diff --git a/DCGAN/01-DCGAN-Draw-me-a-sheep.ipynb b/DCGAN/01-DCGAN-Draw-me-a-sheep.ipynb index fc1b8460f4ac739b389af18452f39efdfc929a5e..e72658915270718f2a942359d606c8800be64f10 100644 --- a/DCGAN/01-DCGAN-Draw-me-a-sheep.ipynb +++ b/DCGAN/01-DCGAN-Draw-me-a-sheep.ipynb @@ -24,10 +24,10 @@ "## What we're going to do :\n", "\n", " - Have a look to the dataset\n", - " - Defining a VAE model\n", + " - Defining a GAN model\n", " - Build the model\n", " - Train it\n", - " - Follow the learning process with Tensorboard\n", + " - Analyze the results\n", "\n", "## Acknowledgements :\n", "Thanks to **François Chollet** who is at the base of this example. \n", @@ -43,97 +43,9 @@ }, { "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,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);\n", - " 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 : 2.0.24\n", - "Notebook id : DCGAN01\n", - "Run time : Monday 11 October 2021, 15:52:11\n", - "TensorFlow version : 2.4.0\n", - "Keras version : 2.4.0\n", - "Datasets dir : /gpfswork/rech/mlh/uja62cb/datasets\n", - "Run dir : ./run/DCGAN.001\n", - "Update keras cache : False\n", - "Save figs : True\n", - "Path figs : ./run/DCGAN.001/figs\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", @@ -159,21 +71,26 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Step 2 - Parameters" + "## Step 2 - Parameters\n", + "`scale` : With scale=1, we need 5-6 minutes on a GPU V100 ...and >2h on a CPU ! \n", + "`latent_dim` : Latent space dimension, 128 for example ! \n", + "`fit_verbosity` : verbosity during training : 0 = silent, 1 = progress bar, 2 = one line per epoch \n", + "`num_img` : Number of images to visualize" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "latent_dim = 128\n", + "latent_dim = 128\n", "\n", - "scale = 1\n", - "epochs = 10\n", - "batch_size = 32\n", - "num_img = 12" + "scale = .01\n", + "epochs = 10\n", + "batch_size = 32\n", + "num_img = 12\n", + "fit_verbosity = 1" ] }, { @@ -185,11 +102,11 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ - "pwk.override('latent_dim', 'epochs', 'batch_size', 'num_img', 'scale')" + "pwk.override('scale', 'latent_dim', 'epochs', 'batch_size', 'num_img', 'fit_verbosity')" ] }, { @@ -202,19 +119,9 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(126121, 784)\n", - "(126121, 784)\n", - "(126121, 28, 28, 1)\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Load dataset\n", "x_data = np.load(datasets_dir+'/QuickDraw/origine/sheep.npy')\n", @@ -242,34 +149,12 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div class=\"comment\">Saved: ./run/DCGAN.001/figs/DCGAN01-01-Sheeps</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 864x432 with 72 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pwk.plot_images(x_data.reshape(-1,28,28), indices=range(72), columns=12, x_size=1, y_size=1, y_padding=0,spines_alpha=0, save_as='01-Sheeps')" + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pwk.plot_images(x_data.reshape(-1,28,28), indices=range(72), columns=12, x_size=1, y_size=1, \n", + " y_padding=0,spines_alpha=0, save_as='01-Sheeps')" ] }, { @@ -281,44 +166,9 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"discriminator\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "input_1 (InputLayer) [(None, 28, 28, 1)] 0 \n", - "_________________________________________________________________\n", - "conv2d (Conv2D) (None, 14, 14, 64) 1088 \n", - "_________________________________________________________________\n", - "leaky_re_lu (LeakyReLU) (None, 14, 14, 64) 0 \n", - "_________________________________________________________________\n", - "conv2d_1 (Conv2D) (None, 7, 7, 128) 131200 \n", - "_________________________________________________________________\n", - "leaky_re_lu_1 (LeakyReLU) (None, 7, 7, 128) 0 \n", - "_________________________________________________________________\n", - "conv2d_2 (Conv2D) (None, 4, 4, 128) 262272 \n", - "_________________________________________________________________\n", - "leaky_re_lu_2 (LeakyReLU) (None, 4, 4, 128) 0 \n", - "_________________________________________________________________\n", - "flatten (Flatten) (None, 2048) 0 \n", - "_________________________________________________________________\n", - "dropout (Dropout) (None, 2048) 0 \n", - "_________________________________________________________________\n", - "dense (Dense) (None, 1) 2049 \n", - "=================================================================\n", - "Total params: 396,609\n", - "Trainable params: 396,609\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "inputs = keras.Input(shape=(28, 28, 1))\n", "x = layers.Conv2D(64, kernel_size=4, strides=2, padding=\"same\")(inputs)\n", @@ -344,40 +194,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Model: \"generator\"\n", - "_________________________________________________________________\n", - "Layer (type) Output Shape Param # \n", - "=================================================================\n", - "input_2 (InputLayer) [(None, 128)] 0 \n", - "_________________________________________________________________\n", - "dense_1 (Dense) (None, 3136) 404544 \n", - "_________________________________________________________________\n", - "reshape (Reshape) (None, 7, 7, 64) 0 \n", - "_________________________________________________________________\n", - "up_sampling2d (UpSampling2D) (None, 14, 14, 64) 0 \n", - "_________________________________________________________________\n", - "conv2d_3 (Conv2D) (None, 14, 14, 128) 73856 \n", - "_________________________________________________________________\n", - "up_sampling2d_1 (UpSampling2 (None, 28, 28, 128) 0 \n", - "_________________________________________________________________\n", - "conv2d_4 (Conv2D) (None, 28, 28, 256) 295168 \n", - "_________________________________________________________________\n", - "conv2d_5 (Conv2D) (None, 28, 28, 1) 6401 \n", - "=================================================================\n", - "Total params: 779,969\n", - "Trainable params: 779,969\n", - "Non-trainable params: 0\n", - "_________________________________________________________________\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# inputs = keras.Input(shape=(latent_dim,))\n", "# x = layers.Dense(7 * 7 * 64)(inputs)\n", @@ -388,8 +207,7 @@ "# x = layers.LeakyReLU(alpha=0.2)(x)\n", "# outputs = layers.Conv2D(1, kernel_size=5, padding=\"same\", activation=\"sigmoid\")(x)\n", "\n", - "\n", - "\n", + "# ---- Using upsampling2D give better images ;-)\n", "\n", "inputs = keras.Input(shape=(latent_dim,))\n", "x = layers.Dense(7 * 7 * 64)(inputs)\n", @@ -415,7 +233,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -431,24 +249,16 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Fidle DCGAN is ready :-) latent dim = 128\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "gan = DCGAN(discriminator=discriminator, generator=generator, latent_dim=latent_dim)" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -468,40 +278,17 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Epoch 1/10\n", - "3942/3942 [==============================] - 33s 7ms/step - d_loss: 0.4719 - g_loss: 1.5369\n", - "Epoch 2/10\n", - "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.5246 - g_loss: 1.2451\n", - "Epoch 3/10\n", - "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.5717 - g_loss: 1.1026\n", - "Epoch 4/10\n", - "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.5940 - g_loss: 1.0557\n", - "Epoch 5/10\n", - "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.6026 - g_loss: 1.0187\n", - "Epoch 6/10\n", - "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.6031 - g_loss: 1.0122\n", - "Epoch 7/10\n", - "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.6072 - g_loss: 0.9956\n", - "Epoch 8/10\n", - "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.6059 - g_loss: 0.9919\n", - "Epoch 9/10\n", - "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.6026 - g_loss: 1.0028\n", - "Epoch 10/10\n", - "3942/3942 [==============================] - 29s 7ms/step - d_loss: 0.6019 - g_loss: 1.0067\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "imagesCallback = ImagesCallback(num_img=num_img, latent_dim=latent_dim, run_dir=f'{run_dir}/images')\n", "\n", - "history = gan.fit( x_data, epochs=epochs, batch_size=batch_size, callbacks=[imagesCallback] )\n", + "history = gan.fit( x_data, \n", + " epochs=epochs, \n", + " batch_size=batch_size, \n", + " callbacks=[imagesCallback], \n", + " verbose=fit_verbosity )\n", "\n", "gan.save(f'{run_dir}/models/model.h5')" ] @@ -515,66 +302,18 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div class=\"comment\">Saved: ./run/DCGAN.001/figs/DCGAN01-01-history_0</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 576x432 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pwk.plot_history(history, plot={'loss':['d_loss','g_loss']}, save_as='01-history')" ] }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div class=\"comment\">Saved: ./run/DCGAN.001/figs/DCGAN01-04-learning</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 120 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "images=[]\n", "for epoch in range(0,epochs,1):\n", @@ -596,17 +335,9 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Reloaded.\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "gan.reload(f'{run_dir}/models/model.h5')" ] @@ -620,7 +351,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -639,51 +370,18 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "<div class=\"comment\">Saved: ./run/DCGAN.001/figs/DCGAN01-04-learning</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 864x1080 with 180 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pwk.plot_images(images, None, indices='all', columns=num_img, x_size=1,y_size=1, interpolation=None, y_padding=0, spines_alpha=0, save_as='04-learning')" ] }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "End time is : Monday 11 October 2021, 15:57:30\n", - "Duration is : 00:05:19 918ms\n", - "This notebook ends here\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "pwk.end()" ] @@ -699,11 +397,10 @@ ], "metadata": { "interpreter": { - "hash": "7822d55dc7294a4f6f06b86d8ad2ca65bd6e1ee5d72628c47c30a06bbf89aef6" + "hash": "8e38643e33497db9a306e3f311fa98cb1e65371278ca73ee4ea0c76aa5a4f387" }, "kernelspec": { - "display_name": "Python 3", - "language": "python", + "display_name": "Python 3.9.7 64-bit ('fidle-cpu': conda)", "name": "python3" }, "language_info": { @@ -716,7 +413,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.9.7" } }, "nbformat": 4, diff --git a/Misc/Activation-Functions.ipynb b/Misc/Activation-Functions.ipynb index 4ef3448bbf1f080cdf1c277a7fd88abbec05665c..e39d96004f266693f2712b8a2f0464d5bd6f3703 100644 --- a/Misc/Activation-Functions.ipynb +++ b/Misc/Activation-Functions.ipynb @@ -23,58 +23,9 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "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", - "\n", - "\n", - "</style>\n", - "\n" - ], - "text/plain": [ - "<IPython.core.display.HTML object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "FIDLE 2020 - Practical Work Module\n", - "Version : 0.4.2\n", - "Run time : Sunday 23 February 2020, 12:48:24\n", - "TensorFlow version : 2.0.0\n", - "Keras version : 2.2.4-tf\n", - "Save figs : True\n", - "Path figs : ./figs\n" - ] - } - ], + "outputs": [], "source": [ "import numpy as np\n", "import matplotlib\n", @@ -87,14 +38,14 @@ "import sys\n", "\n", "sys.path.append('..')\n", - "import fidle.pwk as ooo\n", + "import fidle.pwk as pwk\n", "\n", - "ooo.init()" + "datasets_dir = pwk.init('ACTF1')" ] }, { "cell_type": "code", - "execution_count": 2, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -136,98 +87,13 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": null, "metadata": { "jupyter": { "source_hidden": true } }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 360x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 360x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 360x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 360x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 360x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 360x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "image/png": "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\n", - "text/plain": [ - "<Figure size 360x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "pw=5\n", "ph=5\n", @@ -248,7 +114,7 @@ "ax.plot(z, derivative(np.sign, z), label=\"dHeaviside/dx\")\n", "ax.plot(z, sign(z), label=\"Heaviside\")\n", "ax.set_title(\"Heaviside\")\n", - "ooo.save_fig('Heaviside')\n", + "pwk.save_fig('Heaviside')\n", "plt.show()\n", "\n", "\n", @@ -263,7 +129,7 @@ "ax.plot(z, sigmoid(z), label=\"Sigmoid\")\n", "ax.plot(z, derivative(sigmoid, z), label=\"dSigmoid/dx\")\n", "ax.set_title(\"Logit\")\n", - "ooo.save_fig('Logit')\n", + "pwk.save_fig('Logit')\n", "plt.show()\n", "\n", "# ----- Tanh\n", @@ -277,7 +143,7 @@ "ax.plot(z, tanh(z), label=\"Tanh\")\n", "ax.plot(z, derivative(tanh, z), label=\"dTanh/dx\")\n", "ax.set_title(\"Tanh\")\n", - "ooo.save_fig('Tanh')\n", + "pwk.save_fig('Tanh')\n", "plt.show()\n", "\n", "# ----- Relu\n", @@ -291,7 +157,7 @@ "ax.plot(z, relu(z), label=\"ReLU\")\n", "ax.plot(z, derivative(relu, z), label=\"dReLU/dx\")\n", "ax.set_title(\"ReLU\")\n", - "ooo.save_fig('ReLU')\n", + "pwk.save_fig('ReLU')\n", "plt.show()\n", "\n", "# ----- Leaky Relu\n", @@ -305,7 +171,7 @@ "ax.plot(z, leaky_relu(z), label=\"Leaky ReLU\")\n", "ax.plot(z, derivative( leaky_relu, z), label=\"dLeakyReLU/dx\")\n", "ax.set_title(\"Leaky ReLU (α=0.05)\")\n", - "ooo.save_fig('LeakyReLU')\n", + "pwk.save_fig('LeakyReLU')\n", "plt.show()\n", "\n", "# ----- Elu\n", @@ -319,7 +185,7 @@ "ax.plot(z, elu(z), label=\"ReLU\")\n", "ax.plot(z, derivative( elu, z), label=\"dExpReLU/dx\")\n", "ax.set_title(\"ELU (α=1)\")\n", - "ooo.save_fig('ELU')\n", + "pwk.save_fig('ELU')\n", "plt.show()\n", "\n", "# ----- Selu\n", @@ -333,7 +199,7 @@ "ax.plot(z, selu(z), label=\"SeLU\")\n", "ax.plot(z, derivative( selu, z), label=\"dSeLU/dx\")\n", "ax.set_title(\"ELU (SELU)\")\n", - "ooo.save_fig('SeLU')\n", + "pwk.save_fig('SeLU')\n", "plt.show()\n", "\n" ] @@ -348,9 +214,11 @@ } ], "metadata": { + "interpreter": { + "hash": "8e38643e33497db9a306e3f311fa98cb1e65371278ca73ee4ea0c76aa5a4f387" + }, "kernelspec": { - "display_name": "Python 3", - "language": "python", + "display_name": "Python 3.9.7 64-bit ('fidle-cpu': conda)", "name": "python3" }, "language_info": { @@ -363,7 +231,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.9.7" } }, "nbformat": 4, diff --git a/Misc/Activation-Functions==done==.ipynb b/Misc/Activation-Functions==done==.ipynb deleted file mode 100644 index 726f7c49bcef3b7dc093c0b22273b42a2a4bdb57..0000000000000000000000000000000000000000 --- a/Misc/Activation-Functions==done==.ipynb +++ /dev/null @@ -1,524 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n", - "\n", - "# <!-- TITLE --> [ACTF1] - Activation functions\n", - "<!-- DESC --> Some activation functions, with their derivatives.\n", - "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n", - "\n", - "## Objectives :\n", - " - View the main activation functions \n", - "\n", - "Les fonctions d'activation dans Keras : \n", - "https://www.tensorflow.org/api_docs/python/tf/keras/activations\n", - "\n", - "## What we're going to do :\n", - "\n", - " - Juste visualiser les principales fonctions d'activation\n" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:10.552984Z", - "iopub.status.busy": "2021-03-01T20:45:10.552484Z", - "iopub.status.idle": "2021-03-01T20:45:24.768123Z", - "shell.execute_reply": "2021-03-01T20:45:24.768624Z" - } - }, - "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+PHBhdGggZD0iTTM5LjQyMTQsMjcuMjU4djEuMDVBMTEuOTQ1MiwxMS45NDUyLDAsMCwwLDQ0LjU5NTQsNS43OWEuMjQ0OS4yNDQ5LDAsMCwxLS4wMjM1LS40MjI3TDQ2Ljc1LDMuOTUxNWEuMzg5Mi4zODkyLDAsMCwxLC40MjYyLDAsMTQuODQ0MiwxNC44NDQyLDAsMCwxLTcuNzU0MywyNy4yNTkxdjEuMDY3YS40NS40NSwwLDAsMS0uNzA0Ny4zNzU4bC0zLjg0MTktMi41MWEuNDUuNDUsMCwwLDEsMC0uNzUxNmwzLjg0MTktMi41MWEuNDUuNDUsMCwwLDEsLjY5NDYuMzc1OFpNNDMuMjMsMi41ODkyLDM5LjM4NzguMDc5NGEuNDUuNDUsMCwwLDAtLjcwNDYuMzc1OHYxLjA2N2ExNC44NDQyLDE0Ljg0NDIsMCwwLDAtNy43NTQzLDI3LjI1OTEuMzg5LjM4OSwwLDAsMCwuNDI2MSwwbDIuMTc3Ny0xLjQxOTNhLjI0NS4yNDUsMCwwLDAtLjAyMzUtLjQyMjgsMTEuOTQ1MSwxMS45NDUxLDAsMCwxLDUuMTc0LTIyLjUxNDZ2MS4wNWEuNDUuNDUsMCwwLDAsLjcwNDYuMzc1OGwzLjg1NTMtMi41MWEuNDUuNDUsMCwwLDAsMC0uNzUxNlpNMzkuMDUyMywxNC4yNDU4YTIuMTIwNiwyLjEyMDYsMCwxLDAsMi4xMjA2LDIuMTIwNmgwQTIuMTI0LDIuMTI0LDAsMCwwLDM5LjA1MjMsMTQuMjQ1OFptNi4wNzMyLTQuNzc4MS44MjU0LjgyNTVhMS4wNTY4LDEuMDU2OCwwLDAsMSwuMTE3NSwxLjM0MjFsLS44MDIsMS4xNDQyYTcuMTAxOCw3LjEwMTgsMCwwLDEsLjcxMTQsMS43MTEybDEuMzc1Ny4yNDE2YTEuMDU2OSwxLjA1NjksMCwwLDEsLjg3NTcsMS4wNHYxLjE2NDNhMS4wNTY5LDEuMDU2OSwwLDAsMS0uODc1NywxLjA0bC0xLjM3MjQuMjQxNkE3LjExLDcuMTEsMCwwLDEsNDUuMjcsMTkuOTNsLjgwMTksMS4xNDQyYTEuMDU3LDEuMDU3LDAsMCwxLS4xMTc0LDEuMzQyMmwtLjgyODguODQ4OWExLjA1NywxLjA1NywwLDAsMS0xLjM0MjEuMTE3NGwtMS4xNDQyLS44MDE5YTcuMTMzOCw3LjEzMzgsMCwwLDEtMS43MTEzLjcxMTNsLS4yNDE2LDEuMzcyNGExLjA1NjgsMS4wNTY4LDAsMCwxLTEuMDQuODc1N0gzOC40Njg0YTEuMDU2OCwxLjA1NjgsMCwwLDEtMS4wNC0uODc1N2wtLjI0MTYtMS4zNzI0YTcuMTM1NSw3LjEzNTUsMCwwLDEtMS43MTEzLS43MTEzbC0xLjE0NDEuODAxOWExLjA1NzEsMS4wNTcxLDAsMCwxLTEuMzQyMi0uMTE3NGwtLjgzNTUtLjgyNTVhMS4wNTcsMS4wNTcsMCwwLDEtLjExNzQtMS4zNDIxbC44MDE5LTEuMTQ0MmE3LjEyMSw3LjEyMSwwLDAsMS0uNzExMy0xLjcxMTJsLTEuMzcyNC0uMjQxNmExLjA1NjksMS4wNTY5LDAsMCwxLS44NzU3LTEuMDRWMTUuNzgyNmExLjA1NjksMS4wNTY5LDAsMCwxLC44NzU3LTEuMDRsMS4zNzU3LS4yNDE2YTcuMTEsNy4xMSwwLDAsMSwuNzExNC0xLjcxMTJsLS44MDItMS4xNDQyYTEuMDU3LDEuMDU3LDAsMCwxLC4xMTc1LTEuMzQyMmwuODI1NC0uODI1NEExLjA1NjgsMS4wNTY4LDAsMCwxLDM0LjMyNDUsOS4zNmwxLjE0NDIuODAxOUE3LjEzNTUsNy4xMzU1LDAsMCwxLDM3LjE4LDkuNDUxbC4yNDE2LTEuMzcyNGExLjA1NjgsMS4wNTY4LDAsMCwxLDEuMDQtLjg3NTdoMS4xNjc3YTEuMDU2OSwxLjA1NjksMCwwLDEsMS4wNC44NzU3bC4yNDE2LDEuMzcyNGE3LjEyNSw3LjEyNSwwLDAsMSwxLjcxMTIuNzExM0w0My43NjY2LDkuMzZBMS4wNTY5LDEuMDU2OSwwLDAsMSw0NS4xMjU1LDkuNDY3N1ptLTIuMDMsNi44OTg3QTQuMDQzMyw0LjA0MzMsMCwxLDAsMzkuMDUyMywyMC40MWgwQTQuMDQ2NSw0LjA0NjUsMCwwLDAsNDMuMDk1NSwxNi4zNjY0WiIgc3R5bGU9ImZpbGw6I2UxMjIyOSIvPjxwb2x5Z29uIHBvaW50cz0iMzkuNDEzIDM0Ljc1NyAzOS41MzcgMzQuNzU3IDM5LjY3NSAzNC43NTcgMzkuNjc1IDEwOS41MSAzOS41MzcgMTA5LjUxIDM5LjQxMyAxMDkuNTEgMzkuNDEzIDM0Ljc1NyAzOS40MTMgMzQuNzU3IiBzdHlsZT0iZmlsbDpub25lO3N0cm9rZTojOTk5O3N0cm9rZS1saW5lY2FwOnJvdW5kO3N0cm9rZS1taXRlcmxpbWl0OjEwO3N0cm9rZS13aWR0aDowLjMwODg1NDQ1MDU2MDE2MThweDtmaWxsLXJ1bGU6ZXZlbm9kZCIvPjwvc3ZnPg==);\n", - " 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 : 2.0.17\n", - "Notebook id : Unknown\n", - "Run time : Monday 01 March 2021, 21:45:24\n", - "TensorFlow version : 2.4.0\n", - "Keras version : 2.4.0\n", - "Datasets dir : /gpfswork/rech/mlh/uja62cb/datasets\n", - "Run dir : ./run\n", - "Update keras cache : False\n", - "Save figs : True\n", - "Path figs : ./run/figs\n" - ] - }, - { - "data": { - "text/plain": [ - "'/gpfswork/rech/mlh/uja62cb/datasets'" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "import numpy as np\n", - "import matplotlib\n", - "import matplotlib.pyplot as plt\n", - "\n", - "import math\n", - "from math import erfc, sqrt, exp\n", - "from math import pi as PI\n", - "from math import e as E\n", - "import sys\n", - "\n", - "sys.path.append('..')\n", - "import fidle.pwk as ooo\n", - "\n", - "ooo.init()" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:24.778503Z", - "iopub.status.busy": "2021-03-01T20:45:24.778014Z", - "iopub.status.idle": "2021-03-01T20:45:24.779674Z", - "shell.execute_reply": "2021-03-01T20:45:24.780164Z" - } - }, - "outputs": [], - "source": [ - "SELU_A = -sqrt(2/PI)/(erfc(1/sqrt(2))*exp(1/2)-1)\n", - "SELU_L = (1-erfc(1/sqrt(2))*sqrt(E))*sqrt(2*PI) / (2*erfc(sqrt(2))*E*E+PI*erfc(1/sqrt(2))**2*E-2*(2+PI)*erfc(1/sqrt(2))*sqrt(E)+PI+2)**0.5\n", - "\n", - "\n", - "def heaviside(z):\n", - " return np.where(z<0,0,1)\n", - "\n", - "def sign(z):\n", - " return np.where(z<0,-1,1)\n", - "# return np.sign(z)\n", - "\n", - "def sigmoid(z):\n", - " return 1 / (1 + np.exp(-z))\n", - "\n", - "def tanh(z):\n", - " return np.tanh(z)\n", - "\n", - "def relu(z):\n", - " return np.maximum(0, z)\n", - "\n", - "def leaky_relu(z,a=0.05):\n", - " return np.maximum(a*z, z)\n", - "\n", - "def elu(z,a=1):\n", - " #y=z.copy()\n", - " y=a*(np.exp(z)-1)\n", - " y[z>0]=z[z>0]\n", - " return y\n", - "\n", - "def selu(z):\n", - " return SELU_L*elu(z,a=SELU_A)\n", - "\n", - "def derivative(f, z, eps=0.000001):\n", - " return (f(z + eps) - f(z - eps))/(2 * eps)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:24.796916Z", - "iopub.status.busy": "2021-03-01T20:45:24.792469Z", - "iopub.status.idle": "2021-03-01T20:45:27.378536Z", - "shell.execute_reply": "2021-03-01T20:45:27.379053Z" - }, - "jupyter": { - "source_hidden": true - } - }, - "outputs": [ - { - "data": { - "text/html": [ - "<div class=\"comment\">Saved: ./run/figs/Unknown-Heaviside</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 360x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "<div class=\"comment\">Saved: ./run/figs/Unknown-Logit</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 360x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "<div class=\"comment\">Saved: ./run/figs/Unknown-Tanh</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 360x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "<div class=\"comment\">Saved: ./run/figs/Unknown-ReLU</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 360x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "<div class=\"comment\">Saved: ./run/figs/Unknown-LeakyReLU</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 360x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "<div class=\"comment\">Saved: ./run/figs/Unknown-ELU</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 360x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "<div class=\"comment\">Saved: ./run/figs/Unknown-SeLU</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 360x360 with 1 Axes>" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "pw=5\n", - "ph=5\n", - "\n", - "z = np.linspace(-5, 5, 200)\n", - "\n", - "\n", - "# ------ Heaviside\n", - "#\n", - "fig, ax = plt.subplots(1, 1)\n", - "fig.set_size_inches(pw,ph)\n", - "ax.set_xlim(-5, 5)\n", - "ax.set_ylim(-2, 2)\n", - "ax.axhline(y=0, linewidth=1, linestyle='--', color='lightgray')\n", - "ax.axvline(x=0, linewidth=1, linestyle='--', color='lightgray')\n", - "ax.plot(0, 0, \"rx\", markersize=10)\n", - "ax.plot(z, sign(z), linewidth=2, linestyle='-', color='steelblue', label=\"Heaviside\")\n", - "ax.plot(z, derivative(np.sign, z), label=\"dHeaviside/dx\")\n", - "ax.plot(z, sign(z), label=\"Heaviside\")\n", - "ax.set_title(\"Heaviside\")\n", - "ooo.save_fig('Heaviside')\n", - "plt.show()\n", - "\n", - "\n", - "# ----- Logit/Sigmoid\n", - "#\n", - "fig, ax = plt.subplots(1, 1)\n", - "fig.set_size_inches(pw,ph)\n", - "ax.set_xlim(-5, 5)\n", - "ax.set_ylim(-2, 2)\n", - "ax.axhline(y=0, linewidth=1, linestyle='--', color='lightgray')\n", - "ax.axvline(x=0, linewidth=1, linestyle='--', color='lightgray')\n", - "ax.plot(z, sigmoid(z), label=\"Sigmoid\")\n", - "ax.plot(z, derivative(sigmoid, z), label=\"dSigmoid/dx\")\n", - "ax.set_title(\"Logit\")\n", - "ooo.save_fig('Logit')\n", - "plt.show()\n", - "\n", - "# ----- Tanh\n", - "#\n", - "fig, ax = plt.subplots(1, 1)\n", - "fig.set_size_inches(pw,ph)\n", - "ax.set_xlim(-5, 5)\n", - "ax.set_ylim(-2, 2)\n", - "ax.axhline(y=0, linewidth=1, linestyle='--', color='lightgray')\n", - "ax.axvline(x=0, linewidth=1, linestyle='--', color='lightgray')\n", - "ax.plot(z, tanh(z), label=\"Tanh\")\n", - "ax.plot(z, derivative(tanh, z), label=\"dTanh/dx\")\n", - "ax.set_title(\"Tanh\")\n", - "ooo.save_fig('Tanh')\n", - "plt.show()\n", - "\n", - "# ----- Relu\n", - "#\n", - "fig, ax = plt.subplots(1, 1)\n", - "fig.set_size_inches(pw,ph)\n", - "ax.set_xlim(-5, 5)\n", - "ax.set_ylim(-2, 2)\n", - "ax.axhline(y=0, linewidth=1, linestyle='--', color='lightgray')\n", - "ax.axvline(x=0, linewidth=1, linestyle='--', color='lightgray')\n", - "ax.plot(z, relu(z), label=\"ReLU\")\n", - "ax.plot(z, derivative(relu, z), label=\"dReLU/dx\")\n", - "ax.set_title(\"ReLU\")\n", - "ooo.save_fig('ReLU')\n", - "plt.show()\n", - "\n", - "# ----- Leaky Relu\n", - "#\n", - "fig, ax = plt.subplots(1, 1)\n", - "fig.set_size_inches(pw,ph)\n", - "ax.set_xlim(-5, 5)\n", - "ax.set_ylim(-2, 2)\n", - "ax.axhline(y=0, linewidth=1, linestyle='--', color='lightgray')\n", - "ax.axvline(x=0, linewidth=1, linestyle='--', color='lightgray')\n", - "ax.plot(z, leaky_relu(z), label=\"Leaky ReLU\")\n", - "ax.plot(z, derivative( leaky_relu, z), label=\"dLeakyReLU/dx\")\n", - "ax.set_title(\"Leaky ReLU (α=0.05)\")\n", - "ooo.save_fig('LeakyReLU')\n", - "plt.show()\n", - "\n", - "# ----- Elu\n", - "#\n", - "fig, ax = plt.subplots(1, 1)\n", - "fig.set_size_inches(pw,ph)\n", - "ax.set_xlim(-5, 5)\n", - "ax.set_ylim(-2, 2)\n", - "ax.axhline(y=0, linewidth=1, linestyle='--', color='lightgray')\n", - "ax.axvline(x=0, linewidth=1, linestyle='--', color='lightgray')\n", - "ax.plot(z, elu(z), label=\"ReLU\")\n", - "ax.plot(z, derivative( elu, z), label=\"dExpReLU/dx\")\n", - "ax.set_title(\"ELU (α=1)\")\n", - "ooo.save_fig('ELU')\n", - "plt.show()\n", - "\n", - "# ----- Selu\n", - "#\n", - "fig, ax = plt.subplots(1, 1)\n", - "fig.set_size_inches(pw,ph)\n", - "ax.set_xlim(-5, 5)\n", - "ax.set_ylim(-2, 2)\n", - "ax.axhline(y=0, linewidth=1, linestyle='--', color='lightgray')\n", - "ax.axvline(x=0, linewidth=1, linestyle='--', color='lightgray')\n", - "ax.plot(z, selu(z), label=\"SeLU\")\n", - "ax.plot(z, derivative( selu, z), label=\"dSeLU/dx\")\n", - "ax.set_title(\"ELU (SELU)\")\n", - "ooo.save_fig('SeLU')\n", - "plt.show()\n", - "\n" - ] - }, - { - "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": "3.7.9" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/Misc/Numpy.ipynb b/Misc/Numpy.ipynb index f8ada1702fedf4f6edc2fc7fea2c3dc8eb94ff43..38ec96b6e76d09179b42240e8237ce5401567bd6 100644 --- a/Misc/Numpy.ipynb +++ b/Misc/Numpy.ipynb @@ -36,7 +36,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "metadata": {}, "outputs": [], "source": [ @@ -52,20 +52,9 @@ }, { "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([10. , 12.5, 15. , 17.5, 20. ])" - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# from a list\n", "l = [10.0, 12.5, 15.0, 17.5, 20.0]\n", @@ -74,21 +63,9 @@ }, { "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([ 6.93990061e-310, 6.95333088e-310, -1.90019324e+120,\n", - " 6.93987701e-310])" - ] - }, - "execution_count": 3, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# fast but the values can be anything\n", "np.empty(4)" @@ -96,21 +73,9 @@ }, { "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 0., 0., 0., 0., 0.],\n", - " [0., 0., 0., 0., 0., 0.]])" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# slower than np.empty but the values are all 0.\n", "np.zeros([2, 6])" @@ -118,33 +83,9 @@ }, { "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(2, 3, 4) 24 float64\n" - ] - }, - { - "data": { - "text/plain": [ - "array([[[1., 1., 1., 1.],\n", - " [1., 1., 1., 1.],\n", - " [1., 1., 1., 1.]],\n", - "\n", - " [[1., 1., 1., 1.],\n", - " [1., 1., 1., 1.],\n", - " [1., 1., 1., 1.]]])" - ] - }, - "execution_count": 5, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# multidimensional array\n", "a = np.ones([2, 3, 4])\n", @@ -154,20 +95,9 @@ }, { "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0, 1, 2, 3])" - ] - }, - "execution_count": 6, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# like range but produce 1D numpy array\n", "np.arange(4)" @@ -175,20 +105,9 @@ }, { "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0., 1., 2., 3.])" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# np.arange can produce arrays of floats\n", "np.arange(4.)" @@ -196,20 +115,9 @@ }, { "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([10. , 12.5, 15. , 17.5, 20. ])" - ] - }, - "execution_count": 8, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# another convenient function to generate 1D arrays\n", "np.linspace(10, 20, 5)" @@ -224,20 +132,9 @@ }, { "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[10.0, 12.5, 15.0, 17.5, 20.0]" - ] - }, - "execution_count": 9, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "a = np.linspace(10, 20 ,5)\n", "list(a)" @@ -245,20 +142,9 @@ }, { "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "[10.0, 12.5, 15.0, 17.5, 20.0]" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Or even better\n", "a.tolist()" @@ -282,23 +168,9 @@ }, { "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0.14726334, 0.90799321, 0.67130094, 0.23978162, 0.96444415],\n", - " [0.26039418, 0.06135763, 0.35856793, 0.73366941, 0.50698925],\n", - " [0.39557097, 0.55950866, 0.70056205, 0.65344863, 0.90891062],\n", - " [0.19049184, 0.56355734, 0.71701494, 0.66035889, 0.06400119]])" - ] - }, - "execution_count": 11, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "A = np.random.random([4, 5])\n", "A" @@ -306,20 +178,9 @@ }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "0.26039417830707656" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Get the element from second line, first column\n", "A[1, 0]" @@ -327,21 +188,9 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0.14726334, 0.90799321, 0.67130094, 0.23978162, 0.96444415],\n", - " [0.26039418, 0.06135763, 0.35856793, 0.73366941, 0.50698925]])" - ] - }, - "execution_count": 13, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Get the first two lines\n", "A[:2]" @@ -349,20 +198,9 @@ }, { "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0.96444415, 0.50698925, 0.90891062, 0.06400119])" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Get the last column\n", "A[:, -1]" @@ -370,21 +208,9 @@ }, { "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0.14726334, 0.67130094, 0.96444415],\n", - " [0.26039418, 0.35856793, 0.50698925]])" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Get the first two lines and the columns with an even index\n", "A[:2, ::2]" @@ -403,22 +229,9 @@ }, { "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[False True True False True]\n", - " [False False False True True]\n", - " [False True True True True]\n", - " [False True True True False]]\n", - "[0.90799321 0.67130094 0.96444415 0.73366941 0.50698925 0.55950866\n", - " 0.70056205 0.65344863 0.90891062 0.56355734 0.71701494 0.66035889]\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "cond = A > 0.5\n", "print(cond)\n", @@ -434,33 +247,9 @@ }, { "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0.14726334 0.90799321 0.67130094 0.23978162 0.96444415]\n", - " [0.26039418 0.06135763 0.35856793 0.73366941 0.50698925]\n", - " [0.39557097 0.55950866 0.70056205 0.65344863 0.90891062]\n", - " [0.19049184 0.56355734 0.71701494 0.66035889 0.06400119]]\n" - ] - }, - { - "data": { - "text/plain": [ - "array([[0.14726334, 0.90799321, 0.96444415],\n", - " [0.26039418, 0.06135763, 0.50698925],\n", - " [0.39557097, 0.55950866, 0.90891062],\n", - " [0.19049184, 0.56355734, 0.06400119]])" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# Selecting only particular columns\n", "print(A)\n", @@ -481,23 +270,9 @@ }, { "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[26.49431985, 34.90438372, 32.16365436, 27.45531142, 35.57459401],\n", - " [27.67174691, 25.61734103, 28.71425022, 32.87496493, 30.32693058],\n", - " [29.11218606, 30.9081365 , 32.49640767, 31.96148136, 34.91522467],\n", - " [26.94120557, 30.95317031, 32.68425986, 32.03966276, 25.6441081 ]])" - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "(A+5)**2" ] @@ -511,23 +286,9 @@ }, { "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1.15865904, 2.47934201, 1.95678132, 1.27097157, 2.62332907],\n", - " [1.29744141, 1.0632791 , 1.43127825, 2.08270892, 1.66028496],\n", - " [1.48523197, 1.74981253, 2.01488485, 1.92215822, 2.48161763],\n", - " [1.2098445 , 1.75691133, 2.04830976, 1.93548684, 1.06609367]])" - ] - }, - "execution_count": 19, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "np.exp(A) # With numpy arrays, use the functions from numpy !" ] @@ -541,20 +302,9 @@ }, { "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0. 0.90799321 0.67130094 0.23978162 0.96444415]\n", - " [0. 0.06135763 0.35856793 0.73366941 0.50698925]\n", - " [0. 0.55950866 0.70056205 0.65344863 0.90891062]\n", - " [0. 0.56355734 0.71701494 0.66035889 0.06400119]]\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "A[:, 0] = 0.\n", "print(A)" @@ -562,20 +312,9 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0. 1.10132983 1.48964487 4.17046144 1.03686668]\n", - " [ 0. 16.29789234 2.78887186 1.36301171 1.97242842]\n", - " [ 0. 1.78728245 1.42742531 1.53034219 1.1002182 ]\n", - " [ 0. 1.77444232 1.39467107 1.51432807 15.62470834]]\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "# BONUS: Safe element-wise inverse with masks\n", "cond = (A != 0)\n", @@ -596,28 +335,9 @@ }, { "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "T all any argmax argmin argpartition \n", - "argsort astype base byteswap choose clip \n", - "compress conj conjugate copy ctypes cumprod \n", - "cumsum data diagonal dot dtype dump \n", - "dumps fill flags flat flatten getfield \n", - "imag item itemset itemsize max mean \n", - "min nbytes ndim newbyteorder nonzero partition \n", - "prod ptp put ravel real repeat \n", - "reshape resize round searchsorted setfield setflags \n", - "shape size sort squeeze std strides \n", - "sum swapaxes take tobytes tofile tolist \n", - "tostring trace transpose var view " - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "for i,v in enumerate([s for s in dir(A) if not s.startswith('__')]):\n", " print(f'{v:16}', end='')\n", @@ -626,23 +346,9 @@ }, { "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0. 1.10132983 1.48964487 4.17046144 1.03686668]\n", - " [ 0. 16.29789234 2.78887186 1.36301171 1.97242842]\n", - " [ 0. 1.78728245 1.42742531 1.53034219 1.1002182 ]\n", - " [ 0. 1.77444232 1.39467107 1.51432807 15.62470834]]\n", - "Mean value 2.818696254398785\n", - "Mean line [0. 5.24023674 1.77515328 2.14453585 4.93355541]\n", - "Mean column [1.55966056 4.48444087 1.16905363 4.06162996]\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "\n", "# Ex1: Get the mean through different dimensions\n", @@ -655,25 +361,9 @@ }, { "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0. 1.10132983 1.48964487 4.17046144 1.03686668]\n", - " [ 0. 16.29789234 2.78887186 1.36301171 1.97242842]\n", - " [ 0. 1.78728245 1.42742531 1.53034219 1.1002182 ]\n", - " [ 0. 1.77444232 1.39467107 1.51432807 15.62470834]]\n", - "(4, 5)\n", - "[ 0. 1.10132983 1.48964487 4.17046144 1.03686668 0.\n", - " 16.29789234 2.78887186 1.36301171 1.97242842 0. 1.78728245\n", - " 1.42742531 1.53034219 1.1002182 0. 1.77444232 1.39467107\n", - " 1.51432807 15.62470834] (20,)\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "\n", "# Ex2: Convert a 2D array in 1D keeping all elements\n", @@ -697,18 +387,9 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 0. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10.]\n", - "385.0\n" - ] - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "b = np.linspace(0, 10, 11)\n", "c = b @ b\n", @@ -759,31 +440,9 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0.33277412 0.18065847 0.10352574 0.48095553 0.97748505]\n", - " [0.20756676 0.33166777 0.00808192 0.18868636 0.1722338 ]\n", - " [0.94092977 0.21755657 0.52045179 0.45008315 0.1751413 ]\n", - " [0.27404121 0.53531168 0.41209088 0.22503687 0.50026306]\n", - " [0.23077516 0.99886616 0.74286904 0.40849416 0.57970741]]\n" - ] - }, - { - "data": { - "text/plain": [ - "-0.026288777656342802" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "A = np.random.random([5,5])\n", "print(A)\n", @@ -792,29 +451,9 @@ }, { "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0.33166777 0.00808192]\n", - " [0.21755657 0.52045179]]\n" - ] - }, - { - "data": { - "text/plain": [ - "array([[ 3.0460928 , -0.04730175],\n", - " [-1.27331197, 1.94118039]])" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], + "execution_count": null, + "metadata": {}, + "outputs": [], "source": [ "squared_subA = A[1:3, 1:3]\n", "print(squared_subA)\n", diff --git a/Misc/Numpy==done==.ipynb b/Misc/Numpy==done==.ipynb deleted file mode 100644 index f5a781f381dc5772adbfb2754671e224e5a29533..0000000000000000000000000000000000000000 --- a/Misc/Numpy==done==.ipynb +++ /dev/null @@ -1,1061 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n", - "\n", - "# <!-- TITLE --> [NP1] - A short introduction to Numpy\n", - "<!-- DESC --> Numpy is an essential tool for the Scientific Python.\n", - "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n", - "\n", - "## Objectives :\n", - " - Comprendre les grands principes de Numpy et son potentiel\n", - "\n", - "Note : This notebook is strongly inspired by the UGA Python Introduction Course \n", - "See : **https://gricad-gitlab.univ-grenoble-alpes.fr/python-uga/py-training-2017**" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Step 1 - Numpy the beginning\n", - "\n", - "Code using `numpy` usually starts with the import statement" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:28.798736Z", - "iopub.status.busy": "2021-03-01T20:45:28.798263Z", - "iopub.status.idle": "2021-03-01T20:45:28.934916Z", - "shell.execute_reply": "2021-03-01T20:45:28.934296Z" - } - }, - "outputs": [], - "source": [ - "import numpy as np" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "NumPy provides the type `np.ndarray`. Such array are multidimensionnal sequences of homogeneous elements. They can be created for example with the commands:" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:28.944369Z", - "iopub.status.busy": "2021-03-01T20:45:28.943893Z", - "iopub.status.idle": "2021-03-01T20:45:28.946668Z", - "shell.execute_reply": "2021-03-01T20:45:28.946156Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([10. , 12.5, 15. , 17.5, 20. ])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# from a list\n", - "l = [10.0, 12.5, 15.0, 17.5, 20.0]\n", - "np.array(l)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:28.949892Z", - "iopub.status.busy": "2021-03-01T20:45:28.949413Z", - "iopub.status.idle": "2021-03-01T20:45:28.951595Z", - "shell.execute_reply": "2021-03-01T20:45:28.952087Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([4.66119024e-310, 0.00000000e+000, 0.00000000e+000, 1.13663970e-310])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# fast but the values can be anything\n", - "np.empty(4)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:28.955355Z", - "iopub.status.busy": "2021-03-01T20:45:28.954866Z", - "iopub.status.idle": "2021-03-01T20:45:28.957042Z", - "shell.execute_reply": "2021-03-01T20:45:28.957528Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0., 0., 0., 0., 0., 0.],\n", - " [0., 0., 0., 0., 0., 0.]])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# slower than np.empty but the values are all 0.\n", - "np.zeros([2, 6])" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:28.961505Z", - "iopub.status.busy": "2021-03-01T20:45:28.961030Z", - "iopub.status.idle": "2021-03-01T20:45:28.963897Z", - "shell.execute_reply": "2021-03-01T20:45:28.964381Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(2, 3, 4) 24 float64\n" - ] - }, - { - "data": { - "text/plain": [ - "array([[[1., 1., 1., 1.],\n", - " [1., 1., 1., 1.],\n", - " [1., 1., 1., 1.]],\n", - "\n", - " [[1., 1., 1., 1.],\n", - " [1., 1., 1., 1.],\n", - " [1., 1., 1., 1.]]])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# multidimensional array\n", - "a = np.ones([2, 3, 4])\n", - "print(a.shape, a.size, a.dtype)\n", - "a" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:28.967491Z", - "iopub.status.busy": "2021-03-01T20:45:28.967017Z", - "iopub.status.idle": "2021-03-01T20:45:28.969125Z", - "shell.execute_reply": "2021-03-01T20:45:28.969614Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0, 1, 2, 3])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# like range but produce 1D numpy array\n", - "np.arange(4)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:28.972765Z", - "iopub.status.busy": "2021-03-01T20:45:28.972290Z", - "iopub.status.idle": "2021-03-01T20:45:28.974436Z", - "shell.execute_reply": "2021-03-01T20:45:28.974929Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0., 1., 2., 3.])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# np.arange can produce arrays of floats\n", - "np.arange(4.)" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:28.978263Z", - "iopub.status.busy": "2021-03-01T20:45:28.977779Z", - "iopub.status.idle": "2021-03-01T20:45:28.979948Z", - "shell.execute_reply": "2021-03-01T20:45:28.980444Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([10. , 12.5, 15. , 17.5, 20. ])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# another convenient function to generate 1D arrays\n", - "np.linspace(10, 20, 5)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "A NumPy array can be easily converted to a Python list." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:28.983931Z", - "iopub.status.busy": "2021-03-01T20:45:28.983446Z", - "iopub.status.idle": "2021-03-01T20:45:28.985634Z", - "shell.execute_reply": "2021-03-01T20:45:28.986141Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[10.0, 12.5, 15.0, 17.5, 20.0]" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "a = np.linspace(10, 20 ,5)\n", - "list(a)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:28.989188Z", - "iopub.status.busy": "2021-03-01T20:45:28.988704Z", - "iopub.status.idle": "2021-03-01T20:45:28.990891Z", - "shell.execute_reply": "2021-03-01T20:45:28.991381Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "[10.0, 12.5, 15.0, 17.5, 20.0]" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Or even better\n", - "a.tolist()" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Step 2 - Access elements\n", - "\n", - "Elements in a `numpy` array can be accessed using indexing and slicing in any dimension. It also offers the same functionalities available in Fortan or Matlab.\n", - "\n", - "### 2.1 - Indexes and slices\n", - "For example, we can create an array `A` and perform any kind of selection operations on it." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:28.995101Z", - "iopub.status.busy": "2021-03-01T20:45:28.994614Z", - "iopub.status.idle": "2021-03-01T20:45:28.996853Z", - "shell.execute_reply": "2021-03-01T20:45:28.997350Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0.68466038, 0.10212594, 0.858061 , 0.61606751, 0.56962721],\n", - " [0.05245775, 0.12954074, 0.49620453, 0.64202354, 0.9178979 ],\n", - " [0.02578128, 0.47428909, 0.47421845, 0.6399125 , 0.06569729],\n", - " [0.18209463, 0.17988008, 0.34872391, 0.88722222, 0.19661421]])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.random.random([4, 5])\n", - "A" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.000412Z", - "iopub.status.busy": "2021-03-01T20:45:28.999933Z", - "iopub.status.idle": "2021-03-01T20:45:29.002138Z", - "shell.execute_reply": "2021-03-01T20:45:29.002630Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "0.052457754929972844" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Get the element from second line, first column\n", - "A[1, 0]" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.005808Z", - "iopub.status.busy": "2021-03-01T20:45:29.005336Z", - "iopub.status.idle": "2021-03-01T20:45:29.007485Z", - "shell.execute_reply": "2021-03-01T20:45:29.007985Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0.68466038, 0.10212594, 0.858061 , 0.61606751, 0.56962721],\n", - " [0.05245775, 0.12954074, 0.49620453, 0.64202354, 0.9178979 ]])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Get the first two lines\n", - "A[:2]" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.011168Z", - "iopub.status.busy": "2021-03-01T20:45:29.010684Z", - "iopub.status.idle": "2021-03-01T20:45:29.012888Z", - "shell.execute_reply": "2021-03-01T20:45:29.013380Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([0.56962721, 0.9178979 , 0.06569729, 0.19661421])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Get the last column\n", - "A[:, -1]" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.016595Z", - "iopub.status.busy": "2021-03-01T20:45:29.016117Z", - "iopub.status.idle": "2021-03-01T20:45:29.018278Z", - "shell.execute_reply": "2021-03-01T20:45:29.018769Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[0.68466038, 0.858061 , 0.56962721],\n", - " [0.05245775, 0.49620453, 0.9178979 ]])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Get the first two lines and the columns with an even index\n", - "A[:2, ::2]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### 2.2 - Using a mask to select elements validating a condition:" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.022285Z", - "iopub.status.busy": "2021-03-01T20:45:29.021791Z", - "iopub.status.idle": "2021-03-01T20:45:29.023903Z", - "shell.execute_reply": "2021-03-01T20:45:29.024394Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ True False True True True]\n", - " [False False False True True]\n", - " [False False False True False]\n", - " [False False False True False]]\n", - "[0.68466038 0.858061 0.61606751 0.56962721 0.64202354 0.9178979\n", - " 0.6399125 0.88722222]\n" - ] - } - ], - "source": [ - "cond = A > 0.5\n", - "print(cond)\n", - "print(A[cond])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The mask is in fact a particular case of the advanced indexing capabilities provided by NumPy. For example, it is even possible to use lists for indexing:" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.028214Z", - "iopub.status.busy": "2021-03-01T20:45:29.027518Z", - "iopub.status.idle": "2021-03-01T20:45:29.030825Z", - "shell.execute_reply": "2021-03-01T20:45:29.031322Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0.68466038 0.10212594 0.858061 0.61606751 0.56962721]\n", - " [0.05245775 0.12954074 0.49620453 0.64202354 0.9178979 ]\n", - " [0.02578128 0.47428909 0.47421845 0.6399125 0.06569729]\n", - " [0.18209463 0.17988008 0.34872391 0.88722222 0.19661421]]\n" - ] - }, - { - "data": { - "text/plain": [ - "array([[0.68466038, 0.10212594, 0.56962721],\n", - " [0.05245775, 0.12954074, 0.9178979 ],\n", - " [0.02578128, 0.47428909, 0.06569729],\n", - " [0.18209463, 0.17988008, 0.19661421]])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "# Selecting only particular columns\n", - "print(A)\n", - "A[:, [0, 1, 4]]" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Step 3 - Perform array manipulations\n", - "### 3.1 - Apply arithmetic operations to whole arrays (element-wise):" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.034816Z", - "iopub.status.busy": "2021-03-01T20:45:29.034342Z", - "iopub.status.idle": "2021-03-01T20:45:29.037071Z", - "shell.execute_reply": "2021-03-01T20:45:29.036556Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[32.31536365, 26.03168914, 34.3168787 , 31.54021428, 31.02074727],\n", - " [25.52732937, 26.31218821, 30.2082642 , 31.83242966, 35.02151561],\n", - " [25.25847747, 29.96784109, 29.96706758, 31.80861302, 25.66128906],\n", - " [26.85410474, 26.83115766, 28.60884745, 34.65938549, 27.00479927]])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "(A+5)**2" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 3.2 - Apply functions element-wise:" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.040500Z", - "iopub.status.busy": "2021-03-01T20:45:29.040028Z", - "iopub.status.idle": "2021-03-01T20:45:29.042802Z", - "shell.execute_reply": "2021-03-01T20:45:29.042278Z" - } - }, - "outputs": [ - { - "data": { - "text/plain": [ - "array([[1.98309822, 1.10752295, 2.35858297, 1.85163218, 1.76760798],\n", - " [1.05385804, 1.13830549, 1.64247545, 1.90032238, 2.50402116],\n", - " [1.02611649, 1.60687146, 1.60675794, 1.89631495, 1.06790341],\n", - " [1.19972772, 1.1970738 , 1.41725784, 2.42837479, 1.21727434]])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "np.exp(A) # With numpy arrays, use the functions from numpy !" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 3.3 - Setting parts of arrays" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.046157Z", - "iopub.status.busy": "2021-03-01T20:45:29.045672Z", - "iopub.status.idle": "2021-03-01T20:45:29.047660Z", - "shell.execute_reply": "2021-03-01T20:45:29.048159Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0. 0.10212594 0.858061 0.61606751 0.56962721]\n", - " [0. 0.12954074 0.49620453 0.64202354 0.9178979 ]\n", - " [0. 0.47428909 0.47421845 0.6399125 0.06569729]\n", - " [0. 0.17988008 0.34872391 0.88722222 0.19661421]]\n" - ] - } - ], - "source": [ - "A[:, 0] = 0.\n", - "print(A)" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.051694Z", - "iopub.status.busy": "2021-03-01T20:45:29.051221Z", - "iopub.status.idle": "2021-03-01T20:45:29.053263Z", - "shell.execute_reply": "2021-03-01T20:45:29.053745Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0. 9.7918312 1.16541831 1.62319873 1.75553411]\n", - " [ 0. 7.71957912 2.01529802 1.55757528 1.08944578]\n", - " [ 0. 2.10841871 2.10873282 1.56271365 15.22132749]\n", - " [ 0. 5.55925921 2.86759805 1.12711334 5.08610232]]\n" - ] - } - ], - "source": [ - "# BONUS: Safe element-wise inverse with masks\n", - "cond = (A != 0)\n", - "A[cond] = 1./A[cond]\n", - "print(A)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "## Step 4 - Attributes and methods of `np.ndarray` (see the [doc](https://docs.scipy.org/doc/numpy/reference/generated/numpy.ndarray.html#numpy.ndarray))" - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.058932Z", - "iopub.status.busy": "2021-03-01T20:45:29.058447Z", - "iopub.status.idle": "2021-03-01T20:45:29.064966Z", - "shell.execute_reply": "2021-03-01T20:45:29.065453Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "T all any argmax argmin argpartition \n", - "argsort astype base byteswap choose clip \n", - "compress conj conjugate copy ctypes cumprod \n", - "cumsum data diagonal dot dtype dump \n", - "dumps fill flags flat flatten getfield \n", - "imag item itemset itemsize max mean \n", - "min nbytes ndim newbyteorder nonzero partition \n", - "prod ptp put ravel real repeat \n", - "reshape resize round searchsorted setfield setflags \n", - "shape size sort squeeze std strides \n", - "sum swapaxes take tobytes tofile tolist \n", - "tostring trace transpose var view " - ] - } - ], - "source": [ - "for i,v in enumerate([s for s in dir(A) if not s.startswith('__')]):\n", - " print(f'{v:16}', end='')\n", - " if (i+1) % 6 == 0 :print('')" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.069331Z", - "iopub.status.busy": "2021-03-01T20:45:29.068541Z", - "iopub.status.idle": "2021-03-01T20:45:29.071711Z", - "shell.execute_reply": "2021-03-01T20:45:29.072202Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0. 9.7918312 1.16541831 1.62319873 1.75553411]\n", - " [ 0. 7.71957912 2.01529802 1.55757528 1.08944578]\n", - " [ 0. 2.10841871 2.10873282 1.56271365 15.22132749]\n", - " [ 0. 5.55925921 2.86759805 1.12711334 5.08610232]]\n", - "Mean value 3.117957307645095\n", - "Mean line [0. 6.29477206 2.0392618 1.46765025 5.78810243]\n", - "Mean column [2.86719647 2.47637964 4.20023853 2.92801458]\n" - ] - } - ], - "source": [ - "\n", - "# Ex1: Get the mean through different dimensions\n", - "\n", - "print(A)\n", - "print('Mean value', A.mean())\n", - "print('Mean line', A.mean(axis=0))\n", - "print('Mean column', A.mean(axis=1))" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.076196Z", - "iopub.status.busy": "2021-03-01T20:45:29.075699Z", - "iopub.status.idle": "2021-03-01T20:45:29.077914Z", - "shell.execute_reply": "2021-03-01T20:45:29.078406Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[ 0. 9.7918312 1.16541831 1.62319873 1.75553411]\n", - " [ 0. 7.71957912 2.01529802 1.55757528 1.08944578]\n", - " [ 0. 2.10841871 2.10873282 1.56271365 15.22132749]\n", - " [ 0. 5.55925921 2.86759805 1.12711334 5.08610232]]\n", - "(4, 5)\n", - "[ 0. 9.7918312 1.16541831 1.62319873 1.75553411 0.\n", - " 7.71957912 2.01529802 1.55757528 1.08944578 0. 2.10841871\n", - " 2.10873282 1.56271365 15.22132749 0. 5.55925921 2.86759805\n", - " 1.12711334 5.08610232] (20,)\n" - ] - } - ], - "source": [ - "\n", - "# Ex2: Convert a 2D array in 1D keeping all elements\n", - "\n", - "print(A)\n", - "print(A.shape)\n", - "A_flat = A.flatten()\n", - "print(A_flat, A_flat.shape)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### 4.1 - Remark: dot product" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.082109Z", - "iopub.status.busy": "2021-03-01T20:45:29.081618Z", - "iopub.status.idle": "2021-03-01T20:45:29.083714Z", - "shell.execute_reply": "2021-03-01T20:45:29.084209Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[ 0. 1. 2. 3. 4. 5. 6. 7. 8. 9. 10.]\n", - "385.0\n" - ] - } - ], - "source": [ - "b = np.linspace(0, 10, 11)\n", - "c = b @ b\n", - "# before 3.5:\n", - "# c = b.dot(b)\n", - "print(b)\n", - "print(c)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 4.2 - For Matlab users\n", - "\n", - "| ` ` | Matlab | Numpy |\n", - "| ------------- | ------ | ----- |\n", - "| element wise | `.*` | `*` |\n", - "| dot product | `*` | `@` |" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "`numpy` arrays can also be sorted, even when they are composed of complex data if the type of the columns are explicitly stated with `dtypes`." - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "subslide" - } - }, - "source": [ - "### 4.3 - NumPy and SciPy sub-packages:\n", - "\n", - "We already saw `numpy.random` to generate `numpy` arrays filled with random values. This submodule also provides functions related to distributions (Poisson, gaussian, etc.) and permutations." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "To perform linear algebra with dense matrices, we can use the submodule `numpy.linalg`. For instance, in order to compute the determinant of a random matrix, we use the method `det`" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.088395Z", - "iopub.status.busy": "2021-03-01T20:45:29.087916Z", - "iopub.status.idle": "2021-03-01T20:45:29.090464Z", - "shell.execute_reply": "2021-03-01T20:45:29.090965Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0.38614553 0.65087767 0.5913754 0.23127365 0.28382037]\n", - " [0.64429244 0.08354686 0.93369949 0.0466408 0.31443924]\n", - " [0.84408828 0.90796151 0.36525699 0.7304793 0.7133164 ]\n", - " [0.70400366 0.59993675 0.29428693 0.20094961 0.92550522]\n", - " [0.38397041 0.31066874 0.97098562 0.98861879 0.28024308]]\n" - ] - }, - { - "data": { - "text/plain": [ - "-0.14599823084769464" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "A = np.random.random([5,5])\n", - "print(A)\n", - "np.linalg.det(A)" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-01T20:45:29.095242Z", - "iopub.status.busy": "2021-03-01T20:45:29.094757Z", - "iopub.status.idle": "2021-03-01T20:45:29.099125Z", - "shell.execute_reply": "2021-03-01T20:45:29.098612Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "[[0.08354686 0.93369949]\n", - " [0.90796151 0.36525699]]\n" - ] - }, - { - "data": { - "text/plain": [ - "array([[-0.44693579, 1.14249346],\n", - " [ 1.11099995, -0.10222961]])" - ] - }, - "execution_count": 1, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "squared_subA = A[1:3, 1:3]\n", - "print(squared_subA)\n", - "np.linalg.inv(squared_subA)" - ] - }, - { - "cell_type": "markdown", - "metadata": { - "slideshow": { - "slide_type": "slide" - } - }, - "source": [ - "### 4.4 - Introduction to Pandas: Python Data Analysis Library\n", - "\n", - "Pandas is an open source library providing high-performance, easy-to-use data structures and data analysis tools for Python.\n", - "\n", - "[Pandas tutorial](https://pandas.pydata.org/pandas-docs/stable/10min.html)\n", - "[Grenoble Python Working Session](https://github.com/iutzeler/Pres_Pandas/)\n", - "[Pandas for SQL Users](http://sergilehkyi.com/translating-sql-to-pandas/)\n", - "[Pandas Introduction Training HPC Python@UGA](https://gricad-gitlab.univ-grenoble-alpes.fr/python-uga/training-hpc/-/blob/master/ipynb/11_pandas.ipynb)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "---\n", - "<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>" - ] - } - ], - "metadata": { - "celltoolbar": "Diaporama", - "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": "3.7.9" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/Misc/Scratchbook.ipynb b/Misc/Scratchbook.ipynb index db32b26bdf0dfd8caf8f9d22cb1c9022606bbac3..4db3b4f2fda5981f460db0710d75876d0142300d 100644 --- a/Misc/Scratchbook.ipynb +++ b/Misc/Scratchbook.ipynb @@ -29,7 +29,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": null, "id": "floppy-organic", "metadata": {}, "outputs": [], @@ -53,19 +53,10 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": null, "id": "opposite-plasma", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Inputs shape is : (32, 20, 8)\n", - "Output shape is : (32, 16)\n" - ] - } - ], + "outputs": [], "source": [ "inputs = tf.random.normal([32, 20, 8])\n", "\n", @@ -78,20 +69,10 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": null, "id": "forbidden-murray", "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Output shape : (32, 20, 20)\n", - "Memory state : (32, 20)\n", - "Carry state : (32, 20)\n" - ] - } - ], + "outputs": [], "source": [ "lstm = tf.keras.layers.LSTM(20, return_sequences=True, return_state=True)\n", "\n", @@ -104,26 +85,10 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": null, "id": "verified-fruit", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<tf.Tensor: shape=(20,), dtype=float32, numpy=\n", - "array([-0.0174353 , -0.05081974, -0.04655018, -0.32286584, 0.04371583,\n", - " 0.00813733, 0.19542098, 0.00932144, 0.05667783, 0.40550408,\n", - " -0.05310456, 0.05051089, 0.16859534, -0.15717325, -0.06320478,\n", - " 0.08673657, 0.14486386, -0.00984205, -0.01904174, 0.18143968],\n", - " dtype=float32)>" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# --- See the last vector of the output\n", "output[-1,-1]" @@ -131,26 +96,10 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": null, "id": "homeless-library", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<tf.Tensor: shape=(20,), dtype=float32, numpy=\n", - "array([-0.0174353 , -0.05081974, -0.04655018, -0.32286584, 0.04371583,\n", - " 0.00813733, 0.19542098, 0.00932144, 0.05667783, 0.40550408,\n", - " -0.05310456, 0.05051089, 0.16859534, -0.15717325, -0.06320478,\n", - " 0.08673657, 0.14486386, -0.00984205, -0.01904174, 0.18143968],\n", - " dtype=float32)>" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "# ---- Memory state is the last output\n", "memory_state[-1]" @@ -158,26 +107,10 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": null, "id": "preliminary-psychiatry", "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "<tf.Tensor: shape=(20,), dtype=float32, numpy=\n", - "array([-0.03481168, -0.11190109, -0.07686044, -0.74444455, 0.09519605,\n", - " 0.01375953, 0.4971139 , 0.02084009, 0.0941705 , 0.6564664 ,\n", - " -0.07501178, 0.11393531, 0.5034484 , -0.46511504, -0.20532629,\n", - " 0.12056433, 0.42408258, -0.01648504, -0.03014653, 0.44732788],\n", - " dtype=float32)>" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ "carry_state[-1]" ] diff --git a/Misc/Using-Tensorboard.ipynb b/Misc/Using-Tensorboard.ipynb index 5b2e4dd0dd0979e17f6549f96fcd67018f4905c6..79599b3d871c8754da30593db94ba915e07c56ca 100644 --- a/Misc/Using-Tensorboard.ipynb +++ b/Misc/Using-Tensorboard.ipynb @@ -67,9 +67,11 @@ } ], "metadata": { + "interpreter": { + "hash": "8e38643e33497db9a306e3f311fa98cb1e65371278ca73ee4ea0c76aa5a4f387" + }, "kernelspec": { - "display_name": "Python 3", - "language": "python", + "display_name": "Python 3.9.7 64-bit ('fidle-cpu': conda)", "name": "python3" }, "language_info": { @@ -82,7 +84,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.9.7" } }, "nbformat": 4, diff --git a/Misc/Using-Tensorboard==done==.ipynb b/Misc/Using-Tensorboard==done==.ipynb deleted file mode 100644 index 5b2e4dd0dd0979e17f6549f96fcd67018f4905c6..0000000000000000000000000000000000000000 --- a/Misc/Using-Tensorboard==done==.ipynb +++ /dev/null @@ -1,90 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n", - "\n", - "# <!-- TITLE --> [TSB1] - Tensorboard with/from Jupyter \n", - "<!-- DESC --> 4 ways to use Tensorboard from the Jupyter environment\n", - "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n", - "\n", - "## Objectives :\n", - " - Using [**Tensorboard**](https://www.tensorflow.org/tensorboard/get_started)\n", - "\n", - "## What we're going to do :\n", - " - Using Tensorboard" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Option 1 - From Jupyter (***)\n", - "\n", - "It's the easiest and the best way \\! \n", - "Launch Tensorboard directly from Jupiter. \n", - "Works very fine on Jean-Zay (at IDRIS) :-)\n", - "\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Option 2 - Tensorboard as a magic command (**)\n", - "Tensorboard can be run from Jupiter with a magic command. \n", - "See [documentation](https://www.tensorflow.org/tensorboard/tensorboard_in_notebooks) \n", - "Load the extention : ```%load_ext tensorboard``` \n", - "Start tensorboard : ```%tensorboard --logdir logs``` \n" - ] - }, - { - "cell_type": "raw", - "metadata": {}, - "source": [ - "%load_ext tensorboard\n", - "%tensorboard --logdir logs" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Option 2 - Shell command (*)\n", - "Basic way, from a shell \n", - "More about it : `# tensorboard --help`" - ] - }, - { - "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": "3.7.9" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/README.ipynb b/README.ipynb index 5173a60b7161240e8408ff13f8f4ab84324683e5..8e7afa5ba923e409b9098fddb471695c28029428 100644 --- a/README.ipynb +++ b/README.ipynb @@ -3,13 +3,13 @@ { "cell_type": "code", "execution_count": 1, - "id": "b7b778ee", + "id": "e135aa29", "metadata": { "execution": { - "iopub.execute_input": "2021-11-01T09:33:29.048364Z", - "iopub.status.busy": "2021-11-01T09:33:29.042070Z", - "iopub.status.idle": "2021-11-01T09:33:29.076536Z", - "shell.execute_reply": "2021-11-01T09:33:29.074876Z" + "iopub.execute_input": "2021-11-01T12:40:04.612076Z", + "iopub.status.busy": "2021-11-01T12:40:04.606584Z", + "iopub.status.idle": "2021-11-01T12:40:04.616669Z", + "shell.execute_reply": "2021-11-01T12:40:04.616975Z" }, "jupyter": { "source_hidden": true @@ -50,7 +50,7 @@ "[<img width=\"200px\" style=\"vertical-align:middle\" src=\"fidle/img/00-Mail_contact.svg\"></img>](#top)\n", "\n", "Current Version : <!-- VERSION_BEGIN -->\n", - "**2.0.26**\n", + "**2.0.27**\n", "<!-- VERSION_END -->\n", "\n", "\n", diff --git a/README.md b/README.md index 5fa25a869ffb4e0a4f65671076ca526d1f732d60..eb990fcc4f43f1ef1bafd82d85e2b229e138058b 100644 --- a/README.md +++ b/README.md @@ -29,7 +29,7 @@ For more information, you can contact us at : [<img width="200px" style="vertical-align:middle" src="fidle/img/00-Mail_contact.svg"></img>](#top) Current Version : <!-- VERSION_BEGIN --> -**2.0.26** +**2.0.27** <!-- VERSION_END --> diff --git a/VAE/02-VAE-with-MNIST.ipynb b/VAE/02-VAE-with-MNIST.ipynb index 6bf38909f9b7cf7a4902647a24aaab83f6abb0a3..a7d9edf840fb3a0e269721e13a8705557db1e609 100644 --- a/VAE/02-VAE-with-MNIST.ipynb +++ b/VAE/02-VAE-with-MNIST.ipynb @@ -72,8 +72,8 @@ "metadata": {}, "source": [ "## Step 2 - Parameters\n", - "`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", + "`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", "`fit_verbosity` : verbosity during training : 0 = silent, 1 = progress bar, 2 = one line per epoch\n", "\n", "\n", diff --git a/VAE/06-Prepare-CelebA-datasets==done==.ipynb b/VAE/06-Prepare-CelebA-datasets==done==.ipynb deleted file mode 100644 index e27a8e86e4425efbbd91899830182c19614f337e..0000000000000000000000000000000000000000 --- a/VAE/06-Prepare-CelebA-datasets==done==.ipynb +++ /dev/null @@ -1,395 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n", - "\n", - "# <!-- TITLE --> [VAE6] - Generation of a clustered dataset\n", - "<!-- DESC --> Episode 2 : Analysis of the CelebA dataset and creation of an clustered and usable dataset\n", - "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n", - "\n", - "## Objectives :\n", - " - Formatting our dataset in **cluster files**, using batch mode\n", - " - Adapting a notebook for batch use\n", - "\n", - "\n", - "The [CelebFaces Attributes Dataset (CelebA)](http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html) contains about **200,000 images** (202599,218,178,3). \n", - "The size and the number of files of this dataset make it impossible to use it as it is. \n", - "A formatting in the form of clusters of n images is essential.\n", - "\n", - "\n", - "## What we're going to do :\n", - " - Lire les images\n", - " - redimensionner et normaliser celles-ci,\n", - " - Constituer des clusters d'images en format npy\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1 - Import and init" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-22T13:49:54.973616Z", - "iopub.status.busy": "2021-03-22T13:49:54.973145Z", - "iopub.status.idle": "2021-03-22T13:49:57.660942Z", - "shell.execute_reply": "2021-03-22T13:49:57.661429Z" - } - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "from skimage import io, transform\n", - "\n", - "import os,pathlib,sys\n", - "\n", - "sys.path.append('..')\n", - "import fidle.pwk as pwk\n", - "\n", - "run_dir='./run/VAE6'\n", - "datasets_dir = pwk.init('VAE6', run_dir)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2 - Parameters\n", - "All the dataset will be use for training \n", - "Reading the 200,000 images can take a long time **(>20 minutes)** and a lot of place **(>170 GB)** \n", - "Example : \n", - "Image Sizes: 128x128 : 74 GB \n", - "Image Sizes: 192x160 : 138 GB \n", - "\n", - "You can define theses parameters : \n", - "`scale` : 1 mean 100% of the dataset - set 0.05 for tests \n", - "`image_size` : images size in the clusters, should be 128x128 or 192,160 - original size is (218,178) \n", - "`output_dir` : where to write clusters, could be :\n", - " - `./data`, for tests purpose\n", - " - `<datasets_dir>/celeba/enhanced` to add clusters in your datasets dir. \n", - " \n", - "`cluster_size` : number of images in a cluster, 10000 is fine. (will be adjust by scale)\n", - "\n", - "**Note :** If the target folder is not empty and exit_if_exist is True, the construction is blocked. " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-22T13:49:57.665411Z", - "iopub.status.busy": "2021-03-22T13:49:57.664939Z", - "iopub.status.idle": "2021-03-22T13:49:57.666609Z", - "shell.execute_reply": "2021-03-22T13:49:57.667088Z" - } - }, - "outputs": [], - "source": [ - "# ---- Parameters you can change -----------------------------------\n", - "\n", - "# ---- Tests\n", - "scale = 0.02\n", - "seed = 123\n", - "cluster_size = 10000\n", - "image_size = (128,128)\n", - "output_dir = './data'\n", - "exit_if_exist = False\n", - "\n", - "# ---- Full clusters generation, medium size\n", - "# scale = 1.\n", - "# seed = 123\n", - "# cluster_size = 10000\n", - "# image_size = (128,128)\n", - "# output_dir = f'{datasets_dir}/celeba/enhanced'\n", - "# exit_if_exist = True\n", - "\n", - "# ---- Full clusters generation, large size\n", - "# scale = 1.\n", - "# seed = 123\n", - "# cluster_size = 10000\n", - "# image_size = (192,160)\n", - "# output_dir = f'{datasets_dir}/celeba/enhanced'\n", - "# exit_if_exist = True" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-22T13:49:57.670341Z", - "iopub.status.busy": "2021-03-22T13:49:57.669877Z", - "iopub.status.idle": "2021-03-22T13:49:57.673533Z", - "shell.execute_reply": "2021-03-22T13:49:57.673049Z" - } - }, - "outputs": [], - "source": [ - "# ---- Used for continous integration - Just forget this line\n", - "#\n", - "pwk.override('scale', 'seed', 'cluster_size', 'image_size', 'output_dir', 'exit_if_exist')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3 - Cluster construction" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 3.1 - Directories and files :" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-22T13:49:57.676484Z", - "iopub.status.busy": "2021-03-22T13:49:57.676022Z", - "iopub.status.idle": "2021-03-22T13:49:57.677682Z", - "shell.execute_reply": "2021-03-22T13:49:57.678148Z" - } - }, - "outputs": [], - "source": [ - "dataset_csv = f'{datasets_dir}/celeba/origine/list_attr_celeba.csv'\n", - "dataset_img = f'{datasets_dir}/celeba/origine/img_align_celeba'" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 3.2 - Cooking function" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-22T13:49:57.690589Z", - "iopub.status.busy": "2021-03-22T13:49:57.688473Z", - "iopub.status.idle": "2021-03-22T13:49:57.692166Z", - "shell.execute_reply": "2021-03-22T13:49:57.692634Z" - } - }, - "outputs": [], - "source": [ - "def read_and_save( dataset_csv, dataset_img, shuffle=True, seed=None, scale=1,\n", - " cluster_size=1000, cluster_dir='./dataset_cluster', cluster_name='images',\n", - " image_size=(128,128),\n", - " exit_if_exist=True):\n", - " '''\n", - " Will read the images and save a clustered dataset\n", - " args:\n", - " dataset_csv : list and description of original images\n", - " dataset_img : original images directory\n", - " shuffle : shuffle data if True (True)\n", - " seed : random seed value. False mean no seed, None mean using /dev/urandom (None)\n", - " scale : scale of dataset to use. 1. mean 100% (1.)\n", - " cluster_size : Size of generated cluster (10000)\n", - " cluster_dir : Directory of generated clusters (''./dataset_cluster')\n", - " cluster_name : Name of generated clusters ('images')\n", - " image_size : Size of generated images (128,128)\n", - " exit_if_exist : Exit if clusters still exists.\n", - " '''\n", - " global pwk\n", - " \n", - " def save_cluster(imgs,desc,cols,id):\n", - " file_img = f'{cluster_dir}/{cluster_name}-{id:03d}.npy'\n", - " file_desc = f'{cluster_dir}/{cluster_name}-{id:03d}.csv'\n", - " np.save(file_img, np.array(imgs))\n", - " df=pd.DataFrame(data=desc,columns=cols)\n", - " df.to_csv(file_desc, index=False)\n", - " return [],[],id+1\n", - " \n", - " pwk.chrono_start()\n", - " \n", - " # ---- Seed\n", - " #\n", - " if seed is not False:\n", - " np.random.seed(seed)\n", - " print(f'Seeded ({seed})')\n", - " \n", - " # ---- Read dataset description\n", - " #\n", - " dataset_desc = pd.read_csv(dataset_csv, header=0)\n", - " n=len(dataset_desc)\n", - " print(f'Description loaded ({n} images).')\n", - " \n", - " # ---- Shuffle\n", - " #\n", - " if shuffle:\n", - " dataset_desc = dataset_desc.reindex(np.random.permutation(dataset_desc.index))\n", - " print('Shuffled.')\n", - " cols = list(dataset_desc.columns)\n", - "\n", - " # ---- Check if cluster files exist\n", - " #\n", - " if exit_if_exist and os.path.isfile(f'{cluster_dir}/images-000.npy'):\n", - " print('\\n*** Oups. There are already clusters in the target folder!\\n')\n", - " return 0,0\n", - " pwk.mkdir(cluster_dir)\n", - "\n", - " # ---- Rescale\n", - " #\n", - " n=int(len(dataset_desc)*scale)\n", - " dataset = dataset_desc[:n]\n", - " cluster_size = int(cluster_size*scale)\n", - " print('Rescaled.')\n", - " pwk.subtitle('Parameters :')\n", - " print(f'Scale is : {scale}')\n", - " print(f'Image size is : {image_size}')\n", - " print(f'dataset length is : {n}')\n", - " print(f'cluster size is : {cluster_size}')\n", - " print(f'clusters nb is :',int(n/cluster_size + 1))\n", - " print(f'cluster dir is : {cluster_dir}')\n", - " \n", - " # ---- Read and save clusters\n", - " #\n", - " pwk.subtitle('Running...')\n", - " imgs, desc, cluster_id = [],[],0\n", - " #\n", - " for i,row in dataset.iterrows():\n", - " #\n", - " filename = f'{dataset_img}/{row.image_id}'\n", - " #\n", - " # ---- Read image, resize (and normalize)\n", - " #\n", - " img = io.imread(filename)\n", - " img = transform.resize(img, image_size)\n", - " #\n", - " # ---- Add image and description\n", - " #\n", - " imgs.append( img )\n", - " desc.append( row.values )\n", - " #\n", - " # ---- Progress bar\n", - " #\n", - " pwk.update_progress(f'Cluster {cluster_id:03d} :',len(imgs),cluster_size)\n", - " #\n", - " # ---- Save cluster if full\n", - " #\n", - " if len(imgs)==cluster_size:\n", - " imgs,desc,cluster_id=save_cluster(imgs,desc,cols, cluster_id)\n", - "\n", - " # ---- Save uncomplete cluster\n", - " if len(imgs)>0 : imgs,desc,cluster_id=save_cluster(imgs,desc,cols,cluster_id)\n", - "\n", - " duration=pwk.chrono_stop()\n", - " return cluster_id,duration\n" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 3.3 - Clusters building" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-22T13:49:57.698558Z", - "iopub.status.busy": "2021-03-22T13:49:57.698085Z", - "iopub.status.idle": "2021-03-22T13:51:44.055974Z", - "shell.execute_reply": "2021-03-22T13:51:44.056463Z" - } - }, - "outputs": [], - "source": [ - "# ---- Build clusters\n", - "#\n", - "lx,ly = image_size\n", - "cluster_dir = f'{output_dir}/clusters-{lx}x{ly}'\n", - "\n", - "cluster_nb,duration = read_and_save( dataset_csv, dataset_img,\n", - " shuffle = True,\n", - " seed = seed,\n", - " scale = scale,\n", - " cluster_size = cluster_size, \n", - " cluster_dir = cluster_dir,\n", - " image_size = image_size,\n", - " exit_if_exist = exit_if_exist)\n", - "\n", - "# ---- Conclusion...\n", - "\n", - "directory = pathlib.Path(cluster_dir)\n", - "s=sum(f.stat().st_size for f in directory.glob('**/*') if f.is_file())\n", - "\n", - "pwk.subtitle('Ressources :')\n", - "print('Duration : ',pwk.hdelay(duration))\n", - "print('Size : ',pwk.hsize(s))\n", - "\n", - "pwk.subtitle('Estimation with scale=1 :')\n", - "print('Duration : ',pwk.hdelay(duration*(1/scale)))\n", - "print('Size : ',pwk.hsize(s*(1/scale)))\n" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-22T13:51:44.059863Z", - "iopub.status.busy": "2021-03-22T13:51:44.059390Z", - "iopub.status.idle": "2021-03-22T13:51:44.061629Z", - "shell.execute_reply": "2021-03-22T13:51:44.062112Z" - } - }, - "outputs": [], - "source": [ - "pwk.end()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "---\n", - "<img width=\"80px\" src=\"../fidle/img/00-Fidle-logo-01.svg\"></img>" - ] - } - ], - "metadata": { - "interpreter": { - "hash": "8e38643e33497db9a306e3f311fa98cb1e65371278ca73ee4ea0c76aa5a4f387" - }, - "kernelspec": { - "display_name": "Python 3.9.7 64-bit ('fidle-cpu': conda)", - "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": "3.9.7" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/VAE/07-Check-CelebA.ipynb b/VAE/07-Check-CelebA.ipynb index 5585bf681b9ac41462d10070b5ba5f5b8e0df3ad..f71089e149f810e1e1463d98b168f1516422b1fd 100644 --- a/VAE/07-Check-CelebA.ipynb +++ b/VAE/07-Check-CelebA.ipynb @@ -40,8 +40,8 @@ "import numpy as np\n", "import pandas as pd\n", "\n", - "import os,time,sys,json,glob,importlib\n", - "import math, random\n", + "import os,sys,glob\n", + "import random\n", "\n", "from modules.datagen import DataGenerator\n", "\n", @@ -57,7 +57,12 @@ "metadata": {}, "source": [ "### 1.2 - Parameters\n", - "(Un)comment the right lines to be in accordance with the VAE6 notebook" + "(Un)comment the right lines to be in accordance with the VAE6 notebook \n", + "`image_size` : images size in the clusters, should be 128x128 or 192,160 - original size is (218,178) \n", + "`enhanced_dir` : the place where clustered dataset was saved. Maybe :\n", + " - `./data`, for tests purpose\n", + " - `f{datasets_dir}/celeba/enhanced` in your datasets dir. \n", + "`progress_verbosity`: Verbosity of progress bar: 0=no progress, 1: progress bar, 2: One line" ] }, { @@ -74,7 +79,9 @@ "# ----Full clusters generation\n", "#\n", "# image_size = (192,160)\n", - "# enhanced_dir = f'{datasets_dir}/celeba/enhanced'" + "# enhanced_dir = f'{datasets_dir}/celeba/enhanced'\n", + "\n", + "progress_verbosity = 1" ] }, { @@ -85,7 +92,7 @@ "source": [ "# ---- Used for continous integration - Just forget this line\n", "#\n", - "pwk.override('image_size', 'enhanced_dir')" + "pwk.override('image_size', 'enhanced_dir', 'progress_verbosity')" ] }, { @@ -135,7 +142,6 @@ "# ---- Reload all clusters\n", "#\n", "pwk.subtitle('Reload all clusters...')\n", - "pwk.update_progress('Load clusters :',i,imax, redraw=True)\n", "for cluster_name in clusters_name: \n", " \n", " # ---- Reload images and normalize\n", @@ -162,7 +168,7 @@ " \n", " # ---- To appear professional\n", " \n", - " pwk.update_progress('Load clusters :',i,imax, redraw=True)\n", + " pwk.update_progress('Load clusters :',i,imax, redraw=True, verbosity=progress_verbosity)\n", "\n", "d=pwk.chrono_stop()\n", "\n", @@ -239,9 +245,11 @@ } ], "metadata": { + "interpreter": { + "hash": "8e38643e33497db9a306e3f311fa98cb1e65371278ca73ee4ea0c76aa5a4f387" + }, "kernelspec": { - "display_name": "Python 3", - "language": "python", + "display_name": "Python 3.9.7 64-bit ('fidle-cpu': conda)", "name": "python3" }, "language_info": { @@ -254,7 +262,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.9.7" } }, "nbformat": 4, diff --git a/VAE/07-Check-CelebA==done==.ipynb b/VAE/07-Check-CelebA==done==.ipynb deleted file mode 100644 index ca125f6821d218f2d73a573d509ab1a79a639aef..0000000000000000000000000000000000000000 --- a/VAE/07-Check-CelebA==done==.ipynb +++ /dev/null @@ -1,639 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "<img width=\"800px\" src=\"../fidle/img/00-Fidle-header-01.svg\"></img>\n", - "\n", - "# <!-- TITLE --> [VAE7] - Checking the clustered dataset\n", - "<!-- DESC --> Episode : 3 Clustered dataset verification and testing of our datagenerator\n", - "<!-- AUTHOR : Jean-Luc Parouty (CNRS/SIMaP) -->\n", - "\n", - "## Objectives :\n", - " - Making sure our clustered dataset is correct\n", - " - Do a little bit of python while waiting to build and train our VAE model.\n", - "\n", - "The [CelebFaces Attributes Dataset (CelebA)](http://mmlab.ie.cuhk.edu.hk/projects/CelebA.html) contains about 200,000 images (202599,218,178,3). \n", - "\n", - "\n", - "## What we're going to do :\n", - "\n", - " - Reload our dataset\n", - " - Check and verify our clustered dataset" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 1 - Import and init\n", - "### 1.2 - Import" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-22T13:51:45.578974Z", - "iopub.status.busy": "2021-03-22T13:51:45.578453Z", - "iopub.status.idle": "2021-03-22T13:51:48.551561Z", - "shell.execute_reply": "2021-03-22T13:51:48.552057Z" - } - }, - "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,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);\n", - " 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": [ - "**\\*\\* Overrided parameters : \\*\\***" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "run_dir : ./run/VAE7_done\n" - ] - }, - { - "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 : 2.0.22\n", - "Notebook id : VAE7\n", - "Run time : Monday 22 March 2021, 14:51:48\n", - "TensorFlow version : 2.4.0\n", - "Keras version : 2.4.0\n", - "Datasets dir : /gpfswork/rech/mlh/uja62cb/datasets\n", - "Run dir : ./run/VAE7_done\n", - "Update keras cache : False\n", - "Save figs : True\n", - "Path figs : ./run/VAE7_done/figs\n" - ] - } - ], - "source": [ - "import numpy as np\n", - "import pandas as pd\n", - "\n", - "import os,time,sys,json,glob,importlib\n", - "import math, random\n", - "\n", - "from modules.datagen import DataGenerator\n", - "\n", - "sys.path.append('..')\n", - "import fidle.pwk as pwk\n", - "\n", - "run_dir='./run/VAE7'\n", - "datasets_dir = pwk.init('VAE7', run_dir)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### 1.2 - Parameters\n", - "(Un)comment the right lines to be in accordance with the VAE6 notebook" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-22T13:51:48.555441Z", - "iopub.status.busy": "2021-03-22T13:51:48.554965Z", - "iopub.status.idle": "2021-03-22T13:51:48.556578Z", - "shell.execute_reply": "2021-03-22T13:51:48.557055Z" - } - }, - "outputs": [], - "source": [ - "# ---- Tests\n", - "#\n", - "image_size = (128,128)\n", - "enhanced_dir = './data'\n", - "\n", - "# ----Full clusters generation\n", - "#\n", - "# image_size = (192,160)\n", - "# enhanced_dir = f'{datasets_dir}/celeba/enhanced'" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-22T13:51:48.560150Z", - "iopub.status.busy": "2021-03-22T13:51:48.559682Z", - "iopub.status.idle": "2021-03-22T13:51:48.562439Z", - "shell.execute_reply": "2021-03-22T13:51:48.562919Z" - } - }, - "outputs": [ - { - "data": { - "text/markdown": [ - "**\\*\\* Overrided parameters : \\*\\***" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "image_size : (128, 128)\n", - "enhanced_dir : ./data\n" - ] - } - ], - "source": [ - "# ---- Used for continous integration - Just forget this line\n", - "#\n", - "pwk.override('image_size', 'enhanced_dir')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 2 - Data verification\n", - "What we're going to do:\n", - " - Recover all clusters by normalizing images\n", - " - Make some statistics to be sure we have all the data\n", - " - picking one image per cluster to check that everything is good." - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-22T13:51:48.572513Z", - "iopub.status.busy": "2021-03-22T13:51:48.572029Z", - "iopub.status.idle": "2021-03-22T13:52:00.393164Z", - "shell.execute_reply": "2021-03-22T13:52:00.393673Z" - } - }, - "outputs": [ - { - "data": { - "text/markdown": [ - "<br>**Reload all clusters...**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Load clusters : [---------------------] 0.0% of 21\r", - "Load clusters : [#--------------------] 4.8% of 21\r", - "Load clusters : [##-------------------] 9.5% of 21\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Load clusters : [###------------------] 14.3% of 21\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Load clusters : [####-----------------] 19.0% of 21\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Load clusters : [#####----------------] 23.8% of 21\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Load clusters : [######---------------] 28.6% of 21\r", - "Load clusters : [#######--------------] 33.3% of 21\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Load clusters : [########-------------] 38.1% of 21\r", - "Load clusters : [#########------------] 42.9% of 21\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Load clusters : [##########-----------] 47.6% of 21\r", - "Load clusters : [###########----------] 52.4% of 21\r", - "Load clusters : [############---------] 57.1% of 21\r", - "Load clusters : [#############--------] 61.9% of 21\r", - "Load clusters : [##############-------] 66.7% of 21\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Load clusters : [###############------] 71.4% of 21\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Load clusters : [################-----] 76.2% of 21\r", - "Load clusters : [#################----] 81.0% of 21\r", - "Load clusters : [##################---] 85.7% of 21\r", - "Load clusters : [###################--] 90.5% of 21\r" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Load clusters : [####################-] 95.2% of 21\r", - "Load clusters : [#####################] 100.0% of 21\n" - ] - }, - { - "data": { - "text/markdown": [ - "<br>**Few stats :**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Loading time : 3.30 s or 0:00:03\n", - "Number of cluster : 21\n", - "Number of images : 4051\n", - "Number of desc. : 4051\n", - "Total size of img : 1.5 Go\n" - ] - }, - { - "data": { - "text/markdown": [ - "<br>**Have a look (1 image/ cluster)...**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "text/html": [ - "<div class=\"comment\">Saved: ./run/VAE7_done/figs/VAE7-01-images_and_desc</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 1008x972 with 21 Axes>" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# ---- Return a legend from a description \n", - "#\n", - "def get_legend(x_desc,i):\n", - " cols = x_desc.columns\n", - " desc = x_desc.iloc[i]\n", - " legend =[]\n", - " for i,v in enumerate(desc):\n", - " if v==1 : legend.append(cols[i])\n", - " return str('\\n'.join(legend))\n", - "\n", - "pwk.chrono_start()\n", - "\n", - "# ---- the place of the clusters files\n", - "#\n", - "lx,ly = image_size\n", - "train_dir = f'{enhanced_dir}/clusters-{lx}x{ly}'\n", - "\n", - "# ---- get cluster list\n", - "#\n", - "clusters_name = [ os.path.splitext(f)[0] for f in glob.glob( f'{train_dir}/*.npy') ]\n", - "\n", - "# ---- Counters set to 0\n", - "#\n", - "imax = len(clusters_name)\n", - "i,n1,n2,s = 0,0,0,0\n", - "imgs,desc = [],[]\n", - "\n", - "# ---- Reload all clusters\n", - "#\n", - "pwk.subtitle('Reload all clusters...')\n", - "pwk.update_progress('Load clusters :',i,imax, redraw=True)\n", - "for cluster_name in clusters_name: \n", - " \n", - " # ---- Reload images and normalize\n", - "\n", - " x_data = np.load(cluster_name+'.npy')\n", - " \n", - " # ---- Reload descriptions\n", - " \n", - " x_desc = pd.read_csv(cluster_name+'.csv', header=0)\n", - " \n", - " # ---- Counters\n", - " \n", - " n1 += len(x_data)\n", - " n2 += len(x_desc.index)\n", - " s += x_data.nbytes\n", - " i += 1\n", - " \n", - " # ---- Get somes images/legends\n", - " \n", - " j=random.randint(0,len(x_data)-1)\n", - " imgs.append( x_data[j].copy() )\n", - " desc.append( get_legend(x_desc,j) )\n", - " x_data=None\n", - " \n", - " # ---- To appear professional\n", - " \n", - " pwk.update_progress('Load clusters :',i,imax, redraw=True)\n", - "\n", - "d=pwk.chrono_stop()\n", - "\n", - "pwk.subtitle('Few stats :')\n", - "print(f'Loading time : {d:.2f} s or {pwk.hdelay(d)}')\n", - "print(f'Number of cluster : {i}')\n", - "print(f'Number of images : {n1}')\n", - "print(f'Number of desc. : {n2}')\n", - "print(f'Total size of img : {pwk.hsize(s)}')\n", - "\n", - "pwk.subtitle('Have a look (1 image/ cluster)...')\n", - "pwk.plot_images(imgs,desc,x_size=2,y_size=2,fontsize=8,columns=7,y_padding=2.5, save_as='01-images_and_desc')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "<div class='nota'>\n", - " <b>Note :</b> With this approach, the use of data is much much more effective !\n", - " <ul>\n", - " <li>Data loading speed : <b>x 10</b> (81 s vs 16 min.)</li>\n", - " </ul>\n", - "</div>" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Step 3 - How we will read our data during the train session\n", - "We are going to use a \"dataset generator\", which is an implementation of [tensorflow.keras.utils.Sequence](https://www.tensorflow.org/api_docs/python/tf/keras/utils/Sequence) \n", - "During the trainning, batches will be requested to our DataGenerator, which will read the clusters as they come in." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-22T13:52:00.398372Z", - "iopub.status.busy": "2021-03-22T13:52:00.397898Z", - "iopub.status.idle": "2021-03-22T13:52:00.645820Z", - "shell.execute_reply": "2021-03-22T13:52:00.645301Z" - } - }, - "outputs": [ - { - "data": { - "text/markdown": [ - "<br>**FIDLE 2020 - DataGenerator**" - ], - "text/plain": [ - "<IPython.core.display.Markdown object>" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Version : 0.4.1\n", - "TensorFlow version : 2.4.0\n", - "Keras version : 2.4.0\n", - "\n", - "Clusters nb : 21 files\n", - "Dataset size : 810\n", - "Batch size : 32\n", - "\n", - "[shuffle!]\n", - "\n", - "[Load 00,s=200] (32) (32) (32) (32) (32) (32) (8..) \n", - "[Load 01,s= 51] (..24) (27..) \n", - "[Load 02,s=200] (..5) (32) (32) (32) (32) (32) (32) (3..) \n", - "[Load 03,s=200] (..29) (32) (32) (32) (32) (32) (11..) " - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "\n", - "[Load 04,s=200] (..21) (32) (32) (32) (32) \n", - "\n", - "total number of items : 800\n", - "batch sizes : [32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32, 32]\n", - "Last batch shape : (32, 128, 128, 3)\n" - ] - } - ], - "source": [ - "# ---- Our DataGenerator\n", - "\n", - "data_gen = DataGenerator(train_dir, batch_size=32, debug=True, scale=0.2)\n", - "\n", - "# ---- We ask him to retrieve all batchs\n", - "\n", - "batch_sizes=[]\n", - "for i in range( len(data_gen)):\n", - " x,y = data_gen[i]\n", - " batch_sizes.append(len(x))\n", - "\n", - "print(f'\\n\\ntotal number of items : {sum(batch_sizes)}')\n", - "print(f'batch sizes : {batch_sizes}')\n", - "print(f'Last batch shape : {x.shape}')\n" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": { - "execution": { - "iopub.execute_input": "2021-03-22T13:52:00.649267Z", - "iopub.status.busy": "2021-03-22T13:52:00.648796Z", - "iopub.status.idle": "2021-03-22T13:52:00.651557Z", - "shell.execute_reply": "2021-03-22T13:52:00.651072Z" - } - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "End time is : Monday 22 March 2021, 14:52:00\n", - "Duration is : 00:00:12 102ms\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": "3.7.9" - } - }, - "nbformat": 4, - "nbformat_minor": 4 -} diff --git a/VAE/08-VAE-with-CelebA.ipynb b/VAE/08-VAE-with-CelebA.ipynb index 697971d74148fd690e6753b06cb126b37e5baa32..f46e507dd9eeb2e54801e87e7c70bb4db17919c8 100644 --- a/VAE/08-VAE-with-CelebA.ipynb +++ b/VAE/08-VAE-with-CelebA.ipynb @@ -43,23 +43,21 @@ "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "import scipy.stats\n", "import sys\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", "from modules.models import VAE\n", - "from modules.layers import SamplingLayer, VariationalLossLayer\n", + "from modules.layers import SamplingLayer\n", "from modules.callbacks import ImagesCallback, BestModelCallback\n", "from modules.datagen import DataGenerator\n", "\n", "sys.path.append('..')\n", "import fidle.pwk as pwk\n", "\n", - "run_dir = './run/VAE8.001' # Output directory\n", + "run_dir = './run/VAE8.001'\n", "datasets_dir = pwk.init('VAE8', run_dir)\n", "\n", "VAE.about()\n", @@ -81,10 +79,9 @@ "metadata": {}, "source": [ "## Step 2 - Parameters\n", - "`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", + "`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", + "`fit_verbosity` : verbosity during training : 0 = silent, 1 = progress bar, 2 = one line per epoch \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", @@ -102,7 +99,10 @@ "metadata": {}, "outputs": [], "source": [ + "fit_verbosity = 1\n", + "\n", "# ---- For tests\n", + "#\n", "scale = 0.1\n", "image_size = (128,128)\n", "enhanced_dir = './data'\n", @@ -112,6 +112,7 @@ "epochs = 15\n", "\n", "# ---- Training with a full dataset\n", + "#\n", "# scale = 1.\n", "# image_size = (128,128)\n", "# enhanced_dir = f'{datasets_dir}/celeba/enhanced'\n", @@ -121,7 +122,8 @@ "# epochs = 15\n", "\n", "# ---- Training with a full dataset of large images\n", - "# scale = 1.\n", + "#\n", + "# # scale = 1.\n", "# image_size = (192,160)\n", "# enhanced_dir = f'{datasets_dir}/celeba/enhanced'\n", "# latent_dim = 300\n", @@ -143,7 +145,8 @@ "metadata": {}, "outputs": [], "source": [ - "pwk.override('scale', 'image_size', 'enhanced_dir', 'latent_dim', 'loss_weights', 'batch_size', 'epochs')" + "pwk.override('scale', 'image_size', 'enhanced_dir', 'latent_dim', 'loss_weights')\n", + "pwk.override('batch_size', 'epochs', 'fit_verbosity')" ] }, { @@ -336,7 +339,7 @@ "source": [ "pwk.chrono_start()\n", "\n", - "history = vae.fit(data_gen, epochs=epochs, batch_size=batch_size, callbacks=callbacks_list)\n", + "history = vae.fit(data_gen, epochs=epochs, batch_size=batch_size, callbacks=callbacks_list, verbose=fit_verbosity)\n", "\n", "pwk.chrono_show()" ] @@ -419,9 +422,11 @@ } ], "metadata": { + "interpreter": { + "hash": "8e38643e33497db9a306e3f311fa98cb1e65371278ca73ee4ea0c76aa5a4f387" + }, "kernelspec": { - "display_name": "Python 3", - "language": "python", + "display_name": "Python 3.9.7 64-bit ('fidle-cpu': conda)", "name": "python3" }, "language_info": { @@ -434,7 +439,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.5" + "version": "3.9.7" } }, "nbformat": 4, diff --git a/VAE/09-VAE-with-CelebA-post.ipynb b/VAE/09-VAE-with-CelebA-post.ipynb index 290a0ff7c617e4155272fe16ba3ea3cc0b173f5e..d0dc6b6cf0508aca109b48fc028c2669f4b73928 100644 --- a/VAE/09-VAE-with-CelebA-post.ipynb +++ b/VAE/09-VAE-with-CelebA-post.ipynb @@ -59,7 +59,6 @@ "\n", "sys.path.append('..')\n", "import fidle.pwk as pwk\n", - "# importlib.reload(pwk)\n", "\n", "run_dir = './run/VAE8.001'\n", "datasets_dir = pwk.init('VAE9', run_dir)\n", @@ -278,7 +277,7 @@ "metadata": {}, "outputs": [], "source": [ - "def get_latent_vector(images_desc):\n", + "def get_latent_vector(images_desc, vector_size=50):\n", " \"\"\"\n", " Get a set of images, give them to the encoder and return an mean vector\n", " args:\n", @@ -287,20 +286,21 @@ " mean(z)\n", " \"\"\"\n", "\n", - " # ---- Get filenames of given images descriptions (first 50)\n", + " # ---- Get filenames of given images descriptions\n", " \n", - " filenames=images_desc['image_id'][:50]\n", + " filenames=images_desc['image_id'][:vector_size]\n", " \n", " # ---- Retrieve images\n", " \n", " imgs=[]\n", + " print(f'Read {vector_size} images...', end='')\n", " for i,filename in enumerate(filenames):\n", " filename = f'{dataset_img}/{filename}'\n", " img = io.imread(filename)\n", " img = transform.resize(img, image_size)\n", " imgs.append( img )\n", - " pwk.update_progress('Read :',len(imgs),len(filenames))\n", - " \n", + " print('done.')\n", + " \n", " # ---- Get latent space vectors\n", "\n", " x_images=np.array(imgs)\n", @@ -327,7 +327,7 @@ "\n", "\n", "z_images = np.array( [z11,z12,z21] )\n", - "x_images = vae.decoder.predict( z_images )\n", + "x_images = vae.decoder.predict( z_images, verbose=0 )\n", "pwk.plot_images(x_images,labels,columns=3,x_size=3,y_size=3,spines_alpha=0, save_as='05-predictable')" ] }, @@ -377,9 +377,11 @@ } ], "metadata": { + "interpreter": { + "hash": "8e38643e33497db9a306e3f311fa98cb1e65371278ca73ee4ea0c76aa5a4f387" + }, "kernelspec": { - "display_name": "Python 3", - "language": "python", + "display_name": "Python 3.9.7 64-bit ('fidle-cpu': conda)", "name": "python3" }, "language_info": { @@ -392,7 +394,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.9" + "version": "3.9.7" } }, "nbformat": 4, diff --git a/fidle/01-update-index.ipynb b/fidle/01-update-index.ipynb index 1cf98df0e7e190b6b1dfa61657b4f8cfe738028d..9e810d49e7cef0d0c3f8d2d17da634fb1f373343 100644 --- a/fidle/01-update-index.ipynb +++ b/fidle/01-update-index.ipynb @@ -33,17 +33,11 @@ "source": [ "import nbformat\n", "from nbconvert.preprocessors import ExecutePreprocessor\n", - "from IPython.display import display,Image,Markdown,HTML\n", - "# import re, os, glob, time\n", + "from IPython.display import display,Markdown\n", "import sys\n", - "import datetime, time\n", - "\n", - "# import json\n", - "# from collections import OrderedDict\n", - "# from importlib import reload\n", + "import datetime\n", "\n", "sys.path.append('..')\n", - "# import fidle.pwk as pwk\n", "import fidle.config as config\n", "import fidle.cookindex as cookindex\n" ] diff --git a/fidle/02-running-ci-tests.ipynb b/fidle/02-running-ci-tests.ipynb index 0a6fc2df44ecbe049e24010e2907896447b2fbb9..6ac3e27726813fbc3fc12b99641a69c582eb6f3e 100644 --- a/fidle/02-running-ci-tests.ipynb +++ b/fidle/02-running-ci-tests.ipynb @@ -57,7 +57,7 @@ "outputs": [], "source": [ "reset=False\n", - "filter='Nb_VAE7'\n", + "filter='Nb_ACTF1|Nb_NP1|Nb_TSB1'\n", "\n", "cookci.run_profile(profile_name, reset, filter)\n", "cookci.build_ci_report(profile_name)" diff --git a/fidle/ci/default.yml b/fidle/ci/default.yml index 74bebfeb808085d7873a2b10ab9da5d39e34e95e..6abcde7d79ba2cde2674b23d6e1af1fe328d4f26 100644 --- a/fidle/ci/default.yml +++ b/fidle/ci/default.yml @@ -384,6 +384,7 @@ Nb_VAE7: run_dir: default image_size: default enhanced_dir: default + progress_verbosity: default Nb_VAE8: notebook_id: VAE8 notebook_dir: VAE diff --git a/fidle/ci/small_cpu.yml b/fidle/ci/small_cpu.yml index a17a55325cbd6ca6267c28813590ab2bb33891ba..a344315f492c47a05504138c8ac19e2737900ef7 100644 --- a/fidle/ci/small_cpu.yml +++ b/fidle/ci/small_cpu.yml @@ -401,28 +401,77 @@ Nb_VAE6: notebook_tag: default overrides: run_dir: default - progress_verbosity: 2 scale: 0.01 seed: default cluster_size: default - image_size: '(192,160)' + image_size: default output_dir: ./data exit_if_exist: False + progress_verbosity: 2 + +Nb_VAE7: + notebook_id: VAE7 + notebook_dir: VAE + notebook_src: 07-Check-CelebA.ipynb + notebook_tag: default + overrides: + run_dir: default + image_size: default + enhanced_dir: ./data + progress_verbosity: 2 + +Nb_VAE8: + notebook_id: VAE8 + notebook_dir: VAE + notebook_src: 08-VAE-with-CelebA.ipynb + notebook_tag: default + overrides: + run_dir: default + scale: 0.1 + image_size: default + enhanced_dir: ./data + latent_dim: default + loss_weights: default + batch_size: default + epochs: default + progress_verbosity: 2 + +Nb_VAE9: + notebook_id: VAE9 + notebook_dir: VAE + notebook_src: 09-VAE-with-CelebA-post.ipynb + notebook_tag: default + overrides: + run_dir: default + image_size: default + enhanced_dir: ./data + +# ------ DCGAN ----------------------------------------------------- +# +Nb_DCGAN01: + notebook_id: DCGAN01 + notebook_dir: DCGAN + notebook_src: 01-DCGAN-Draw-me-a-sheep.ipynb + notebook_tag: default + overrides: + scale: 0.005 + run_dir: default + latent_dim: default + epochs: 5 + batch_size: default + num_img: default + fit_verbosity: 2 # # ------ Misc ------------------------------------------------------ # -# Nb_ACTF1: -# notebook_id: ACTF1 -# notebook_dir: Misc -# notebook_src: Activation-Functions.ipynb -# notebook_tag: default -# Nb_NP1: -# notebook_id: NP1 -# notebook_dir: Misc -# notebook_src: Numpy.ipynb -# notebook_tag: default -# Nb_TSB1: -# notebook_id: TSB1 -# notebook_dir: Misc -# notebook_src: Using-Tensorboard.ipynb -# notebook_tag: default +Nb_ACTF1: + notebook_id: ACTF1 + notebook_dir: Misc + notebook_src: Activation-Functions.ipynb + notebook_tag: default + +Nb_NP1: + notebook_id: NP1 + notebook_dir: Misc + notebook_src: Numpy.ipynb + notebook_tag: default diff --git a/fidle/logs/catalog.json b/fidle/logs/catalog.json index 870e2373268aa847b9ed68542aa86818f1c946b1..7b5010ca05ccd383da23a678a90b6d1d544a8e26 100644 --- a/fidle/logs/catalog.json +++ b/fidle/logs/catalog.json @@ -489,7 +489,8 @@ "overrides": [ "run_dir", "image_size", - "enhanced_dir" + "enhanced_dir", + "progress_verbosity" ] }, "VAE8": {