From b85ee9d64a536937912544c7bbd5b98b635b7e8d Mon Sep 17 00:00:00 2001 From: Christian C Date: Mon, 11 Nov 2024 12:29:32 -0800 Subject: Initial commit --- notebooks/TrainingData.ipynb | 196 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 196 insertions(+) create mode 100644 notebooks/TrainingData.ipynb (limited to 'notebooks/TrainingData.ipynb') diff --git a/notebooks/TrainingData.ipynb b/notebooks/TrainingData.ipynb new file mode 100644 index 0000000..525f4c5 --- /dev/null +++ b/notebooks/TrainingData.ipynb @@ -0,0 +1,196 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "ebfce4c6", + "metadata": {}, + "source": [ + "# Imports and Functions" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "ff590465", + "metadata": {}, + "outputs": [], + "source": [ + "from sunlab.environment.base.cpu import *\n", + "from sunlab.environment.base.extras import *\n", + "from sunlab.globals import FILES\n", + "from sunlab.sunflow import *" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "9fdfb9a9", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns" + ] + }, + { + "cell_type": "markdown", + "id": "cb02bc7e", + "metadata": {}, + "source": [ + "# Setup" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f6f28076", + "metadata": {}, + "outputs": [], + "source": [ + "model, training_dataset = load_aae_and_dataset(FILES['TRAINING_DATASET'], FILES['PRETRAINED_MODEL_DIR'], MaxAbsScaler)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "54f18a5c", + "metadata": {}, + "outputs": [], + "source": [ + "training_data = process_and_load_dataset(FILES['TRAINING_DATASET'], FILES['PRETRAINED_MODEL_DIR'])" + ] + }, + { + "cell_type": "markdown", + "id": "001c1fbb", + "metadata": {}, + "source": [ + "# Runtime Parameters" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "5ce1ed49", + "metadata": {}, + "outputs": [], + "source": [ + "SAVE_EXTRAS = False" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "a85a22d9", + "metadata": {}, + "outputs": [], + "source": [ + "g_Base = lambda *args: DIR_ROOT + \"Figures/Invasion/TrainingData/\"" + ] + }, + { + "cell_type": "markdown", + "id": "27e84e37", + "metadata": {}, + "source": [ + "# Plots" + ] + }, + { + "cell_type": "markdown", + "id": "1113e21b", + "metadata": {}, + "source": [ + "## Cumulative Morphological Latent Spaces" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "88d2557a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.jointplot(training_data.dataframe, x='Latent-0', y='Latent-1', hue='Class', s=2, palette=Pmap)\n", + "plt.gca().get_legend().remove()\n", + "plt.apply_boundary()\n", + "if SAVE_EXTRAS:\n", + " plt.save(g_Base() + \"Cumulative_24hr\")" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "0dfe1684", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df_12h = training_data.dataframe\n", + "df_12h = df_12h[df_12h['Frames'] < 96//2]\n", + "sns.jointplot(df_12h, x='Latent-0', y='Latent-1', hue='Class', s=2, palette=Pmap)\n", + "plt.gca().get_legend().remove()\n", + "plt.apply_boundary()\n", + "if SAVE_EXTRAS:\n", + " plt.save(g_Base() + \"Cumulative_12hr\")" + ] + }, + { + "cell_type": "markdown", + "id": "4e045371", + "metadata": {}, + "source": [ + "# END" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7d9a6684", + "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 +} -- cgit v1.2.1