@ -132,10 +132,16 @@ Episode 2 : RNN training session for weather prediction attempt at 3h Episode 3: Attempt to predict in a more longer term ### Unsupervised learning with an autoencoder neural network (AE) -- **[AE1](AE/01-AE-with-MNIST.ipynb)** - [Building and training an AE denoiser model](AE/01-AE-with-MNIST.ipynb) -Episode 1 : After construction, the model is trained with noisy data from the MNIST dataset. -- **[AE2](AE/02-AE-with-MNIST-post.ipynb)** - [Exploring our denoiser model](AE/02-AE-with-MNIST-post.ipynb) +- **[AE1](AE/01-Prepare-MNIST-dataset.ipynb)** - [Prepare a noisy MNIST dataset](AE/01-Prepare-MNIST-dataset.ipynb) +Episode 1: Preparation of a noisy MNIST dataset +- **[AE2](AE/02-AE-with-MNIST.ipynb)** - [Building and training an AE denoiser model](AE/02-AE-with-MNIST.ipynb) +Episode 1 : Construction of a denoising autoencoder and training of it with a noisy MNIST dataset. +- **[AE3](AE/03-AE-with-MNIST-post.ipynb)** - [Playing with our denoiser model](AE/03-AE-with-MNIST-post.ipynb) Episode 2 : Using the previously trained autoencoder to denoise data +- **[AE4](AE/04-ExtAE-with-MNIST.ipynb)** - [Denoiser and classifier model](AE/04-ExtAE-with-MNIST.ipynb) +Episode 4 : Construction of a denoiser and classifier model +- **[AE5](AE/05-ExtAE-with-MNIST.ipynb)** - [Advanced denoiser and classifier model](AE/05-ExtAE-with-MNIST.ipynb) +Episode 5 : Construction of an advanced denoiser and classifier model ### Generative network with Variational Autoencoder (VAE) - **[VAE1](VAE/01-VAE-with-MNIST.ipynb)** - [First VAE, with a small dataset (MNIST)](VAE/01-VAE-with-MNIST.ipynb) diff --git a/fidle/01-update-index.ipynb b/fidle/01-update-index.ipynb index a1b4ea00164e80f4fa0e0f87d79674cebce39aec..aaea3fab602362cbe3fbb439a23e110edad003cd 100644 --- a/fidle/01-update-index.ipynb +++ b/fidle/01-update-index.ipynb @@ -117,8 +117,11 @@ "Read : SYNOP/SYNOP1-Preparation-of-data.ipynb\n", "Read : SYNOP/SYNOP2-First-predictions.ipynb\n", "Read : SYNOP/SYNOP3-12h-predictions.ipynb\n", - "Read : AE/01-AE-with-MNIST.ipynb\n", - "Read : AE/02-AE-with-MNIST-post.ipynb\n", + "Read : AE/01-Prepare-MNIST-dataset.ipynb\n", + "Read : AE/02-AE-with-MNIST.ipynb\n", + "Read : AE/03-AE-with-MNIST-post.ipynb\n", + "Read : AE/04-ExtAE-with-MNIST.ipynb\n", + "Read : AE/05-ExtAE-with-MNIST.ipynb\n", "Read : VAE/01-VAE-with-MNIST.ipynb\n", "Read : VAE/02-VAE-with-MNIST-post.ipynb\n", "Read : VAE/05-About-CelebA.ipynb\n", @@ -131,7 +134,7 @@ "Read : Misc/Scratchbook.ipynb\n", "Read : Misc/Using-Tensorboard.ipynb\n", "Catalog saved as ../fidle/logs/catalog.json\n", - "Entries : 41\n" + "Entries : 44\n" ] } ], @@ -247,10 +250,16 @@ "Episode 3: Attempt to predict in a more longer term \n", "\n", "### Unsupervised learning with an autoencoder neural network (AE)\n", - "- **[AE1](AE/01-AE-with-MNIST.ipynb)** - [Building and training an AE denoiser model](AE/01-AE-with-MNIST.ipynb) \n", - "Episode 1 : After construction, the model is trained with noisy data from the MNIST dataset.\n", - "- **[AE2](AE/02-AE-with-MNIST-post.ipynb)** - [Exploring our denoiser model](AE/02-AE-with-MNIST-post.ipynb) \n", + "- **[AE1](AE/01-Prepare-MNIST-dataset.ipynb)** - [Prepare a noisy MNIST dataset](AE/01-Prepare-MNIST-dataset.ipynb) \n", + "Episode 1: Preparation of a noisy MNIST dataset\n", + "- **[AE2](AE/02-AE-with-MNIST.ipynb)** - [Building and training an AE denoiser model](AE/02-AE-with-MNIST.ipynb) \n", + "Episode 1 : Construction of a denoising autoencoder and training of it with a noisy MNIST dataset.\n", + "- **[AE3](AE/03-AE-with-MNIST-post.ipynb)** - [Playing with our denoiser model](AE/03-AE-with-MNIST-post.ipynb) \n", "Episode 2 : Using the previously trained autoencoder to denoise data\n", + "- **[AE4](AE/04-ExtAE-with-MNIST.ipynb)** - [Denoiser and classifier model](AE/04-ExtAE-with-MNIST.ipynb) \n", + "Episode 4 : Construction of a denoiser and classifier model\n", + "- **[AE5](AE/05-ExtAE-with-MNIST.ipynb)** - [Advanced denoiser and classifier model](AE/05-ExtAE-with-MNIST.ipynb) \n", + "Episode 5 : Construction of an advanced denoiser and classifier model\n", "\n", "### Generative network with Variational Autoencoder (VAE)\n", "- **[VAE1](VAE/01-VAE-with-MNIST.ipynb)** - [First VAE, with a small dataset (MNIST)](VAE/01-VAE-with-MNIST.ipynb) \n", @@ -466,7 +475,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Completed on : Friday 12 March 2021, 20:59:35\n" + "Completed on : Sunday 14 March 2021, 21:44:10\n" ] } ], diff --git a/fidle/ci/default.yml b/fidle/ci/default.yml index 75a56b86c18bb3550bb7d7cc9fdbb668d36ef87a..d4abac31b64bd82ec460e10b575d062c39929eca 100644 --- a/fidle/ci/default.yml +++ b/fidle/ci/default.yml @@ -237,13 +237,63 @@ Nb_SYNOP3: Nb_AE1: notebook_id: AE1 notebook_dir: AE - notebook_src: 01-AE-with-MNIST.ipynb + notebook_src: 01-Prepare-MNIST-dataset.ipynb notebook_tag: default + overrides: + run_dir: default Nb_AE2: notebook_id: AE2 notebook_dir: AE - notebook_src: 02-AE-with-MNIST-post.ipynb + notebook_src: 02-AE-with-MNIST.ipynb + notebook_tag: default + overrides: + run_dir: default + prepared_dataset: default + dataset_seed: default + scale: default + latent_dim: default + train_prop: default + batch_size: default + epochs: default +Nb_AE3: + notebook_id: AE3 + notebook_dir: AE + notebook_src: 03-AE-with-MNIST-post.ipynb + notebook_tag: default + overrides: + run_dir: default + prepared_dataset: default + dataset_seed: default + scale: default + train_prop: default +Nb_AE4: + notebook_id: AE4 + notebook_dir: AE + notebook_src: 04-ExtAE-with-MNIST.ipynb notebook_tag: default + overrides: + run_dir: default + prepared_dataset: default + dataset_seed: default + scale: default + latent_dim: default + train_prop: default + batch_size: default + epochs: default +Nb_AE5: + notebook_id: AE5 + notebook_dir: AE + notebook_src: 05-ExtAE-with-MNIST.ipynb + notebook_tag: default + overrides: + run_dir: default + prepared_dataset: default + dataset_seed: default + scale: default + latent_dim: default + train_prop: default + batch_size: default + epochs: default Nb_VAE1: notebook_id: VAE1 notebook_dir: VAE diff --git a/fidle/ci/fidle-ad_s05.yml b/fidle/ci/fidle-ad_s05.yml new file mode 100644 index 0000000000000000000000000000000000000000..9016674bd1899e8c389a8745f62435abaabd96fd --- /dev/null +++ b/fidle/ci/fidle-ad_s05.yml @@ -0,0 +1,68 @@ +_metadata_: + version: '1.0' + output_tag: ==done== + save_figs: true + description: Heavy profile for S05 with GPU +# +# ------ AE -------------------------------------------------------- +# +Nb_AE1: + notebook_id: AE1 + notebook_dir: AE + notebook_src: 01-Prepare-MNIST-dataset.ipynb + notebook_tag: default + overrides: + run_dir: default +Nb_AE2: + notebook_id: AE2 + notebook_dir: AE + notebook_src: 02-AE-with-MNIST.ipynb + notebook_tag: default + overrides: + run_dir: default + prepared_dataset: default + dataset_seed: default + scale: 1. + latent_dim: default + train_prop: default + batch_size: default + epochs: 30 +Nb_AE3: + notebook_id: AE3 + notebook_dir: AE + notebook_src: 03-AE-with-MNIST-post.ipynb + notebook_tag: default + overrides: + run_dir: default + prepared_dataset: default + dataset_seed: default + scale: 1. + train_prop: default +Nb_AE4: + notebook_id: AE4 + notebook_dir: AE + notebook_src: 04-ExtAE-with-MNIST.ipynb + notebook_tag: default + overrides: + run_dir: default + prepared_dataset: default + dataset_seed: 145 + scale: 1. + latent_dim: default + train_prop: default + batch_size: default + epochs: 30 +Nb_AE5: + notebook_id: AE5 + notebook_dir: AE + notebook_src: 05-ExtAE-with-MNIST.ipynb + notebook_tag: default + overrides: + run_dir: default + prepared_dataset: default + dataset_seed: 145 + scale: 1. + latent_dim: default + train_prop: default + batch_size: default + epochs: 30 \ No newline at end of file diff --git a/fidle/config.py b/fidle/config.py index 28105f256edd9a1df6c59f545b9cb43b830815a5..908ce5d057e1a9da67a19fefbcf8378a57711cf0 100644 --- a/fidle/config.py +++ b/fidle/config.py @@ -14,7 +14,7 @@ # ---- Version ----------------------------------------------------- # -VERSION = '2.0.19' +VERSION = '2.0.20' # ---- Default notebook name --------------------------------------- # diff --git a/fidle/logs/catalog.json b/fidle/logs/catalog.json index a6efd9e4790d2515fabc90cad26ddb5ff43d93aa..b945a56f003190e9fabc5a7cf50eb02df965f0d6 100644 --- a/fidle/logs/catalog.json +++ b/fidle/logs/catalog.json @@ -314,18 +314,77 @@ "AE1": { "id": "AE1", "dirname": "AE", - "basename": "01-AE-with-MNIST.ipynb", - "title": "Building and training an AE denoiser model", - "description": "Episode 1 : After construction, the model is trained with noisy data from the MNIST dataset.", - "overrides": [] + "basename": "01-Prepare-MNIST-dataset.ipynb", + "title": "Prepare a noisy MNIST dataset", + "description": "Episode 1: Preparation of a noisy MNIST dataset", + "overrides": [ + "run_dir" + ] }, "AE2": { "id": "AE2", "dirname": "AE", - "basename": "02-AE-with-MNIST-post.ipynb", - "title": "Exploring our denoiser model", + "basename": "02-AE-with-MNIST.ipynb", + "title": "Building and training an AE denoiser model", + "description": "Episode 1 : Construction of a denoising autoencoder and training of it with a noisy MNIST dataset.", + "overrides": [ + "run_dir", + "prepared_dataset", + "dataset_seed", + "scale", + "latent_dim", + "train_prop", + "batch_size", + "epochs" + ] + }, + "AE3": { + "id": "AE3", + "dirname": "AE", + "basename": "03-AE-with-MNIST-post.ipynb", + "title": "Playing with our denoiser model", "description": "Episode 2 : Using the previously trained autoencoder to denoise data", - "overrides": [] + "overrides": [ + "run_dir", + "prepared_dataset", + "dataset_seed", + "scale", + "train_prop" + ] + }, + "AE4": { + "id": "AE4", + "dirname": "AE", + "basename": "04-ExtAE-with-MNIST.ipynb", + "title": "Denoiser and classifier model", + "description": "Episode 4 : Construction of a denoiser and classifier model", + "overrides": [ + "run_dir", + "prepared_dataset", + "dataset_seed", + "scale", + "latent_dim", + "train_prop", + "batch_size", + "epochs" + ] + }, + "AE5": { + "id": "AE5", + "dirname": "AE", + "basename": "05-ExtAE-with-MNIST.ipynb", + "title": "Advanced denoiser and classifier model", + "description": "Episode 5 : Construction of an advanced denoiser and classifier model", + "overrides": [ + "run_dir", + "prepared_dataset", + "dataset_seed", + "scale", + "latent_dim", + "train_prop", + "batch_size", + "epochs" + ] }, "VAE1": { "id": "VAE1",