87 lines
1.8 KiB
Plaintext
87 lines
1.8 KiB
Plaintext
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{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[2021-03-09 08:44:19] Try to use the default NATS-Bench (size) path from fast_mode=True and path=None.\n"
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]
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}
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],
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"source": [
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"from nats_bench import create\n",
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"import numpy as np\n",
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"\n",
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"# Create the API for size search space\n",
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"api = create(None, 'sss', fast_mode=True, verbose=False)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"There are 32768 architectures on the size search space\n"
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]
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}
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],
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"source": [
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"print('There are {:} architectures on the size search space'.format(len(api)))\n",
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"\n",
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"c2acc = dict()\n",
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"for index in range(len(api)):\n",
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" info = api.get_more_info(index, 'cifar10', hp='90')\n",
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" config = api.get_net_config(index, 'cifar10')\n",
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" c2acc[config['channels']] = info['test-accuracy']"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"91.08546417236329\n"
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]
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}
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],
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"source": [
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"print(np.mean(list(c2acc.values())))"
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]
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}
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],
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"metadata": {
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"kernelspec": {
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"display_name": "Python 3",
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"language": "python",
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"name": "python3"
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},
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"language_info": {
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"codemirror_mode": {
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"name": "ipython",
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"version": 3
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},
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"file_extension": ".py",
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"mimetype": "text/x-python",
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"name": "python",
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"nbconvert_exporter": "python",
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"pygments_lexer": "ipython3",
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"version": "3.8.3"
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}
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},
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"nbformat": 4,
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"nbformat_minor": 4
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}
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