{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from jp_doodle import dual_canvas" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2a4eed385bc04a349bb2f58989541308", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(DualCanvasWidget(status='deferring flush until render'), Text(value='deferring flush until rend…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "demo = dual_canvas.DualCanvasWidget(width=320, height=220)\n", "demo.debugging_display()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "demo.attach_video()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "array = demo.pixels_array()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(220, 320, 4)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "array.shape" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "<Figure size 432x288 with 1 Axes>" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "#image = mpimg.imread(\"chelsea-the-cat.png\")\n", "plt.imshow(array)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "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": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 4 }