{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Self-supervised learning in 3D images\n", "\n", "Use the context encoder-style method as described in [1]\n", "\n", " [1] D. Pathak et al. \"Context encoders: Feature learning by inpainting.\"\n", " CVPR. 2016." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup notebook" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "from typing import Callable, List, Optional, Tuple, Union\n", "\n", "from glob import glob\n", "import math\n", "import os\n", "import random\n", "import sys\n", "\n", "gpu_id = 1\n", "os.environ[\"CUDA_VISIBLE_DEVICES\"] = f'{gpu_id}'\n", "\n", "import matplotlib.pyplot as plt\n", "import nibabel as nib\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns\n", "\n", "import torch\n", "from torch import nn\n", "import torch.nn.functional as F\n", "from torch.utils.data.dataset import Dataset\n", "from torch.utils.data import DataLoader\n", "from torch.utils.data.sampler import SubsetRandomSampler\n", "import torchvision\n", "\n", "from selfsupervised3d import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Support in-notebook plotting" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Report versions" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "numpy version: 1.17.2\n", "matplotlib version: 3.1.1\n", "pytorch version: 1.5.0\n", "torchvision version: 0.6.0a0+82fd1c8\n" ] } ], "source": [ "print('numpy version: {}'.format(np.__version__))\n", "from matplotlib import __version__ as mplver\n", "print('matplotlib version: {}'.format(mplver))\n", "print(f'pytorch version: {torch.__version__}')\n", "print(f'torchvision version: {torchvision.__version__}')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "python version: 3.7.7\n" ] } ], "source": [ "pv = sys.version_info\n", "print('python version: {}.{}.{}'.format(pv.major, pv.minor, pv.micro))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Reload packages where content for package development" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Check GPU(s)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Fri May 22 20:28:25 2020 \n", "+-----------------------------------------------------------------------------+\n", "| NVIDIA-SMI 430.40 Driver Version: 430.40 CUDA Version: 10.1 |\n", "|-------------------------------+----------------------+----------------------+\n", "| GPU Name Persistence-M| Bus-Id Disp.A | Volatile Uncorr. ECC |\n", "| Fan Temp Perf Pwr:Usage/Cap| Memory-Usage | GPU-Util Compute M. |\n", "|===============================+======================+======================|\n", "| 0 Tesla M40 24GB Off | 00000000:02:00.0 Off | 0 |\n", "| N/A 28C P8 16W / 250W | 0MiB / 22945MiB | 0% Default |\n", "+-------------------------------+----------------------+----------------------+\n", "| 1 Tesla M40 24GB Off | 00000000:03:00.0 Off | 0 |\n", "| N/A 39C P8 16W / 250W | 0MiB / 22945MiB | 0% Default |\n", "+-------------------------------+----------------------+----------------------+\n", " \n", "+-----------------------------------------------------------------------------+\n", "| Processes: GPU Memory |\n", "| GPU PID Type Process name Usage |\n", "|=============================================================================|\n", "| No running processes found |\n", "+-----------------------------------------------------------------------------+\n" ] } ], "source": [ "!nvidia-smi" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "assert torch.cuda.is_available()\n", "device = torch.device('cuda')\n", "torch.backends.cudnn.benchmark = True" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Set seeds for better reproducibility. See [this note](https://pytorch.org/docs/stable/notes/faq.html#my-data-loader-workers-return-identical-random-numbers) before using multiprocessing." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "seed = 1339\n", "random.seed(seed)\n", "np.random.seed(seed)\n", "torch.manual_seed(seed)\n", "torch.cuda.manual_seed(seed)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup training and validation data\n", "\n", "Get the location of the training (and validation) data" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "train_dir = '/iacl/pg20/jacobr/ixi/subsets/hh/'\n", "t1_dir = os.path.join(train_dir, 't1')\n", "t2_dir = os.path.join(train_dir, 't2')" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "t1_fns = glob(os.path.join(t1_dir, '*.nii*'))\n", "t2_fns = glob(os.path.join(t2_dir, '*.nii*'))\n", "assert len(t1_fns) == len(t2_fns) and len(t1_fns) != 0" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Look at example training dataset\n", "\n", "Look at an axial view of the source T1-weighted (T1-w) and target T2-weighted (T2-w) images." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "def imshow(x, ax, title, n_rot=3):\n", " ax.imshow(np.rot90(x,n_rot), aspect='equal', cmap='gray')\n", " ax.set_title(title,fontsize=22)\n", " ax.axis('off')" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "j = 100\n", "t1_ex, t2_ex = nib.load(t1_fns[0]).get_data(), nib.load(t2_fns[0]).get_data()\n", "fig,(ax1,ax2) = plt.subplots(1,2,figsize=(16,9))\n", "imshow(t1_ex[...,j], ax1, 'T1', 1)\n", "imshow(t2_ex[...,j], ax2, 'T2', 1)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "mask = create_multiblock_mask(t1_ex > t1_ex.mean(), 15, 20)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "j = 100\n", "fig,(ax1,ax2) = plt.subplots(1,2,figsize=(16,9))\n", "imshow(mask[...,j], ax1, 'Mask', 1)\n", "imshow(t1_ex[...,j] * (1-mask[...,j]), ax2, 'Masked Img.', 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup training\n", "\n", "Hyperparameters, optimizers, logging, etc." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "data_dirs = [t1_dir]" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "# system setup\n", "load_model = False\n", "\n", "# logging setup\n", "log_rate = 5 # print losses every log_rate epochs\n", "version = 'context_v1' # naming scheme of model to load\n", "save_rate = 10 # save models every save_rate epochs\n", "\n", "# dataset params\n", "block_size = 20\n", "n_blocks = 15\n", "patch_size = 128\n", "\n", "# model, optimizer, loss, and training parameters\n", "alpha = (0.99, 0.01) # weight for regression & discriminator loss, resp.\n", "valid_split = 0.1\n", "batch_size = 2\n", "n_jobs = batch_size\n", "n_epochs = 50\n", "input_channels = len(data_dirs)\n", "use_adam = True\n", "opt_kwargs = dict(lr=1e-3, betas=(0.9,0.99), weight_decay=1e-6) if use_adam else \\\n", " dict(lr=5e-3, momentum=0.9)\n", "use_scheduler = True\n", "scheduler_kwargs = dict(step_size=10, gamma=0.5)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "def init_fn(worker_id):\n", " random.seed((torch.initial_seed() + worker_id) % (2**32))\n", " np.random.seed((torch.initial_seed() + worker_id) % (2**32))" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# setup training and validation dataloaders\n", "dataset = ContextDataset(data_dirs, n_blocks=n_blocks, size=block_size, patch_size=patch_size)\n", "num_train = len(dataset)\n", "indices = list(range(num_train))\n", "split = int(valid_split * num_train)\n", "valid_idx = np.random.choice(indices, size=split, replace=False)\n", "train_idx = list(set(indices) - set(valid_idx))\n", "train_sampler = SubsetRandomSampler(train_idx)\n", "valid_sampler = SubsetRandomSampler(valid_idx)\n", "train_loader = DataLoader(dataset, sampler=train_sampler, batch_size=batch_size, \n", " worker_init_fn=init_fn, num_workers=n_jobs,\n", " pin_memory=True, collate_fn=context_collate)\n", "valid_loader = DataLoader(dataset, sampler=valid_sampler, batch_size=batch_size, \n", " worker_init_fn=init_fn, num_workers=n_jobs,\n", " pin_memory=True, collate_fn=context_collate)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of training images: 121\n", "Number of validation images: 13\n" ] } ], "source": [ "print(f'Number of training images: {num_train-split}')\n", "print(f'Number of validation images: {split}')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "src, tgt, mask = dataset[2]\n", "fig,(ax1,ax2,ax3) = plt.subplots(1,3,figsize=(16,9))\n", "src = src.detach().cpu().numpy().squeeze()\n", "tgt = tgt.detach().cpu().numpy().squeeze()\n", "mask = mask.detach().cpu().numpy().squeeze()\n", "imshow(src[:,64,:], ax1, 'Src.')\n", "imshow(tgt[:,64,:], ax2, 'Tgt.')\n", "imshow(mask[:,64,:], ax3, 'Mask')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "recon_model = FrankUNet(ic=input_channels, nc=32)\n", "discriminator = PatchDiscriminator(1, 72) " ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "def num_params(model):\n", " return sum(p.numel() for p in model.parameters() if p.requires_grad)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of trainable parameters in reconstruction model: 13887425\n", "Number of trainable parameters in discriminator: 13978153\n" ] } ], "source": [ "print(f'Number of trainable parameters in reconstruction model: {num_params(recon_model)}')\n", "print(f'Number of trainable parameters in discriminator: {num_params(discriminator)}')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [], "source": [ "if load_model: \n", " recon_model.load_state_dict(torch.load(f'recon_model_{version}.pth'))\n", " discriminator.load_state_dict(torch.load(f'discriminator_{version}.pth'))" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "recon_model.to(device)\n", "discriminator.to(device)\n", "optim_cls = torch.optim.AdamW if use_adam else torch.optim.SGD\n", "optG = optim_cls(recon_model.parameters(), **opt_kwargs)\n", "optD = optim_cls(discriminator.parameters(), **opt_kwargs)\n", "criterion = InpaintLoss(alpha=alpha)\n", "if use_scheduler:\n", " recon_scheduler = torch.optim.lr_scheduler.StepLR(optG, **scheduler_kwargs)\n", " disc_scheduler = torch.optim.lr_scheduler.StepLR(optD, **scheduler_kwargs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train model" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "train_losses, valid_losses = [], []\n", "n_batches = len(train_loader)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 5 - TL: 1.71e-01, VL: 1.60e-01\n", "Epoch: 10 - TL: 1.40e-01, VL: 1.49e-01\n", "Epoch: 15 - TL: 1.25e-01, VL: 1.42e-01\n", "Epoch: 20 - TL: 1.22e-01, VL: 1.35e-01\n", "Epoch: 25 - TL: 1.11e-01, VL: 1.22e-01\n", "Epoch: 30 - TL: 1.11e-01, VL: 1.13e-01\n", "Epoch: 35 - TL: 1.07e-01, VL: 1.01e-01\n", "Epoch: 40 - TL: 1.08e-01, VL: 1.31e-01\n", "Epoch: 45 - TL: 1.06e-01, VL: 1.14e-01\n", "Epoch: 50 - TL: 1.03e-01, VL: 1.09e-01\n" ] } ], "source": [ "for t in range(1, n_epochs + 1):\n", " # training\n", " t_losses = []\n", " recon_model.train()\n", " discriminator.train()\n", " for i, (src, tgt, mask) in enumerate(train_loader):\n", " src, tgt, mask = src.to(device), tgt.to(device), mask.to(device)\n", " optG.zero_grad()\n", " optD.zero_grad()\n", " recon = recon_model(src)\n", " disc_real = discriminator(tgt)\n", " disc_fake = discriminator(recon)\n", " loss = criterion(recon, tgt, mask, disc_real, disc_fake)\n", " t_losses.append(loss.item())\n", " loss.backward()\n", " optG.step()\n", " optD.step()\n", " train_losses.append(t_losses)\n", "\n", " # validation\n", " v_losses = []\n", " recon_model.eval()\n", " discriminator.eval()\n", " with torch.no_grad():\n", " for i, (src, tgt, mask) in enumerate(valid_loader):\n", " src, tgt, mask = src.to(device), tgt.to(device), mask.to(device)\n", " recon = recon_model(src)\n", " disc_real = discriminator(tgt)\n", " disc_fake = discriminator(recon)\n", " loss = criterion(recon, tgt, mask, disc_real, disc_fake)\n", " v_losses.append(loss.item())\n", " valid_losses.append(v_losses)\n", "\n", " # log, step scheduler, and save results from epoch\n", " if not np.all(np.isfinite(t_losses)): \n", " raise RuntimeError('NaN or Inf in training loss, cannot recover. Exiting.')\n", " if t % log_rate == 0:\n", " log = (f'Epoch: {t} - TL: {np.mean(t_losses):.2e}, VL: {np.mean(v_losses):.2e}')\n", " print(log)\n", " if use_scheduler:\n", " recon_scheduler.step()\n", " disc_scheduler.step()\n", " if t % save_rate == 0:\n", " torch.save(recon_model.state_dict(), f'recon_model_{version}_{t}.pth')\n", " torch.save(discriminator.state_dict(), f'discriminator_{version}_{t}.pth')" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "save_model = True\n", "if save_model:\n", " torch.save(recon_model.state_dict(), f'recon_model_{version}.pth')\n", " torch.save(discriminator.state_dict(), f'discriminator_{version}.pth')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analyze training" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def tidy_losses(train, valid):\n", " out = {'epoch': [], 'type': [], 'value': [], 'phase': []}\n", " for i, (tl,vl) in enumerate(zip(train,valid),1):\n", " for tli in tl:\n", " out['epoch'].append(i)\n", " out['type'].append('loss')\n", " out['value'].append(tli)\n", " out['phase'].append('train')\n", " for vli in vl:\n", " out['epoch'].append(i)\n", " out['type'].append('loss')\n", " out['value'].append(vli)\n", " out['phase'].append('valid')\n", " return pd.DataFrame(out)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "losses = tidy_losses(train_losses, valid_losses)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "f, ax1 = plt.subplots(1,1,figsize=(12, 8),sharey=True)\n", "sns.lineplot(x='epoch',y='value',hue='phase',data=losses,ci='sd',ax=ax1,lw=3);\n", "ax1.set_yscale('log');\n", "ax1.set_title('Losses');" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "save_losses = False\n", "if save_losses:\n", " f.savefig(f'losses_{version}.pdf')\n", " losses.to_csv(f'losses_{version}.csv')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "j = 100\n", "fig,(ax1,ax2,ax3,ax4) = plt.subplots(1,4,figsize=(16,9))\n", "try:\n", " src = src.squeeze().cpu().detach().numpy()\n", " tgt = tgt.squeeze().cpu().detach().numpy()\n", " recon = recon.squeeze().cpu().detach().numpy()\n", " mask = mask.squeeze().cpu().detach().numpy()\n", "except AttributeError:\n", " pass\n", "imshow(src[...,j], ax1, 'Src.', 1)\n", "imshow(tgt[...,j], ax2, 'Tgt.', 1)\n", "imshow(recon[...,j], ax3, 'Recon.', 1)\n", "imshow(mask[...,j], ax4, 'Mask', 1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The hyperparameters above can probably modified to improve this result. Also, it would be better to use a brain mask as an additional input to the `ContextDataset` (see the `mask_dir` keyword argument); a brain mask would keep the random blocks inside the brain which would force the network to learn only how to fill in brain versus neck and other tissue." ] } ], "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": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 4 }