From a8df6c31ad6171118f991cc998d6b6bb3ad41c23 Mon Sep 17 00:00:00 2001
From: Jean-Luc Parouty <Jean-Luc.Parouty@grenoble-inp.fr>
Date: Sun, 21 Mar 2021 19:09:41 +0100
Subject: [PATCH] VAE Update in progress...

---
 VAE2/01-VAE-with-MNIST.ipynb                | 237 ++--------
 VAE2/02-VAE-with-MNIST.ipynb                | 407 +++-------------
 VAE2/03-VAE-with-MNIST-post.ipynb           | 484 ++++++++++++++++++++
 VAE2/foo.h5                                 | Bin 1026696 -> 0 bytes
 VAE2/modules/AE.py                          |  59 ---
 VAE2/modules/Callbacks.py                   | 117 -----
 VAE2/modules/VAE-old.py                     |  91 ----
 VAE2/modules/callbacks/BestModelCallback.py |   2 +-
 VAE2/modules/callbacks/ImagesCallback.py    |  21 +-
 VAE2/modules/datagen/DataGenerator.py       | 147 ++++++
 VAE2/modules/datagen/MNIST.py               | 114 +++++
 VAE2/modules/datagen/__init__.py            |   4 +
 VAE2/modules/layers/__init__.py             |   2 +-
 VAE2/modules/loader_MNIST.py                |  61 ---
 VAE2/modules/models/VAE.py                  |  34 +-
 VAE2/modules/models/__init__.py             |   1 +
 fidle/config.py                             |   2 +-
 fidle/pwk.py                                |   6 +
 18 files changed, 894 insertions(+), 895 deletions(-)
 create mode 100644 VAE2/03-VAE-with-MNIST-post.ipynb
 delete mode 100644 VAE2/foo.h5
 delete mode 100644 VAE2/modules/AE.py
 delete mode 100644 VAE2/modules/Callbacks.py
 delete mode 100644 VAE2/modules/VAE-old.py
 create mode 100644 VAE2/modules/datagen/DataGenerator.py
 create mode 100644 VAE2/modules/datagen/MNIST.py
 create mode 100644 VAE2/modules/datagen/__init__.py
 delete mode 100644 VAE2/modules/loader_MNIST.py
 create mode 100644 VAE2/modules/models/__init__.py

diff --git a/VAE2/01-VAE-with-MNIST.ipynb b/VAE2/01-VAE-with-MNIST.ipynb
index e8a2fe6..fc11df3 100644
--- a/VAE2/01-VAE-with-MNIST.ipynb
+++ b/VAE2/01-VAE-with-MNIST.ipynb
@@ -6,14 +6,14 @@
    "source": [
     "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
     "\n",
-    "# <!-- TITLE --> [VAE1] - First VAE, with a small dataset (MNIST)\n",
-    "<!-- DESC --> Construction and training of a VAE with a latent space of small dimension.\n",
+    "# <!-- TITLE --> [VAE1] - First VAE, using functional API (MNIST dataset)\n",
+    "<!-- DESC --> Construction and training of a VAE, using functional APPI, with a latent space of small dimension.\n",
     "\n",
     "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n",
     "\n",
     "## Objectives :\n",
     " - Understanding and implementing a **variational autoencoder** neurals network (VAE)\n",
-    " - Understanding a more **advanced programming model**\n",
+    " - Understanding **Keras functional API**\n",
     "\n",
     "The calculation needs being important, it is preferable to use a very simple dataset such as MNIST to start with.  \n",
     "...MNIST with a small scale if you haven't a GPU ;-)\n",
@@ -39,137 +39,26 @@
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-   "execution_count": 1,
+   "execution_count": null,
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-   "outputs": [
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-      "text/markdown": [
-       "<br>**FIDLE 2020 - Practical Work Module**"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
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-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Version              : 2.0.20\n",
-      "Notebook id          : VAE1\n",
-      "Run time             : Saturday 20 March 2021, 22:34:56\n",
-      "TensorFlow version   : 2.2.0\n",
-      "Keras version        : 2.3.0-tf\n",
-      "Datasets dir         : /home/pjluc/datasets/fidle\n",
-      "Run dir              : ./run/VAE1.001\n",
-      "Update keras cache   : False\n"
-     ]
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "<br>**FIDLE 2021 - VAE**"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Version              : 1.4\n",
-      "TensorFlow version   : 2.2.0\n",
-      "Keras version        : 2.3.0-tf\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import numpy as np\n",
     "import tensorflow as tf\n",
     "from tensorflow import keras\n",
     "from tensorflow.keras import layers\n",
-    "from tensorflow.keras import backend as K\n",
     "from tensorflow.keras.callbacks import TensorBoard\n",
     "\n",
-    "from modules.models.VAE  import VAE\n",
-    "from modules.layers      import SamplingLayer, VariationalLossLayer\n",
-    "from modules.callbacks   import ImagesCallback, BestModelCallback\n",
-    "from modules.data        import MNIST\n",
+    "from modules.layers    import SamplingLayer, VariationalLossLayer\n",
+    "from modules.callbacks import ImagesCallback, BestModelCallback\n",
+    "from modules.datagen   import MNIST\n",
     "\n",
     "import sys\n",
     "sys.path.append('..')\n",
     "import fidle.pwk as pwk\n",
     "\n",
     "run_dir = './run/VAE1.001'\n",
-    "datasets_dir = pwk.init('VAE1', run_dir)\n",
-    "\n",
-    "VAE.about()"
+    "datasets_dir = pwk.init('VAE1', run_dir)\n"
    ]
   },
   {
@@ -177,12 +66,21 @@
    "metadata": {},
    "source": [
     "## Step 2 - Parameters\n",
-    "With scale=1 : 1'30s on a GPU V100 and >20' on a CPU..."
+    "`scale` : With scale=1, we need 1'30s on a GPU V100 ...and >20' on a CPU !\\\n",
+    "`latent_dim` : 2 dimensions is small, but usefull to draw !\n",
+    "\n",
+    "\n",
+    "`loss_weights` : Our **loss function** is the weighted sum of two loss:\n",
+    " - `r_loss` which measures the loss during reconstruction.  \n",
+    " - `kl_loss` which measures the dispersion.  \n",
+    "\n",
+    "The weights are defined by: `loss_weights=[k1,k2]` where : `total_loss = k1*r_loss + k2*kl_loss`  \n",
+    "In practice, a value of \\[3,7\\] gives good results here.\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -202,7 +100,7 @@
   },
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+   "execution_count": null,
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    "source": [
@@ -220,39 +118,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Seeded (123)\n",
-      "Dataset loaded.\n",
-      "Concatenated.\n",
-      "Shuffled.\n",
-      "rescaled (0.1).\n",
-      "Normalized.\n",
-      "Reshaped.\n",
-      "splited (0.8).\n",
-      "x_train shape is  :  (5600, 28, 28, 1)\n",
-      "x_test  shape is  :  (1400, 28, 28, 1)\n",
-      "y_train shape is  :  (5600,)\n",
-      "y_test  shape is  :  (1400,)\n",
-      "Blake2b digest is :  b92de405fade06d38f72\n"
-     ]
-    },
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\n",
-      "text/plain": [
-       "<Figure size 720x144 with 20 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "x_train, _, _, _ = MNIST.get_data(seed=123, scale=scale)\n",
     "\n",
@@ -263,7 +131,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Step 4 - Build model"
+    "## Step 4 - Build model\n",
+    "In this example, we will use the **functional API.**  \n",
+    "For this, we will use two custom layers :\n",
+    " - `SamplingLayer`, which generates a vector z from the parameters z_mean and z_log_var - See : [SamplingLayer.py](./modules/layers/SamplingLayer.py)\n",
+    " - `VariationalLossLayer`, which allows us to calculate the loss function, loss - See : [VariationalLossLayer.py](./modules/layers/VariationalLossLayer.py)"
    ]
   },
   {
@@ -275,7 +147,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -304,7 +176,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -326,31 +198,25 @@
    "metadata": {},
    "source": [
     "#### VAE\n",
-    "Our loss function is the weighted sum of two values.  \n",
-    "`reconstruction_loss` which measures the loss during reconstruction.  \n",
-    "`kl_loss` which measures the dispersion.  \n",
-    "\n",
-    "The weights are defined by: `loss_weights=[k1,k2]` where :  \n",
-    "`total_loss = k1*reconstruction_loss + k2*kl_loss`\n",
     "\n",
-    "In practice, a value of \\[3,7\\] gives good results here.\n"
+    "We will calculate the loss with a specific layer: `VariationalLossLayer` - See : [VariationalLossLayer.py](./modules/layers/VariationalLossLayer.py)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "\n",
-    "x    = keras.Input(shape=(28, 28, 1))\n",
+    "inputs = keras.Input(shape=(28, 28, 1))\n",
     "\n",
-    "z_mean, z_log_var, z = encoder(x)\n",
-    "y = decoder(z)\n",
+    "z_mean, z_log_var, z = encoder(inputs)\n",
+    "outputs              = decoder(z)\n",
     "\n",
-    "y = VariationalLossLayer(loss_weights=[3,7])([x, z_mean, z_log_var, y])\n",
+    "outputs = VariationalLossLayer(loss_weights=loss_weights)([inputs, z_mean, z_log_var, outputs])\n",
     "\n",
-    "vae=keras.Model(x,y)\n",
+    "vae=keras.Model(inputs,outputs)\n",
     "\n",
     "vae.compile(optimizer='adam', loss=None)"
    ]
@@ -360,7 +226,10 @@
    "metadata": {},
    "source": [
     "## Step 5 - Train\n",
-    "### 5.1 - Add Nice callbacks, home made :-)"
+    "### 5.1 - Using two nice custom callbacks :-)\n",
+    "Two custom callbacks are used:\n",
+    " - `ImagesCallback` : qui va sauvegarder des images durant l'apprentissage - See [ImagesCallback.py](./modules/callbacks/ImagesCallback.py)\n",
+    " - `BestModelCallback` : qui sauvegardera le meilleur model - See [BestModelCallback.py](./modules/callbacks/BestModelCallback.py)"
    ]
   },
   {
@@ -369,23 +238,11 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "\n",
-    "# ---- Callback : Save images encoded/generated\n",
-    "#\n",
-    "callback_images = ImagesCallback(encoder=encoder,decoder=decoder, \n",
-    "                                 x=x_train, z_dim=2, \n",
-    "                                 nb_images=5, from_z=True, from_random=True, run_dir=run_dir)\n",
-    "\n",
-    "# ---- Callback : Save best model\n",
-    "#\n",
-    "callback_bestmodel = BestModelCallback( run_dir + '/models/best_model' )\n",
-    "\n",
-    "# ---- Callback : Tensorboard\n",
-    "#\n",
+    "callback_images      = ImagesCallback(x=x_train, z_dim=2, nb_images=5, from_z=True, from_random=True, run_dir=run_dir)\n",
+    "callback_bestmodel   = BestModelCallback( run_dir + '/models/best_model.h5' )\n",
     "callback_tensorboard = TensorBoard(log_dir=run_dir + '/logs', histogram_freq=1)\n",
     "\n",
-    "# callbacks_list = [callback_images, callback_bestmodel]\n",
-    "callbacks_list = [callback_images]"
+    "callbacks_list = [callback_images, callback_bestmodel]"
    ]
   },
   {
@@ -473,12 +330,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "vae.save('foo.h5')\n",
-    "vae = keras.models.load_model('foo.h5', custom_objects={'SamplingLayer': SamplingLayer, 'VariationalLossLayer':VariationalLossLayer})"
+    "vae = keras.models.load_model('foo.h5', custom_objects={'SamplingLayer': SamplingLayer, 'VariationalLossLayer':VariationalLossLayer})\n",
+    "\n",
+    "vae.get_layer('encoder')"
    ]
   },
   {
diff --git a/VAE2/02-VAE-with-MNIST.ipynb b/VAE2/02-VAE-with-MNIST.ipynb
index 5ce8d9a..0a05d55 100644
--- a/VAE2/02-VAE-with-MNIST.ipynb
+++ b/VAE2/02-VAE-with-MNIST.ipynb
@@ -6,14 +6,14 @@
    "source": [
     "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
     "\n",
-    "# <!-- TITLE --> [VAE1] - First VAE, with a small dataset (MNIST)\n",
-    "<!-- DESC --> Construction and training of a VAE with a latent space of small dimension.\n",
+    "# <!-- TITLE --> [VAE2] - First VAE, using a subclass model (MNIST dataset)\n",
+    "<!-- DESC --> Construction and training of a VAE, using model subclass, with a latent space of small dimension.\n",
     "\n",
     "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n",
     "\n",
     "## Objectives :\n",
     " - Understanding and implementing a **variational autoencoder** neurals network (VAE)\n",
-    " - Understanding a more **advanced programming model**\n",
+    " - Understanding a still more **advanced programming model**\n",
     "\n",
     "The calculation needs being important, it is preferable to use a very simple dataset such as MNIST to start with.  \n",
     "...MNIST with a small scale if you haven't a GPU ;-)\n",
@@ -39,140 +39,27 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<style>\n",
-       "\n",
-       "div.warn {    \n",
-       "    background-color: #fcf2f2;\n",
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-       "    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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-       "    margin-top:-20px;\n",
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-       "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              : 2.0.20\n",
-      "Notebook id          : VAE1\n",
-      "Run time             : Saturday 20 March 2021, 18:48:28\n",
-      "TensorFlow version   : 2.2.0\n",
-      "Keras version        : 2.3.0-tf\n",
-      "Datasets dir         : /home/pjluc/datasets/fidle\n",
-      "Run dir              : ./run/VAE1.001\n",
-      "Update keras cache   : False\n"
-     ]
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "<br>**FIDLE 2021 - VAE**"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Version              : 1.4\n",
-      "TensorFlow version   : 2.2.0\n",
-      "Keras version        : 2.3.0-tf\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "import numpy as np\n",
-    "# from skimage import io\n",
-    "# from importlib import reload\n",
-    "\n",
     "import tensorflow as tf\n",
     "from tensorflow import keras\n",
     "from tensorflow.keras import layers\n",
     "from tensorflow.keras.callbacks import TensorBoard\n",
     "\n",
-    "# import os,sys,json,time,datetime\n",
-    "# from IPython.display import display,Image,Markdown,HTML\n",
-    "\n",
-    "from modules.models.VAE           import VAE\n",
-    "from modules.layers.SamplingLayer import SamplingLayer\n",
-    "from modules.callbacks            import ImagesCallback, BestModelCallback\n",
-    "from modules.data                 import MNIST\n",
+    "from modules.models    import VAE\n",
+    "from modules.layers    import SamplingLayer, VariationalLossLayer\n",
+    "from modules.callbacks import ImagesCallback, BestModelCallback\n",
+    "from modules.datagen   import MNIST\n",
     "\n",
     "import sys\n",
     "sys.path.append('..')\n",
     "import fidle.pwk as pwk\n",
     "\n",
-    "run_dir = './run/VAE1.001'\n",
-    "datasets_dir = pwk.init('VAE1', run_dir)\n",
+    "run_dir = './run/VAE2.001'\n",
+    "datasets_dir = pwk.init('VAE2', run_dir)\n",
     "\n",
     "VAE.about()"
    ]
@@ -182,17 +69,26 @@
    "metadata": {},
    "source": [
     "## Step 2 - Parameters\n",
-    "With scale=1 : 1'30s on a GPU V100 and >20' on a CPU..."
+    "`scale` : With scale=1, we need 1'30s on a GPU V100 ...and >20' on a CPU !\\\n",
+    "`latent_dim` : 2 dimensions is small, but usefull to draw !\n",
+    "\n",
+    "\n",
+    "`loss_weights` : Our **loss function** is the weighted sum of two loss:\n",
+    " - `r_loss` which measures the loss during reconstruction.  \n",
+    " - `kl_loss` which measures the dispersion.  \n",
+    "\n",
+    "The weights are defined by: `loss_weights=[k1,k2]` where : `total_loss = k1*r_loss + k2*kl_loss`  \n",
+    "In practice, a value of \\[3,7\\] gives good results here.\n"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
     "latent_dim    = 2\n",
-    "loss_weights  = [3,7]\n",
+    "loss_weights  = [0.994,0.006]\n",
     "scale         = 0.1\n",
     "batch_size    = 64\n",
     "epochs        = 10"
@@ -207,7 +103,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -225,39 +121,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Seeded (123)\n",
-      "Dataset loaded.\n",
-      "Concatenated.\n",
-      "Shuffled.\n",
-      "rescaled (0.1).\n",
-      "Normalized.\n",
-      "Reshaped.\n",
-      "splited (0.8).\n",
-      "x_train shape is  :  (5600, 28, 28, 1)\n",
-      "x_test  shape is  :  (1400, 28, 28, 1)\n",
-      "y_train shape is  :  (5600,)\n",
-      "y_test  shape is  :  (1400,)\n",
-      "Blake2b digest is :  b92de405fade06d38f72\n"
-     ]
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x144 with 20 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "x_train, _, _, _ = MNIST.get_data(seed=123, scale=scale)\n",
     "\n",
@@ -268,7 +134,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Step 4 - Build model"
+    "## Step 4 - Build model\n",
+    "In this example, we will use a **custom model**.\n",
+    "For this, we will use :\n",
+    " - `SamplingLayer`, which generates a vector z from the parameters z_mean and z_log_var - See : [SamplingLayer.py](./modules/layers/SamplingLayer.py)\n",
+    " - `VAE`, a custom model with a specific train_step - See : [VAE.py](./modules/models/VAE.py)"
    ]
   },
   {
@@ -280,7 +150,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -297,8 +167,7 @@
     "z         = SamplingLayer()([z_mean, z_log_var])\n",
     "\n",
     "encoder = keras.Model(inputs, [z_mean, z_log_var, z], name=\"encoder\")\n",
-    "encoder.compile()\n",
-    "# encoder.summary()"
+    "encoder.compile()"
    ]
   },
   {
@@ -310,7 +179,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -323,8 +192,7 @@
     "outputs = layers.Conv2DTranspose(1,  3, padding=\"same\", activation=\"sigmoid\")(x)\n",
     "\n",
     "decoder = keras.Model(inputs, outputs, name=\"decoder\")\n",
-    "decoder.compile()\n",
-    "# decoder.summary()"
+    "decoder.compile()"
    ]
   },
   {
@@ -332,29 +200,14 @@
    "metadata": {},
    "source": [
     "#### VAE\n",
-    "Our loss function is the weighted sum of two values.  \n",
-    "`reconstruction_loss` which measures the loss during reconstruction.  \n",
-    "`kl_loss` which measures the dispersion.  \n",
-    "\n",
-    "The weights are defined by: `loss_weights=[k1,k2]` where :  \n",
-    "`total_loss = k1*reconstruction_loss + k2*kl_loss`\n",
-    "\n",
-    "In practice, a value of \\[3,7\\] gives good results here.\n"
+    "`VAE` is a custom model with a specific train_step - See : [VAE.py](./modules/models/VAE.py)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Init VAE, with loss_weights=[3, 7]\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "vae = VAE(encoder, decoder, loss_weights)\n",
     "\n",
@@ -366,28 +219,20 @@
    "metadata": {},
    "source": [
     "## Step 5 - Train\n",
-    "### 5.1 - Add Nice callbacks, home made :-)"
+    "### 5.1 - Using two nice custom callbacks :-)\n",
+    "Two custom callbacks are used:\n",
+    " - `ImagesCallback` : qui va sauvegarder des images durant l'apprentissage - See [ImagesCallback.py](./modules/callbacks/ImagesCallback.py)\n",
+    " - `BestModelCallback` : qui sauvegardera le meilleur model - See [BestModelCallback.py](./modules/callbacks/BestModelCallback.py)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
-    "\n",
-    "# ---- Callback : Save images encoded/generated\n",
-    "#\n",
-    "callback_images = ImagesCallback(encoder=encoder,decoder=decoder, \n",
-    "                                 x=x_train, z_dim=2, \n",
-    "                                 nb_images=5, from_z=True, from_random=True, run_dir=run_dir)\n",
-    "\n",
-    "# ---- Callback : Save best model\n",
-    "#\n",
-    "callback_bestmodel = BestModelCallback( run_dir + '/models/best_model' )\n",
-    "\n",
-    "# ---- Callback : Tensorboard\n",
-    "#\n",
+    "callback_images      = ImagesCallback(x=x_train, z_dim=2, nb_images=5, from_z=True, from_random=True, run_dir=run_dir)\n",
+    "callback_bestmodel   = BestModelCallback( run_dir + '/models/best_model.h5' )\n",
     "callback_tensorboard = TensorBoard(log_dir=run_dir + '/logs', histogram_freq=1)\n",
     "\n",
     "callbacks_list = [callback_images, callback_bestmodel]"
@@ -403,38 +248,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Epoch 1/10\n",
-      "88/88 [==============================] - 5s 61ms/step - loss: 1.1731 - r_loss: 1.1729 - kl_loss: 1.6175e-04\n",
-      "Epoch 2/10\n",
-      "88/88 [==============================] - 5s 58ms/step - loss: 0.8021 - r_loss: 0.8021 - kl_loss: 1.2189e-06\n",
-      "Epoch 3/10\n",
-      "88/88 [==============================] - 5s 55ms/step - loss: 0.7945 - r_loss: 0.7945 - kl_loss: 4.1840e-07\n",
-      "Epoch 4/10\n",
-      "88/88 [==============================] - 5s 55ms/step - loss: 0.7925 - r_loss: 0.7925 - kl_loss: 2.4846e-07\n",
-      "Epoch 5/10\n",
-      "88/88 [==============================] - 5s 60ms/step - loss: 0.7909 - r_loss: 0.7909 - kl_loss: 3.1644e-07\n",
-      "Epoch 6/10\n",
-      "88/88 [==============================] - 5s 61ms/step - loss: 0.7909 - r_loss: 0.7909 - kl_loss: 1.9221e-07\n",
-      "Epoch 7/10\n",
-      "88/88 [==============================] - 5s 62ms/step - loss: 0.7915 - r_loss: 0.7915 - kl_loss: 1.2540e-07\n",
-      "Epoch 8/10\n",
-      "88/88 [==============================] - 6s 63ms/step - loss: 0.7908 - r_loss: 0.7908 - kl_loss: 2.1096e-07\n",
-      "Epoch 9/10\n",
-      "88/88 [==============================] - 6s 63ms/step - loss: 0.7914 - r_loss: 0.7914 - kl_loss: 8.0868e-08\n",
-      "Epoch 10/10\n",
-      "88/88 [==============================] - 6s 64ms/step - loss: 0.7897 - r_loss: 0.7897 - kl_loss: 6.5632e-08\n",
-      "\n",
-      "Duration :  00:00:55 506ms\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "pwk.chrono_start()\n",
     "\n",
@@ -453,22 +269,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "pwk.plot_history(history,  plot={\"Loss\":['loss','r_loss', 'kl_loss']}, save_as='history')"
    ]
@@ -485,76 +288,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/markdown": [
-       "<br>**Original 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>**Encoded/decoded 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 720x846 with 25 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "text/markdown": [
-       "<br>**Original 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"
-    }
-   ],
+   "outputs": [],
    "source": [
     "images_z, images_r = callback_images.get_images( range(0,epochs,2) )\n",
     "\n",
@@ -577,32 +313,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/markdown": [
-       "<br>**Generated images from latent space**"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "<Figure size 720x846 with 25 Axes>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "pwk.subtitle('Generated images from latent space')\n",
     "pwk.plot_images(images_z, None, indices='all', columns=5, x_size=2,y_size=2, save_as='03-encoded')"
@@ -610,19 +323,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "End time is : Saturday 20 March 2021, 18:50:59\n",
-      "Duration is : 00:02:31 134ms\n",
-      "This notebook ends here\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "pwk.end()"
    ]
diff --git a/VAE2/03-VAE-with-MNIST-post.ipynb b/VAE2/03-VAE-with-MNIST-post.ipynb
new file mode 100644
index 0000000..620325c
--- /dev/null
+++ b/VAE2/03-VAE-with-MNIST-post.ipynb
@@ -0,0 +1,484 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n",
+    "\n",
+    "# <!-- TITLE --> [VAE3] - Analysis of the VAE's latent space of MNIST dataset\n",
+    "<!-- DESC --> Visualization and analysis of the VAE's latent space of the dataset MNIST\n",
+    "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n",
+    "\n",
+    "## Objectives :\n",
+    " - First data generation from **latent space** \n",
+    " - Understanding of underlying principles\n",
+    " - Model management\n",
+    "\n",
+    "Here, we don't consume data anymore, but we generate them ! ;-)\n",
+    "\n",
+    "## What we're going to do :\n",
+    "\n",
+    " - Load a saved model\n",
+    " - Reconstruct some images\n",
+    " - Latent space visualization\n",
+    " - Matrix of generated images\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 1 - Init python stuff"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "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 { content:url(data:image/svg+xml;base64,PHN2ZyB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciIHdpZHRoPSI1My44OTEyIiBoZWlnaHQ9IjE0My4zOTAyIiB2aWV3Qm94PSIwIDAgNTMuODkxMiAxNDMuMzkwMiI+PHRpdGxlPjAwLUJvYi10b2RvPC90aXRsZT48cGF0aCBkPSJNMjMuNDU2OCwxMTQuMzAxNmExLjgwNjMsMS44MDYzLDAsMSwxLDEuODE1NywxLjgyNEExLjgyMDksMS44MjA5LDAsMCwxLDIzLjQ1NjgsMTE0LjMwMTZabS0xMC42NjEyLDEuODIyQTEuODI3MiwxLjgyNzIsMCwxLDAsMTAuOTgsMTE0LjMsMS44MiwxLjgyLDAsMCwwLDEyLjc5NTYsMTE2LjEyMzZabS03LjcwNyw0LjU4NzR2LTVzLjQ4NjMtOS4xMjIzLDguMDIxNS0xMS45Njc1YTE5LjIwODIsMTkuMjA4MiwwLDAsMSw2LjA0ODYtMS4yNDU0LDE5LjE3NzgsMTkuMTc3OCwwLDAsMSw2LjA0ODcsMS4yNDc1YzcuNTM1MSwyLjgzNDcsOC4wMTc0LDExLjk2NzQsOC4wMTc0LDExLjk2NzR2NS4wMjM0bC4wMDQyLDcuNjgydjIuNGMuMDE2Ny4xOTkyLjAzMzYuMzkyMS4wMzM2LjU4NzEsMCwuMjEzOC0uMDE2OC40MTA5LS4wMzM2LjYzMzJ2LjA1ODdoLS4wMDg0YTguMzcxOSw4LjM3MTksMCwwLDEtNy4zNzM4LDcuNjU0N3MtLjk5NTMsMy42MzgtNi42OTMzLDMuNjM4LTYuNjkzNC0zLjYzOC02LjY5MzQtMy42MzhhOC4zNyw4LjM3LDAsMCwxLTcuMzcxNi03LjY1NDdINS4wODQzdi0uMDU4N2MtLjAxODktLjIyLS4wMjk0LS40MTk0LS4wMjk0LS42MzMyLDAtLjE5MjkuMDE2Ny0uMzgzNy4wMjk0LS41ODcxdi0yLjRtMTguMDkzNy00LjA0YTEuMTU2NSwxLjE1NjUsMCwxLDAtMi4zMTI2LDAsMS4xNTY0LDEuMTU2NCwwLDEsMCwyLjMxMjYsMFptNC4wODM0LDBhMS4xNTk1LDEuMTU5NSwwLDEsMC0xLjE2MzYsMS4xN0ExLjE3NSwxLjE3NSwwLDAsMCwyNy4yNjE0LDEyNC4zNzc5Wk05LjM3MzksMTE0LjYzNWMwLDMuMTA5MywyLjQxMzIsMy4zMSwyLjQxMzIsMy4zMWExMzMuOTI0MywxMzMuOTI0MywwLDAsMCwxNC43MzQ4LDBzMi40MTExLS4xOTI5LDIuNDExMS0zLjMxYTguMDc3Myw4LjA3NzMsMCwwLDAtMi40MTExLTUuNTUxOWMtNC41LTMuNTAzMy05LjkxMjYtMy41MDMzLTE0Ljc0MTEsMEE4LjA4NTEsOC4wODUxLDAsMCwwLDkuMzczOSwxMTQuNjM1WiIgc3R5bGU9ImZpbGw6IzAxMDEwMSIvPjxjaXJjbGUgY3g9IjMzLjE0MzYiIGN5PSIxMjQuNTM0IiByPSIzLjgzNjMiIHN0eWxlPSJmaWxsOiMwMTAxMDEiLz48cmVjdCB4PSIzNS42NjU5IiB5PSIxMTIuOTYyNSIgd2lkdGg9IjIuMDc3IiBoZWlnaHQ9IjEwLjU0NTgiIHRyYW5zZm9ybT0idHJhbnNsYXRlKDIxLjYgMjQxLjExMjEpIHJvdGF0ZSgtMTU1Ljc0NikiIHN0eWxlPSJmaWxsOiMwMTAxMDEiLz48Y2lyY2xlIGN4PSIzOC44NzA0IiBjeT0iMTEzLjQyNzkiIHI9IjIuNDA4NSIgc3R5bGU9ImZpbGw6IzAxMDEwMSIvPjxjaXJjbGUgY3g9IjUuMjI0OCIgY3k9IjEyNC41MzQiIHI9IjMuODM2MyIgc3R5bGU9ImZpbGw6IzAxMDEwMSIvPjxyZWN0IHg9IjEuNDE2NCIgeT0iMTI0LjYzMDEiIHdpZHRoPSIyLjA3NyIgaGVpZ2h0PSIxMC41NDU4IiB0cmFuc2Zvcm09InRyYW5zbGF0ZSg0LjkwOTcgMjU5LjgwNikgcm90YXRlKC0xODApIiBzdHlsZT0iZmlsbDojMDEwMTAxIi8+PGNpcmNsZSBjeD0iMi40MDkxIiBjeT0iMTM3LjA5OTYiIHI9IjIuNDA4NSIgc3R5bGU9ImZpbGw6IzAxMDEwMSIvPjxwYXRoIGQ9Ik0xOC4wNTExLDEwMC4xMDY2aC0uMDE0NlYxMDIuNjFoMi4zdi0yLjQyNzlhMi40MjI5LDIuNDIyOSwwLDEsMC0yLjI4NTQtLjA3NTVaIiBzdHlsZT0iZmlsbDojMDEwMTAxIi8+PHBhdGggZD0iTTM5LjQyMTQsMjcuMjU4djEuMDVBMTEuOTQ1MiwxMS45NDUyLDAsMCwwLDQ0LjU5NTQsNS43OWEuMjQ0OS4yNDQ5LDAsMCwxLS4wMjM1LS40MjI3TDQ2Ljc1LDMuOTUxNWEuMzg5Mi4zODkyLDAsMCwxLC40MjYyLDAsMTQuODQ0MiwxNC44NDQyLDAsMCwxLTcuNzU0MywyNy4yNTkxdjEuMDY3YS40NS40NSwwLDAsMS0uNzA0Ny4zNzU4bC0zLjg0MTktMi41MWEuNDUuNDUsMCwwLDEsMC0uNzUxNmwzLjg0MTktMi41MWEuNDUuNDUsMCwwLDEsLjY5NDYuMzc1OFpNNDMuMjMsMi41ODkyLDM5LjM4NzguMDc5NGEuNDUuNDUsMCwwLDAtLjcwNDYuMzc1OHYxLjA2N2ExNC44NDQyLDE0Ljg0NDIsMCwwLDAtNy43NTQzLDI3LjI1OTEuMzg5LjM4OSwwLDAsMCwuNDI2MSwwbDIuMTc3Ny0xLjQxOTNhLjI0NS4yNDUsMCwwLDAtLjAyMzUtLjQyMjgsMTEuOTQ1MSwxMS45NDUxLDAsMCwxLDUuMTc0LTIyLjUxNDZ2MS4wNWEuNDUuNDUsMCwwLDAsLjcwNDYuMzc1OGwzLjg1NTMtMi41MWEuNDUuNDUsMCwwLDAsMC0uNzUxNlpNMzkuMDUyMywxNC4yNDU4YTIuMTIwNiwyLjEyMDYsMCwxLDAsMi4xMjA2LDIuMTIwNmgwQTIuMTI0LDIuMTI0LDAsMCwwLDM5LjA1MjMsMTQuMjQ1OFptNi4wNzMyLTQuNzc4MS44MjU0LjgyNTVhMS4wNTY4LDEuMDU2OCwwLDAsMSwuMTE3NSwxLjM0MjFsLS44MDIsMS4xNDQyYTcuMTAxOCw3LjEwMTgsMCwwLDEsLjcxMTQsMS43MTEybDEuMzc1Ny4yNDE2YTEuMDU2OSwxLjA1NjksMCwwLDEsLjg3NTcsMS4wNHYxLjE2NDNhMS4wNTY5LDEuMDU2OSwwLDAsMS0uODc1NywxLjA0bC0xLjM3MjQuMjQxNkE3LjExLDcuMTEsMCwwLDEsNDUuMjcsMTkuOTNsLjgwMTksMS4xNDQyYTEuMDU3LDEuMDU3LDAsMCwxLS4xMTc0LDEuMzQyMmwtLjgyODguODQ4OWExLjA1NywxLjA1NywwLDAsMS0xLjM0MjEuMTE3NGwtMS4xNDQyLS44MDE5YTcuMTMzOCw3LjEzMzgsMCwwLDEtMS43MTEzLjcxMTNsLS4yNDE2LDEuMzcyNGExLjA1NjgsMS4wNTY4LDAsMCwxLTEuMDQuODc1N0gzOC40Njg0YTEuMDU2OCwxLjA1NjgsMCwwLDEtMS4wNC0uODc1N2wtLjI0MTYtMS4zNzI0YTcuMTM1NSw3LjEzNTUsMCwwLDEtMS43MTEzLS43MTEzbC0xLjE0NDEuODAxOWExLjA1NzEsMS4wNTcxLDAsMCwxLTEuMzQyMi0uMTE3NGwtLjgzNTUtLjgyNTVhMS4wNTcsMS4wNTcsMCwwLDEtLjExNzQtMS4zNDIxbC44MDE5LTEuMTQ0MmE3LjEyMSw3LjEyMSwwLDAsMS0uNzExMy0xLjcxMTJsLTEuMzcyNC0uMjQxNmExLjA1NjksMS4wNTY5LDAsMCwxLS44NzU3LTEuMDRWMTUuNzgyNmExLjA1NjksMS4wNTY5LDAsMCwxLC44NzU3LTEuMDRsMS4zNzU3LS4yNDE2YTcuMTEsNy4xMSwwLDAsMSwuNzExNC0xLjcxMTJsLS44MDItMS4xNDQyYTEuMDU3LDEuMDU3LDAsMCwxLC4xMTc1LTEuMzQyMmwuODI1NC0uODI1NEExLjA1NjgsMS4wNTY4LDAsMCwxLDM0LjMyNDUsOS4zNmwxLjE0NDIuODAxOUE3LjEzNTUsNy4xMzU1LDAsMCwxLDM3LjE4LDkuNDUxbC4yNDE2LTEuMzcyNGExLjA1NjgsMS4wNTY4LDAsMCwxLDEuMDQtLjg3NTdoMS4xNjc3YTEuMDU2OSwxLjA1NjksMCwwLDEsMS4wNC44NzU3bC4yNDE2LDEuMzcyNGE3LjEyNSw3LjEyNSwwLDAsMSwxLjcxMTIuNzExM0w0My43NjY2LDkuMzZBMS4wNTY5LDEuMDU2OSwwLDAsMSw0NS4xMjU1LDkuNDY3N1ptLTIuMDMsNi44OTg3QTQuMDQzMyw0LjA0MzMsMCwxLDAsMzkuMDUyMywyMC40MWgwQTQuMDQ2NSw0LjA0NjUsMCwwLDAsNDMuMDk1NSwxNi4zNjY0WiIgc3R5bGU9ImZpbGw6I2UxMjIyOSIvPjxwb2x5Z29uIHBvaW50cz0iMzkuNDEzIDM0Ljc1NyAzOS41MzcgMzQuNzU3IDM5LjY3NSAzNC43NTcgMzkuNjc1IDEwOS41MSAzOS41MzcgMTA5LjUxIDM5LjQxMyAxMDkuNTEgMzkuNDEzIDM0Ljc1NyAzOS40MTMgMzQuNzU3IiBzdHlsZT0iZmlsbDpub2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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              : 2.0.20\n",
+      "Notebook id          : VAE3\n",
+      "Run time             : Sunday 21 March 2021, 18:25:36\n",
+      "TensorFlow version   : 2.2.0\n",
+      "Keras version        : 2.3.0-tf\n",
+      "Datasets dir         : /home/pjluc/datasets/fidle\n",
+      "Run dir              : ./run/VAE2.001\n",
+      "Update keras cache   : False\n",
+      "Save figs            : True\n",
+      "Path figs            : ./run/VAE2.001/figs\n"
+     ]
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import tensorflow as tf\n",
+    "from tensorflow import keras\n",
+    "\n",
+    "from modules.models    import VAE\n",
+    "from modules.datagen   import MNIST\n",
+    "\n",
+    "import scipy.stats\n",
+    "import matplotlib\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "import sys\n",
+    "sys.path.append('..')\n",
+    "import fidle.pwk as pwk\n",
+    "\n",
+    "run_dir = './run/VAE2.001'\n",
+    "datasets_dir = pwk.init('VAE3', run_dir)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "scale = 1\n",
+    "seed  = 123"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 2 - Get data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Seeded (123)\n",
+      "Dataset loaded.\n",
+      "Concatenated.\n",
+      "Shuffled.\n",
+      "rescaled (1).\n",
+      "Normalized.\n",
+      "Reshaped.\n",
+      "splited (1).\n",
+      "x_train shape is  :  (70000, 28, 28, 1)\n",
+      "x_test  shape is  :  (0, 28, 28, 1)\n",
+      "y_train shape is  :  (70000,)\n",
+      "y_test  shape is  :  (0,)\n",
+      "Blake2b digest is :  0c903710d4d28b01c174\n"
+     ]
+    }
+   ],
+   "source": [
+    "x_data, y_data, _,_ = MNIST.get_data(seed=seed, scale=scale, train_prop=1 )"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 3 - Reload best model"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Fidle VAE is ready :-)  loss_weights=[1, 1]\n",
+      "Reloaded.\n"
+     ]
+    }
+   ],
+   "source": [
+    "vae=VAE()\n",
+    "vae.reload(f'{run_dir}/models/best_model')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 4 - Image reconstruction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"comment\">Saved: ./run/VAE2.001/figs/VAE3-01-original</div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x169.2 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"comment\">Saved: ./run/VAE2.001/figs/VAE3-02-reconstruct</div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1440x169.2 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# ---- Select few images\n",
+    "\n",
+    "x_show = pwk.pick_dataset(x_data, n=10)\n",
+    "\n",
+    "# ---- Get latent points and reconstructed images\n",
+    "\n",
+    "z_mean, z_var, z  = vae.encoder.predict(x_show)\n",
+    "x_reconst         = vae.decoder.predict(z)\n",
+    "\n",
+    "# ---- Show it\n",
+    "\n",
+    "labels=[ str(np.round(z[i],1)) for i in range(10) ]\n",
+    "pwk.plot_images(x_show,    labels, indices='all', columns=10, x_size=2,y_size=2, save_as='01-original')\n",
+    "pwk.plot_images(x_reconst, None  , indices='all', columns=10, x_size=2,y_size=2, save_as='02-reconstruct')\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 5 - Visualizing the latent space"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"comment\">Saved: ./run/VAE2.001/figs/VAE3-03-Latent-space</div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1008x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "n_show = 20000\n",
+    "\n",
+    "# ---- Select images\n",
+    "\n",
+    "x_show, y_show = pwk.pick_dataset(x_data,y_data, n=n_show)\n",
+    "\n",
+    "# ---- Get latent points\n",
+    "\n",
+    "z_mean, z_var, z = vae.encoder.predict(x_show)\n",
+    "\n",
+    "# ---- Show them\n",
+    "\n",
+    "fig = plt.figure(figsize=(14, 10))\n",
+    "plt.scatter(z[:, 0] , z[:, 1], c=y_show, cmap= 'tab10', alpha=0.5, s=30)\n",
+    "plt.colorbar()\n",
+    "pwk.save_fig('03-Latent-space')\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Step 6 - Generate from latent space"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"comment\">Saved: ./run/VAE2.001/figs/VAE3-04-Latent-grid</div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "text/html": [
+       "<div class=\"comment\">Saved: ./run/VAE2.001/figs/VAE3-05-Latent-morphing</div>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 864x864 with 576 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "grid_size=24\n",
+    "\n",
+    "# ---- Draw a ppf grid\n",
+    "#\n",
+    "grid=[]\n",
+    "for y in scipy.stats.norm.ppf(np.linspace(0.01, 0.99, grid_size)):\n",
+    "    for x in scipy.stats.norm.ppf(np.linspace(0.01, 0.99, grid_size)):\n",
+    "        grid.append( (x,y) )\n",
+    "grid=np.array(grid)\n",
+    "\n",
+    "# ---- Draw latentspoints and grid\n",
+    "\n",
+    "fig = plt.figure(figsize=(12, 10))\n",
+    "plt.scatter(z[:, 0] , z[:, 1], c=y_show, cmap= 'tab10', alpha=0.5, s=20)\n",
+    "plt.scatter(grid[:, 0] , grid[:, 1], c = 'black', s=60, linewidth=2, marker='+', alpha=1)\n",
+    "pwk.save_fig('04-Latent-grid')\n",
+    "plt.show()\n",
+    "\n",
+    "# ---- Plot grid corresponding images\n",
+    "\n",
+    "x_reconst = vae.decoder.predict([grid])\n",
+    "pwk.plot_images(x_reconst, indices='all', columns=grid_size, x_size=0.5,y_size=0.5, y_padding=0,spines_alpha=0.1, save_as='05-Latent-morphing')\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "End time is : Sunday 21 March 2021, 18:26:09\n",
+      "Duration is : 00:00:33 326ms\n",
+      "This notebook ends here\n"
+     ]
+    }
+   ],
+   "source": [
+    "pwk.end()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>"
+   ]
+  }
+ ],
+ "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": "3.8.5"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 4
+}
diff --git a/VAE2/foo.h5 b/VAE2/foo.h5
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diff --git a/VAE2/modules/AE.py b/VAE2/modules/AE.py
deleted file mode 100644
index 29ea6f6..0000000
--- a/VAE2/modules/AE.py
+++ /dev/null
@@ -1,59 +0,0 @@
-import numpy as np
-import tensorflow as tf
-from tensorflow import keras
-from tensorflow.keras import layers
-
-# See : https://keras.io/api/models/model/
-# See :https://keras.io/guides/customizing_what_happens_in_fit/
-    
-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/VAE2/modules/Callbacks.py b/VAE2/modules/Callbacks.py
deleted file mode 100644
index e8637dd..0000000
--- a/VAE2/modules/Callbacks.py
+++ /dev/null
@@ -1,117 +0,0 @@
-from tensorflow.keras.callbacks import Callback
-import numpy as np
-import matplotlib.pyplot as plt
-from skimage import io
-import os
-
-class ImagesCallback(Callback):
-    '''
-    Save generated (random mode) or encoded/decoded (z mode) images on epoch end.
-    params:
-        encoder     : encoder
-        decoder     : decoder
-        x           : input images, for z mode (None)
-        z_dim       : size of the latent space, for random mode (None)
-        nb_images   : number of images to save
-        from_z      : save images from z (False)
-        from_random : save images from random (False)
-        filename    : images filename
-        run_dir     : output directory to save images        
-    '''
-    
-   
-    def __init__(self, encoder     = None, 
-                       decoder     = None,
-                       x           = None,
-                       z_dim       = None,
-                       nb_images   = 5,
-                       from_z      = False, 
-                       from_random = False,
-                       filename    = 'image-{epoch:03d}-{i:02d}.jpg',
-                       run_dir     = './run'):
-        
-        # ---- Parameters
-        #
-        self.x           = x[:nb_images]
-        self.z_dim       = z_dim
-        
-        self.nb_images   = nb_images
-        self.from_z      = from_z
-        self.from_random = from_random
-
-        self.filename_z       = run_dir + '/images-z/'      + filename
-        self.filename_random  = run_dir + '/images-random/' + filename
-        
-        self.encoder     = encoder
-        self.decoder     = decoder
-                       
-        if from_z:      os.makedirs( run_dir + '/images-z/',     mode=0o750, exist_ok=True)
-        if from_random: os.makedirs( run_dir + '/images-random/', mode=0o750, exist_ok=True)
-        
-    
-    
-    def save_images(self, images, filename, epoch):
-        '''Save images as <filename>'''
-        
-        for i,image in enumerate(images):
-            
-            image = image.squeeze()  # Squeeze it if monochrome : (lx,ly,1) -> (lx,ly) 
-        
-            filenamei = filename.format(epoch=epoch,i=i)
-            
-            if len(image.shape) == 2:
-                plt.imsave(filenamei, image, cmap='gray_r')
-            else:
-                plt.imsave(filenamei, image)
-
-    
-    
-    def on_epoch_end(self, epoch, logs={}):
-        '''Called at the end of each epoch'''
-        
-        if self.from_random:
-            z      = np.random.normal( size=(self.nb_images,self.z_dim) )
-            images = self.decoder.predict(z)
-            self.save_images(images, self.filename_random, epoch)
-            
-        if self.from_z:
-            z_mean, z_var, z  = self.encoder.predict(self.x)
-            images            = self.decoder.predict(z)
-            self.save_images(images, self.filename_z, epoch)
-
-
-    def get_images(self, epochs=None, from_z=True,from_random=True):
-        '''Read and return saved images. epochs is a range'''
-        if epochs is None : return
-        images_z = []
-        images_r = []
-        for epoch in list(epochs):
-            for i in range(self.nb_images):
-                if from_z:
-                    f = self.filename_z.format(epoch=epoch,i=i)
-                    images_z.append( io.imread(f) )
-                if from_random:
-                    f = self.filename_random.format(epoch=epoch,i=i)
-                    images_r.append( io.imread(f) )
-        return images_z, images_r
-            
-
-    
-                
-class BestModelCallback(Callback):
-
-    def __init__(self, filename= './run_dir/best-model', verbose=0 ):
-        self.filename = filename
-        self.verbose  = verbose
-        self.loss     = np.Inf
-        os.makedirs( os.path.dirname(filename), mode=0o750, exist_ok=True)
-                
-    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)
-            if self.verbose>0: print(f'Saved - loss={current:.6f}')
diff --git a/VAE2/modules/VAE-old.py b/VAE2/modules/VAE-old.py
deleted file mode 100644
index 65ce7f4..0000000
--- a/VAE2/modules/VAE-old.py
+++ /dev/null
@@ -1,91 +0,0 @@
-# ------------------------------------------------------------------
-#     _____ _     _ _
-#    |  ___(_) __| | | ___
-#    | |_  | |/ _` | |/ _ \
-#    |  _| | | (_| | |  __/
-#    |_|   |_|\__,_|_|\___|                              VAE 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
-
-import numpy as np
-import tensorflow as tf
-from tensorflow import keras
-from tensorflow.keras import layers
-from IPython.display import display,Markdown
-
-# Note : https://www.tensorflow.org/guide/keras/save_and_serialize#custom_objects
-
-class Sampling(keras.layers.Layer):
-    '''A custom layer that receive (z_mean, z_var) and sample a z vector'''
-
-    def call(self, inputs):
-        z_mean, z_log_var = inputs
-        batch = tf.shape(z_mean)[0]
-        dim   = tf.shape(z_mean)[1]
-        epsilon = tf.keras.backend.random_normal(shape=(batch, dim))
-        return z_mean + tf.exp(0.5 * z_log_var) * epsilon
-    
-
-class VAE(keras.Model):
-    '''A VAE model, built from given encoder, decoder'''
-
-    version = '1.2'
-
-    def __init__(self, encoder=None, decoder=None, r_loss_factor=0.3, **kwargs):
-        super(VAE, self).__init__(**kwargs)
-        self.encoder = encoder
-        self.decoder = decoder
-        self.r_loss_factor = r_loss_factor
-        print(f'Init VAE, with r_loss_factor={self.r_loss_factor}')
-
-        
-    def call(self, inputs):
-        z_mean, z_log_var, z = self.encoder(inputs)
-        y_pred = self.decoder(z)
-        return y_pred
-                
-        
-    def train_step(self, input):
-        
-        if isinstance(input, tuple):
-            input = input[0]
-            
-        with tf.GradientTape() as tape:
-            z_mean, z_log_var, z = self.encoder(input)
-            reconstruction       = self.decoder(z)
-            reconstruction_loss  = tf.reduce_mean( keras.losses.binary_crossentropy(input, reconstruction) )
-            kl_loss = 1 + z_log_var - tf.square(z_mean) - tf.exp(z_log_var)
-            kl_loss = tf.reduce_mean(kl_loss)
-            kl_loss *= -0.5
-            total_loss = self.r_loss_factor*reconstruction_loss + (1-self.r_loss_factor)*kl_loss
-            
-        grads = tape.gradient(total_loss, self.trainable_weights)
-        self.optimizer.apply_gradients(zip(grads, self.trainable_weights))
-        
-        return {
-            "loss":     total_loss,
-            "r_loss":   reconstruction_loss,
-            "kl_loss":  kl_loss,
-        }
-    
-    
-    def reload(self,filename):
-        self.encoder = keras.models.load_model(f'{filename}-enc.h5', custom_objects={'Sampling': Sampling})
-        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')
-        
-    @classmethod
-    def about(cls):
-        display(Markdown('<br>**FIDLE 2021 - VAE**'))
-        print('Version              :', cls.version)
-        print('TensorFlow version   :', tf.__version__)
-        print('Keras version        :', tf.keras.__version__)
diff --git a/VAE2/modules/callbacks/BestModelCallback.py b/VAE2/modules/callbacks/BestModelCallback.py
index dab441d..8ec462e 100644
--- a/VAE2/modules/callbacks/BestModelCallback.py
+++ b/VAE2/modules/callbacks/BestModelCallback.py
@@ -17,7 +17,7 @@ import os
                 
 class BestModelCallback(Callback):
 
-    def __init__(self, filename= './run_dir/best-model', verbose=0 ):
+    def __init__(self, filename= './run_dir/best-model.h5', verbose=0 ):
         self.filename = filename
         self.verbose  = verbose
         self.loss     = np.Inf
diff --git a/VAE2/modules/callbacks/ImagesCallback.py b/VAE2/modules/callbacks/ImagesCallback.py
index 67afd68..85bdb54 100644
--- a/VAE2/modules/callbacks/ImagesCallback.py
+++ b/VAE2/modules/callbacks/ImagesCallback.py
@@ -20,8 +20,6 @@ class ImagesCallback(Callback):
     '''
     Save generated (random mode) or encoded/decoded (z mode) images on epoch end.
     params:
-        encoder     : encoder
-        decoder     : decoder
         x           : input images, for z mode (None)
         z_dim       : size of the latent space, for random mode (None)
         nb_images   : number of images to save
@@ -32,9 +30,7 @@ class ImagesCallback(Callback):
     '''
     
    
-    def __init__(self, encoder     = None, 
-                       decoder     = None,
-                       x           = None,
+    def __init__(self, x           = None,
                        z_dim       = None,
                        nb_images   = 5,
                        from_z      = False, 
@@ -44,7 +40,8 @@ class ImagesCallback(Callback):
         
         # ---- Parameters
         #
-        self.x           = x[:nb_images]
+        
+        self.x = None if x is None else x[:nb_images]
         self.z_dim       = z_dim
         
         self.nb_images   = nb_images
@@ -54,9 +51,6 @@ class ImagesCallback(Callback):
         self.filename_z       = run_dir + '/images-z/'      + filename
         self.filename_random  = run_dir + '/images-random/' + filename
         
-        self.encoder     = encoder
-        self.decoder     = decoder
-                       
         if from_z:      os.makedirs( run_dir + '/images-z/',     mode=0o750, exist_ok=True)
         if from_random: os.makedirs( run_dir + '/images-random/', mode=0o750, exist_ok=True)
         
@@ -81,14 +75,17 @@ class ImagesCallback(Callback):
     def on_epoch_end(self, epoch, logs={}):
         '''Called at the end of each epoch'''
         
+        encoder     = self.model.get_layer('encoder')
+        decoder     = self.model.get_layer('decoder')
+
         if self.from_random:
             z      = np.random.normal( size=(self.nb_images,self.z_dim) )
-            images = self.decoder.predict(z)
+            images = decoder.predict(z)
             self.save_images(images, self.filename_random, epoch)
             
         if self.from_z:
-            z_mean, z_var, z  = self.encoder.predict(self.x)
-            images            = self.decoder.predict(z)
+            z_mean, z_var, z  = encoder.predict(self.x)
+            images            = decoder.predict(z)
             self.save_images(images, self.filename_z, epoch)
 
 
diff --git a/VAE2/modules/datagen/DataGenerator.py b/VAE2/modules/datagen/DataGenerator.py
new file mode 100644
index 0000000..a9da3c6
--- /dev/null
+++ b/VAE2/modules/datagen/DataGenerator.py
@@ -0,0 +1,147 @@
+
+# ------------------------------------------------------------------
+#     _____ _     _ _
+#    |  ___(_) __| | | ___
+#    | |_  | |/ _` | |/ _ \
+#    |  _| | | (_| | |  __/       DataGenerator
+#    |_|   |_|\__,_|_|\___|       for clustered CelebA sataset
+# ------------------------------------------------------------------
+# Formation Introduction au Deep Learning  (FIDLE)
+# CNRS/SARI/DEVLOG 2020 - S. Arias, E. Maldonado, JL. Parouty
+# ------------------------------------------------------------------
+# Initial version by JL Parouty, feb 2020
+
+
+import numpy as np
+import pandas as pd
+import math
+import os,glob
+import tensorflow as tf
+from tensorflow.keras.utils import Sequence
+from IPython.display import display,Markdown
+
+class DataGenerator(Sequence):
+
+    version = '0.4.1'
+    
+    def __init__(self, clusters_dir='./data', batch_size=32, debug=False, k_size=1):
+        '''
+        Instanciation of the data generator
+        args:
+            cluster_dir : Directory of the clusters files
+            batch_size  : Batch size (32)
+            debug       : debug mode (False)
+        '''
+        if debug : self.about()
+        #
+        # ---- Get the list of clusters
+        #      
+        clusters_name = [ os.path.splitext(f)[0] for f in glob.glob( f'{clusters_dir}/*.npy') ]
+        clusters_size = len(clusters_name)
+        #
+        # ---- Read each cluster description
+        #      because we need the full dataset size
+        #
+        dataset_size  = 0
+        for c in clusters_name:
+            df = pd.read_csv(c+'.csv', header=0)
+            dataset_size+=len(df.index)
+        #
+        # ---- If we only want to use a part of the dataset...
+        #
+        dataset_size = int(dataset_size * k_size)
+        #
+        if debug: 
+            print(f'\nClusters nb  : {len(clusters_name)} files')
+            print(f'Dataset size : {dataset_size}')
+            print(f'Batch size   : {batch_size}')
+
+        #
+        # ---- Remember all of that
+        #
+        self.clusters_dir  = clusters_dir
+        self.batch_size    = batch_size
+        self.clusters_name = clusters_name
+        self.clusters_size = clusters_size
+        self.dataset_size  = dataset_size
+        self.debug         = debug
+        #
+        # ---- Read a first cluster
+        #
+        self.rewind()
+    
+    
+    def rewind(self):
+        self.cluster_i = self.clusters_size
+        self.read_next_cluster()
+
+        
+    def __len__(self):
+        return math.floor(self.dataset_size / self.batch_size)
+
+    
+    def __getitem__(self, idx):
+        #
+        # ---- Get the next item index
+        #
+        i=self.data_i
+        #
+        # ---- Get a batch
+        #
+        batch = self.data[i:i+self.batch_size]
+        #
+        # ---- Cluster is large enough
+        #
+        if len(batch) == self.batch_size:
+            self.data_i += self.batch_size
+            if self.debug: print(f'({len(batch)}) ',end='')
+            return batch,batch
+        #
+        # ---- Not enough...
+        #
+        if self.debug: print(f'({len(batch)}..) ',end='')
+        #
+        self.read_next_cluster()
+        batch2 = self.data[ 0:self.batch_size-len(batch) ]
+        self.data_i = self.batch_size-len(batch)
+        batch  = np.concatenate( (batch,batch2) )
+        #
+        if self.debug: print(f'(..{len(batch2)}) ',end='')
+        return batch, batch
+    
+    
+    def on_epoch_end(self):
+        self.rewind()
+    
+    
+    def read_next_cluster(self):
+        #
+        # ---- Get the next cluster name
+        #      If we have reached the end of the list, we mix and
+        #      start again from the beginning. 
+        #
+        i = self.cluster_i + 1
+        if i >= self.clusters_size:
+            np.random.shuffle(self.clusters_name)
+            i = 0
+            if self.debug : print(f'\n[shuffle!]')
+        #
+        # ---- Read it (images still normalized)
+        #
+        data = np.load( self.clusters_name[i]+'.npy', mmap_mode='r' )
+        #
+        # ---- Remember all of that
+        #
+        self.data      = data
+        self.data_i    = 0
+        self.cluster_i = i
+        #
+        if self.debug: print(f'\n[Load {self.cluster_i:02d},s={len(self.data):3d}] ',end='')
+          
+        
+    @classmethod
+    def about(cls):
+        display(Markdown('<br>**FIDLE 2020 - DataGenerator**'))
+        print('Version              :', cls.version)
+        print('TensorFlow version   :', tf.__version__)
+        print('Keras version        :', tf.keras.__version__)
diff --git a/VAE2/modules/datagen/MNIST.py b/VAE2/modules/datagen/MNIST.py
new file mode 100644
index 0000000..c4368ab
--- /dev/null
+++ b/VAE2/modules/datagen/MNIST.py
@@ -0,0 +1,114 @@
+
+# ------------------------------------------------------------------
+#     _____ _     _ _
+#    |  ___(_) __| | | ___
+#    | |_  | |/ _` | |/ _ \
+#    |  _| | | (_| | |  __/
+#    |_|   |_|\__,_|_|\___|
+# ------------------------------------------------------------------
+# Formation Introduction au Deep Learning  (FIDLE)
+# CNRS/SARI/DEVLOG 2020 - S. Arias, E. Maldonado, JL. Parouty
+# ------------------------------------------------------------------
+# 2.0 version by JL Parouty, feb 2021
+
+import h5py
+import os
+import numpy as np
+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'
+    
+    def __init__(self):
+        pass
+   
+    @classmethod
+    def get_data(cls, normalize=True, expand=True, scale=1., train_prop=0.8, shuffle=True, seed=False):
+        """
+        Return original MNIST dataset
+        args:
+            normalize   : Normalize dataset or not (True)
+            expand      : Reshape images as (28,28,1) instead (28,28) (True)
+            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. False mean no seed, None mean using /dev/urandom (None)
+        returns:
+            x_train,y_train,x_test,y_test
+        """
+
+        # ---- Seed
+        #
+        if seed is not False:
+            np.random.seed(seed)
+            print(f'Seeded ({seed})')
+
+        # ---- Get data
+        #
+        (x_train, y_train), (x_test, y_test) = mnist.load_data()
+        print('Dataset loaded.')
+        
+        # ---- Concatenate
+        #
+        x_data = np.concatenate([x_train, x_test], axis=0)
+        y_data = np.concatenate([y_train, y_test])
+        print('Concatenated.')
+
+        # ---- Shuffle
+        #
+        if shuffle:
+            p = np.random.permutation(len(x_data))
+            x_data, y_data = x_data[p], y_data[p]
+            print('Shuffled.')     
+        
+        # ---- Rescale
+        #
+        n = int(scale*len(x_data))
+        x_data, y_data = x_data[:n], y_data[:n]
+        print(f'rescaled ({scale}).') 
+
+        # ---- Normalization
+        #
+        if normalize:
+            x_data = x_data.astype('float32') / 255.
+            print('Normalized.')
+            
+        # ---- Reshape : (28,28) -> (28,28,1)
+        #
+        if expand:
+            x_data = np.expand_dims(x_data, axis=-1)
+            print('Reshaped.')
+
+        # ---- Split
+        #
+        n=int(len(x_data)*train_prop)
+        x_train, x_test = x_data[:n], x_data[n:]
+        y_train, y_test = y_data[:n], y_data[n:]
+        print(f'splited ({train_prop}).') 
+
+        # ---- Hash
+        #
+        h = blake2b(digest_size=10)
+        for a in [x_train,x_test, y_train,y_test]:
+            h.update(a)
+            
+        # ---- About and return
+        #
+        print('x_train shape is  : ', x_train.shape)
+        print('x_test  shape is  : ', x_test.shape)
+        print('y_train shape is  : ', y_train.shape)
+        print('y_test  shape is  : ', y_test.shape)
+        print('Blake2b digest is : ', h.hexdigest())
+        return  x_train,y_train, x_test,y_test
+                
+            
diff --git a/VAE2/modules/datagen/__init__.py b/VAE2/modules/datagen/__init__.py
new file mode 100644
index 0000000..74bb0f9
--- /dev/null
+++ b/VAE2/modules/datagen/__init__.py
@@ -0,0 +1,4 @@
+from modules.datagen.MNIST         import MNIST
+from modules.datagen.DataGenerator import DataGenerator
+
+
diff --git a/VAE2/modules/layers/__init__.py b/VAE2/modules/layers/__init__.py
index 50d178e..bf47016 100644
--- a/VAE2/modules/layers/__init__.py
+++ b/VAE2/modules/layers/__init__.py
@@ -1,2 +1,2 @@
-from modules.layers.SamplingLayer       import SamplingLayer
+from modules.layers.SamplingLayer        import SamplingLayer
 from modules.layers.VariationalLossLayer import VariationalLossLayer
diff --git a/VAE2/modules/loader_MNIST.py b/VAE2/modules/loader_MNIST.py
deleted file mode 100644
index 115dbfd..0000000
--- a/VAE2/modules/loader_MNIST.py
+++ /dev/null
@@ -1,61 +0,0 @@
-
-# ------------------------------------------------------------------
-#     _____ _     _ _
-#    |  ___(_) __| | | ___
-#    | |_  | |/ _` | |/ _ \
-#    |  _| | | (_| | |  __/
-#    |_|   |_|\__,_|_|\___|
-# ------------------------------------------------------------------
-# Formation Introduction au Deep Learning  (FIDLE)
-# CNRS/SARI/DEVLOG 2020 - S. Arias, E. Maldonado, JL. Parouty
-# ------------------------------------------------------------------
-# Initial version by JL Parouty, feb 2020
-
-import numpy as np
-import tensorflow as tf
-import tensorflow.keras.datasets.mnist as mnist
-
-class Loader_MNIST():
-    
-    version = '0.1'
-    
-    def __init__(self):
-        pass
-   
-    @classmethod
-    def get(normalize=True, expand=True, concatenate=True):
-
-        # ---- Get data
-        #
-        (x_train, y_train), (x_test, y_test) = mnist.load_data()
-        print('Dataset loaded.')
-           
-        # ---- Normalization
-        #
-        if normalize:
-            x_train = x_train.astype('float32') / 255.
-            x_test  = x_test.astype( 'float32') / 255.
-            print('Normalized.')
-            
-        # ---- Reshape : (28,28) -> (28,28,1)
-        #
-        if expand:
-            x_train = np.expand_dims(x_train, axis=-1)
-            x_test  = np.expand_dims(x_test,  axis=-1)
-            print('Expanded.')
-
-        # ---- Concatenate
-        #
-        if concatenate:
-            x_data = np.concatenate([x_train, x_test], axis=0)
-            y_data = np.concatenate([y_train, y_test])
-            print('Concatenate.')
-            print('x shape :', x_data.shape)
-            print('y shape :', y_data.shape)
-            return x_data,y_data
-        else:
-            print('x_train shape :', x_train.shape)
-            print('y_train shape :', y_train.shape)
-            print('x_test  shape :', x_test.shape)
-            print('y_test  shape :', y_test.shape)
-            return x_train,y_train,x_test,y_test
\ No newline at end of file
diff --git a/VAE2/modules/models/VAE.py b/VAE2/modules/models/VAE.py
index bd9adb1..a997db7 100644
--- a/VAE2/modules/models/VAE.py
+++ b/VAE2/modules/models/VAE.py
@@ -17,6 +17,9 @@ import tensorflow as tf
 from tensorflow import keras
 from tensorflow.keras import layers
 from IPython.display import display,Markdown
+from modules.layers    import SamplingLayer
+import os
+
 
 # Note : https://keras.io/guides/making_new_layers_and_models_via_subclassing/
 
@@ -29,7 +32,7 @@ class VAE(keras.Model):
 
     version = '1.4'
 
-    def __init__(self, encoder=None, decoder=None, loss_weights=[3,7], **kwargs):
+    def __init__(self, encoder=None, decoder=None, loss_weights=[1,1], **kwargs):
         '''
         VAE instantiation with encoder, decoder and r_loss_factor
         args :
@@ -44,8 +47,8 @@ class VAE(keras.Model):
         self.encoder      = encoder
         self.decoder      = decoder
         self.loss_weights = loss_weights
-        print(f'Init VAE, with loss_weights={list(self.loss_weights)}')
-
+        print(f'Fidle VAE is ready :-)  loss_weights={list(self.loss_weights)}')
+       
         
     def call(self, inputs):
         '''
@@ -119,18 +122,27 @@ class VAE(keras.Model):
         }
     
     
-    def reload(self,filename):
-        '''Reload a 2 part saved model.'''
-        self.encoder = keras.models.load_model(f'{filename}-enc.h5', custom_objects={'Sampling': Sampling})
-        self.decoder = keras.models.load_model(f'{filename}-dec.h5')
-        print('Reloaded.')
-        
+    def predict(self,inputs):
+        '''Our predict function...'''
+        z_mean, z_var, z  = self.encoder.predict(inputs)
+        outputs           = self.decoder.predict(z)
+        return outputs
+
         
     def save(self,filename):
         '''Save model in 2 part'''
-        self.encoder.save(f'{filename}-enc.h5')
-        self.decoder.save(f'{filename}-dec.h5')
+        filename, extension = os.path.splitext(filename)
+        self.encoder.save(f'{filename}-encoder.h5')
+        self.decoder.save(f'{filename}-decoder.h5')
+
     
+    def reload(self,filename):
+        '''Reload a 2 part saved model.'''
+        filename, extension = os.path.splitext(filename)
+        self.encoder = keras.models.load_model(f'{filename}-encoder.h5', custom_objects={'SamplingLayer': SamplingLayer})
+        self.decoder = keras.models.load_model(f'{filename}-decoder.h5')
+        print('Reloaded.')
+                
         
     @classmethod
     def about(cls):
diff --git a/VAE2/modules/models/__init__.py b/VAE2/modules/models/__init__.py
new file mode 100644
index 0000000..b8d0a17
--- /dev/null
+++ b/VAE2/modules/models/__init__.py
@@ -0,0 +1 @@
+from modules.models.VAE import VAE
\ No newline at end of file
diff --git a/fidle/config.py b/fidle/config.py
index 908ce5d..87b838b 100644
--- a/fidle/config.py
+++ b/fidle/config.py
@@ -14,7 +14,7 @@
 
 # ---- Version -----------------------------------------------------
 #
-VERSION = '2.0.20'
+VERSION = '2.0.21'
 
 # ---- Default notebook name ---------------------------------------
 #
diff --git a/fidle/pwk.py b/fidle/pwk.py
index 2432b71..b7a9078 100644
--- a/fidle/pwk.py
+++ b/fidle/pwk.py
@@ -276,6 +276,12 @@ def rescale_dataset(*data, scale=1):
     '''
     return [ d[:int(scale*len(d))] for d in data ]
 
+def pick_dataset(*data,n=5):
+    '''Return random subsets of n elements'''
+    ii = np.random.choice(range(len(data[0])), n)
+    out = [ d[ii] for d in data ]
+    return out[0] if len(out)==1 else out
+
 def update_progress(what,i,imax, redraw=False):
     """
     Display a text progress bar, as :
-- 
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