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diff --git a/notebooks/Autoencoder.ipynb b/notebooks/Autoencoder.ipynb new file mode 100644 index 0000000..4d49512 --- /dev/null +++ b/notebooks/Autoencoder.ipynb @@ -0,0 +1,259 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "ebfce4c6", + "metadata": { + "heading_collapsed": true + }, + "source": [ + "# Imports and Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 1060, + "id": "ff590465", + "metadata": { + "hidden": true + }, + "outputs": [], + "source": [ + "from sunlab.environment.base.cuda import *\n", + "from sunlab.environment.base.extras import *\n", + "from sunlab.globals import FILES\n", + "from sunlab.sunflow import *" + ] + }, + { + "cell_type": "code", + "execution_count": 1061, + "id": "0a446061", + "metadata": { + "hidden": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 1061, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import tensorflow as tf\n", + "tf.test.is_gpu_available()" + ] + }, + { + "cell_type": "markdown", + "id": "cb02bc7e", + "metadata": {}, + "source": [ + "# Setup" + ] + }, + { + "cell_type": "markdown", + "id": "62009f12", + "metadata": { + "heading_collapsed": true + }, + "source": [ + "## Model" + ] + }, + { + "cell_type": "code", + "execution_count": 1062, + "id": "cf00b70b", + "metadata": { + "hidden": true + }, + "outputs": [], + "source": [ + "try:\n", + " del model\n", + "except:\n", + " pass" + ] + }, + { + "cell_type": "code", + "execution_count": 1063, + "id": "3230e8e7", + "metadata": { + "hidden": true + }, + "outputs": [], + "source": [ + "model, dataset = create_aae_and_dataset(FILES['TRAINING_DATASET'], \"../../test_models/autoencoder/\", normalization_scaler=MaxAbsScaler, distribution=None, shuffle=True, val_split=0.1)" + ] + }, + { + "cell_type": "markdown", + "id": "6c704147", + "metadata": {}, + "source": [ + "## Epochs" + ] + }, + { + "cell_type": "code", + "execution_count": 1064, + "id": "c47e2c66", + "metadata": {}, + "outputs": [], + "source": [ + "_epochs = 1600" + ] + }, + { + "cell_type": "markdown", + "id": "d4c45f89", + "metadata": { + "heading_collapsed": true + }, + "source": [ + "## Training" + ] + }, + { + "cell_type": "code", + "execution_count": 1065, + "id": "697210dd", + "metadata": { + "hidden": true, + "scrolled": true + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "WARNING:tensorflow:11 out of the last 11 calls to <function AdversarialAutoencoder.test_step at 0x2aabdbfc38b0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for more details.\n", + "0[nan]: 3.45e-01 0.00e+00 0.00e+00 nan nan nan\n" + ] + } + ], + "source": [ + "_ = model.train(dataset, _epochs, output=True, output_freq=100)" + ] + }, + { + "cell_type": "markdown", + "id": "001c1fbb", + "metadata": { + "heading_collapsed": true + }, + "source": [ + "# Runtime Parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 1066, + "id": "5ce1ed49", + "metadata": { + "hidden": true + }, + "outputs": [], + "source": [ + "SAVE_EXTRAS = False" + ] + }, + { + "cell_type": "code", + "execution_count": 1067, + "id": "a85a22d9", + "metadata": { + "hidden": true + }, + "outputs": [], + "source": [ + "g_Base = lambda *args: DIR_ROOT + \"Figures/Autoencoder/\"" + ] + }, + { + "cell_type": "markdown", + "id": "27e84e37", + "metadata": {}, + "source": [ + "# Plots" + ] + }, + { + "cell_type": "code", + "execution_count": 1068, + "id": "34b9e2bf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<module 'matplotlib.pyplot' from '/home/physics/cunnichr/.conda/envs/tfnb/lib/python3.9/site-packages/matplotlib/pyplot.py'>" + ] + }, + "execution_count": 1068, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "<Figure size 640x480 with 1 Axes>" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.scatter2d(model.encoder(dataset.dataset), cmap=Pmap, c=dataset.labels, s=1)\n", + "# plt.save(g_Base() + \"1600E_T4\")" + ] + }, + { + "cell_type": "markdown", + "id": "ae236fe1", + "metadata": {}, + "source": [ + "# END" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "dc290b61", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "tfnb", + "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": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} |