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@ThomasDelteil
Last active May 14, 2019 23:31
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WorkshopNLP
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Face Detection\n",
"\n",
"[Gluon Face Recognition toolkit](https://github.com/THUFutureLab/gluon-face)\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import time\n",
"\n",
"import cv2\n",
"from matplotlib import pyplot as plt\n",
"import mxnet as mx\n",
"from mxnet import autograd, gluon\n",
"import numpy as np\n",
"from gluoncv.utils import download, viz\n",
"import gluoncv as gcv"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Training a Face Detector"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Data\n",
"\n",
"We use the [FDDB dataset](http://vis-www.cs.umass.edu/fddb/) \n",
"A data set of face regions designed for studying the problem of unconstrained face detection. This data set contains the annotations for 5171 faces in a set of 2845 images taken from the Faces in the Wild data set. More details can be found in the technical report below. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"download"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"original_pics = mx.test_utils.download('http://tamaraberg.com/faceDataset/originalPics.tar.gz', dirname='data')\n",
"folds = mx.test_utils.download('http://vis-www.cs.umass.edu/fddb/FDDB-folds.tgz', dirname='data')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"extract"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"!sudo tar xzf $original_pics -C data\n",
"!sudo tar xzf $folds -C data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"fixing ownership issues"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"!sudo chown -R ubuntu data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"convert annotations to better format"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"!python fddb_to_yolo.py"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We create a custom dataset that reads the files"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"class FDDBDataset(gluon.data.Dataset):\n",
" \n",
" def __init__(self, annotation_file='data/FDDB-rectList.txt', split='train', data_path='data'):\n",
"\n",
" assert split in ['train', 'test', 'val'], \"Wrong value for split\"\n",
"\n",
" self.files_data = {}\n",
" self.files = []\n",
" with open(annotation_file) as f:\n",
" for line in f.read().splitlines():\n",
" elem = line.split(',')\n",
" if elem[0] not in self.files:\n",
" self.files.append(elem[0])\n",
" self.files_data[elem[0]] = [[float(e) for e in [elem[1],elem[2],elem[3],elem[4],0]]]\n",
" else:\n",
" self.files_data[elem[0]].append([float(e) for e in [elem[1],elem[2],elem[3],elem[4],0]])\n",
" \n",
" l = len(self.files)\n",
" splits = {'train':[0,int(0.8*l)],'test':[int(0.8*l),int(0.9*l)],'val':[int(0.9*l),l]}\n",
" self.files = self.files[splits[split][0]:splits[split][1]]\n",
" \n",
" \n",
" def __getitem__(self, idx):\n",
" file = self.files[idx]\n",
" return mx.image.imread(file), np.array(self.files_data[file])\n",
" \n",
" def __len__(self):\n",
" return len(self.files)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"classes = ['face']\n",
"train_dataset = FDDBDataset(split='train')\n",
"test_dataset = FDDBDataset(split='test')\n",
"val_dataset = FDDBDataset(split='val')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"image, label = train_dataset[123]\n",
"ax = viz.plot_bbox(image, bboxes=label[:, :4], labels=label[:, 4:5], class_names=classes)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def get_dataloader(net, train_dataset, data_shape, batch_size, num_workers):\n",
" from gluoncv.data.batchify import Tuple, Stack, Pad\n",
" from gluoncv.data.transforms.presets.ssd import SSDDefaultTrainTransform\n",
" width, height = data_shape, data_shape\n",
" # use fake data to generate fixed anchors for target generation\n",
" with autograd.train_mode():\n",
" _, _, anchors = net(mx.nd.zeros((1, 3, height, width)))\n",
" batchify_fn = Tuple(Stack(), Stack(), Stack()) # stack image, cls_targets, box_targets\n",
" train_loader = gluon.data.DataLoader(\n",
" train_dataset.transform(SSDDefaultTrainTransform(width, height, anchors)),\n",
" batch_size, True, batchify_fn=batchify_fn, last_batch='rollover', num_workers=num_workers)\n",
" return train_loader"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Network"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"batch_size = 32\n",
"ctx = [mx.gpu(1)] if mx.context.num_gpus() > 0 else [mx.cpu()]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/ubuntu/anaconda3/lib/python3.6/site-packages/mxnet/gluon/block.py:1146: UserWarning: Cannot decide type for the following arguments. Consider providing them as input:\n",
"\tdata: None\n",
" input_sym_arg_type = in_param.infer_type()[0]\n"
]
}
],
"source": [
"net = gcv.model_zoo.get_model('ssd_512_mobilenet1.0_voc', pretrained=True)\n",
"net.reset_class(classes)\n",
"\n",
"\n",
"train_data = get_dataloader(net, train_dataset, 512, batch_size, 4)\n",
"test_data = get_dataloader(net, test_dataset, 512, batch_size, 4)\n",
"val_data = get_dataloader(net, val_dataset, 512, batch_size, 4)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Training"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"net.collect_params().reset_ctx(ctx)\n",
"trainer = gluon.Trainer(\n",
" net.collect_params(), 'sgd',\n",
" {'learning_rate': 0.001, 'wd': 0.0005, 'momentum': 0.9})\n",
"\n",
"mbox_loss = gcv.loss.SSDMultiBoxLoss()\n",
"ce_metric = mx.metric.Loss('CrossEntropy')\n",
"smoothl1_metric = mx.metric.Loss('SmoothL1')\n",
"\n",
"net.hybridize(static_alloc=True, static_shape=True)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[Epoch 0][Batch 0], Speed: 4.310 samples/sec, CrossEntropy=7.436, SmoothL1=2.494\n",
"[Epoch 0][Batch 20], Speed: 151.784 samples/sec, CrossEntropy=3.719, SmoothL1=1.235\n",
"[Epoch 0][Batch 40], Speed: 43.366 samples/sec, CrossEntropy=3.015, SmoothL1=1.015\n",
"[Epoch 0][Batch 60], Speed: 147.700 samples/sec, CrossEntropy=2.664, SmoothL1=0.875\n",
"[Epoch 1][Batch 0], Speed: 20.929 samples/sec, CrossEntropy=1.832, SmoothL1=0.561\n",
"[Epoch 1][Batch 20], Speed: 92.054 samples/sec, CrossEntropy=1.730, SmoothL1=0.553\n",
"[Epoch 1][Batch 40], Speed: 156.965 samples/sec, CrossEntropy=1.696, SmoothL1=0.524\n",
"[Epoch 1][Batch 60], Speed: 133.790 samples/sec, CrossEntropy=1.655, SmoothL1=0.517\n",
"[Epoch 2][Batch 0], Speed: 19.971 samples/sec, CrossEntropy=1.445, SmoothL1=0.269\n",
"[Epoch 2][Batch 20], Speed: 48.035 samples/sec, CrossEntropy=1.522, SmoothL1=0.444\n",
"[Epoch 2][Batch 40], Speed: 128.899 samples/sec, CrossEntropy=1.487, SmoothL1=0.434\n",
"[Epoch 2][Batch 60], Speed: 38.837 samples/sec, CrossEntropy=1.475, SmoothL1=0.452\n",
"CPU times: user 36.3 s, sys: 19.2 s, total: 55.6 s\n",
"Wall time: 1min 31s\n"
]
}
],
"source": [
"%%time\n",
"for epoch in range(0, 3):\n",
" ce_metric.reset()\n",
" smoothl1_metric.reset()\n",
" tic = time.time()\n",
" btic = time.time()\n",
" for i, batch in enumerate(train_data):\n",
" batch_size = batch[0].shape[0]\n",
" data = gluon.utils.split_and_load(batch[0], ctx_list=ctx, batch_axis=0)\n",
" cls_targets = gluon.utils.split_and_load(batch[1], ctx_list=ctx, batch_axis=0)\n",
" box_targets = gluon.utils.split_and_load(batch[2], ctx_list=ctx, batch_axis=0)\n",
" with autograd.record():\n",
" cls_preds = []\n",
" box_preds = []\n",
" for x in data:\n",
" cls_pred, box_pred, _ = net(x)\n",
" cls_preds.append(cls_pred)\n",
" box_preds.append(box_pred)\n",
" sum_loss, cls_loss, box_loss = mbox_loss(\n",
" cls_preds, box_preds, cls_targets, box_targets)\n",
" autograd.backward(sum_loss)\n",
" # since we have already normalized the loss, we don't want to normalize\n",
" # by batch-size anymore\n",
" trainer.step(1)\n",
" ce_metric.update(0, [l * batch_size for l in cls_loss])\n",
" smoothl1_metric.update(0, [l * batch_size for l in box_loss])\n",
" name1, loss1 = ce_metric.get()\n",
" name2, loss2 = smoothl1_metric.get()\n",
" if i % 20 == 0:\n",
" print('[Epoch {}][Batch {}], Speed: {:.3f} samples/sec, {}={:.3f}, {}={:.3f}'.format(\n",
" epoch, i, batch_size/(time.time()-btic), name1, loss1, name2, loss2))\n",
" btic = time.time()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"net.save_parameters('ssd_512_mobilenet1.face.params')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Testing the Face Detection model"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/ubuntu/anaconda3/lib/python3.6/site-packages/mxnet/gluon/block.py:1146: UserWarning: Cannot decide type for the following arguments. Consider providing them as input:\n",
"\tdata: None\n",
" input_sym_arg_type = in_param.infer_type()[0]\n"
]
}
],
"source": [
"net = gcv.model_zoo.get_model('ssd_512_mobilenet1.0_custom', classes=classes, pretrained_base=False)\n",
"net.load_parameters('ssd_512_mobilenet1.face.params', ctx=ctx)"
]
},
{
"cell_type": "code",
"execution_count": 98,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"test_url = 'https://peopledotcom.files.wordpress.com/2017/11/harry-meghan-15.jpg?crop=0px%2C0px%2C2000px%2C1050px&resize=1200%2C630'\n",
"download(test_url, 'people.jpg')\n",
"x, image = gcv.data.transforms.presets.ssd.load_test('people.jpg', 512)\n",
"cid, score, bbox = net(x.as_in_context(ctx[0]))\n",
"ax = viz.plot_bbox(image, bbox[0], score[0], cid[0], class_names=classes)\n",
"plt.axis('off')\n",
"plt.show()"
]
}
],
"metadata": {
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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bash
cd SageMaker
sudo yum install htop -y
source activate mxnet_p36
echo "Preparing Face Recognition Lab"
pip install gluoncv
cd ..
git clone https://github.com/THUFutureLab/gluon-face
cd gluon-face/
python3 setup.py install
cd ..
cd SageMaker
git clone https://github.com/ThomasDelteil/mxnet_mtcnn_face_detection FaceRecognition
echo "Preparing Face Detection Lab"
mkdir FaceDetection
cd FaceDetection
wget https://gist.githubusercontent.com/ThomasDelteil/f52349f26701d519b93649e21e62ff77/raw/4d4c81f73382de73d02199b9fe74939b7b49c4e9/face_detection.ipynb
cd ..
echo "Preparing GluonCV lab"
mkdir GluonCV
cd GluonCV
wget https://gist.githubusercontent.com/ThomasDelteil/f52349f26701d519b93649e21e62ff77/raw/48dc108b25ed6d4eaeb0901485c7d2434524f5eb/gluonCV.ipynb
cd ..
echo "Preparing GAN Lab"
pip install pillow
git clone https://gist.github.com/vishaalkapoor/2fcce8981cad4af5cb42eb700974d3cf FaceGenerationGAN
cd FaceGenerationGAN
mkdir dataset output
wget https://s3-us-west-2.amazonaws.com/mxnet-workshop-dropbox/celeba-dataset.zip
cd dataset
unzip ../celeba-dataset.zip
unzip img_align_celeba.zip
rm img*.zip list*.csv
cd ..
cd ..
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