{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "65e78297", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 42, "id": "90917d29", "metadata": {}, "outputs": [], "source": [ "train_x = np.load(\"../results/260805-si/Si8V1_2/train_x.npy\").T\n", "train_y = np.load(\"../results/260805-si/Si8V1_2/train_y.npy\").T" ] }, { "cell_type": "code", "execution_count": 45, "id": "47b5dd69", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "xparams = [\n", " 'defocus [A]',\n", " 'layers',\n", " 'thickness [A]'\n", "]\n", "\n", "sort_index = np.argsort(train_y)\n", "\n", "x = train_x[:,sort_index]\n", "y = train_y[sort_index]\n", "\n", "EPSILON = 1e-5 # choose best according to plot\n", "\n", "y_scaled = np.log(-y + y[-1] + EPSILON)\n", "\n", "fig, ax = plt.subplots(1, 2, figsize=(7,3))\n", "ax[0].plot(y, 'k')\n", "ax[1].plot(y_scaled, 'k')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 52, "id": "4990770c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "cut = 45 # set to -1 to get all points\n", "\n", "fig, axs = plt.subplots(1, len(x), figsize=(3*len(x)+0.5, 3.5), sharey=True)\n", "\n", "for i, axi in enumerate(axs):\n", " axi.scatter(x[i][cut:], -y[cut:], c=y_scaled[cut:], cmap='coolwarm')\n", " axi.set_xlabel(xparams[i])\n", "\n", "axs[0].set_ylabel('$- \\\\log (\\ \\\\mathtt{fourier\\_error}\\ )$')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 53, "id": "a2694f3c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "\n", "fig, axs = plt.subplots(len(x), len(x), figsize=(3*len(x)+0.5, 3*len(x)+0.5))\n", "\n", "for i, axi in enumerate(axs):\n", " for j, axij in enumerate(axi):\n", " axij.scatter(\n", " x[i], x[j],\n", " c = y_scaled, # color\n", " cmap = 'coolwarm',\n", " s = 20, # size\n", " alpha = 0 if i == j else 1 # make diagonal transparent\n", " )\n", " if i == len(x)-1:\n", " axij.set_xlabel(xparams[j])\n", " else:\n", " axij.set_xticks([])\n", " if j == 0:\n", " axij.set_ylabel(xparams[i])\n", " else:\n", " axij.set_yticks([])\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "295ca65c", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "lemon", "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": "3.12.12" } }, "nbformat": 4, "nbformat_minor": 5 }