280 строки
240 KiB
Plaintext
280 строки
240 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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"## Test Machine Learning Module \n",
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"\n",
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"We now test the machine learning module from the edge device."
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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": 8,
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"metadata": {},
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"outputs": [],
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"source": [
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"%reload_ext autoreload\n",
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"%autoreload 2\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": 9,
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"metadata": {},
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"outputs": [],
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"source": [
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"import requests\n",
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"import json\n",
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"import time\n",
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"import matplotlib.pyplot as plt\n",
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"from PIL import Image,ImageDraw, ImageFont\n",
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"from IPython.display import display\n",
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"from testing_utilities import to_img, read_image_from, plot_predictions, get_auth"
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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": 10,
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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 0x7f0047422240>"
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]
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},
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"execution_count": 10,
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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": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"img_path = \"./test_image.jpg\"\n",
|
|
"img = Image.open(img_path).convert(\"RGB\")\n",
|
|
"plt.imshow(img)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"#scoring_url = 'http://127.0.0.1:5001/score'\n",
|
|
"scoring_url = 'http://localhost:5001/score'"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"img_data = open(img_path, 'rb').read()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"bytes"
|
|
]
|
|
},
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"type(img_data)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"CONTAINER ID IMAGE COMMAND CREATED STATUS PORTS NAMES\r\n",
|
|
"71364ca56e03 mcr.microsoft.com/azureiotedge-hub:1.0 \"/bin/sh -c 'echo \\\"$…\" 2 minutes ago Up 2 minutes 0.0.0.0:443->443/tcp, 0.0.0.0:5671->5671/tcp, 0.0.0.0:8883->8883/tcp edgeHub\r\n",
|
|
"b9e655a3beb5 workspace48070395.azurecr.io/mlmodelimg:1 \"runsvdir /var/runit\" 2 minutes ago Up 2 minutes 0.0.0.0:5001->5001/tcp, 8883/tcp module2\r\n",
|
|
"2d77446d6cb9 mcr.microsoft.com/azureiotedge-agent:1.0 \"/bin/sh -c 'echo \\\"$…\" 32 minutes ago Up 4 minutes edgeAgent\r\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"!sudo docker ps"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"r = requests.post(scoring_url, files={'image':img_data})"
|
|
]
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},
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{
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"cell_type": "code",
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"execution_count": 16,
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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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"<Response [200]>"
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]
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},
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"execution_count": 16,
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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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"source": [
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"r"
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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": 19,
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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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"list"
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]
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},
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"execution_count": 19,
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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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"source": [
|
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"results = r.json()\n",
|
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"type(results)"
|
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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": 21,
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"metadata": {},
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"outputs": [
|
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{
|
|
"data": {
|
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"text/plain": [
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"[[{'boxes': [[1421.0723876953125,\n",
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|
" 1791.457763671875,\n",
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" 1914.2357177734375,\n",
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" 3198.705078125],\n",
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" [1962.58935546875,\n",
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" 1757.9744873046875,\n",
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" 2580.712158203125,\n",
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|
" 3134.82958984375],\n",
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" [2618.790771484375,\n",
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" 1865.5614013671875,\n",
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" 3000.268310546875,\n",
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|
" 3109.197998046875],\n",
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" [3182.439697265625, 2133.323486328125, 4100.68798828125, 2533.64599609375],\n",
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" [2609.2763671875, 1722.5228271484375, 2728.732666015625, 2054.52294921875],\n",
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" [2505.090087890625,\n",
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" 1711.0623779296875,\n",
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" 2616.335205078125,\n",
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" 2049.8154296875],\n",
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" [2392.056884765625,\n",
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" 1714.9747314453125,\n",
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" 2490.160888671875,\n",
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" 1946.183349609375],\n",
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" [1495.327880859375,\n",
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" 2622.92822265625,\n",
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" 1562.0809326171875,\n",
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|
" 2789.51416015625],\n",
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|
" [1472.070556640625, 2554.326904296875, 1563.7900390625, 2782.24169921875],\n",
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|
" [2726.816650390625, 1946.3704833984375, 2789.08544921875, 2041.1650390625],\n",
|
|
" [2381.848388671875,\n",
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|
" 1727.9522705078125,\n",
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|
" 2545.5322265625,\n",
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|
" 2011.536865234375]],\n",
|
|
" 'labels': [1, 1, 1, 15, 1, 1, 1, 31, 31, 1, 1],\n",
|
|
" 'scores': [0.9998769760131836,\n",
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|
" 0.9997093081474304,\n",
|
|
" 0.9996211528778076,\n",
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|
" 0.9989977478981018,\n",
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|
" 0.9840482473373413,\n",
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" 0.9554363489151001,\n",
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|
" 0.693264365196228,\n",
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|
" 0.26462647318840027,\n",
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|
" 0.0875275656580925,\n",
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|
" 0.06649039685726166,\n",
|
|
" 0.06165679916739464]}],\n",
|
|
" 'Computed in 3291.61 ms']"
|
|
]
|
|
},
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"results"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"Next we will proceed to notebook [06_TearDown.ipynb](06_TearDown.ipynb)."
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"authors": [
|
|
{
|
|
"name": "raymondl"
|
|
}
|
|
],
|
|
"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": "3.6.9"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|