406 строки
324 KiB
Plaintext
406 строки
324 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"### Load Test deployed web application\n",
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"This notebook pulls some images and tests them against the deployed web application. We submit requests asychronously which should reduce the contribution of latency."
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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": 1,
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"metadata": {},
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"outputs": [],
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"source": [
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"import asyncio\n",
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"import json\n",
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"import urllib.request\n",
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"from timeit import default_timer\n",
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"\n",
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"import aiohttp\n",
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"import matplotlib.pyplot as plt\n",
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"from testing_utilities import to_img, gen_variations_of_one_image\n",
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"from tqdm import tqdm\n",
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"\n",
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"%matplotlib inline"
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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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"3.3.2\n"
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]
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}
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],
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"source": [
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"print(aiohttp.__version__)"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"We will test our deployed service with 100 calls. We will only have 4 requests concurrently at any time. We have only deployed one pod on one node and increasing the number of concurrent calls does not really increase throughput. Feel free to try different values and see how the service responds."
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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": 3,
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"metadata": {},
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"outputs": [],
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"source": [
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"NUMBER_OF_REQUESTS = 100 # Total number of requests\n",
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"CONCURRENT_REQUESTS = 4 # Number of requests at a time"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"Get the IP address of our service"
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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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"source": [
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"service_json = !kubectl get service azure-dl -o json\n",
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"service_dict = json.loads(''.join(service_json))\n",
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"app_url = service_dict['status']['loadBalancer']['ingress'][0]['ip']"
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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": 5,
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"metadata": {},
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"outputs": [],
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"source": [
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"scoring_url = 'http://{}/score'.format(app_url)\n",
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"version_url = 'http://{}/version'.format(app_url)"
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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": 6,
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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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"1.9.0"
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]
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}
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],
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"source": [
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"!curl $version_url # Reports the Tensorflow Version"
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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": 7,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<matplotlib.image.AxesImage at 0x7fa8055a7e10>"
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]
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},
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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},
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{
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"data": {
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"IMAGEURL = \"https://upload.wikimedia.org/wikipedia/commons/thumb/6/68/Lynx_lynx_poing.jpg/220px-Lynx_lynx_poing.jpg\"\n",
|
|
"plt.imshow(to_img(IMAGEURL))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Here, we use varitions of the same image to test the service."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"url_list = [[scoring_url, jsonimg] for jsonimg in gen_variations_of_one_image(IMAGEURL, NUMBER_OF_REQUESTS)]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"def decode(result):\n",
|
|
" return json.loads(result.decode(\"utf-8\"))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"async def fetch(url, session, data, headers):\n",
|
|
" start_time = default_timer()\n",
|
|
" async with session.request('post', url, data=data, headers=headers) as response:\n",
|
|
" resp = await response.read()\n",
|
|
" elapsed = default_timer() - start_time\n",
|
|
" return resp, elapsed"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"async def bound_fetch(sem, url, session, data, headers):\n",
|
|
" # Getter function with semaphore.\n",
|
|
" async with sem:\n",
|
|
" return await fetch(url, session, data, headers)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"async def await_with_progress(coros):\n",
|
|
" results=[]\n",
|
|
" for f in tqdm(asyncio.as_completed(coros), total=len(coros)):\n",
|
|
" result = await f\n",
|
|
" results.append((decode(result[0]),result[1]))\n",
|
|
" return results"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [],
|
|
"source": [
|
|
"async def run(url_list, num_concurrent=CONCURRENT_REQUESTS):\n",
|
|
" headers = {'content-type': 'application/json'}\n",
|
|
" tasks = []\n",
|
|
" # create instance of Semaphore\n",
|
|
" sem = asyncio.Semaphore(num_concurrent)\n",
|
|
"\n",
|
|
" # Create client session that will ensure we dont open new connection\n",
|
|
" # per each request.\n",
|
|
" async with aiohttp.ClientSession() as session:\n",
|
|
" for url, data in url_list:\n",
|
|
" # pass Semaphore and session to every POST request\n",
|
|
" task = asyncio.ensure_future(bound_fetch(sem, url, session, data, headers))\n",
|
|
" tasks.append(task)\n",
|
|
" return await await_with_progress(tasks)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Below we run the 100 requests against our deployed service"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {
|
|
"scrolled": false
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"100%|██████████| 100/100 [00:05<00:00, 17.94it/s]"
|
|
]
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Total Elapsed 5.579234362579882\n",
|
|
"Avg time taken 55.79 ms\n"
|
|
]
|
|
},
|
|
{
|
|
"name": "stderr",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"loop = asyncio.get_event_loop()\n",
|
|
"start_time = default_timer()\n",
|
|
"complete_responses = loop.run_until_complete(asyncio.ensure_future(run(url_list, num_concurrent=CONCURRENT_REQUESTS)))\n",
|
|
"elapsed = default_timer() - start_time\n",
|
|
"print('Total Elapsed {}'.format(elapsed))\n",
|
|
"print('Avg time taken {0:4.2f} ms'.format(1000*elapsed/len(url_list)))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Below we can see the output of some of our calls"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"[({'result': [{'image': [['n02127052 lynx, catamount', 0.9974566102027893],\n",
|
|
" ['n02128385 leopard, Panthera pardus', 0.0015052433591336012],\n",
|
|
" ['n02128757 snow leopard, ounce, Panthera uncia',\n",
|
|
" 0.0005146243493072689]]},\n",
|
|
" 'Computed in 73.49 ms']},\n",
|
|
" 0.24386161286383867),\n",
|
|
" ({'result': [{'image': [['n02127052 lynx, catamount', 0.9974561333656311],\n",
|
|
" ['n02128385 leopard, Panthera pardus', 0.0015048063360154629],\n",
|
|
" ['n02128757 snow leopard, ounce, Panthera uncia',\n",
|
|
" 0.0005157074192538857]]},\n",
|
|
" 'Computed in 74.62 ms']},\n",
|
|
" 0.32052970863878727),\n",
|
|
" ({'result': [{'image': [['n02127052 lynx, catamount', 0.9974557757377625],\n",
|
|
" ['n02128385 leopard, Panthera pardus', 0.0015042462619021535],\n",
|
|
" ['n02128757 snow leopard, ounce, Panthera uncia',\n",
|
|
" 0.0005160688306204975]]},\n",
|
|
" 'Computed in 73.0 ms']},\n",
|
|
" 0.3948906175792217)]"
|
|
]
|
|
},
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"complete_responses[:3]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Succesful 100 out of 100\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"num_succesful=[i[0]['result'][0]['image'][0][0] for i in complete_responses].count('n02127052 lynx, catamount')\n",
|
|
"print('Succesful {} out of {}'.format(num_succesful, len(url_list)))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"({'result': [{'image': [['n02127052 lynx, catamount', 0.9974566102027893],\n",
|
|
" ['n02128385 leopard, Panthera pardus', 0.0015052433591336012],\n",
|
|
" ['n02128757 snow leopard, ounce, Panthera uncia',\n",
|
|
" 0.0005146243493072689]]},\n",
|
|
" 'Computed in 73.49 ms']},\n",
|
|
" 0.24386161286383867)"
|
|
]
|
|
},
|
|
"execution_count": 17,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 432x288 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Example response\n",
|
|
"plt.imshow(to_img(IMAGEURL))\n",
|
|
"complete_responses[0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"To tear down the cluster and all related resources go to the [tear down the cluster](07_TearDown.ipynb) notebook."
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"anaconda-cloud": {},
|
|
"kernelspec": {
|
|
"display_name": "Python [conda env:AKSDeployment]",
|
|
"language": "python",
|
|
"name": "conda-env-AKSDeployment-py"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
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"version": 3
|
|
},
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|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
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|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
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"version": "3.5.5"
|
|
}
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},
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|
"nbformat": 4,
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"nbformat_minor": 1
|
|
}
|