{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "# %pip install awswrangler\n", "# %conda install -c conda-forge ffmpeg\n", "# %pip install av" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "import awswrangler as wr\n", "import pandas as pd\n", "import numpy as np\n", "import boto3, io\n", "# from sagemaker import get_execution_role\n", "import av\n", "import numpy as np\n", "from pathlib import Path\n", "import datetime\n", "import string\n", "import random\n", "\n", "# role = get_execution_role()\n", "session = boto3.Session(profile_name='homeiot')\n", "# session = boto3.Session(profile_name='danji')\n", "rekognition = session.client('rekognition')" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "def detect_labels(img):\n", " response = rekognition.detect_labels(Image={'Bytes': img})\n", " for label in response['Labels']:\n", " if (label['Name'] in ['Human', 'Person']) and label['Confidence'] > 90:\n", " return True\n", " return False\n", "\n", "def detect_time(img):\n", " target_datetime = 'not detected'\n", " response = rekognition.detect_text(Image={'Bytes': img})\n", " for text in response['TextDetections']:\n", " if abs(text['Geometry']['BoundingBox']['Left'] - 0.05218505859375) < 0.003 and abs(text['Geometry']['BoundingBox']['Width'] - 0.35760498046875) < 0.01 :\n", " target_datetime = text['DetectedText'] \n", " return target_datetime" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def detect_obj(filepath):\n", " container = av.open('video/2-3회의실/20210823_081041A.mp4')\n", " stream = container.streams.video[0]\n", " # stream.codec_context.skip_frame = 'NONKEY'\n", " mat = []\n", " for frame in container.decode(stream):\n", " img_byte_array = io.BytesIO()\n", " img = frame.to_image()\n", " img.save(img_byte_array, format='JPEG', subsampling=0, quality=100)\n", " is_label = detect_labels(img_byte_array.getvalue())\n", " t = detect_time(img_byte_array.getvalue())\n", " mat.append( (t, is_label) )\n", " print(f'{t}-{is_label}')\n", " return mat" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "proc video/2-3회의실/20210823_081041A.mp4\n", "2021-08-23 08:10:41-False\n", "2021-08-23 08:11:41-False\n", "2021-08-23 08:12:41-False\n", "2021-08-23 08:13:41-False\n" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mf\u001b[0m \u001b[0;32min\u001b[0m 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"\u001b[0;32m~/.local/lib/python3.8/site-packages/botocore/endpoint.py\u001b[0m in \u001b[0;36m_get_response\u001b[0;34m(self, request, operation_model, context)\u001b[0m\n\u001b[1;32m 163\u001b[0m \u001b[0;31m# If an exception occurs then the success_response is None.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 164\u001b[0m \u001b[0;31m# If no exception occurs then exception is None.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 165\u001b[0;31m success_response, exception = self._do_get_response(\n\u001b[0m\u001b[1;32m 166\u001b[0m request, operation_model)\n\u001b[1;32m 167\u001b[0m kwargs_to_emit = {\n", "\u001b[0;32m~/.local/lib/python3.8/site-packages/botocore/endpoint.py\u001b[0m in \u001b[0;36m_do_get_response\u001b[0;34m(self, request, operation_model)\u001b[0m\n\u001b[1;32m 197\u001b[0m \u001b[0mhttp_response\u001b[0m \u001b[0;34m=\u001b[0m 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"\u001b[0;32m~/.local/lib/python3.8/site-packages/botocore/httpsession.py\u001b[0m in \u001b[0;36msend\u001b[0;34m(self, request)\u001b[0m\n\u001b[1;32m 383\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 384\u001b[0m \u001b[0mrequest_target\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_request_target\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0murl\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mproxy_url\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 385\u001b[0;31m urllib_response = conn.urlopen(\n\u001b[0m\u001b[1;32m 386\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mrequest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 387\u001b[0m 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"\u001b[0;32m~/anaconda3/lib/python3.8/site-packages/urllib3/connectionpool.py\u001b[0m in \u001b[0;36m_make_request\u001b[0;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[1;32m 443\u001b[0m \u001b[0;31m# Python 3 (including for exceptions like SystemExit).\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 444\u001b[0m \u001b[0;31m# Otherwise it looks like a bug in the code.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 445\u001b[0;31m \u001b[0msix\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mraise_from\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 446\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mSocketTimeout\u001b[0m\u001b[0;34m,\u001b[0m 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in \u001b[0;36mbegin\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 305\u001b[0m \u001b[0;31m# read until we get a non-100 response\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 306\u001b[0m \u001b[0;32mwhile\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 307\u001b[0;31m \u001b[0mversion\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstatus\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mreason\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_read_status\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 308\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mstatus\u001b[0m \u001b[0;34m!=\u001b[0m \u001b[0mCONTINUE\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 309\u001b[0m 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"nbformat": 4, "nbformat_minor": 4 }