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milinddeore/facenetexample.ipynb Secret

Created March 25, 2019 10:04
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facenetexample.ipynb
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "FaceNetExample.ipynb",
"version": "0.3.2",
"provenance": [],
"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": [
"<a href=\"https://colab.research.google.com/gist/milinddeore/0e36ad7dda227f708bef0beb4fe595da/facenetexample.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"metadata": {
"id": "SzX4f7CqQA6w",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"#FaceNet - David Sandberg's implementation using 'Inception-ResNet-v1'"
]
},
{
"metadata": {
"id": "C4CmnC6vQ7zC",
"colab_type": "text"
},
"cell_type": "markdown",
"source": [
"NOTE : Make sure your notebook setting are 'Python3' and 'GPU' as hardware accelerator? "
]
},
{
"metadata": {
"id": "JYD4DeekQrm0",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 102
},
"outputId": "970dc388-029a-47c7-891e-ae267b6763fa"
},
"cell_type": "code",
"source": [
"# Install Packages \n",
"\n",
"!pip3 install scipy\n",
"!pip3 install scikit-learn"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: scipy in /usr/local/lib/python3.6/dist-packages (1.1.0)\n",
"Requirement already satisfied: numpy>=1.8.2 in /usr/local/lib/python3.6/dist-packages (from scipy) (1.14.6)\n",
"Requirement already satisfied: scikit-learn in /usr/local/lib/python3.6/dist-packages (0.20.3)\n",
"Requirement already satisfied: numpy>=1.8.2 in /usr/local/lib/python3.6/dist-packages (from scikit-learn) (1.14.6)\n",
"Requirement already satisfied: scipy>=0.13.3 in /usr/local/lib/python3.6/dist-packages (from scikit-learn) (1.1.0)\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "0_p1gq1_9U9h",
"colab_type": "code",
"outputId": "7695bed9-8dc0-4617-e32e-40bee55723af",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"cell_type": "code",
"source": [
"# Tensorflow\n",
"\n",
"import tensorflow as tf \n",
"import os\n",
"print(tf.__version__)"
],
"execution_count": 2,
"outputs": [
{
"output_type": "stream",
"text": [
"1.13.1\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "zmZ_awAAhd92",
"colab_type": "code",
"outputId": "ac903171-d8eb-4198-896f-823a87c1fb97",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 102
}
},
"cell_type": "code",
"source": [
"# Clone FaceNet Repo\n",
"\n",
"!git clone https://github.com/milinddeore/facenet.git\n",
"os.environ['PYTHONPATH'] += \":/content/facenet/src\""
],
"execution_count": 7,
"outputs": [
{
"output_type": "stream",
"text": [
"Cloning into 'facenet'...\n",
"remote: Enumerating objects: 3170, done.\u001b[K\n",
"remote: Total 3170 (delta 0), reused 0 (delta 0), pack-reused 3170\u001b[K\n",
"Receiving objects: 100% (3170/3170), 2.94 MiB | 4.26 MiB/s, done.\n",
"Resolving deltas: 100% (2247/2247), done.\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "jjcjesew40d0",
"colab_type": "code",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 50901
},
"outputId": "70aedeb0-7524-4919-c921-a1a5d0248414"
},
"cell_type": "code",
"source": [
"# Download Train and Test Dataset.\n",
"\n",
"%cd /content\n",
"!rm -rf /content/datasets\n",
"!mkdir datasets\n",
"%cd datasets\n",
"!wget https://www.dropbox.com/s/3qymqg8f7ccm926/ezmS.zip\n",
"!unzip ezmS.zip\n",
"!rm -rf __MACOSX\n",
"!find . -name .DS_Store -delete\n",
"!rm -f ezmS.zip"
],
"execution_count": 3,
"outputs": [
{
"output_type": "stream",
"text": [
"/content\n",
"/content/datasets\n",
"--2019-03-25 09:55:33-- https://www.dropbox.com/s/3qymqg8f7ccm926/ezmS.zip\n",
"Resolving www.dropbox.com (www.dropbox.com)... 162.125.65.1, 2620:100:6021:1::a27d:4101\n",
"Connecting to www.dropbox.com (www.dropbox.com)|162.125.65.1|:443... connected.\n",
"HTTP request sent, awaiting response... 301 Moved Permanently\n",
"Location: /s/raw/3qymqg8f7ccm926/ezmS.zip [following]\n",
"--2019-03-25 09:55:33-- https://www.dropbox.com/s/raw/3qymqg8f7ccm926/ezmS.zip\n",
"Reusing existing connection to www.dropbox.com:443.\n",
"HTTP request sent, awaiting response... 302 Found\n",
"Location: https://uc8cc2de4ee1fa8220aed8e84b9f.dl.dropboxusercontent.com/cd/0/inline/AduzNiuB0PvWxWpyJlIaf3OvR6XrujmHGH2YGzPH67F5nPKuMfIgY-RfKHzlf8l6te_YUt-FioDz-TYESSZ0hVhc4yLG8kHJJQbAtci7nmsA5A/file# [following]\n",
"--2019-03-25 09:55:33-- https://uc8cc2de4ee1fa8220aed8e84b9f.dl.dropboxusercontent.com/cd/0/inline/AduzNiuB0PvWxWpyJlIaf3OvR6XrujmHGH2YGzPH67F5nPKuMfIgY-RfKHzlf8l6te_YUt-FioDz-TYESSZ0hVhc4yLG8kHJJQbAtci7nmsA5A/file\n",
"Resolving uc8cc2de4ee1fa8220aed8e84b9f.dl.dropboxusercontent.com (uc8cc2de4ee1fa8220aed8e84b9f.dl.dropboxusercontent.com)... 162.125.65.6, 2620:100:6021:6::a27d:4106\n",
"Connecting to uc8cc2de4ee1fa8220aed8e84b9f.dl.dropboxusercontent.com (uc8cc2de4ee1fa8220aed8e84b9f.dl.dropboxusercontent.com)|162.125.65.6|:443... connected.\n",
"HTTP request sent, awaiting response... 302 FOUND\n",
"Location: /cd/0/inline2/Adt6Fq-_l2-RkML2SZP-qrsMBE6ipesMHoMZg2qlCR_c9uxUOW1WarQqZo-Edz9ytBrZSZKhFV9tGGR9Y2XoZwzAsFUplFrkH_GKPDKCewcBrz-zvi2IazIhAm_7Yg0KmPEfR3_S42cSKK8aRCbVuKta2nnt-uFnQw6vbtTSqXRsCVwzj_Zc8uxF7KrrLZ2F1r7i01vpBIMUHrOkM2-o3lRRZUQ1YIVNLNY7pydXMV-jlI-3eZXb91sjE99ygKq1Ns4NO-RqRdHpYnzvs0jWDOhqCI_mdeOQ_2B7wCVBGL-2vNpN5ITR_1TVuVNBm_cF3pxUdBPBzg6FixN0rsDl6lW5/file [following]\n",
"--2019-03-25 09:55:34-- https://uc8cc2de4ee1fa8220aed8e84b9f.dl.dropboxusercontent.com/cd/0/inline2/Adt6Fq-_l2-RkML2SZP-qrsMBE6ipesMHoMZg2qlCR_c9uxUOW1WarQqZo-Edz9ytBrZSZKhFV9tGGR9Y2XoZwzAsFUplFrkH_GKPDKCewcBrz-zvi2IazIhAm_7Yg0KmPEfR3_S42cSKK8aRCbVuKta2nnt-uFnQw6vbtTSqXRsCVwzj_Zc8uxF7KrrLZ2F1r7i01vpBIMUHrOkM2-o3lRRZUQ1YIVNLNY7pydXMV-jlI-3eZXb91sjE99ygKq1Ns4NO-RqRdHpYnzvs0jWDOhqCI_mdeOQ_2B7wCVBGL-2vNpN5ITR_1TVuVNBm_cF3pxUdBPBzg6FixN0rsDl6lW5/file\n",
"Reusing existing connection to uc8cc2de4ee1fa8220aed8e84b9f.dl.dropboxusercontent.com:443.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 20361731 (19M) [application/zip]\n",
"Saving to: ‘ezmS.zip’\n",
"\n",
"ezmS.zip 100%[===================>] 19.42M 27.8MB/s in 0.7s \n",
"\n",
"2019-03-25 09:55:35 (27.8 MB/s) - ‘ezmS.zip’ saved [20361731/20361731]\n",
"\n",
"Archive: ezmS.zip\n",
" creating: ezmS/\n",
" inflating: ezmS/.DS_Store \n",
" creating: __MACOSX/\n",
" creating: __MACOSX/ezmS/\n",
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" creating: ezmS/test/\n",
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" inflating: __MACOSX/ezmS/train/._George_W_Bush \n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "YdoQGYr7iWrt",
"colab_type": "code",
"outputId": "4064f5de-42d1-4e22-d1d9-066e40cd7b4a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 24619
}
},
"cell_type": "code",
"source": [
"# Faces needs to be detected and croped, MTCNN is used for this purpose. \n",
"\n",
"%cd /content/facenet\n",
"!python src/align/align_dataset_mtcnn.py \\\n",
"/content/datasets/ezmS/train/ \\\n",
"/content/datasets/ezmS/train/ezmS_raw_mtcnnpy_182 \\\n",
"--image_size 182 \\\n",
"--margin 44"
],
"execution_count": 8,
"outputs": [
{
"output_type": "stream",
"text": [
"/content/facenet\n",
"Creating networks and loading parameters\n",
"2019-03-25 09:57:25.096300: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2300000000 Hz\n",
"2019-03-25 09:57:25.096845: I tensorflow/compiler/xla/service/service.cc:150] XLA service 0x3239fa0 executing computations on platform Host. Devices:\n",
"2019-03-25 09:57:25.096889: I tensorflow/compiler/xla/service/service.cc:158] StreamExecutor device (0): <undefined>, <undefined>\n",
"2019-03-25 09:57:25.248848: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2019-03-25 09:57:25.250636: I tensorflow/compiler/xla/service/service.cc:150] XLA service 0x32398c0 executing computations on platform CUDA. Devices:\n",
"2019-03-25 09:57:25.250692: I tensorflow/compiler/xla/service/service.cc:158] StreamExecutor device (0): Tesla K80, Compute Capability 3.7\n",
"2019-03-25 09:57:25.251319: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1433] Found device 0 with properties: \n",
"name: Tesla K80 major: 3 minor: 7 memoryClockRate(GHz): 0.8235\n",
"pciBusID: 0000:00:04.0\n",
"totalMemory: 11.17GiB freeMemory: 11.10GiB\n",
"2019-03-25 09:57:25.251373: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1512] Adding visible gpu devices: 0\n",
"2019-03-25 09:57:26.742545: I tensorflow/core/common_runtime/gpu/gpu_device.cc:984] Device interconnect StreamExecutor with strength 1 edge matrix:\n",
"2019-03-25 09:57:26.742616: I tensorflow/core/common_runtime/gpu/gpu_device.cc:990] 0 \n",
"2019-03-25 09:57:26.742635: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1003] 0: N \n",
"2019-03-25 09:57:26.742925: W tensorflow/core/common_runtime/gpu/gpu_bfc_allocator.cc:42] Overriding allow_growth setting because the TF_FORCE_GPU_ALLOW_GROWTH environment variable is set. Original config value was 0.\n",
"2019-03-25 09:57:26.743030: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 11441 MB memory) -> physical GPU (device: 0, name: Tesla K80, pci bus id: 0000:00:04.0, compute capability: 3.7)\n",
"WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Colocations handled automatically by placer.\n",
"WARNING:tensorflow:From /content/facenet/src/align/detect_face.py:213: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Deprecated in favor of operator or tf.math.divide.\n",
"/content/datasets/ezmS/train/Ariel_Sharon/Ariel_Sharon_0047.jpg\n",
"2019-03-25 09:57:30.775719: I tensorflow/stream_executor/dso_loader.cc:152] successfully opened CUDA library libcublas.so.10.0 locally\n",
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"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0035.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0029.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0042.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0014.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0002.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0046.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0009.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0004.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0032.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0039.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0015.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0034.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0033.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0011.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0021.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0040.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0048.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0044.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0022.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0020.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0037.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0026.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0036.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0010.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0012.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0003.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0045.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0047.jpg\n",
"/content/datasets/ezmS/train/Vladimir_Putin/Vladimir_Putin_0027.jpg\n",
"/content/datasets/ezmS/train/ezmS_raw_mtcnnpy_182/revision_info.txt\n",
"/content/datasets/ezmS/train/ezmS_raw_mtcnnpy_182/revision_info.txt: cannot identify image file '/content/datasets/ezmS/train/ezmS_raw_mtcnnpy_182/revision_info.txt'\n",
"Total number of images: 1418\n",
"Number of successfully aligned images: 1417\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "E2hO2wcXwzLE",
"colab_type": "code",
"outputId": "da541132-f2c2-4636-b500-5a87f2ab955d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 581
}
},
"cell_type": "code",
"source": [
"# Download the pre-trained model\n",
"\n",
"%cd /content\n",
"!mkdir -p models/facenet\n",
"%cd models/facenet\n",
"!wget https://www.dropbox.com/s/mdy4hegl1pbvl6i/20180402-114759.zip\n",
"!unzip 20180402-114759.zip\n",
"!rm -f 20180402-114759.zip"
],
"execution_count": 9,
"outputs": [
{
"output_type": "stream",
"text": [
"/content\n",
"/content/models/facenet\n",
"--2019-03-25 09:59:11-- https://www.dropbox.com/s/mdy4hegl1pbvl6i/20180402-114759.zip\n",
"Resolving www.dropbox.com (www.dropbox.com)... 162.125.65.1, 2620:100:6021:1::a27d:4101\n",
"Connecting to www.dropbox.com (www.dropbox.com)|162.125.65.1|:443... connected.\n",
"HTTP request sent, awaiting response... 301 Moved Permanently\n",
"Location: /s/raw/mdy4hegl1pbvl6i/20180402-114759.zip [following]\n",
"--2019-03-25 09:59:11-- https://www.dropbox.com/s/raw/mdy4hegl1pbvl6i/20180402-114759.zip\n",
"Reusing existing connection to www.dropbox.com:443.\n",
"HTTP request sent, awaiting response... 302 Found\n",
"Location: https://ucd0e53c335edcd1a6017f7abb6f.dl.dropboxusercontent.com/cd/0/inline/Adti5nZ3AnmHzZUrfSbrgrH2-oJTXdUJNw1PVCN-HI3YLR-w-GWHEXMr39SKtXk0_odT-x73oZZuxXyikviS_Ux0Fbn5YqKJ8xWp4bEPw6C73Q/file# [following]\n",
"--2019-03-25 09:59:11-- https://ucd0e53c335edcd1a6017f7abb6f.dl.dropboxusercontent.com/cd/0/inline/Adti5nZ3AnmHzZUrfSbrgrH2-oJTXdUJNw1PVCN-HI3YLR-w-GWHEXMr39SKtXk0_odT-x73oZZuxXyikviS_Ux0Fbn5YqKJ8xWp4bEPw6C73Q/file\n",
"Resolving ucd0e53c335edcd1a6017f7abb6f.dl.dropboxusercontent.com (ucd0e53c335edcd1a6017f7abb6f.dl.dropboxusercontent.com)... 162.125.65.6, 2620:100:6021:6::a27d:4106\n",
"Connecting to ucd0e53c335edcd1a6017f7abb6f.dl.dropboxusercontent.com (ucd0e53c335edcd1a6017f7abb6f.dl.dropboxusercontent.com)|162.125.65.6|:443... connected.\n",
"HTTP request sent, awaiting response... 302 FOUND\n",
"Location: /cd/0/inline2/Advk6kyiYSKo0XAyBWVp2GKrNVhEHbMhTwL6Bnt00-bC_Z8-fjwD8SOB0WLrS8DswUQa5TpP4z9_bYGe6SwkaBhwrHzCt9K7FI6Nq63l71o25jIEIcD_cL7ukYAo4TKHXLJTzQeedr4IXjK67fA26zmvV9iVztA78h5-7e2iIgESDvUkWTbm0bVGretMmfieIXAUKpo7BnGK3BWEfA_kEKo8uuNauu0jpEA2-VFV8lqh2uO_FWA4_VpmD7HHU7ny3x1qtYiqWX_dlq3Vetd5seZNezNpX-fZ7WMHod6Vpf9MfC-JGQUyGAKKvsbtFrZdDu2CL_BGK9o-b26Rx4GePe0w/file [following]\n",
"--2019-03-25 09:59:12-- https://ucd0e53c335edcd1a6017f7abb6f.dl.dropboxusercontent.com/cd/0/inline2/Advk6kyiYSKo0XAyBWVp2GKrNVhEHbMhTwL6Bnt00-bC_Z8-fjwD8SOB0WLrS8DswUQa5TpP4z9_bYGe6SwkaBhwrHzCt9K7FI6Nq63l71o25jIEIcD_cL7ukYAo4TKHXLJTzQeedr4IXjK67fA26zmvV9iVztA78h5-7e2iIgESDvUkWTbm0bVGretMmfieIXAUKpo7BnGK3BWEfA_kEKo8uuNauu0jpEA2-VFV8lqh2uO_FWA4_VpmD7HHU7ny3x1qtYiqWX_dlq3Vetd5seZNezNpX-fZ7WMHod6Vpf9MfC-JGQUyGAKKvsbtFrZdDu2CL_BGK9o-b26Rx4GePe0w/file\n",
"Reusing existing connection to ucd0e53c335edcd1a6017f7abb6f.dl.dropboxusercontent.com:443.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 192126990 (183M) [application/zip]\n",
"Saving to: ‘20180402-114759.zip’\n",
"\n",
"20180402-114759.zip 100%[===================>] 183.23M 23.5MB/s in 8.2s \n",
"\n",
"2019-03-25 09:59:21 (22.3 MB/s) - ‘20180402-114759.zip’ saved [192126990/192126990]\n",
"\n",
"Archive: 20180402-114759.zip\n",
" creating: 20180402-114759/\n",
" inflating: 20180402-114759/model-20180402-114759.meta \n",
" inflating: 20180402-114759/20180402-114759.pb \n",
" inflating: 20180402-114759/model-20180402-114759.ckpt-275.data-00000-of-00001 \n",
" inflating: 20180402-114759/model-20180402-114759.ckpt-275.index \n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "PMsIvQ1K9laW",
"colab_type": "code",
"outputId": "37f21d2f-dd3a-44bb-e539-4172c92563d2",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 547
}
},
"cell_type": "code",
"source": [
"%cd /content/facenet\n",
"!python src/classifier.py TRAIN /content/datasets/ezmS/train/ezmS_raw_mtcnnpy_182 /content/models/facenet/20180402-114759/20180402-114759.pb /content/models/my_classifier.pkl --batch_size 1000"
],
"execution_count": 10,
"outputs": [
{
"output_type": "stream",
"text": [
"/content/facenet\n",
"src/classifier.py:59: SyntaxWarning: assertion is always true, perhaps remove parentheses?\n",
" assert(len(cls.image_paths)>0, 'There must be at least one image for each class in the dataset')\n",
"2019-03-25 09:59:50.367101: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2300000000 Hz\n",
"2019-03-25 09:59:50.367446: I tensorflow/compiler/xla/service/service.cc:150] XLA service 0x32191e0 executing computations on platform Host. Devices:\n",
"2019-03-25 09:59:50.367488: I tensorflow/compiler/xla/service/service.cc:158] StreamExecutor device (0): <undefined>, <undefined>\n",
"2019-03-25 09:59:50.460414: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2019-03-25 09:59:50.460969: I tensorflow/compiler/xla/service/service.cc:150] XLA service 0x3219b80 executing computations on platform CUDA. Devices:\n",
"2019-03-25 09:59:50.461009: I tensorflow/compiler/xla/service/service.cc:158] StreamExecutor device (0): Tesla K80, Compute Capability 3.7\n",
"2019-03-25 09:59:50.461427: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1433] Found device 0 with properties: \n",
"name: Tesla K80 major: 3 minor: 7 memoryClockRate(GHz): 0.8235\n",
"pciBusID: 0000:00:04.0\n",
"totalMemory: 11.17GiB freeMemory: 11.10GiB\n",
"2019-03-25 09:59:50.461462: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1512] Adding visible gpu devices: 0\n",
"2019-03-25 09:59:50.846764: I tensorflow/core/common_runtime/gpu/gpu_device.cc:984] Device interconnect StreamExecutor with strength 1 edge matrix:\n",
"2019-03-25 09:59:50.846837: I tensorflow/core/common_runtime/gpu/gpu_device.cc:990] 0 \n",
"2019-03-25 09:59:50.846856: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1003] 0: N \n",
"2019-03-25 09:59:50.847134: W tensorflow/core/common_runtime/gpu/gpu_bfc_allocator.cc:42] Overriding allow_growth setting because the TF_FORCE_GPU_ALLOW_GROWTH environment variable is set. Original config value was 0.\n",
"2019-03-25 09:59:50.847196: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10754 MB memory) -> physical GPU (device: 0, name: Tesla K80, pci bus id: 0000:00:04.0, compute capability: 3.7)\n",
"Number of classes: 11\n",
"Number of images: 1417\n",
"Loading feature extraction model\n",
"Model filename: /content/models/facenet/20180402-114759/20180402-114759.pb\n",
"WARNING:tensorflow:From /content/facenet/src/facenet.py:370: FastGFile.__init__ (from tensorflow.python.platform.gfile) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Use tf.gfile.GFile.\n",
"Calculating features for images\n",
"2019-03-25 09:59:56.719784: I tensorflow/stream_executor/dso_loader.cc:152] successfully opened CUDA library libcublas.so.10.0 locally\n",
"Training classifier\n",
"Saved classifier model to file \"/content/models/my_classifier.pkl\"\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "jPOzgQ3Sxti_",
"colab_type": "code",
"outputId": "2b136ee9-bcca-4783-b56b-165b30ce177a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 411
}
},
"cell_type": "code",
"source": [
"# Modified classification code, to display Confusion matrix.\n",
"\n",
"%cd /content/facenet/src\n",
"!rm -f classifier_out.py\n",
"!wget https://www.dropbox.com/s/gqae9bxi9jzjjhx/classifier_out.py\n",
"%cd /content/facenet"
],
"execution_count": 11,
"outputs": [
{
"output_type": "stream",
"text": [
"/content/facenet/src\n",
"--2019-03-25 10:00:52-- https://www.dropbox.com/s/gqae9bxi9jzjjhx/classifier_out.py\n",
"Resolving www.dropbox.com (www.dropbox.com)... 162.125.65.1, 2620:100:6021:1::a27d:4101\n",
"Connecting to www.dropbox.com (www.dropbox.com)|162.125.65.1|:443... connected.\n",
"HTTP request sent, awaiting response... 301 Moved Permanently\n",
"Location: /s/raw/gqae9bxi9jzjjhx/classifier_out.py [following]\n",
"--2019-03-25 10:00:52-- https://www.dropbox.com/s/raw/gqae9bxi9jzjjhx/classifier_out.py\n",
"Reusing existing connection to www.dropbox.com:443.\n",
"HTTP request sent, awaiting response... 302 Found\n",
"Location: https://ucc78a76b9800c34fedbd25cd0ec.dl.dropboxusercontent.com/cd/0/inline/AdsJvCjtla57lt3l1jRamUD6GjzHZIHBV3M0-lYJ_BWcnKYg91-QfApTG1e3l6sdDPxPeafWJJ5bWBNCCo1oeEr8G-1PkYuC60AYnhEZOBjjWothN8TXpJy-TKw-BIYUDUE/file# [following]\n",
"--2019-03-25 10:00:53-- https://ucc78a76b9800c34fedbd25cd0ec.dl.dropboxusercontent.com/cd/0/inline/AdsJvCjtla57lt3l1jRamUD6GjzHZIHBV3M0-lYJ_BWcnKYg91-QfApTG1e3l6sdDPxPeafWJJ5bWBNCCo1oeEr8G-1PkYuC60AYnhEZOBjjWothN8TXpJy-TKw-BIYUDUE/file\n",
"Resolving ucc78a76b9800c34fedbd25cd0ec.dl.dropboxusercontent.com (ucc78a76b9800c34fedbd25cd0ec.dl.dropboxusercontent.com)... 162.125.65.6, 2620:100:6021:6::a27d:4106\n",
"Connecting to ucc78a76b9800c34fedbd25cd0ec.dl.dropboxusercontent.com (ucc78a76b9800c34fedbd25cd0ec.dl.dropboxusercontent.com)|162.125.65.6|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 8675 (8.5K) [text/plain]\n",
"Saving to: ‘classifier_out.py’\n",
"\n",
"classifier_out.py 100%[===================>] 8.47K --.-KB/s in 0s \n",
"\n",
"2019-03-25 10:00:53 (199 MB/s) - ‘classifier_out.py’ saved [8675/8675]\n",
"\n",
"/content/facenet\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "qVf1URM83RXH",
"colab_type": "code",
"outputId": "03c4d5ce-dcc4-4366-9f38-f909640932f1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 887
}
},
"cell_type": "code",
"source": [
"# Modified classification script, this also generates a csvfile that you can download. \n",
"\n",
"!python src/classifier_out.py CLASSIFY /content/datasets/ezmS/test/ /content/models/facenet/20180402-114759/20180402-114759.pb /content/models/my_classifier.pkl --batch_size 1000"
],
"execution_count": 12,
"outputs": [
{
"output_type": "stream",
"text": [
"src/classifier_out.py:59: SyntaxWarning: assertion is always true, perhaps remove parentheses?\n",
" assert(len(cls.image_paths)>0, 'There must be at least one image for each class in the dataset')\n",
"2019-03-25 10:03:17.750883: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 2300000000 Hz\n",
"2019-03-25 10:03:17.751231: I tensorflow/compiler/xla/service/service.cc:150] XLA service 0x2d551e0 executing computations on platform Host. Devices:\n",
"2019-03-25 10:03:17.751312: I tensorflow/compiler/xla/service/service.cc:158] StreamExecutor device (0): <undefined>, <undefined>\n",
"2019-03-25 10:03:17.858073: I tensorflow/stream_executor/cuda/cuda_gpu_executor.cc:998] successful NUMA node read from SysFS had negative value (-1), but there must be at least one NUMA node, so returning NUMA node zero\n",
"2019-03-25 10:03:17.858652: I tensorflow/compiler/xla/service/service.cc:150] XLA service 0x2d55b80 executing computations on platform CUDA. Devices:\n",
"2019-03-25 10:03:17.858728: I tensorflow/compiler/xla/service/service.cc:158] StreamExecutor device (0): Tesla K80, Compute Capability 3.7\n",
"2019-03-25 10:03:17.859219: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1433] Found device 0 with properties: \n",
"name: Tesla K80 major: 3 minor: 7 memoryClockRate(GHz): 0.8235\n",
"pciBusID: 0000:00:04.0\n",
"totalMemory: 11.17GiB freeMemory: 11.10GiB\n",
"2019-03-25 10:03:17.859265: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1512] Adding visible gpu devices: 0\n",
"2019-03-25 10:03:18.253054: I tensorflow/core/common_runtime/gpu/gpu_device.cc:984] Device interconnect StreamExecutor with strength 1 edge matrix:\n",
"2019-03-25 10:03:18.253129: I tensorflow/core/common_runtime/gpu/gpu_device.cc:990] 0 \n",
"2019-03-25 10:03:18.253148: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1003] 0: N \n",
"2019-03-25 10:03:18.253455: W tensorflow/core/common_runtime/gpu/gpu_bfc_allocator.cc:42] Overriding allow_growth setting because the TF_FORCE_GPU_ALLOW_GROWTH environment variable is set. Original config value was 0.\n",
"2019-03-25 10:03:18.253515: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1115] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 10754 MB memory) -> physical GPU (device: 0, name: Tesla K80, pci bus id: 0000:00:04.0, compute capability: 3.7)\n",
"Number of classes: 10\n",
"Number of images: 10\n",
"Loading feature extraction model\n",
"Model filename: /content/models/facenet/20180402-114759/20180402-114759.pb\n",
"WARNING:tensorflow:From /content/facenet/src/facenet.py:370: FastGFile.__init__ (from tensorflow.python.platform.gfile) is deprecated and will be removed in a future version.\n",
"Instructions for updating:\n",
"Use tf.gfile.GFile.\n",
"Calculating features for images\n",
"2019-03-25 10:03:20.547428: I tensorflow/stream_executor/dso_loader.cc:152] successfully opened CUDA library libcublas.so.10.0 locally\n",
"Testing classifier\n",
"Loaded classifier model from file \"/content/models/my_classifier.pkl\"\n",
" 0 Ariel Sharon: 0.892 0.003 0.008 0.019 0.009 0.007 0.016 0.014 0.006 0.028 \n",
"\n",
" 1 Arnold Schwarzenegger: 0.002 0.926 0.025 0.003 0.009 0.003 0.009 0.008 0.010 0.006 \n",
"\n",
" 2 Colin Powell: 0.005 0.004 0.964 0.004 0.002 0.003 0.002 0.004 0.009 0.003 \n",
"\n",
" 3 Donald Rumsfeld: 0.006 0.008 0.010 0.888 0.030 0.005 0.003 0.005 0.030 0.015 \n",
"\n",
" 4 George W Bush: 0.000 0.003 0.004 0.002 0.975 0.003 0.001 0.001 0.009 0.001 \n",
"\n",
" 5 Gerhard Schroeder: 0.002 0.002 0.001 0.002 0.003 0.978 0.005 0.002 0.004 0.001 \n",
"\n",
" 6 Hugo Chavez: 0.010 0.016 0.016 0.004 0.020 0.013 0.897 0.005 0.009 0.010 \n",
"\n",
" 7 Jacques Chirac: 0.005 0.012 0.008 0.023 0.022 0.014 0.003 0.884 0.019 0.010 \n",
"\n",
" 8 Tony Blair: 0.003 0.003 0.003 0.013 0.006 0.022 0.007 0.010 0.930 0.003 \n",
"\n",
" 9 Vladimir Putin: 0.009 0.097 0.012 0.023 0.150 0.009 0.023 0.009 0.062 0.606 \n",
"\n",
"Accuracy: 1.000\n"
],
"name": "stdout"
}
]
},
{
"metadata": {
"id": "HJ0GUTobozFA",
"colab_type": "code",
"colab": {}
},
"cell_type": "code",
"source": [
"from google.colab import files\n",
"files.download('csvfile.csv')"
],
"execution_count": 0,
"outputs": []
}
]
}
@subtleGradient
Copy link

https://www.dropbox.com/s/3qymqg8f7ccm926/ezmS.zip

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