{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Lesson 1 - What's your pet\n", "# With 1 more layer at the input to reduce the number of channels to 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook shows how to modify [learner.py](https://github.com/fastai/fastai/blob/master/fastai/vision/learner.py) to a new file learner_xc_to_3c.py (learner x channels to 3 channels) **to put a ConvNet in a fastai cnn_learner() before the pre-trained model like resnet** (followed by a normalization by imagenet_stats).\n", "\n", "**This ConvNet as first layer allows to transform any images of the dataloader with n channels to an image with 3 channels.** During the training, the filters of this ConvNet as first layer will be learnt. \n", "\n", "Thanks to that, it is possible to go on using fastai Transfer Learning functions even with images with more than 3 channels RGB like satellite images. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Warning" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As the Oxford IIIT Pet dataset already has 3 channels by image, there is no need here to change this number of channels. \n", "\n", "We only used this dataset to create our code. However, **it would be more interesting to apply this code to images with more than 3 channels like images with 16 channels** of the [Dstl Satellite Imagery Feature Detection](https://www.kaggle.com/c/dstl-satellite-imagery-feature-detection/)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Initialisation" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%reload_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "from fastai.vision import *\n", "from fastai.metrics import error_rate" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# batch size\n", "bs = 64\n", "# bs = 16 # uncomment this line if you run out of memory even after clicking Kernel->Restart\n", "\n", "# images size in dataloader\n", "size = 224 \n", "\n", "# number of channels of the dataset images\n", "n_channels = 3" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Databunch" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[WindowsPath('D:/fastai/data/oxford-iiit-pet/annotations'),\n", " WindowsPath('D:/fastai/data/oxford-iiit-pet/crappy'),\n", " WindowsPath('D:/fastai/data/oxford-iiit-pet/images'),\n", " WindowsPath('D:/fastai/data/oxford-iiit-pet/image_gen'),\n", " WindowsPath('D:/fastai/data/oxford-iiit-pet/models'),\n", " WindowsPath('D:/fastai/data/oxford-iiit-pet/other'),\n", " WindowsPath('D:/fastai/data/oxford-iiit-pet/small-256'),\n", " WindowsPath('D:/fastai/data/oxford-iiit-pet/small-96'),\n", " WindowsPath('D:/fastai/data/oxford-iiit-pet/test')]" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "path = untar_data(URLs.PETS); path\n", "path.ls()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[WindowsPath('D:/fastai/data/oxford-iiit-pet/images/Abyssinian_1.jpg'),\n", " WindowsPath('D:/fastai/data/oxford-iiit-pet/images/Abyssinian_10.jpg'),\n", " WindowsPath('D:/fastai/data/oxford-iiit-pet/images/Abyssinian_100.jpg'),\n", " WindowsPath('D:/fastai/data/oxford-iiit-pet/images/Abyssinian_101.jpg'),\n", " WindowsPath('D:/fastai/data/oxford-iiit-pet/images/Abyssinian_102.jpg')]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# get path to all data\n", "path_img = path/'images'\n", "fnames = get_image_files(path_img)\n", "fnames[:5]" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# get mean,std by channel of the dataset\n", "mean = torch.zeros(n_channels)\n", "std = torch.zeros(n_channels)\n", "n_pixels = torch.zeros(n_channels)\n", "\n", "for fname in fnames:\n", " img = open_image(fname)\n", " for i in range(n_channels):\n", " mean[i] += img.data[i].sum()\n", " n_pixels[i] += img.shape[1]*img.shape[2]\n", "\n", "mean = mean / n_pixels\n", "\n", "for fname in fnames:\n", " img = open_image(fname)\n", " for i in range(n_channels):\n", "# import pdb; pdb.set_trace()\n", " std[i] += ((img.data[i] - mean[i])**2).sum()\n", " \n", "std = torch.sqrt(std / n_pixels)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(tensor([0.4814, 0.4484, 0.3949]), tensor([0.2693, 0.2648, 0.2728]))" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mean,std" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "np.random.seed(2)\n", "pat = r'/([^/]+)_\\d+.jpg$'\n", "\n", "# normalize images with mean and std \n", "# (keep the imagenet_stats normalization for the 3 channels images after the ConvNet transformation)\n", "data = ImageDataBunch.from_name_re(path_img, fnames, pat, ds_tfms=get_transforms(), size=size, bs=bs\n", " ).normalize((mean,std))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## (experimentation) ConvNet to transform an image with n_channels to one with 3 channels" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([64, 3, 224, 224])\n" ] } ], "source": [ "# model\n", "xc_to_3c = nn.Conv2d(n_channels, 3, kernel_size=3, stride=1, padding=1)\n", "xc_to_3c.cuda()\n", "\n", "for xb, yb in data.train_dl:\n", " out = (xc_to_3c(*[xb]))\n", " print(out.size())\n", " break" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "84" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# number of parameters\n", "sum([p.numel() for p in xc_to_3c.parameters()])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In our dataset, our images already have 3 channels. Therefore, the number of parameters of a filter is 3x3x3 = 27. As there are 3 channels at the output of the ConvNet, there are 27x3 = 81 parameters. At last, you need to add the 3 biases (1 by filter). Then, you get 84 parameters." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If the number of channels of the dataset images was 10 for example, the number of parameters of our Convnet would be:\n", "(3x3x10) x 3 + 3 = 273" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Training (resnet34) | ConvNet with kernel_size = 3" ] }, { "cell_type": "code", "execution_count": 97, "metadata": {}, "outputs": [], "source": [ "# import the learner cnn_learner_xc_to_3c which has a ConvNet at first layer to convert images with n_channels to 3 channels\n", "from learner_xc_to_3c import cnn_learner_xc_to_3c # x channels to 3 channels" ] }, { "cell_type": "code", "execution_count": 200, "metadata": {}, "outputs": [], "source": [ "n_channels = 3 # put here the number of channels of the images in your dataset\n", "learn = cnn_learner_xc_to_3c(data, models.resnet34, n_channels, kernel_size=3, padding=1, metrics=error_rate)" ] }, { "cell_type": "code", "execution_count": 99, "metadata": {}, "outputs": [], "source": [ "# make learnable parameters of the first layer (xc_to_3c)\n", "for param in learn.model[0].parameters():\n", " param.requires_grad = True" ] }, { "cell_type": "code", "execution_count": 100, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Sequential\n", "======================================================================\n", "Layer (type) Output Shape Param # Trainable \n", "======================================================================\n", "Conv2d [3, 224, 224] 84 True \n", "______________________________________________________________________\n", "Normalize [3, 224, 224] 0 False \n", "______________________________________________________________________\n", "Conv2d [64, 112, 112] 9,408 False \n", "______________________________________________________________________\n", "BatchNorm2d [64, 112, 112] 128 True \n", "______________________________________________________________________\n", "ReLU [64, 112, 112] 0 False \n", "______________________________________________________________________\n", "MaxPool2d [64, 56, 56] 0 False \n", "______________________________________________________________________\n", "Conv2d [64, 56, 56] 36,864 False \n", "______________________________________________________________________\n", "BatchNorm2d [64, 56, 56] 128 True \n", "______________________________________________________________________\n", "ReLU [64, 56, 56] 0 False \n", "______________________________________________________________________\n", "Conv2d [64, 56, 56] 36,864 False \n", "______________________________________________________________________\n", "BatchNorm2d [64, 56, 56] 128 True \n", "______________________________________________________________________\n", "Conv2d [64, 56, 56] 36,864 False \n", "______________________________________________________________________\n", "BatchNorm2d [64, 56, 56] 128 True \n", "______________________________________________________________________\n", "ReLU [64, 56, 56] 0 False \n", "______________________________________________________________________\n", "Conv2d [64, 56, 56] 36,864 False \n", "______________________________________________________________________\n", "BatchNorm2d [64, 56, 56] 128 True \n", "______________________________________________________________________\n", "Conv2d [64, 56, 56] 36,864 False \n", "______________________________________________________________________\n", "BatchNorm2d [64, 56, 56] 128 True \n", "______________________________________________________________________\n", "ReLU [64, 56, 56] 0 False \n", "______________________________________________________________________\n", "Conv2d [64, 56, 56] 36,864 False \n", "______________________________________________________________________\n", "BatchNorm2d [64, 56, 56] 128 True \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 73,728 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "ReLU [128, 28, 28] 0 False \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 147,456 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 8,192 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 147,456 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "ReLU [128, 28, 28] 0 False \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 147,456 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 147,456 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "ReLU [128, 28, 28] 0 False \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 147,456 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 147,456 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "ReLU [128, 28, 28] 0 False \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 147,456 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 294,912 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "ReLU [256, 14, 14] 0 False \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 32,768 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "ReLU [256, 14, 14] 0 False \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "ReLU [256, 14, 14] 0 False \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "ReLU [256, 14, 14] 0 False \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "ReLU [256, 14, 14] 0 False \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "ReLU [256, 14, 14] 0 False \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "Conv2d [512, 7, 7] 1,179,648 False \n", "______________________________________________________________________\n", "BatchNorm2d [512, 7, 7] 1,024 True \n", "______________________________________________________________________\n", "ReLU [512, 7, 7] 0 False \n", "______________________________________________________________________\n", "Conv2d [512, 7, 7] 2,359,296 False \n", "______________________________________________________________________\n", "BatchNorm2d [512, 7, 7] 1,024 True \n", "______________________________________________________________________\n", "Conv2d [512, 7, 7] 131,072 False \n", "______________________________________________________________________\n", "BatchNorm2d [512, 7, 7] 1,024 True \n", "______________________________________________________________________\n", "Conv2d [512, 7, 7] 2,359,296 False \n", "______________________________________________________________________\n", "BatchNorm2d [512, 7, 7] 1,024 True \n", "______________________________________________________________________\n", "ReLU [512, 7, 7] 0 False \n", "______________________________________________________________________\n", "Conv2d [512, 7, 7] 2,359,296 False \n", "______________________________________________________________________\n", "BatchNorm2d [512, 7, 7] 1,024 True \n", "______________________________________________________________________\n", "Conv2d [512, 7, 7] 2,359,296 False \n", "______________________________________________________________________\n", "BatchNorm2d [512, 7, 7] 1,024 True \n", "______________________________________________________________________\n", "ReLU [512, 7, 7] 0 False \n", "______________________________________________________________________\n", "Conv2d [512, 7, 7] 2,359,296 False \n", "______________________________________________________________________\n", "BatchNorm2d [512, 7, 7] 1,024 True \n", "______________________________________________________________________\n", "AdaptiveAvgPool2d [512, 1, 1] 0 False \n", "______________________________________________________________________\n", "AdaptiveMaxPool2d [512, 1, 1] 0 False \n", "______________________________________________________________________\n", "Flatten [1024] 0 False \n", "______________________________________________________________________\n", "BatchNorm1d [1024] 2,048 True \n", "______________________________________________________________________\n", "Dropout [1024] 0 False \n", "______________________________________________________________________\n", "Linear [512] 524,800 True \n", "______________________________________________________________________\n", "ReLU [512] 0 False \n", "______________________________________________________________________\n", "BatchNorm1d [512] 1,024 True \n", "______________________________________________________________________\n", "Dropout [512] 0 False \n", "______________________________________________________________________\n", "Linear [37] 18,981 True \n", "______________________________________________________________________\n", "\n", "Total params: 21,831,609\n", "Total trainable params: 563,961\n", "Total non-trainable params: 21,267,648\n", "Optimized with 'torch.optim.adam.Adam', betas=(0.9, 0.99)\n", "Using true weight decay as discussed in https://www.fast.ai/2018/07/02/adam-weight-decay/ \n", "Loss function : FlattenedLoss\n", "======================================================================\n", "Callbacks functions applied " ] }, "execution_count": 100, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.summary()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Total time: 07:19

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epochtrain_lossvalid_losserror_ratetime
01.5708760.5370900.14817301:48
10.7544450.4042270.12313901:49
20.5203280.3636640.11705001:49
30.3936150.3440190.10622501:52
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn.fit_one_cycle(4)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "learn.save('pets1')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unfreezing, fine-tuning, and learning rates" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n" ] } ], "source": [ "learn.lr_find()" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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20.2584670.2826210.08592701:56
30.1478300.2736010.08728001:55
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn.unfreeze()\n", "learn.fit_one_cycle(4, max_lr=slice(1e-5,1e-3))" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "learn.save('pets2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Matrix of images channels reduction " ] }, { "cell_type": "code", "execution_count": 201, "metadata": {}, "outputs": [], "source": [ "learn.load('pets2');" ] }, { "cell_type": "code", "execution_count": 207, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Parameter containing:\n", "tensor([[[[ 0.0756, -0.0391, 0.0349],\n", " [ 0.1093, -0.0471, -0.1488],\n", " [-0.0374, -0.0585, -0.1315]],\n", "\n", " [[-0.1481, -0.0872, 0.1794],\n", " [ 0.0679, 0.0402, 0.1462],\n", " [ 0.1080, 0.0680, -0.1000]],\n", "\n", " [[ 0.0924, 0.0439, 0.0812],\n", " [ 0.0503, 0.0872, 0.1691],\n", " [ 0.1915, 0.1335, -0.1701]]],\n", "\n", "\n", " [[[-0.1345, -0.0311, -0.1382],\n", " [ 0.0738, -0.0552, -0.0025],\n", " [-0.0089, -0.1106, -0.0421]],\n", "\n", " [[-0.1181, 0.0038, 0.1914],\n", " [ 0.1135, 0.1866, 0.0166],\n", " [ 0.1273, 0.0403, 0.1156]],\n", "\n", " [[-0.0383, 0.0830, 0.0716],\n", " [ 0.1667, 0.1751, -0.1383],\n", " [ 0.1693, -0.0877, -0.0852]]],\n", "\n", "\n", " [[[ 0.1262, -0.0094, -0.1921],\n", " [ 0.1068, 0.0557, 0.0487],\n", " [-0.1257, 0.0778, 0.1068]],\n", "\n", " [[-0.0007, -0.1265, 0.0768],\n", " [-0.1567, -0.0843, 0.0776],\n", " [ 0.0430, 0.1393, -0.0110]],\n", "\n", " [[-0.0448, 0.1317, 0.0133],\n", " [ 0.1706, 0.0100, -0.1900],\n", " [-0.1684, -0.1142, -0.0101]]]], device='cuda:0') torch.Size([3, 3, 3, 3])\n", "Parameter containing:\n", "tensor([ 0.1119, -0.0490, 0.1630], device='cuda:0') torch.Size([3])\n" ] } ], "source": [ "for param in learn.model[0].parameters():\n", " print(param, param.shape)" ] }, { "cell_type": "code", "execution_count": 203, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([64, 3, 224, 224])\n" ] } ], "source": [ "for xb, yb in data.train_dl:\n", "# out = learn.model[1](learn.model[0](*[xb]))\n", " out = learn.model[0](*[xb])\n", " print(out.size())\n", " break" ] }, { "cell_type": "code", "execution_count": 204, "metadata": {}, "outputs": [], "source": [ "# Show Image\n", "def show_image(x, stats=[mean,std], dl_img=True):\n", " \n", " mean, std = stats[0], stats[1]\n", " img = torch.zeros_like(x)\n", "\n", " # Denormalize the image\n", " for i in range(x.size(0)):\n", " img[i] = x[i] * std[i] + mean[i]\n", " \n", " # Convert image to numpy\n", " if not dl_img:\n", " img = torch.clamp(img, min=0., max=1.)\n", " img_numpy = img.detach().cpu().numpy()\n", " \n", " # Print the image\n", " fig = plt.figure(figsize=(25, 4))\n", " plt.imshow(np.transpose(img_numpy, (1, 2, 0)))" ] }, { "cell_type": "code", "execution_count": 205, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# image from the dataloader\n", "show_image(xb[0])" ] }, { "cell_type": "code", "execution_count": 206, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# image calculated by our ConvNet as first layer (parameters learnt by training)\n", "show_image(out[0], dl_img=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Training (resnet34) | ConvNet with kernel_size = 1" ] }, { "cell_type": "code", "execution_count": 101, "metadata": {}, "outputs": [], "source": [ "# import the learner cnn_learner_xc_to_3c which has a ConvNet at first layer to convert images with n_channels to 3 channels\n", "from learner_xc_to_3c import cnn_learner_xc_to_3c # x channels to 3 channels" ] }, { "cell_type": "code", "execution_count": 208, "metadata": {}, "outputs": [], "source": [ "n_channels = 3 # put here the number of channels of the images in your dataset\n", "learn = cnn_learner_xc_to_3c(data, models.resnet34, n_channels, kernel_size=1, padding=0, metrics=error_rate)" ] }, { "cell_type": "code", "execution_count": 103, "metadata": {}, "outputs": [], "source": [ "# make learnable parameters of the first layer (xc_to_3c)\n", "for param in learn.model[0].parameters():\n", " param.requires_grad = True" ] }, { "cell_type": "code", "execution_count": 104, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "Sequential\n", "======================================================================\n", "Layer (type) Output Shape Param # Trainable \n", "======================================================================\n", "Conv2d [3, 224, 224] 12 True \n", "______________________________________________________________________\n", "Normalize [3, 224, 224] 0 False \n", "______________________________________________________________________\n", "Conv2d [64, 112, 112] 9,408 False \n", "______________________________________________________________________\n", "BatchNorm2d [64, 112, 112] 128 True \n", "______________________________________________________________________\n", "ReLU [64, 112, 112] 0 False \n", "______________________________________________________________________\n", "MaxPool2d [64, 56, 56] 0 False \n", "______________________________________________________________________\n", "Conv2d [64, 56, 56] 36,864 False \n", "______________________________________________________________________\n", "BatchNorm2d [64, 56, 56] 128 True \n", "______________________________________________________________________\n", "ReLU [64, 56, 56] 0 False \n", "______________________________________________________________________\n", "Conv2d [64, 56, 56] 36,864 False \n", "______________________________________________________________________\n", "BatchNorm2d [64, 56, 56] 128 True \n", "______________________________________________________________________\n", "Conv2d [64, 56, 56] 36,864 False \n", "______________________________________________________________________\n", "BatchNorm2d [64, 56, 56] 128 True \n", "______________________________________________________________________\n", "ReLU [64, 56, 56] 0 False \n", "______________________________________________________________________\n", "Conv2d [64, 56, 56] 36,864 False \n", "______________________________________________________________________\n", "BatchNorm2d [64, 56, 56] 128 True \n", "______________________________________________________________________\n", "Conv2d [64, 56, 56] 36,864 False \n", "______________________________________________________________________\n", "BatchNorm2d [64, 56, 56] 128 True \n", "______________________________________________________________________\n", "ReLU [64, 56, 56] 0 False \n", "______________________________________________________________________\n", "Conv2d [64, 56, 56] 36,864 False \n", "______________________________________________________________________\n", "BatchNorm2d [64, 56, 56] 128 True \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 73,728 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "ReLU [128, 28, 28] 0 False \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 147,456 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 8,192 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 147,456 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "ReLU [128, 28, 28] 0 False \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 147,456 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 147,456 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "ReLU [128, 28, 28] 0 False \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 147,456 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 147,456 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "ReLU [128, 28, 28] 0 False \n", "______________________________________________________________________\n", "Conv2d [128, 28, 28] 147,456 False \n", "______________________________________________________________________\n", "BatchNorm2d [128, 28, 28] 256 True \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 294,912 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "ReLU [256, 14, 14] 0 False \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 32,768 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "ReLU [256, 14, 14] 0 False \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "ReLU [256, 14, 14] 0 False \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "ReLU [256, 14, 14] 0 False \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "ReLU [256, 14, 14] 0 False \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "ReLU [256, 14, 14] 0 False \n", "______________________________________________________________________\n", "Conv2d [256, 14, 14] 589,824 False \n", "______________________________________________________________________\n", "BatchNorm2d [256, 14, 14] 512 True \n", "______________________________________________________________________\n", "Conv2d [512, 7, 7] 1,179,648 False \n", "______________________________________________________________________\n", "BatchNorm2d [512, 7, 7] 1,024 True \n", "______________________________________________________________________\n", "ReLU [512, 7, 7] 0 False \n", "______________________________________________________________________\n", "Conv2d [512, 7, 7] 2,359,296 False \n", "______________________________________________________________________\n", "BatchNorm2d [512, 7, 7] 1,024 True \n", "______________________________________________________________________\n", "Conv2d [512, 7, 7] 131,072 False \n", "______________________________________________________________________\n", "BatchNorm2d [512, 7, 7] 1,024 True \n", "______________________________________________________________________\n", "Conv2d [512, 7, 7] 2,359,296 False \n", "______________________________________________________________________\n", "BatchNorm2d [512, 7, 7] 1,024 True \n", "______________________________________________________________________\n", "ReLU [512, 7, 7] 0 False \n", "______________________________________________________________________\n", "Conv2d [512, 7, 7] 2,359,296 False \n", "______________________________________________________________________\n", "BatchNorm2d [512, 7, 7] 1,024 True \n", "______________________________________________________________________\n", "Conv2d [512, 7, 7] 2,359,296 False \n", "______________________________________________________________________\n", "BatchNorm2d [512, 7, 7] 1,024 True \n", "______________________________________________________________________\n", "ReLU [512, 7, 7] 0 False \n", "______________________________________________________________________\n", "Conv2d [512, 7, 7] 2,359,296 False \n", "______________________________________________________________________\n", "BatchNorm2d [512, 7, 7] 1,024 True \n", "______________________________________________________________________\n", "AdaptiveAvgPool2d [512, 1, 1] 0 False \n", "______________________________________________________________________\n", "AdaptiveMaxPool2d [512, 1, 1] 0 False \n", "______________________________________________________________________\n", "Flatten [1024] 0 False \n", "______________________________________________________________________\n", "BatchNorm1d [1024] 2,048 True \n", "______________________________________________________________________\n", "Dropout [1024] 0 False \n", "______________________________________________________________________\n", "Linear [512] 524,800 True \n", "______________________________________________________________________\n", "ReLU [512] 0 False \n", "______________________________________________________________________\n", "BatchNorm1d [512] 1,024 True \n", "______________________________________________________________________\n", "Dropout [512] 0 False \n", "______________________________________________________________________\n", "Linear [37] 18,981 True \n", "______________________________________________________________________\n", "\n", "Total params: 21,831,537\n", "Total trainable params: 563,889\n", "Total non-trainable params: 21,267,648\n", "Optimized with 'torch.optim.adam.Adam', betas=(0.9, 0.99)\n", "Using true weight decay as discussed in https://www.fast.ai/2018/07/02/adam-weight-decay/ \n", "Loss function : FlattenedLoss\n", "======================================================================\n", "Callbacks functions applied " ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "learn.summary()" ] }, { "cell_type": "code", "execution_count": 105, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Total time: 07:43

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epochtrain_lossvalid_losserror_ratetime
01.8743400.8033310.23748302:06
10.9661220.5472940.18673901:51
20.6611540.4609920.16576501:55
30.5058250.4508240.16035201:50
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn.fit_one_cycle(4)" ] }, { "cell_type": "code", "execution_count": 106, "metadata": {}, "outputs": [], "source": [ "learn.save('pets1_kz0')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Unfreezing, fine-tuning, and learning rates" ] }, { "cell_type": "code", "execution_count": 107, "metadata": {}, "outputs": [ { "data": { "text/html": [], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n" ] } ], "source": [ "learn.lr_find()" ] }, { "cell_type": "code", "execution_count": 108, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "learn.recorder.plot()" ] }, { "cell_type": "code", "execution_count": 109, "metadata": {}, "outputs": [ { "data": { "text/html": [ "Total time: 07:34

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epochtrain_lossvalid_losserror_ratetime
00.4886610.4275150.14614301:52
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20.2779300.3189780.10148901:54
30.1729290.2947490.09134001:54
\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "learn.unfreeze()\n", "learn.fit_one_cycle(4, max_lr=slice(1e-5,1e-3))" ] }, { "cell_type": "code", "execution_count": 110, "metadata": {}, "outputs": [], "source": [ "learn.save('pets2_kz0')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Matrix of images channels reduction " ] }, { "cell_type": "code", "execution_count": 209, "metadata": {}, "outputs": [], "source": [ "learn.load('pets2_kz0');" ] }, { "cell_type": "code", "execution_count": 210, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Parameter containing:\n", "tensor([[[[-0.5518]],\n", "\n", " [[-0.1051]],\n", "\n", " [[-0.4610]]],\n", "\n", "\n", " [[[-0.5105]],\n", "\n", " [[ 0.3119]],\n", "\n", " [[-0.3760]]],\n", "\n", "\n", " [[[ 0.5178]],\n", "\n", " [[ 0.0929]],\n", "\n", " [[-0.3057]]]], device='cuda:0') torch.Size([3, 3, 1, 1])\n", "Parameter containing:\n", "tensor([ 0.0453, -0.1729, -0.5115], device='cuda:0') torch.Size([3])\n" ] } ], "source": [ "for param in learn.model[0].parameters():\n", " print(param, param.shape)" ] }, { "cell_type": "code", "execution_count": 190, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "torch.Size([64, 3, 224, 224])\n" ] } ], "source": [ "for xb, yb in data.train_dl:\n", "# out = learn.model[1](learn.model[0](*[xb]))\n", " out = learn.model[0](*[xb])\n", " print(out.size())\n", " break" ] }, { "cell_type": "code", "execution_count": 191, "metadata": {}, "outputs": [], "source": [ "# Show Image\n", "def show_image(x, stats=[mean,std], dl_img=True):\n", " \n", " mean, std = stats[0], stats[1]\n", " img = torch.zeros_like(x)\n", "\n", " # Denormalize the image\n", " for i in range(x.size(0)):\n", " img[i] = x[i] * std[i] + mean[i]\n", " \n", " # Convert image to numpy\n", " if not dl_img:\n", " img = torch.clamp(img, min=0., max=1.)\n", " img_numpy = img.detach().cpu().numpy()\n", " \n", " # Print the image\n", " fig = plt.figure(figsize=(25, 4))\n", " plt.imshow(np.transpose(img_numpy, (1, 2, 0)))" ] }, { "cell_type": "code", "execution_count": 198, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# image from the dataloader\n", "show_image(xb[0])" ] }, { "cell_type": "code", "execution_count": 199, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# image calculated by our ConvNet as first layer (parameters learnt by training)\n", "show_image(out[0], dl_img=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## END" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "fastai test v1", "language": "python", "name": "fastai_test_v1" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.8" } }, "nbformat": 4, "nbformat_minor": 2 }