{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Self-supervised learning in 3D images\n", "\n", "Use the proposed heatmap method as described in [1]\n", "\n", " [1] M. Blendowski et al. \"How to Learn from Unlabeled Volume Data:\n", " Self-supervised 3D Context Feature Learning.\" MICCAI. 2019." ] }, { "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 = 0\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 1 14:09:36 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 39C P0 58W / 250W | 1401MiB / 22945MiB | 0% Default |\n", "+-------------------------------+----------------------+----------------------+\n", "| 1 Tesla M40 24GB Off | 00000000:03:00.0 Off | 0 |\n", "| N/A 57C P0 147W / 250W | 18818MiB / 22945MiB | 100% Default |\n", "+-------------------------------+----------------------+----------------------+\n", " \n", "+-----------------------------------------------------------------------------+\n", "| Processes: GPU Memory |\n", "| GPU PID Type Process name Usage |\n", "|=============================================================================|\n", "| 0 28995 C ...r/miniconda3/envs/synthtorch/bin/python 1390MiB |\n", "| 1 10555 C python3 18807MiB |\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 = 1336\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, **kwargs):\n", " ax.imshow(np.rot90(x,n_rot), aspect='equal', cmap='gray', **kwargs)\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": [ "x = torch.from_numpy(t1_ex).unsqueeze(0)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "(ctr, qry), (dp_goal, hm_goal) = blendowski_patches(x, min_off_inplane=0., max_off_inplane=0.7, throughplane_axis=1)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "ctr = ctr.squeeze().cpu().detach().numpy()\n", "qry = qry.squeeze().cpu().detach().numpy()\n", "hm_goal = hm_goal.squeeze()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "dx: -0.427, dy: 0.501\n" ] } ], "source": [ "dx, dy = dp_goal\n", "print(f'dx: {dx:0.3f}, dy: {dy:0.3f}')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(3, 42, 42) (3, 42, 42)\n" ] } ], "source": [ "print(ctr.shape, qry.shape)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "j = 12\n", "fig,(ax1,ax2,ax3) = plt.subplots(1,3,figsize=(16,9))\n", "imshow(ctr[1,...], ax1, 'CTR', 0)\n", "imshow(qry[1,...], ax2, 'QRY', 0)\n", "imshow(hm_goal, ax3, 'HM', 0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup training\n", "\n", "Hyperparameters, optimizers, logging, etc." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "data_dirs = [t1_dir]" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "# system setup\n", "load_model = False\n", "\n", "# logging setup\n", "log_rate = 10 # print losses every log_rate epochs\n", "version = 'blendowski_v1' # naming scheme of model to load\n", "save_rate = 100 # save models every save_rate epochs\n", "\n", "# model, optimizer, loss, and training parameters\n", "valid_split = 0.1\n", "batch_size = 8\n", "n_jobs = 8\n", "n_epochs = 500\n", "stack_dim = 3\n", "input_channels = stack_dim * len(data_dirs)\n", "descriptor_size = 128\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=100, gamma=0.5)" ] }, { "cell_type": "code", "execution_count": 21, "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": 22, "metadata": {}, "outputs": [], "source": [ "# setup training and validation dataloaders\n", "dataset = BlendowskiDataset(data_dirs, stack_dim=stack_dim, throughplane_axis=1)\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=blendowski_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=blendowski_collate)" ] }, { "cell_type": "code", "execution_count": 23, "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": 24, "metadata": {}, "outputs": [], "source": [ "embedding_model = D2DConvNet(input_channels=input_channels, descriptor_size=descriptor_size)\n", "decoder_model = HeatNet(descriptor_size=descriptor_size)" ] }, { "cell_type": "code", "execution_count": 25, "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": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of trainable parameters in embedding model: 629184\n", "Number of trainable parameters in decoder model: 111993\n" ] } ], "source": [ "print(f'Number of trainable parameters in embedding model: {num_params(embedding_model)}')\n", "print(f'Number of trainable parameters in decoder model: {num_params(decoder_model)}')" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "if load_model: \n", " embedding_model.load_state_dict(torch.load(f'embedding_model_{version}.pth'))\n", " decoder_model.load_state_dict(torch.load(f'decoder_model_{version}.pth'))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "embedding_model.to(device)\n", "decoder_model.to(device)\n", "optim_cls = torch.optim.AdamW if use_adam else torch.optim.SGD\n", "embedding_opt = optim_cls(embedding_model.parameters(), **opt_kwargs)\n", "decoder_opt = optim_cls(decoder_model.parameters(), **opt_kwargs)\n", "criterion = nn.MSELoss()\n", "if use_scheduler: \n", " embedding_scheduler = torch.optim.lr_scheduler.StepLR(embedding_opt, **scheduler_kwargs)\n", " decoder_scheduler = torch.optim.lr_scheduler.StepLR(decoder_opt, **scheduler_kwargs)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train model" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "train_losses, valid_losses = [], []\n", "n_batches = len(train_loader)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [], "source": [ "min_off_inplane = np.linspace(0.25, 0.0, n_epochs)\n", "max_off_inplane = np.linspace(0.30, 0.7, n_epochs)" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch: 10 - TL: 1.66e+00, VL: 1.81e+00\n", "Epoch: 20 - TL: 1.69e+00, VL: 1.70e+00\n", "Epoch: 30 - TL: 1.49e+00, VL: 1.73e+00\n", "Epoch: 40 - TL: 1.35e+00, VL: 1.32e+00\n", "Epoch: 50 - TL: 1.49e+00, VL: 1.57e+00\n", "Epoch: 60 - TL: 1.31e+00, VL: 1.11e+00\n", "Epoch: 70 - TL: 1.10e+00, VL: 1.53e+00\n", "Epoch: 80 - TL: 9.98e-01, VL: 9.29e-01\n", "Epoch: 90 - TL: 9.39e-01, VL: 6.90e-01\n", "Epoch: 100 - TL: 6.67e-01, VL: 6.35e-01\n", "Epoch: 110 - TL: 3.99e-01, VL: 2.24e-01\n", "Epoch: 120 - TL: 4.65e-01, VL: 6.83e-01\n", "Epoch: 130 - TL: 5.81e-01, VL: 1.07e+00\n", "Epoch: 140 - TL: 5.59e-01, VL: 3.85e-01\n", "Epoch: 150 - TL: 4.78e-01, VL: 9.67e-01\n", "Epoch: 160 - TL: 6.60e-01, VL: 4.83e-01\n", "Epoch: 170 - TL: 8.24e-01, VL: 9.62e-01\n", "Epoch: 180 - TL: 5.35e-01, VL: 5.47e-01\n", "Epoch: 190 - TL: 6.28e-01, VL: 4.52e-01\n", "Epoch: 200 - TL: 5.28e-01, VL: 4.18e-01\n", "Epoch: 210 - TL: 4.18e-01, VL: 3.12e-01\n", "Epoch: 220 - TL: 4.54e-01, VL: 4.38e-01\n", "Epoch: 230 - TL: 4.47e-01, VL: 5.75e-01\n", "Epoch: 240 - TL: 4.17e-01, VL: 3.26e-01\n", "Epoch: 250 - TL: 4.96e-01, VL: 4.66e-01\n", "Epoch: 260 - TL: 4.82e-01, VL: 5.64e-01\n", "Epoch: 270 - TL: 4.84e-01, VL: 3.90e-01\n", "Epoch: 280 - TL: 4.43e-01, VL: 4.28e-01\n", "Epoch: 290 - TL: 5.33e-01, VL: 3.92e-01\n", "Epoch: 300 - TL: 4.07e-01, VL: 4.18e-01\n", "Epoch: 310 - TL: 4.79e-01, VL: 7.54e-01\n", "Epoch: 320 - TL: 4.52e-01, VL: 2.68e-01\n", "Epoch: 330 - TL: 4.03e-01, VL: 5.31e-01\n", "Epoch: 340 - TL: 4.07e-01, VL: 4.47e-01\n", "Epoch: 350 - TL: 4.04e-01, VL: 3.60e-01\n", "Epoch: 360 - TL: 4.05e-01, VL: 4.04e-01\n", "Epoch: 370 - TL: 5.12e-01, VL: 4.04e-01\n", "Epoch: 380 - TL: 4.13e-01, VL: 5.28e-01\n", "Epoch: 390 - TL: 4.43e-01, VL: 3.59e-01\n", "Epoch: 400 - TL: 3.66e-01, VL: 6.18e-01\n", "Epoch: 410 - TL: 3.58e-01, VL: 5.61e-01\n", "Epoch: 420 - TL: 5.20e-01, VL: 4.96e-01\n", "Epoch: 430 - TL: 3.63e-01, VL: 4.08e-01\n", "Epoch: 440 - TL: 3.77e-01, VL: 4.85e-01\n", "Epoch: 450 - TL: 3.66e-01, VL: 3.51e-01\n", "Epoch: 460 - TL: 3.56e-01, VL: 2.35e-01\n", "Epoch: 470 - TL: 3.54e-01, VL: 4.04e-01\n", "Epoch: 480 - TL: 3.63e-01, VL: 3.85e-01\n", "Epoch: 490 - TL: 3.54e-01, VL: 3.52e-01\n", "Epoch: 500 - TL: 4.04e-01, VL: 2.23e-01\n" ] } ], "source": [ "for t in range(1, n_epochs + 1):\n", " # training\n", " t_losses = []\n", " embedding_model.train()\n", " decoder_model.train()\n", " for i, ((ctr, qry), (_, goal)) in enumerate(train_loader):\n", " ctr, qry, goal = ctr.to(device), qry.to(device), goal.to(device)\n", " embedding_opt.zero_grad()\n", " decoder_opt.zero_grad()\n", " ctr_f = embedding_model(ctr)\n", " qry_f = embedding_model(qry)\n", " out = decoder_model(ctr_f, qry_f)\n", " loss = criterion(out, goal)\n", " t_losses.append(loss.item())\n", " loss.backward()\n", " embedding_opt.step()\n", " decoder_opt.step()\n", " train_losses.append(t_losses)\n", "\n", " # validation\n", " v_losses = []\n", " embedding_model.eval()\n", " decoder_model.eval()\n", " with torch.no_grad():\n", " for i, ((ctr, qry), (_, goal)) in enumerate(valid_loader):\n", " ctr, qry, goal = ctr.to(device), qry.to(device), goal.to(device)\n", " ctr_f = embedding_model(ctr)\n", " qry_f = embedding_model(qry)\n", " out = decoder_model(ctr_f, qry_f)\n", " loss = criterion(out, goal)\n", " v_losses.append(loss.item())\n", " valid_losses.append(v_losses)\n", "\n", " # expand inplane offset range as per paper\n", " dataset.min_off_inplane = min_off_inplane[t-1]\n", " dataset.max_off_inplane = max_off_inplane[t-1]\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", " embedding_scheduler.step()\n", " decoder_scheduler.step()\n", " if t % save_rate == 0:\n", " torch.save(embedding_model.state_dict(), f'embedding_model_{version}_{t}.pth')\n", " torch.save(decoder_model.state_dict(), f'decoder_model_{version}_{t}.pth')" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "save_model = True\n", "if save_model:\n", " torch.save(embedding_model.state_dict(), f'embedding_model_{version}.pth')\n", " torch.save(decoder_model.state_dict(), f'decoder_model_{version}.pth')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analyze training" ] }, { "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": [ "fig,((ax1,ax2,ax3),(ax4,ax5,ax6)) = plt.subplots(2,3,figsize=(16,9))\n", "try:\n", " ctr = ctr.squeeze().cpu().detach().numpy()\n", " qry = qry.squeeze().cpu().detach().numpy()\n", " out = out.squeeze().cpu().detach().numpy()\n", " goal = goal.squeeze().cpu().detach().numpy()\n", "except AttributeError:\n", " pass\n", "gm = goal.max()\n", "imshow(ctr[0,1,...], ax1, 'CTR', 0)\n", "imshow(qry[0,1,...], ax2, 'QRY', 0)\n", "ax3.axis('off')\n", "imshow(out[0], ax4, 'OUT', 0, vmin=0, vmax=gm)\n", "imshow(goal[0], ax5, 'HM', 0, vmin=0, vmax=gm)\n", "imshow(np.abs(out[0]-goal[0]), ax6, 'DIFF', 0, vmin=0, vmax=gm)" ] }, { "cell_type": "code", "execution_count": 34, "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": 35, "metadata": {}, "outputs": [], "source": [ "losses = tidy_losses(train_losses, valid_losses)" ] }, { "cell_type": "code", "execution_count": 36, "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": 37, "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')" ] } ], "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 }