{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "Turicreate - Object Detection - Malaria - 01.ipynb", "provenance": [], "collapsed_sections": [], "include_colab_link": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "accelerator": "GPU" }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "view-in-github", "colab_type": "text" }, "source": [ "" ] }, { "cell_type": "code", "metadata": { "id": "Sch_tPbJKZ9b", "colab_type": "code", "outputId": "222f7b2e-fd3f-42f2-fbd9-f55ad6ad0da7", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 } }, "source": [ "!pip install turicreate\n", "!pip uninstall -y mxnet\n", "!pip install mxnet-cu100==1.4.0.post0" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Collecting turicreate\n", "\u001b[?25l Downloading https://files.pythonhosted.org/packages/05/bf/d1c74d5002be47db24b13adde42e5898b1ff63cae31e582ddd908006ae37/turicreate-5.8-cp36-cp36m-manylinux1_x86_64.whl (90.7MB)\n", "\u001b[K |████████████████████████████████| 90.7MB 113kB/s \n", "\u001b[?25hCollecting resampy==0.2.1\n", "\u001b[?25l Downloading https://files.pythonhosted.org/packages/14/b6/66a06d85474190b50aee1a6c09cdc95bb405ac47338b27e9b21409da1760/resampy-0.2.1.tar.gz (322kB)\n", "\u001b[K |████████████████████████████████| 327kB 44.7MB/s \n", "\u001b[?25hRequirement already satisfied: requests>=2.9.1 in /usr/local/lib/python3.6/dist-packages (from turicreate) (2.21.0)\n", "Collecting mxnet<1.2.0,>=1.1.0\n", "\u001b[?25l Downloading https://files.pythonhosted.org/packages/96/98/c9877e100c3d1ac92263bfaba7bb8a49294e099046592040a2ff8620ac61/mxnet-1.1.0.post0-py2.py3-none-manylinux1_x86_64.whl (23.8MB)\n", "\u001b[K |████████████████████████████████| 23.8MB 35.8MB/s \n", "\u001b[?25hCollecting numpy==1.16.4\n", "\u001b[?25l Downloading https://files.pythonhosted.org/packages/87/2d/e4656149cbadd3a8a0369fcd1a9c7d61cc7b87b3903b85389c70c989a696/numpy-1.16.4-cp36-cp36m-manylinux1_x86_64.whl (17.3MB)\n", "\u001b[K |████████████████████████████████| 17.3MB 256kB/s \n", "\u001b[?25hCollecting coremltools==3.0b3\n", "\u001b[?25l Downloading https://files.pythonhosted.org/packages/b8/89/b69e3d446dbfe5632a8f24be0c7d03b19bcc6c0a0bd3d84c83c6680bb602/coremltools-3.0b3-cp36-none-manylinux1_x86_64.whl (3.4MB)\n", "\u001b[K |████████████████████████████████| 3.4MB 34.4MB/s \n", "\u001b[?25hRequirement already satisfied: scipy>=1.1.0 in /usr/local/lib/python3.6/dist-packages (from turicreate) (1.3.1)\n", "Requirement already satisfied: six>=1.10.0 in /usr/local/lib/python3.6/dist-packages (from turicreate) (1.12.0)\n", "Requirement already satisfied: decorator>=4.0.9 in /usr/local/lib/python3.6/dist-packages (from turicreate) (4.4.0)\n", "Requirement already satisfied: pandas>=0.23.2 in /usr/local/lib/python3.6/dist-packages (from turicreate) (0.25.2)\n", "Requirement already satisfied: prettytable==0.7.2 in /usr/local/lib/python3.6/dist-packages (from turicreate) (0.7.2)\n", "Collecting pillow>=5.2.0\n", "\u001b[?25l Downloading https://files.pythonhosted.org/packages/10/5c/0e94e689de2476c4c5e644a3bd223a1c1b9e2bdb7c510191750be74fa786/Pillow-6.2.1-cp36-cp36m-manylinux1_x86_64.whl (2.1MB)\n", "\u001b[K |████████████████████████████████| 2.1MB 35.2MB/s \n", "\u001b[?25hRequirement already satisfied: numba>=0.32 in /usr/local/lib/python3.6/dist-packages (from resampy==0.2.1->turicreate) (0.40.1)\n", "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.9.1->turicreate) (2.8)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests>=2.9.1->turicreate) (2019.9.11)\n", "Requirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests>=2.9.1->turicreate) (1.24.3)\n", "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests>=2.9.1->turicreate) (3.0.4)\n", "Collecting graphviz<0.9.0,>=0.8.1\n", " Downloading https://files.pythonhosted.org/packages/53/39/4ab213673844e0c004bed8a0781a0721a3f6bb23eb8854ee75c236428892/graphviz-0.8.4-py2.py3-none-any.whl\n", "Requirement already satisfied: protobuf>=3.1.0 in /usr/local/lib/python3.6/dist-packages (from coremltools==3.0b3->turicreate) (3.10.0)\n", "Requirement already satisfied: pytz>=2017.2 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.23.2->turicreate) (2018.9)\n", "Requirement already satisfied: python-dateutil>=2.6.1 in /usr/local/lib/python3.6/dist-packages (from pandas>=0.23.2->turicreate) (2.6.1)\n", "Requirement already satisfied: llvmlite>=0.25.0dev0 in /usr/local/lib/python3.6/dist-packages (from numba>=0.32->resampy==0.2.1->turicreate) (0.30.0)\n", "Requirement already satisfied: setuptools in /usr/local/lib/python3.6/dist-packages (from protobuf>=3.1.0->coremltools==3.0b3->turicreate) (41.4.0)\n", "Building wheels for collected packages: resampy\n", " Building wheel for resampy (setup.py) ... \u001b[?25l\u001b[?25hdone\n", " Created wheel for resampy: filename=resampy-0.2.1-cp36-none-any.whl size=320847 sha256=6a3e88b9ba5ff859500072b6471754eaa84c12854cd127477162fe834a4a73b2\n", " Stored in directory: /root/.cache/pip/wheels/ff/4f/ed/2e6c676c23efe5394bb40ade50662e90eb46e29b48324c5f9b\n", "Successfully built resampy\n", "\u001b[31mERROR: datascience 0.10.6 has requirement folium==0.2.1, but you'll have folium 0.8.3 which is incompatible.\u001b[0m\n", "\u001b[31mERROR: albumentations 0.1.12 has requirement imgaug<0.2.7,>=0.2.5, but you'll have imgaug 0.2.9 which is incompatible.\u001b[0m\n", "\u001b[31mERROR: mxnet 1.1.0.post0 has requirement numpy<1.15.0,>=1.8.2, but you'll have numpy 1.16.4 which is incompatible.\u001b[0m\n", "\u001b[31mERROR: mxnet 1.1.0.post0 has requirement requests<2.19.0,>=2.18.4, but you'll have requests 2.21.0 which is incompatible.\u001b[0m\n", "Installing collected packages: numpy, resampy, graphviz, mxnet, coremltools, pillow, turicreate\n", " Found existing installation: numpy 1.17.3\n", " Uninstalling numpy-1.17.3:\n", " Successfully uninstalled numpy-1.17.3\n", " Found existing installation: resampy 0.2.2\n", " Uninstalling resampy-0.2.2:\n", " Successfully uninstalled resampy-0.2.2\n", " Found existing installation: graphviz 0.10.1\n", " Uninstalling graphviz-0.10.1:\n", " Successfully uninstalled graphviz-0.10.1\n", " Found existing installation: Pillow 4.3.0\n", " Uninstalling Pillow-4.3.0:\n", " Successfully uninstalled Pillow-4.3.0\n", "Successfully installed coremltools-3.0b3 graphviz-0.8.4 mxnet-1.1.0.post0 numpy-1.16.4 pillow-6.2.1 resampy-0.2.1 turicreate-5.8\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "application/vnd.colab-display-data+json": { "pip_warning": { "packages": [ "PIL", "numpy" ] } } }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "Uninstalling mxnet-1.1.0.post0:\n", " Successfully uninstalled mxnet-1.1.0.post0\n", "Collecting mxnet-cu100==1.4.0.post0\n", "\u001b[?25l Downloading https://files.pythonhosted.org/packages/ae/36/40b6d201b46495513f7a7fa25fe8b7d85b3602a22efba119e8146d5f1601/mxnet_cu100-1.4.0.post0-py2.py3-none-manylinux1_x86_64.whl (487.9MB)\n", "\u001b[K |████████████████████████████████| 487.9MB 35kB/s \n", "\u001b[?25hRequirement already satisfied: requests>=2.20.0 in /usr/local/lib/python3.6/dist-packages (from mxnet-cu100==1.4.0.post0) (2.21.0)\n", "Requirement already satisfied: graphviz<0.9.0,>=0.8.1 in /usr/local/lib/python3.6/dist-packages (from mxnet-cu100==1.4.0.post0) (0.8.4)\n", "Collecting numpy<1.15.0,>=1.8.2\n", "\u001b[?25l Downloading https://files.pythonhosted.org/packages/e5/c4/395ebb218053ba44d64935b3729bc88241ec279915e72100c5979db10945/numpy-1.14.6-cp36-cp36m-manylinux1_x86_64.whl (13.8MB)\n", "\u001b[K |████████████████████████████████| 13.8MB 46.3MB/s \n", "\u001b[?25hRequirement already satisfied: urllib3<1.25,>=1.21.1 in /usr/local/lib/python3.6/dist-packages (from requests>=2.20.0->mxnet-cu100==1.4.0.post0) (1.24.3)\n", "Requirement already satisfied: idna<2.9,>=2.5 in /usr/local/lib/python3.6/dist-packages (from requests>=2.20.0->mxnet-cu100==1.4.0.post0) (2.8)\n", "Requirement already satisfied: chardet<3.1.0,>=3.0.2 in /usr/local/lib/python3.6/dist-packages (from requests>=2.20.0->mxnet-cu100==1.4.0.post0) (3.0.4)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.6/dist-packages (from requests>=2.20.0->mxnet-cu100==1.4.0.post0) (2019.9.11)\n", "\u001b[31mERROR: turicreate 5.8 requires mxnet<1.2.0,>=1.1.0, which is not installed.\u001b[0m\n", "\u001b[31mERROR: turicreate 5.8 has requirement numpy==1.16.4, but you'll have numpy 1.14.6 which is incompatible.\u001b[0m\n", "\u001b[31mERROR: tensorflow 1.15.0 has requirement numpy<2.0,>=1.16.0, but you'll have numpy 1.14.6 which is incompatible.\u001b[0m\n", "\u001b[31mERROR: spacy 2.1.8 has requirement numpy>=1.15.0, but you'll have numpy 1.14.6 which is incompatible.\u001b[0m\n", "\u001b[31mERROR: imgaug 0.2.9 has requirement numpy>=1.15.0, but you'll have numpy 1.14.6 which is incompatible.\u001b[0m\n", "\u001b[31mERROR: fastai 1.0.58 has requirement numpy>=1.15, but you'll have numpy 1.14.6 which is incompatible.\u001b[0m\n", "\u001b[31mERROR: datascience 0.10.6 has requirement folium==0.2.1, but you'll have folium 0.8.3 which is incompatible.\u001b[0m\n", "\u001b[31mERROR: cvxpy 1.0.25 has requirement numpy>=1.15, but you'll have numpy 1.14.6 which is incompatible.\u001b[0m\n", "\u001b[31mERROR: blis 0.2.4 has requirement numpy>=1.15.0, but you'll have numpy 1.14.6 which is incompatible.\u001b[0m\n", "\u001b[31mERROR: albumentations 0.1.12 has requirement imgaug<0.2.7,>=0.2.5, but you'll have imgaug 0.2.9 which is incompatible.\u001b[0m\n", "Installing collected packages: numpy, mxnet-cu100\n", " Found existing installation: numpy 1.16.4\n", " Uninstalling numpy-1.16.4:\n", " Successfully uninstalled numpy-1.16.4\n", "Successfully installed mxnet-cu100-1.4.0.post0 numpy-1.14.6\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "application/vnd.colab-display-data+json": { "pip_warning": { "packages": [ "numpy" ] } } }, "metadata": { "tags": [] } } ] }, { "cell_type": "code", "metadata": { "id": "0SUgEVilK-t5", "colab_type": "code", "outputId": "eaa8b899-0864-4d3c-923e-a7e8547e7079", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 } }, "source": [ "!wget http://air.ug/downloads/plasmodium-phonecamera.zip\n", "!unzip plasmodium-phonecamera.zip\n", "!mv plasmodium-phonecamera images" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "--2019-10-29 05:27:30-- http://air.ug/downloads/plasmodium-phonecamera.zip\n", "Resolving air.ug (air.ug)... 34.242.164.142\n", "Connecting to air.ug (air.ug)|34.242.164.142|:80... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 123917296 (118M) [application/zip]\n", "Saving to: ‘plasmodium-phonecamera.zip’\n", "\n", "plasmodium-phonecam 100%[===================>] 118.18M 8.34MB/s in 17s \n", "\n", "2019-10-29 05:27:47 (7.01 MB/s) - ‘plasmodium-phonecamera.zip’ saved [123917296/123917296]\n", "\n", "Archive: plasmodium-phonecamera.zip\n", " inflating: plasmodium-phonecamera/plasmodium-phone-0001.jpg \n", " inflating: plasmodium-phonecamera/plasmodium-phone-0002.jpg \n", " inflating: plasmodium-phonecamera/plasmodium-phone-0003.jpg \n", " inflating: plasmodium-phonecamera/plasmodium-phone-0004.jpg \n", " inflating: plasmodium-phonecamera/plasmodium-phone-0005.jpg \n", " inflating: plasmodium-phonecamera/plasmodium-phone-0006.jpg \n", " inflating: plasmodium-phonecamera/plasmodium-phone-0007.jpg \n", " inflating: plasmodium-phonecamera/plasmodium-phone-0008.jpg \n", " inflating: 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inflating: plasmodium-phonecamera/plasmodium-phone-1086.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1087.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1088.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1089.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1090.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1091.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1092.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1093.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1094.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1095.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1096.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1097.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1098.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1099.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1100.xml 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plasmodium-phonecamera/plasmodium-phone-1115.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1116.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1117.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1118.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1119.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1120.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1121.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1122.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1123.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1124.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1125.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1126.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1127.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1128.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1129.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1130.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1131.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1132.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1133.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1134.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1135.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1136.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1137.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1138.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1139.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1140.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1141.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1142.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1143.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1144.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1145.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1146.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1147.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1148.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1149.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1150.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1151.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1152.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1153.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1154.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1155.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1156.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1157.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1158.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1159.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1160.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1161.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1162.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1163.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1164.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1165.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1166.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1167.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1168.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1169.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1170.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1171.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1172.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1173.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1174.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1175.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1176.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1177.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1178.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1179.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1180.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1181.xml \n", " inflating: plasmodium-phonecamera/plasmodium-phone-1182.xml \n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "ckoCqc8MLQdi", "colab_type": "code", "outputId": "11369f79-20e9-49dc-8e44-5ec28150e774", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 } }, "source": [ "import os\n", "from xml.etree import ElementTree as ET\n", "\n", "path = './images/'\n", "\n", "addSize = True\n", "replaceString = True\n", "addFileName = True\n", "\n", "def fixIt(XML_File):\n", "\ttree = ET.parse(XML_File)\n", "\troot = tree.getroot()\n", "\n", "\tsize = ET.Element(\"size\")\n", "\theight = ET.Element(\"height\")\n", "\twidth = ET.Element(\"width\")\n", "\n", "\theight.text = \"750\"\n", "\twidth.text = \"750\"\n", "\n", "\tsize.append(height)\n", "\tsize.append(width)\n", "\n", "\troot.insert(1,size)\n", "\n", "\ttree.write(XML_File)\n", "\n", "def addname(file, xml_file):\n", "\ttree = ET.parse(xml_file)\n", "\troot = tree.getroot()\n", "\n", "\tf = ET.Element(\"filename\")\n", "\n", "\tf.text = file\n", "\n", "\troot.insert(1, f)\n", "\n", "\ttree.write(xml_file)\n", "\n", "\n", "def replaceIt(filename, old, new):\n", "\tf = open(filename,'r')\n", "\tfiledata = f.read()\n", "\tf.close()\n", "\tnewdata = filedata.replace(old,new)\n", "\tf = open(filename,'w')\n", "\tf.write(newdata)\n", "\tf.close()\n", "\n", "\n", "\n", "for filename in os.listdir(path):\n", "\tif not filename.endswith('.xml'): continue\n", "\tfullname = os.path.join(path, filename)\n", "\tif addFileName:\n", "\t\timagename = filename.replace('xml','jpg')\n", "\t\taddname(imagename, fullname)\n", "\tif addSize:\n", "\t\tfixIt(fullname)\n", "\tif replaceString:\n", "\t\treplaceIt(fullname, \"label\", \"name\")\n", "\tprint(\"Fixed\", fullname)\n", "\n" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Fixed ./images/plasmodium-phone-1093.xml\n", "Fixed ./images/plasmodium-phone-0072.xml\n", "Fixed ./images/plasmodium-phone-0993.xml\n", "Fixed ./images/plasmodium-phone-0407.xml\n", "Fixed ./images/plasmodium-phone-0374.xml\n", "Fixed ./images/plasmodium-phone-1151.xml\n", "Fixed ./images/plasmodium-phone-1115.xml\n", "Fixed ./images/plasmodium-phone-0473.xml\n", "Fixed ./images/plasmodium-phone-0266.xml\n", "Fixed ./images/plasmodium-phone-1156.xml\n", "Fixed ./images/plasmodium-phone-0663.xml\n", "Fixed ./images/plasmodium-phone-0170.xml\n", "Fixed ./images/plasmodium-phone-0023.xml\n", "Fixed ./images/plasmodium-phone-1140.xml\n", "Fixed ./images/plasmodium-phone-1150.xml\n", "Fixed ./images/plasmodium-phone-0439.xml\n", "Fixed ./images/plasmodium-phone-0107.xml\n", "Fixed ./images/plasmodium-phone-0488.xml\n", "Fixed ./images/plasmodium-phone-0237.xml\n", "Fixed ./images/plasmodium-phone-0378.xml\n", "Fixed ./images/plasmodium-phone-0836.xml\n", "Fixed ./images/plasmodium-phone-0646.xml\n", "Fixed ./images/plasmodium-phone-0680.xml\n", "Fixed ./images/plasmodium-phone-0171.xml\n", "Fixed ./images/plasmodium-phone-0209.xml\n", "Fixed ./images/plasmodium-phone-0493.xml\n", "Fixed ./images/plasmodium-phone-0334.xml\n", "Fixed ./images/plasmodium-phone-0745.xml\n", "Fixed ./images/plasmodium-phone-0821.xml\n", "Fixed ./images/plasmodium-phone-1070.xml\n", "Fixed ./images/plasmodium-phone-0562.xml\n", "Fixed ./images/plasmodium-phone-1170.xml\n", "Fixed ./images/plasmodium-phone-0039.xml\n", "Fixed ./images/plasmodium-phone-0774.xml\n", "Fixed ./images/plasmodium-phone-0621.xml\n", "Fixed ./images/plasmodium-phone-0789.xml\n", "Fixed ./images/plasmodium-phone-0267.xml\n", "Fixed ./images/plasmodium-phone-0988.xml\n", "Fixed ./images/plasmodium-phone-0616.xml\n", "Fixed ./images/plasmodium-phone-0844.xml\n", "Fixed ./images/plasmodium-phone-0840.xml\n", "Fixed ./images/plasmodium-phone-0106.xml\n", "Fixed ./images/plasmodium-phone-1116.xml\n", "Fixed ./images/plasmodium-phone-0047.xml\n", "Fixed ./images/plasmodium-phone-1104.xml\n", "Fixed ./images/plasmodium-phone-0282.xml\n", "Fixed ./images/plasmodium-phone-1110.xml\n", "Fixed ./images/plasmodium-phone-0447.xml\n", "Fixed ./images/plasmodium-phone-0234.xml\n", "Fixed ./images/plasmodium-phone-0135.xml\n", "Fixed ./images/plasmodium-phone-0878.xml\n", "Fixed ./images/plasmodium-phone-0768.xml\n", "Fixed ./images/plasmodium-phone-0655.xml\n", "Fixed ./images/plasmodium-phone-1034.xml\n", "Fixed ./images/plasmodium-phone-0796.xml\n", "Fixed ./images/plasmodium-phone-0833.xml\n", "Fixed ./images/plasmodium-phone-0180.xml\n", "Fixed ./images/plasmodium-phone-0386.xml\n", "Fixed ./images/plasmodium-phone-0050.xml\n", "Fixed ./images/plasmodium-phone-0770.xml\n", "Fixed ./images/plasmodium-phone-0881.xml\n", "Fixed ./images/plasmodium-phone-0497.xml\n", "Fixed ./images/plasmodium-phone-1121.xml\n", "Fixed ./images/plasmodium-phone-0567.xml\n", "Fixed ./images/plasmodium-phone-0910.xml\n", "Fixed ./images/plasmodium-phone-0307.xml\n", "Fixed ./images/plasmodium-phone-1108.xml\n", "Fixed ./images/plasmodium-phone-0932.xml\n", "Fixed ./images/plasmodium-phone-1086.xml\n", "Fixed ./images/plasmodium-phone-0009.xml\n", "Fixed ./images/plasmodium-phone-0771.xml\n", "Fixed ./images/plasmodium-phone-1152.xml\n", "Fixed ./images/plasmodium-phone-0224.xml\n", "Fixed ./images/plasmodium-phone-1114.xml\n", "Fixed ./images/plasmodium-phone-1000.xml\n", "Fixed ./images/plasmodium-phone-1031.xml\n", "Fixed ./images/plasmodium-phone-0527.xml\n", "Fixed ./images/plasmodium-phone-0522.xml\n", "Fixed ./images/plasmodium-phone-0098.xml\n", "Fixed ./images/plasmodium-phone-0892.xml\n", "Fixed ./images/plasmodium-phone-0708.xml\n", "Fixed ./images/plasmodium-phone-0016.xml\n", "Fixed ./images/plasmodium-phone-0133.xml\n", "Fixed ./images/plasmodium-phone-1159.xml\n", "Fixed ./images/plasmodium-phone-0154.xml\n", "Fixed ./images/plasmodium-phone-0104.xml\n", "Fixed ./images/plasmodium-phone-0119.xml\n", "Fixed ./images/plasmodium-phone-1008.xml\n", "Fixed ./images/plasmodium-phone-0108.xml\n", "Fixed ./images/plasmodium-phone-0909.xml\n", "Fixed ./images/plasmodium-phone-0309.xml\n", "Fixed ./images/plasmodium-phone-0449.xml\n", "Fixed ./images/plasmodium-phone-0582.xml\n", "Fixed ./images/plasmodium-phone-0517.xml\n", "Fixed ./images/plasmodium-phone-0630.xml\n", "Fixed ./images/plasmodium-phone-0290.xml\n", "Fixed ./images/plasmodium-phone-0381.xml\n", "Fixed ./images/plasmodium-phone-0468.xml\n", "Fixed ./images/plasmodium-phone-0097.xml\n", "Fixed ./images/plasmodium-phone-0561.xml\n", "Fixed ./images/plasmodium-phone-0709.xml\n", "Fixed ./images/plasmodium-phone-0596.xml\n", "Fixed ./images/plasmodium-phone-0742.xml\n", "Fixed ./images/plasmodium-phone-0923.xml\n", "Fixed ./images/plasmodium-phone-0591.xml\n", "Fixed ./images/plasmodium-phone-0383.xml\n", "Fixed ./images/plasmodium-phone-1023.xml\n", "Fixed ./images/plasmodium-phone-0799.xml\n", "Fixed ./images/plasmodium-phone-0151.xml\n", "Fixed ./images/plasmodium-phone-0021.xml\n", "Fixed ./images/plasmodium-phone-0609.xml\n", "Fixed ./images/plasmodium-phone-0152.xml\n", "Fixed ./images/plasmodium-phone-0834.xml\n", "Fixed ./images/plasmodium-phone-0196.xml\n", "Fixed ./images/plasmodium-phone-0024.xml\n", "Fixed ./images/plasmodium-phone-1155.xml\n", "Fixed ./images/plasmodium-phone-0712.xml\n", "Fixed ./images/plasmodium-phone-0188.xml\n", "Fixed ./images/plasmodium-phone-0981.xml\n", "Fixed ./images/plasmodium-phone-0732.xml\n", "Fixed ./images/plasmodium-phone-0670.xml\n", "Fixed ./images/plasmodium-phone-0231.xml\n", "Fixed ./images/plasmodium-phone-0976.xml\n", "Fixed ./images/plasmodium-phone-0959.xml\n", "Fixed ./images/plasmodium-phone-0286.xml\n", "Fixed ./images/plasmodium-phone-0507.xml\n", "Fixed ./images/plasmodium-phone-0785.xml\n", "Fixed ./images/plasmodium-phone-0912.xml\n", "Fixed ./images/plasmodium-phone-0854.xml\n", "Fixed ./images/plasmodium-phone-0544.xml\n", "Fixed ./images/plasmodium-phone-0788.xml\n", "Fixed ./images/plasmodium-phone-0250.xml\n", "Fixed ./images/plasmodium-phone-0145.xml\n", "Fixed ./images/plasmodium-phone-0403.xml\n", "Fixed ./images/plasmodium-phone-0766.xml\n", "Fixed ./images/plasmodium-phone-0778.xml\n", "Fixed ./images/plasmodium-phone-0350.xml\n", "Fixed ./images/plasmodium-phone-1101.xml\n", "Fixed ./images/plasmodium-phone-0201.xml\n", "Fixed ./images/plasmodium-phone-0337.xml\n", "Fixed ./images/plasmodium-phone-1001.xml\n", "Fixed ./images/plasmodium-phone-1111.xml\n", "Fixed ./images/plasmodium-phone-0691.xml\n", "Fixed ./images/plasmodium-phone-0811.xml\n", "Fixed ./images/plasmodium-phone-0658.xml\n", "Fixed ./images/plasmodium-phone-0113.xml\n", "Fixed ./images/plasmodium-phone-0200.xml\n", "Fixed ./images/plasmodium-phone-0408.xml\n", "Fixed ./images/plasmodium-phone-1127.xml\n", "Fixed ./images/plasmodium-phone-0787.xml\n", "Fixed ./images/plasmodium-phone-0340.xml\n", "Fixed ./images/plasmodium-phone-0329.xml\n", "Fixed ./images/plasmodium-phone-1049.xml\n", "Fixed ./images/plasmodium-phone-0822.xml\n", "Fixed ./images/plasmodium-phone-0451.xml\n", "Fixed ./images/plasmodium-phone-0638.xml\n", "Fixed ./images/plasmodium-phone-0176.xml\n", "Fixed ./images/plasmodium-phone-0083.xml\n", "Fixed ./images/plasmodium-phone-1061.xml\n", "Fixed ./images/plasmodium-phone-0425.xml\n", "Fixed ./images/plasmodium-phone-1068.xml\n", "Fixed ./images/plasmodium-phone-0223.xml\n", "Fixed ./images/plasmodium-phone-0574.xml\n", "Fixed ./images/plasmodium-phone-0181.xml\n", "Fixed ./images/plasmodium-phone-0131.xml\n", "Fixed ./images/plasmodium-phone-0244.xml\n", "Fixed ./images/plasmodium-phone-1167.xml\n", "Fixed ./images/plasmodium-phone-1054.xml\n", "Fixed ./images/plasmodium-phone-0118.xml\n", "Fixed ./images/plasmodium-phone-0631.xml\n", "Fixed ./images/plasmodium-phone-0864.xml\n", "Fixed ./images/plasmodium-phone-0598.xml\n", "Fixed ./images/plasmodium-phone-0533.xml\n", "Fixed ./images/plasmodium-phone-1135.xml\n", "Fixed ./images/plasmodium-phone-0576.xml\n", "Fixed ./images/plasmodium-phone-0298.xml\n", "Fixed ./images/plasmodium-phone-0590.xml\n", "Fixed ./images/plasmodium-phone-0003.xml\n", "Fixed ./images/plasmodium-phone-0345.xml\n", "Fixed ./images/plasmodium-phone-0977.xml\n", "Fixed ./images/plasmodium-phone-0690.xml\n", "Fixed ./images/plasmodium-phone-0130.xml\n", "Fixed ./images/plasmodium-phone-0971.xml\n", "Fixed ./images/plasmodium-phone-0947.xml\n", "Fixed ./images/plasmodium-phone-0094.xml\n", "Fixed ./images/plasmodium-phone-0713.xml\n", "Fixed ./images/plasmodium-phone-1175.xml\n", "Fixed ./images/plasmodium-phone-0341.xml\n", "Fixed ./images/plasmodium-phone-0504.xml\n", "Fixed ./images/plasmodium-phone-0773.xml\n", "Fixed ./images/plasmodium-phone-0330.xml\n", "Fixed ./images/plasmodium-phone-0608.xml\n", "Fixed ./images/plasmodium-phone-0160.xml\n", "Fixed ./images/plasmodium-phone-0043.xml\n", "Fixed ./images/plasmodium-phone-0668.xml\n", "Fixed ./images/plasmodium-phone-1056.xml\n", "Fixed ./images/plasmodium-phone-0416.xml\n", "Fixed ./images/plasmodium-phone-0623.xml\n", "Fixed ./images/plasmodium-phone-0212.xml\n", "Fixed ./images/plasmodium-phone-0972.xml\n", "Fixed ./images/plasmodium-phone-0736.xml\n", "Fixed ./images/plasmodium-phone-0974.xml\n", "Fixed ./images/plasmodium-phone-0417.xml\n", "Fixed ./images/plasmodium-phone-0199.xml\n", "Fixed ./images/plasmodium-phone-0863.xml\n", "Fixed ./images/plasmodium-phone-0420.xml\n", "Fixed ./images/plasmodium-phone-0172.xml\n", "Fixed ./images/plasmodium-phone-0038.xml\n", "Fixed ./images/plasmodium-phone-0884.xml\n", "Fixed ./images/plasmodium-phone-1042.xml\n", "Fixed ./images/plasmodium-phone-1144.xml\n", "Fixed ./images/plasmodium-phone-1141.xml\n", "Fixed ./images/plasmodium-phone-0068.xml\n", "Fixed ./images/plasmodium-phone-0573.xml\n", "Fixed ./images/plasmodium-phone-1090.xml\n", "Fixed ./images/plasmodium-phone-0434.xml\n", "Fixed ./images/plasmodium-phone-1048.xml\n", "Fixed ./images/plasmodium-phone-0516.xml\n", "Fixed ./images/plasmodium-phone-0906.xml\n", "Fixed ./images/plasmodium-phone-0763.xml\n", "Fixed ./images/plasmodium-phone-1158.xml\n", "Fixed ./images/plasmodium-phone-0661.xml\n", "Fixed ./images/plasmodium-phone-0842.xml\n", "Fixed ./images/plasmodium-phone-0922.xml\n", "Fixed ./images/plasmodium-phone-0594.xml\n", "Fixed ./images/plasmodium-phone-0889.xml\n", "Fixed ./images/plasmodium-phone-0545.xml\n", "Fixed ./images/plasmodium-phone-0997.xml\n", "Fixed ./images/plasmodium-phone-0372.xml\n", "Fixed ./images/plasmodium-phone-0900.xml\n", "Fixed ./images/plasmodium-phone-0037.xml\n", "Fixed ./images/plasmodium-phone-0358.xml\n", "Fixed ./images/plasmodium-phone-0885.xml\n", "Fixed ./images/plasmodium-phone-0683.xml\n", "Fixed ./images/plasmodium-phone-1105.xml\n", "Fixed ./images/plasmodium-phone-0754.xml\n", "Fixed ./images/plasmodium-phone-0235.xml\n", "Fixed ./images/plasmodium-phone-0820.xml\n", "Fixed ./images/plasmodium-phone-0327.xml\n", "Fixed ./images/plasmodium-phone-1102.xml\n", "Fixed ./images/plasmodium-phone-0979.xml\n", "Fixed ./images/plasmodium-phone-0554.xml\n", "Fixed ./images/plasmodium-phone-0747.xml\n", "Fixed ./images/plasmodium-phone-0547.xml\n", "Fixed ./images/plasmodium-phone-0082.xml\n", "Fixed ./images/plasmodium-phone-0498.xml\n", "Fixed ./images/plasmodium-phone-0460.xml\n", "Fixed ./images/plasmodium-phone-1057.xml\n", "Fixed ./images/plasmodium-phone-0795.xml\n", "Fixed ./images/plasmodium-phone-0392.xml\n", "Fixed ./images/plasmodium-phone-1103.xml\n", "Fixed ./images/plasmodium-phone-0890.xml\n", "Fixed ./images/plasmodium-phone-0315.xml\n", "Fixed ./images/plasmodium-phone-0198.xml\n", "Fixed ./images/plasmodium-phone-0433.xml\n", "Fixed ./images/plasmodium-phone-0861.xml\n", "Fixed ./images/plasmodium-phone-0044.xml\n", "Fixed ./images/plasmodium-phone-0150.xml\n", "Fixed ./images/plasmodium-phone-0338.xml\n", "Fixed ./images/plasmodium-phone-1020.xml\n", "Fixed ./images/plasmodium-phone-0944.xml\n", "Fixed ./images/plasmodium-phone-0342.xml\n", "Fixed ./images/plasmodium-phone-0714.xml\n", "Fixed ./images/plasmodium-phone-0509.xml\n", "Fixed ./images/plasmodium-phone-0967.xml\n", "Fixed 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https://gist.githubusercontent.com/navanchauhan/5dccc536480d6d9b0f0a8da5aee821a3/raw/b9b67587e0849a27bd157595eecd242bb48f81e3/annotations.csv" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "--2019-10-29 05:27:57-- https://gist.githubusercontent.com/navanchauhan/5dccc536480d6d9b0f0a8da5aee821a3/raw/b9b67587e0849a27bd157595eecd242bb48f81e3/annotations.csv\n", "Resolving gist.githubusercontent.com (gist.githubusercontent.com)... 151.101.0.133, 151.101.64.133, 151.101.128.133, ...\n", "Connecting to gist.githubusercontent.com (gist.githubusercontent.com)|151.101.0.133|:443... connected.\n", "HTTP request sent, awaiting response... 200 OK\n", "Length: 843558 (824K) [text/plain]\n", "Saving to: ‘annotations.csv’\n", "\n", "\rannotations.csv 0%[ ] 0 --.-KB/s \rannotations.csv 100%[===================>] 823.79K --.-KB/s in 0.04s \n", "\n", "2019-10-29 05:27:58 (19.4 MB/s) - ‘annotations.csv’ saved [843558/843558]\n", "\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "TWPJ8zVsMoEP", "colab_type": "code", "colab": {} }, "source": [ "def replaceIt(filename, old, new):\n", "\tf = open(filename,'r')\n", "\tfiledata = f.read()\n", "\tf.close()\n", "\tnewdata = filedata.replace(old,new)\n", "\tf = open(filename,'w')\n", "\tf.write(newdata)\n", "\tf.close()\n", "\n", "replaceIt(\"./annotations.csv\",\"/Users/navanchauhan/CodingAndStuff/objectD/turicreate/images\",\"./images\")\n" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "RLSloYzNMrQG", "colab_type": "code", "outputId": "16da9213-f39d-400e-f205-6952edb28cb5", "colab": { "base_uri": "https://localhost:8080/", "height": 1000 } }, "source": [ "import turicreate as tc\n", "import sys\n", "import os\n", "\n", "tc.config.set_num_gpus(-1)\n", "\n", "csv_file = './annotations.csv'\n", "csv = tc.SFrame(csv_file)\n", "\n", "image_path = csv['path'][0]\n", "image_folder = str(os.path.split(image_path)[0])\n", "\n", "data = tc.image_analysis.load_images(image_folder, recursive=False)\n", "data = data.join(csv)\n", "\n", "train, val = data.random_split(0.8)\n", "\n", "\n", "model = tc.object_detector.create(train, max_iterations=6900)\n", "\n", "#model = tc.object_detector.create(data, max_iterations=10000)\n", "\n", "\n", "model.save('plasmodium.model')\n", "model.export_coreml('plasmodium.mlmodel')\n", "\n", "scores = model.evaluate(val)\n", "print(scores)\n", "\n" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "text/html": [ "
Read 100 lines. Lines per second: 1559.62" ], "text/plain": [ "Read 100 lines. Lines per second: 1559.62" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "text/html": [ "
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Parsing completed. Parsed 100 lines in 0.066807 secs." ], "text/plain": [ "Parsing completed. Parsed 100 lines in 0.066807 secs." ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "------------------------------------------------------\n", "Inferred types from first 100 line(s) of file as \n", "column_type_hints=[str,list]\n", "If parsing fails due to incorrect types, you can correct\n", "the inferred type list above and pass it to read_csv in\n", "the column_type_hints argument\n", "------------------------------------------------------\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "text/html": [ "
Finished parsing file /content/annotations.csv" ], "text/plain": [ "Finished parsing file /content/annotations.csv" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "text/html": [ "
Parsing completed. Parsed 1182 lines in 0.057579 secs." ], "text/plain": [ "Parsing completed. Parsed 1182 lines in 0.057579 secs." ] }, "metadata": { "tags": [] } }, { "output_type": "stream", "text": [ "Using 'image' as feature column\n", "Using 'annotations' as annotations column\n", "Setting 'batch_size' to 32\n", "Using GPU to create model (Tesla K80)\n", "+--------------+--------------+--------------+\n", "| Iteration | Loss | Elapsed Time |\n", "+--------------+--------------+--------------+\n", "| 1 | 6.014 | 4.6 |\n", "| 5 | 6.196 | 15.2 |\n", "| 9 | 6.042 | 25.9 |\n", "| 13 | 5.783 | 36.6 |\n", "| 17 | 5.580 | 47.0 |\n", "| 21 | 5.516 | 57.5 |\n", "| 25 | 5.428 | 68.1 |\n", "| 29 | 5.014 | 79.2 |\n", "| 33 | 4.798 | 90.0 |\n", "| 37 | 4.566 | 100.6 |\n", "| 41 | 4.292 | 111.2 |\n", "| 45 | 3.974 | 121.8 |\n", "| 49 | 3.824 | 132.4 |\n", "| 53 | 3.660 | 143.0 |\n", "| 57 | 3.511 | 153.6 |\n", "| 61 | 3.505 | 164.6 |\n", "| 65 | 3.500 | 174.9 |\n", "| 69 | 3.523 | 185.5 |\n", "| 73 | 3.407 | 196.1 |\n", "| 77 | 3.308 | 207.0 |\n", "| 81 | 3.291 | 217.6 |\n", "| 85 | 3.177 | 228.6 |\n", "| 89 | 3.210 | 239.7 |\n", "| 93 | 3.154 | 250.1 |\n", "| 97 | 3.094 | 260.7 |\n", "| 101 | 3.099 | 271.2 |\n", "| 105 | 2.984 | 281.7 |\n", "| 109 | 3.024 | 292.3 |\n", "| 113 | 2.933 | 303.0 |\n", "| 117 | 2.905 | 314.1 |\n", "| 121 | 2.948 | 324.7 |\n", "| 125 | 2.916 | 335.3 |\n", "| 129 | 2.881 | 346.0 |\n", "| 133 | 2.888 | 356.8 |\n", "| 137 | 2.883 | 367.4 |\n", "| 141 | 2.848 | 378.1 |\n", "| 145 | 2.866 | 388.7 |\n", "| 149 | 2.841 | 399.0 |\n", "| 153 | 2.864 | 409.2 |\n", "| 157 | 2.759 | 419.8 |\n", "| 161 | 2.801 | 430.5 |\n", "| 165 | 2.724 | 441.2 |\n", "| 169 | 2.693 | 451.6 |\n", "| 173 | 2.600 | 461.9 |\n", "| 177 | 2.560 | 472.6 |\n", "| 181 | 2.612 | 482.7 |\n", "| 185 | 2.524 | 493.3 |\n", "| 189 | 2.468 | 503.6 |\n", "| 193 | 2.488 | 514.1 |\n", "| 197 | 2.621 | 524.8 |\n", "| 201 | 2.652 | 535.2 |\n", "| 205 | 2.624 | 545.9 |\n", "| 209 | 2.612 | 556.6 |\n", "| 213 | 2.604 | 567.4 |\n", "| 217 | 2.551 | 578.2 |\n", "| 221 | 2.577 | 588.8 |\n", "| 225 | 2.537 | 599.3 |\n", "| 229 | 2.568 | 609.7 |\n", "| 233 | 2.588 | 620.9 |\n", "| 237 | 2.560 | 631.3 |\n", "| 241 | 2.613 | 642.3 |\n", "| 245 | 2.615 | 653.1 |\n", "| 249 | 2.469 | 663.7 |\n", "| 253 | 2.566 | 674.5 |\n", "| 257 | 2.516 | 685.3 |\n", "| 261 | 2.546 | 696.2 |\n", "| 265 | 2.671 | 706.9 |\n", "| 269 | 2.576 | 717.4 |\n", "| 273 | 2.554 | 728.1 |\n", "| 277 | 2.532 | 738.6 |\n", "| 281 | 2.503 | 749.6 |\n", "| 285 | 2.554 | 760.1 |\n", "| 289 | 2.467 | 771.2 |\n", "| 293 | 2.491 | 781.9 |\n", "| 297 | 2.387 | 792.7 |\n", "| 301 | 2.386 | 803.3 |\n", "| 305 | 2.383 | 813.9 |\n", "| 309 | 2.378 | 824.5 |\n", "| 313 | 2.527 | 835.2 |\n", "| 317 | 2.462 | 845.8 |\n", "| 321 | 2.428 | 857.0 |\n", "| 325 | 2.377 | 868.0 |\n", "| 329 | 2.403 | 879.0 |\n", "| 333 | 2.359 | 889.8 |\n", "| 337 | 2.400 | 900.2 |\n", "| 341 | 2.409 | 911.2 |\n", "| 345 | 2.414 | 921.8 |\n", "| 349 | 2.341 | 932.8 |\n", "| 353 | 2.339 | 943.7 |\n", "| 357 | 2.321 | 954.5 |\n", "| 361 | 2.404 | 965.3 |\n", "| 365 | 2.462 | 976.0 |\n", "| 369 | 2.539 | 987.0 |\n", "| 373 | 2.507 | 997.9 |\n", "| 377 | 2.414 | 1009.0 |\n", "| 381 | 2.507 | 1019.4 |\n", "| 385 | 2.479 | 1029.9 |\n", "| 389 | 2.482 | 1040.3 |\n", "| 393 | 2.392 | 1051.2 |\n", "| 397 | 2.283 | 1062.0 |\n", "| 401 | 2.360 | 1072.4 |\n", "| 405 | 2.324 | 1083.6 |\n", "| 409 | 2.224 | 1094.1 |\n", "| 413 | 2.251 | 1105.1 |\n", "| 417 | 2.247 | 1115.9 |\n", "| 421 | 2.323 | 1126.3 |\n", "| 425 | 2.328 | 1136.9 |\n", "| 429 | 2.334 | 1147.4 |\n", "| 433 | 2.400 | 1158.0 |\n", "| 437 | 2.292 | 1168.9 |\n", "| 441 | 2.356 | 1179.5 |\n", "| 445 | 2.408 | 1190.1 |\n", "| 449 | 2.427 | 1200.6 |\n", "| 453 | 2.456 | 1211.2 |\n", "| 457 | 2.422 | 1221.8 |\n", "| 461 | 2.429 | 1232.4 |\n", "| 465 | 2.315 | 1243.2 |\n", "| 469 | 2.363 | 1253.7 |\n", "| 473 | 2.437 | 1264.4 |\n", "| 477 | 2.345 | 1274.8 |\n", "| 481 | 2.485 | 1285.2 |\n", "| 485 | 2.440 | 1295.7 |\n", "| 489 | 2.421 | 1306.5 |\n", "| 493 | 2.390 | 1317.4 |\n", "| 497 | 2.407 | 1327.8 |\n", "| 500 | 2.358 | 1335.5 |\n", "+--------------+--------------+--------------+\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "text/html": [ "
\n",
"The default version of TensorFlow in Colab will soon switch to TensorFlow 2.x.
\n",
"We recommend you upgrade now \n",
"or ensure your notebook will continue to use TensorFlow 1.x via the %tensorflow_version 1.x
magic:\n",
"more info.