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@sizhky
Last active April 27, 2020 16:48
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{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "VOC_SSD.ipynb",
"provenance": []
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
},
"accelerator": "GPU"
},
"cells": [
{
"cell_type": "code",
"metadata": {
"id": "3f5Q-UyT24og",
"colab_type": "code",
"outputId": "33ec241f-508d-43a6-c5ac-ecdc4d1b269b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 547
}
},
"source": [
"!rm -rf computer-vision-with-pytorch\n",
"!git clone https://gitlab.com/sizhky/computer-vision-with-pytorch/\n",
"!pip install --upgrade imgaug\n",
"!pip install modelsummary\n",
"import sys; sys.path.append('/content/computer-vision-with-pytorch/')"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"Cloning into 'computer-vision-with-pytorch'...\n",
"warning: redirecting to https://gitlab.com/sizhky/computer-vision-with-pytorch.git/\n",
"remote: Enumerating objects: 116, done.\u001b[K\n",
"remote: Counting objects: 100% (116/116), done.\u001b[K\n",
"remote: Compressing objects: 100% (87/87), done.\u001b[K\n",
"remote: Total 116 (delta 23), reused 116 (delta 23), pack-reused 0\u001b[K\n",
"Receiving objects: 100% (116/116), 31.36 MiB | 17.42 MiB/s, done.\n",
"Resolving deltas: 100% (23/23), done.\n",
"Checking out files: 100% (63/63), done.\n",
"Requirement already up-to-date: imgaug in /usr/local/lib/python3.6/dist-packages (0.4.0)\n",
"Requirement already satisfied, skipping upgrade: numpy>=1.15 in /usr/local/lib/python3.6/dist-packages (from imgaug) (1.18.3)\n",
"Requirement already satisfied, skipping upgrade: opencv-python in /usr/local/lib/python3.6/dist-packages (from imgaug) (4.1.2.30)\n",
"Requirement already satisfied, skipping upgrade: Shapely in /usr/local/lib/python3.6/dist-packages (from imgaug) (1.7.0)\n",
"Requirement already satisfied, skipping upgrade: six in /usr/local/lib/python3.6/dist-packages (from imgaug) (1.12.0)\n",
"Requirement already satisfied, skipping upgrade: scipy in /usr/local/lib/python3.6/dist-packages (from imgaug) (1.4.1)\n",
"Requirement already satisfied, skipping upgrade: scikit-image>=0.14.2 in /usr/local/lib/python3.6/dist-packages (from imgaug) (0.16.2)\n",
"Requirement already satisfied, skipping upgrade: imageio in /usr/local/lib/python3.6/dist-packages (from imgaug) (2.4.1)\n",
"Requirement already satisfied, skipping upgrade: Pillow in /usr/local/lib/python3.6/dist-packages (from imgaug) (7.0.0)\n",
"Requirement already satisfied, skipping upgrade: matplotlib in /usr/local/lib/python3.6/dist-packages (from imgaug) (3.2.1)\n",
"Requirement already satisfied, skipping upgrade: PyWavelets>=0.4.0 in /usr/local/lib/python3.6/dist-packages (from scikit-image>=0.14.2->imgaug) (1.1.1)\n",
"Requirement already satisfied, skipping upgrade: networkx>=2.0 in /usr/local/lib/python3.6/dist-packages (from scikit-image>=0.14.2->imgaug) (2.4)\n",
"Requirement already satisfied, skipping upgrade: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->imgaug) (2.4.7)\n",
"Requirement already satisfied, skipping upgrade: python-dateutil>=2.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->imgaug) (2.8.1)\n",
"Requirement already satisfied, skipping upgrade: kiwisolver>=1.0.1 in /usr/local/lib/python3.6/dist-packages (from matplotlib->imgaug) (1.2.0)\n",
"Requirement already satisfied, skipping upgrade: cycler>=0.10 in /usr/local/lib/python3.6/dist-packages (from matplotlib->imgaug) (0.10.0)\n",
"Requirement already satisfied, skipping upgrade: decorator>=4.3.0 in /usr/local/lib/python3.6/dist-packages (from networkx>=2.0->scikit-image>=0.14.2->imgaug) (4.4.2)\n",
"Requirement already satisfied: modelsummary in /usr/local/lib/python3.6/dist-packages (1.1.7)\n",
"Requirement already satisfied: numpy in /usr/local/lib/python3.6/dist-packages (from modelsummary) (1.18.3)\n",
"Requirement already satisfied: tqdm in /usr/local/lib/python3.6/dist-packages (from modelsummary) (4.38.0)\n",
"Requirement already satisfied: torch in /usr/local/lib/python3.6/dist-packages (from modelsummary) (1.4.0)\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "eDto6EV_7KoF",
"colab_type": "code",
"outputId": "abb457ef-dcf4-4ac6-e996-64d9750e24c0",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"%cd /content/computer-vision-with-pytorch/object-detection/voc/\n",
"# !chmod +x download.sh\n",
"# !sh download.sh"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/content/computer-vision-with-pytorch/object-detection/voc\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "iXELW2cb7Zn_",
"colab_type": "code",
"colab": {}
},
"source": [
"%load_ext autoreload\n",
"%autoreload 2\n",
"\n",
"from src.load_data import *\n",
"from src.ssd_model import *\n",
"from src.loss_utils import *\n",
"device = 'cuda'"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "jOdohrps7gyH",
"colab_type": "code",
"outputId": "7177688a-883e-464a-80ff-359f24a66640",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 1000
}
},
"source": [
"from pathlib import Path\n",
"_2007_root = Path(\"/root/data/VOCdevkit/VOC2007\")\n",
"\n",
"train_items = get_items(_2007_root, 'train')\n",
"val_items = get_items(_2007_root, 'val')\n",
"\n",
"logger.info(f'\\n{len(train_items)} training images\\n{len(val_items)} validation images')\n",
"trn = VOCDataset(train_items, tfms=seq)\n",
"\n",
"np.random.seed(12)\n",
"im, bbs, clss = trn.sample()\n",
"show(im, bbs=bbs, texts=map(lambda label:voc_labels[label], clss), sz=5, text_sz=10)\n",
"\n",
"trn_dl = DataLoader(trn, collate_fn=collate, batch_size=32)\n",
"\n",
"x, y = next(iter(trn_dl))\n",
"print(x.shape)\n",
"print(y)"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"INFO:\t\n",
"2501 training images\n",
"2510 validation images\n"
],
"name": "stdout"
},
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 360x360 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
},
{
"output_type": "stream",
"text": [
"torch.Size([32, 3, 300, 300])\n",
"[tensor([[0.1500, 0.3033, 0.7800, 0.8767, 6.0000]]), tensor([[ 0.2500, 0.1367, 0.6333, 0.5833, 14.0000],\n",
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" [ 0.8933, 0.3633, 0.9833, 0.4767, 8.0000]]), tensor([[0.0600, 0.0400, 0.9300, 1.0300, 7.0000]]), tensor([[ 0.0800, 0.1600, 0.8400, 1.1600, 1.0000],\n",
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" [ 0.6167, 0.0000, 1.2067, 1.1833, 14.0000]]), tensor([[ 0.0767, 0.0000, 0.9933, 1.0800, 14.0000],\n",
" [ 0.2933, 0.3767, 0.8467, 1.0567, 12.0000],\n",
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" [ 0.0000, 0.1100, 1.1067, 1.1000, 17.0000]]), tensor([[0.0000, 0.0000, 1.1167, 1.0633, 2.0000]]), tensor([[1.0633, 0.5100, 1.1867, 0.6533, 8.0000],\n",
" [0.9200, 0.5000, 1.0533, 0.6300, 8.0000],\n",
" [0.7400, 0.4900, 0.8433, 0.5833, 8.0000],\n",
" [0.5300, 0.4567, 0.6033, 0.5367, 8.0000],\n",
" [0.2967, 0.3833, 0.3900, 0.4767, 8.0000],\n",
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" [0.0000, 0.2400, 0.0133, 0.3700, 8.0000]])]\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "hO-IMsf07gpA",
"colab_type": "code",
"outputId": "7f000b15-5ffd-4ac1-8351-5a941eeb3ae3",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 190
}
},
"source": [
"model = SSD('train', 300, backbone, extra_layers, (regr_layers, clss_layers), 21)\n",
"inspect(*model(x))"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/content/computer-vision-with-pytorch/object-detection/voc/src/ssd_model.py:183: UserWarning: volatile was removed and now has no effect. Use `with torch.no_grad():` instead.\n",
" self.priors = Variable(self.priorbox.forward(), volatile=True)\n"
],
"name": "stderr"
},
{
"output_type": "stream",
"text": [
"==================================================================\n",
"Tensor\tShape: torch.Size([32, 8732, 4])\tMin: -3.275\tMax: 2.279\tMean: -0.039\n",
"==================================================================\n",
"Tensor\tShape: torch.Size([32, 8732, 21])\tMin: -3.123\tMax: 3.562\tMean: 0.049\n",
"==================================================================\n",
"Tensor\tShape: torch.Size([8732, 4])\tMin: 0.013\tMax: 1.000\tMean: 0.341\n",
"==================================================================\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "Y-z4qfn89ca1",
"colab_type": "code",
"colab": {}
},
"source": [
"optimizer = optim.SGD(model.parameters(), lr=1e-3, momentum=0.9, weight_decay=5e-4)\n",
"criterion = MultiBoxLoss(overlap_thresh=0.5, prior_for_matching=True, \n",
" bkg_label=0, neg_mining=True, \n",
" neg_pos=3, neg_overlap=0.5, \n",
" encode_target=False, \n",
" voc_config=voc_config, use_gpu=True)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "1h_nodUS9fbf",
"colab_type": "code",
"outputId": "d12f6748-0f25-475d-a6f2-0c4b8ca27668",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 326
}
},
"source": [
"model = model.to(device)\n",
"model.train()\n",
"for ex in range(1000):\n",
" nbx = len(trn_dl)\n",
" losses = []\n",
" for bx, (x, y) in enumerate(trn_dl):\n",
" x = x.to(device)\n",
" y = [t.to(device) for t in y]\n",
" _y = model(x)\n",
" optimizer.zero_grad()\n",
" loss_l, loss_c = criterion(_y, y)\n",
" loss = loss_l + loss_c\n",
" loss.backward()\n",
" optimizer.step()\n",
" losses.append(loss.item())\n",
" # if bx %35 == 0: print(f'{bx}/{nbx}: {loss:.3f}', end='\\r')\n",
" torch.save(model.state_dict(), 'ssd.0.pth')\n",
" print(f'Epoch {ex+1:05d}: LOSS: {np.mean(losses):.3f}')"
],
"execution_count": 0,
"outputs": [
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/torch/nn/_reduction.py:43: UserWarning: size_average and reduce args will be deprecated, please use reduction='sum' instead.\n",
" warnings.warn(warning.format(ret))\n"
],
"name": "stderr"
},
{
"output_type": "stream",
"text": [
"Epoch 00001: LOSS: 20.840\n",
"Epoch 00002: LOSS: 21.877\n",
"Epoch 00003: LOSS: 15.275\n",
"Epoch 00004: LOSS: 11.993\n",
"Epoch 00005: LOSS: 11.056\n",
"Epoch 00006: LOSS: 11.013\n",
"Epoch 00007: LOSS: 11.911\n",
"Epoch 00008: LOSS: 13.046\n",
"Epoch 00009: LOSS: 11.316\n",
"Epoch 00010: LOSS: 11.919\n",
"Epoch 00011: LOSS: 11.452\n",
"Epoch 00012: LOSS: 11.663\n",
"Epoch 00013: LOSS: 11.184\n",
"Epoch 00014: LOSS: 10.845\n",
"Epoch 00015: LOSS: 12.246\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "PDNJVTJwNDJ_",
"colab_type": "code",
"colab": {}
},
"source": [
""
],
"execution_count": 0,
"outputs": []
}
]
}
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