run.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ERNet: CNN segmentation model for "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Packages"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import math\n",
    "import os\n",
    "import time \n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import torchvision\n",
    "from torch.autograd import Variable\n",
    "\n",
    "from models import GetModel\n",
    "from datahandler import GetDataloaders\n",
    "\n",
    "from plotting import testAndMakeCombinedPlots\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Train function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "def train(dataloader, validloader, net, opt, nepoch=10):\n",
    "    \n",
    "    start_epoch = 0\n",
    "    loss_function = nn.CrossEntropyLoss()\n",
    "    optimizer = optim.Adam(net.parameters(), lr=opt.lr)\n",
    "\n",
    "    useGPU = torch.cuda.is_available() and not opt.cpu\n",
    "    \n",
    "    if useGPU:\n",
    "        loss_function.cuda()\n",
    "\n",
    "\n",
    "    if len(opt.weights) > 0: # load previous weights?\n",
    "        checkpoint = torch.load(opt.weights)\n",
    "        print('loading checkpoint',opt.weights)\n",
    "        if opt.undomulti:\n",
    "            checkpoint['state_dict'] = remove_dataparallel_wrapper(checkpoint['state_dict'])\n",
    "        else:\n",
    "            net.load_state_dict(checkpoint['state_dict'])\n",
    "            optimizer.load_state_dict(checkpoint['optimizer'])\n",
    "            start_epoch = checkpoint['epoch']\n",
    "\n",
    "\n",
    "    if len(opt.scheduler) > 0:\n",
    "        stepsize, gamma = int(opt.scheduler.split(',')[0]), float(opt.scheduler.split(',')[1])\n",
    "        scheduler = optim.lr_scheduler.StepLR(optimizer, stepsize, gamma=gamma, last_epoch=start_epoch-1)\n",
    "\n",
    "    count = 0\n",
    "    opt.t0 = time.perf_counter()\n",
    "\n",
    "    for epoch in range(start_epoch, nepoch):\n",
    "        mean_loss = 0\n",
    "\n",
    "        for i, bat in enumerate(dataloader):\n",
    "            lr, hr = bat[0], bat[1]\n",
    "            hr = hr[:,0] # no need for colour channel, just holds holds integers for classes\n",
    "            optimizer.zero_grad()\n",
    "\n",
    "            if useGPU:\n",
    "                sr = net(lr.cuda())\n",
    "                hr_classes = torch.round((opt.nch_out-1)*hr).long().cuda()\n",
    "            else:\n",
    "                sr = net(lr)\n",
    "                hr_classes = torch.round((opt.nch_out-1)*hr).long()\n",
    "\n",
    "            loss = loss_function(sr, hr_classes)\n",
    "\n",
    "            loss.backward()\n",
    "            optimizer.step()\n",
    "            \n",
    "            \n",
    "            ######### Status and display #########\n",
    "            mean_loss += loss.data.item()\n",
    "            print('\\r[%d/%d][%d/%d] Loss: %0.6f' % (epoch+1,nepoch,i+1,len(dataloader),loss.data.item()),end='')\n",
    "            \n",
    "            count += 1\n",
    "            if opt.log and count*opt.batchSize // 1000 > 0:\n",
    "                t1 = time.perf_counter() - opt.t0\n",
    "                mem = torch.cuda.memory_allocated()\n",
    "                print(epoch, count*opt.batchSize, t1, mem, mean_loss / count, file=opt.train_stats)\n",
    "                opt.train_stats.flush()\n",
    "                count = 0\n",
    "\n",
    "\n",
    "\n",
    "        # ---------------- Scheduler -----------------\n",
    "        if len(opt.scheduler) > 0:\n",
    "            scheduler.step()\n",
    "            for param_group in optimizer.param_groups:\n",
    "                print('\\nLearning rate',param_group['lr'])\n",
    "                break        \n",
    "\n",
    "\n",
    "        # ---------------- Printing -----------------\n",
    "        print('\\nEpoch %d done, %0.6f' % (epoch,(mean_loss / len(dataloader))))\n",
    "        print('\\nEpoch %d done, %0.6f' % (epoch,(mean_loss / len(dataloader))),file=opt.fid)\n",
    "        opt.fid.flush()\n",
    "        if opt.log:\n",
    "            opt.writer.add_scalar('data/mean_loss', mean_loss / len(dataloader), epoch)\n",
    "\n",
    "\n",
    "        # ---------------- TEST -----------------\n",
    "        if (epoch + 1) % opt.testinterval == 0:\n",
    "            testAndMakeCombinedPlots(net,validloader,opt,epoch)\n",
    "            # if opt.scheduler:\n",
    "                # scheduler.step(mean_loss / len(dataloader))\n",
    "\n",
    "        if (epoch + 1) % opt.saveinterval == 0:\n",
    "            # torch.save(net.state_dict(), opt.out + '/prelim.pth')\n",
    "            checkpoint = {'epoch': epoch + 1,\n",
    "            'state_dict': net.state_dict(),\n",
    "            'optimizer' : optimizer.state_dict() }\n",
    "            torch.save(checkpoint, opt.out + '/prelim.pth')\n",
    "    \n",
    "    checkpoint = {'epoch': nepoch,\n",
    "    'state_dict': net.state_dict(),\n",
    "    'optimizer' : optimizer.state_dict() }\n",
    "    torch.save(checkpoint, opt.out + '/final.pth')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Options"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import argparse\n",
    "opt = argparse.Namespace()\n",
    "\n",
    "opt.root = 'trainingdata/partitioned_256'\n",
    "opt.out = 'trained_models/ERNet_rcan-rg5-t'\n",
    "opt.imageSize = 256 \n",
    "opt.model = 'rcan'\n",
    "opt.nch_in = 1 \n",
    "opt.nch_out = 2 \n",
    "opt.ntrain = 480 \n",
    "opt.ntest = 20 \n",
    "opt.batchSize = 10 # reduce if not enough VRAM \n",
    "opt.batchSize_test = 1\n",
    "opt.n_resgroups = 2\n",
    "opt.n_resblocks = 5\n",
    "opt.n_feats = 48\n",
    "opt.narch = 0\n",
    "opt.reduction = 16\n",
    "opt.lr = 0.0001 \n",
    "opt.workers = 4\n",
    "opt.scheduler = 20,0.5 \n",
    "opt.nepoch = 5 # this value is very low, just for demonstrative purposes\n",
    "opt.cpu = False\n",
    "opt.multigpu = False\n",
    "opt.log = False\n",
    "opt.test = False\n",
    "opt.saveinterval = 10\n",
    "opt.testinterval = 1\n",
    "opt.plotinterval = 1\n",
    "opt.weights = ''\n",
    "opt.dataset = 'pickledataset'\n",
    "opt.scheduler = ''\n",
    "opt.task = 'segment'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Start training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Namespace(batchSize=10, batchSize_test=1, cpu=False, dataset='pickledataset', fid=<_io.TextIOWrapper name='trained_models/ERNet_rcan-rg5-t/log.txt' mode='w' encoding='cp1252'>, imageSize=256, log=False, lr=0.0001, model='rcan', multigpu=False, n_feats=48, n_resblocks=5, n_resgroups=2, narch=0, nch_in=1, nch_out=2, nepoch=5, ntest=20, ntrain=480, out='trained_models/ERNet_rcan-rg5-t', plotinterval=1, reduction=16, root='trainingdata/partitioned_256', saveinterval=10, scheduler='', task='segment', test=False, testinterval=1, weights='', workers=4)\n",
      "[1/5][48/48] Loss: 0.452035\n",
      "Epoch 0 done, 0.471579\n",
      "Testing of 20 samples complete. bc: 6.93 dB / 0.0993, sr: 7.94 dB / 0.7188\n",
      "[2/5][48/48] Loss: 0.401375\n",
      "Epoch 1 done, 0.419491\n",
      "Testing of 20 samples complete. bc: 6.93 dB / 0.0993, sr: 7.94 dB / 0.7188\n",
      "[3/5][48/48] Loss: 0.358563\n",
      "Epoch 2 done, 0.399084\n",
      "Testing of 20 samples complete. bc: 6.93 dB / 0.0993, sr: 7.94 dB / 0.7188\n",
      "[4/5][48/48] Loss: 0.357655\n",
      "Epoch 3 done, 0.381678\n",
      "Testing of 20 samples complete. bc: 6.93 dB / 0.0993, sr: 8.32 dB / 0.7168\n",
      "[5/5][48/48] Loss: 0.328741\n",
      "Epoch 4 done, 0.343893\n",
      "Testing of 20 samples complete. bc: 6.93 dB / 0.0993, sr: 9.67 dB / 0.7585\n",
      "time:  275.45126339999933\n"
     ]
    }
   ],
   "source": [
    "try:\n",
    "    os.makedirs(opt.out)\n",
    "except IOError:\n",
    "    pass\n",
    "\n",
    "opt.fid = open(opt.out + '/log.txt','w')\n",
    "print(opt)\n",
    "print(opt,'\\n',file=opt.fid)\n",
    "\n",
    "dataloader, validloader = GetDataloaders(opt)        \n",
    "net = GetModel(opt)\n",
    "\n",
    "if opt.log:\n",
    "    opt.train_stats = open(opt.out.replace('\\\\','/') + '/train_stats.csv','w')\n",
    "    opt.test_stats = open(opt.out.replace('\\\\','/') + '/test_stats.csv','w')\n",
    "    print('iter,nsample,time,memory,meanloss',file=opt.train_stats)\n",
    "    print('iter,time,memory,psnr,ssim',file=opt.test_stats)\n",
    "\n",
    "import time\n",
    "t0 = time.perf_counter()\n",
    "if not opt.test:\n",
    "    train(dataloader, validloader, net, opt, nepoch=opt.nepoch)\n",
    "else:\n",
    "    if len(opt.weights) > 0: # load previous weights?\n",
    "        checkpoint = torch.load(opt.weights)\n",
    "        print('loading checkpoint',opt.weights)\n",
    "        if opt.undomulti:\n",
    "            checkpoint['state_dict'] = remove_dataparallel_wrapper(checkpoint['state_dict'])\n",
    "        net.load_state_dict(checkpoint['state_dict'])\n",
    "        print('time: ',time.perf_counter()-t0)\n",
    "    testAndMakeCombinedPlots(net,validloader,opt)\n",
    "print('time: ',time.perf_counter()-t0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Plot a validation result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=2910x1026 at 0x1D70054D088>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "\n",
    "Image.open('trained_models/ERNet_rcan-rg5-t/combined_epoch4_17.png')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Model has only trained for 5 epochs, so it is far from having converged fully. The model could also be made deeper - the example given here has relatively few layers. "
   ]
  }
 ],
 "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": "3.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}