{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[2021-03-27 06:46:38] Try to use the default NATS-Bench (topology) path from fast_mode=True and path=None.\n" ] } ], "source": [ "from nats_bench import create\n", "from pprint import pprint\n", "# Create the API for tologoy search space\n", "api = create(None, 'tss', fast_mode=True, verbose=False)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'test-accuracy': 22.39999992879232,\n", " 'test-all-time': 7.7054752962929856,\n", " 'test-loss': 3.1626377182006835,\n", " 'test-per-time': 0.6421229413577488,\n", " 'train-accuracy': 21.68885959195242,\n", " 'train-all-time': 1260.0195466594694,\n", " 'train-loss': 3.1863493608815463,\n", " 'train-per-time': 105.00162888828912,\n", " 'valid-accuracy': 23.266666631062826,\n", " 'valid-all-time': 7.7054752962929856,\n", " 'valid-loss': 3.1219845104217527,\n", " 'valid-per-time': 0.6421229413577488,\n", " 'valtest-accuracy': 22.833333323160808,\n", " 'valtest-all-time': 15.410950592585971,\n", " 'valtest-loss': 3.142311067581177,\n", " 'valtest-per-time': 1.2842458827154977}\n" ] } ], "source": [ "largest_candidate_tss = '|nor_conv_3x3~0|+|nor_conv_3x3~0|nor_conv_3x3~1|+|nor_conv_3x3~0|nor_conv_3x3~1|nor_conv_3x3~2|'\n", "\n", "arch_index = api.query_index_by_arch(largest_candidate_tss)\n", "info = api.get_more_info(arch_index, 'ImageNet16-120', hp='12', is_random=False)\n", "pprint(info)" ] }, { "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": "3.8.8" } }, "nbformat": 4, "nbformat_minor": 4 }