DKcup_q4.ipynb

{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"name":"DKcup_q4.ipynb","provenance":[],"collapsed_sections":[],"authorship_tag":"ABX9TyPMMkKFzY6qgH9JT7YLgMwY"},"kernelspec":{"name":"python3","display_name":"Python 3"},"accelerator":"GPU"},"cells":[{"cell_type":"code","metadata":{"id":"bptvGPWBDQ5F","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1600101004945,"user_tz":-270,"elapsed":5372,"user":{"displayName":"sadra barikbin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64","userId":"07513140462530453530"}}},"source":["import os\n","import copy\n","import torch \n","import numpy as np\n","import pandas as pd\n","from PIL import Image\n","import matplotlib.pyplot as plt\n","from torchvision.datasets import ImageFolder\n","from torchvision.models import vgg19\n","from torch import nn,optim\n","from torch.nn import functional as F\n","from torchvision import transforms\n","from torch.utils.data import DataLoader,Dataset,SubsetRandomSampler\n","DEVICE=torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")"],"execution_count":1,"outputs":[]},{"cell_type":"code","metadata":{"id":"fYKmzUgMD5Ki","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1600101738223,"user_tz":-270,"elapsed":3017,"user":{"displayName":"sadra barikbin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64","userId":"07513140462530453530"}},"outputId":"d2af0661-40c0-4eda-ca23-15fda0d5c952"},"source":["!unzip Computer_Vision_Users.zip -d ."],"execution_count":3,"outputs":[{"output_type":"stream","text":["\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n","  inflating: ./train/white/117041094.jpg  \n","  inflating: ./train/white/116998153.jpg  \n","  inflating: ./train/white/117023613.jpg  \n","  inflating: ./train/white/117109595.jpg  \n","  inflating: 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vggClassifier=copy.deepcopy(vgg19_model.classifier)\n","# vggClassifier=nn.Sequential(nn.Flatten(1),vggClassifier).to(DEVICE)\n","# del vgg19_model.classifier\n","# vggFeatures=nn.Sequential(vgg19_model.features,vgg19_model.avgpool).to(DEVICE)\n","# # for param in vggClassifier.parameters():\n","# #   param.requires_grad = False\n","# for param in vggFeatures.parameters():\n","#   param.requires_grad = False\n","# # vggClassifier.eval()\n","# vgg={'feat':vggFeatures,'cls':vggClassifier}\n","lastPart=nn.Sequential(nn.Dropout(),nn.Linear(1000,256),nn.ReLU(),\n","                       nn.Linear(256,64),nn.ReLU(),\n","                       nn.Dropout(),nn.Linear(64,12),nn.ReLU()).to(DEVICE)\n","vgg19_model.eval()\n","# vggFeatures.eval()\n","print('-')"],"execution_count":2,"outputs":[{"output_type":"stream","text":["-\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"wqFGydIRZzEr","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1600101745302,"user_tz":-270,"elapsed":1009,"user":{"displayName":"sadra barikbin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64","userId":"07513140462530453530"}}},"source":["BATCH_SIZE=32\n","EPOCHS=15"],"execution_count":4,"outputs":[]},{"cell_type":"code","metadata":{"id":"lb6XlBfXEGkX","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1600101748868,"user_tz":-270,"elapsed":1219,"user":{"displayName":"sadra barikbin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64","userId":"07513140462530453530"}}},"source":["trainDS=ImageFolder('train',transform=transforms.Compose([\n","                      transforms.ToTensor(),\n","                      transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])]))\n","indices = list(range(len(trainDS)))\n","split = int(np.floor(0.1 * len(trainDS)))\n","np.random.shuffle(indices)\n","train_indices, val_indices = indices[split:], indices[:split]\n","train_sampler = SubsetRandomSampler(train_indices)\n","valid_sampler = SubsetRandomSampler(val_indices)\n","trainDL=DataLoader(trainDS,batch_size=BATCH_SIZE,sampler=train_sampler)\n","validDL=DataLoader(trainDS,batch_size=BATCH_SIZE,sampler=valid_sampler)"],"execution_count":5,"outputs":[]},{"cell_type":"code","metadata":{"id":"8ncr-hEkE0my","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1600101753677,"user_tz":-270,"elapsed":1190,"user":{"displayName":"sadra barikbin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64","userId":"07513140462530453530"}}},"source":["optimizer=optim.Adam(list(vgg19_model.parameters())+list(lastPart.parameters()),lr=0.001)"],"execution_count":6,"outputs":[]},{"cell_type":"code","metadata":{"id":"uaideEa2ZI_a","colab_type":"code","colab":{},"executionInfo":{"status":"ok","timestamp":1600101755417,"user_tz":-270,"elapsed":654,"user":{"displayName":"sadra barikbin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64","userId":"07513140462530453530"}}},"source":["epochs_train_losses=[]\n","epochs_valid_losses=[]"],"execution_count":7,"outputs":[]},{"cell_type":"code","metadata":{"id":"-2ye5zrNGc4S","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":1000},"executionInfo":{"status":"ok","timestamp":1600103351991,"user_tz":-270,"elapsed":1595262,"user":{"displayName":"sadra barikbin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64","userId":"07513140462530453530"}},"outputId":"db71cc7f-c87d-414a-cc44-28f22d9f0b41"},"source":["vgg19_model.train()\n","lastPart.train()\n","train_batch_cnt=len(trainDS)*.9//BATCH_SIZE\n","valid_batch_cnt=len(trainDS)*.1//BATCH_SIZE\n","for epoch in range(EPOCHS):\n","  batches_train_losses=[]\n","  for num,batch in enumerate(trainDL):\n","    vgg19_model.zero_grad()\n","    lastPart.zero_grad()\n","    x=vgg19_model(batch[0].to(DEVICE))\n","    x=lastPart(x)\n","    loss=F.cross_entropy(x,batch[1].to(DEVICE))\n","    loss.backward()\n","    optimizer.step()\n","    batches_train_losses+=[loss.item()]\n","    if num%10==0:\n","      avg_loss=np.mean(batches_train_losses)\n","      print('Train ,Epoch#{} ,batch {}/{} ,avg-loss: {}'.format(epoch+1,num+1,train_batch_cnt,avg_loss))\n","  epoch_loss=np.mean(batches_train_losses)\n","  print('Train ,Epoch#{} ,loss:{}'.format(epoch+1,epoch_loss))\n","  epochs_train_losses+=[epoch_loss]\n","  vgg19_model.eval()\n","  lastPart.eval()\n","  batches_test_losses=[]\n","  for num,batch in enumerate(validDL):\n","    with torch.no_grad():\n","      x=vgg19_model(batch[0].to(DEVICE))\n","      x=lastPart(x)\n","      loss=F.cross_entropy(x,batch[1].to(DEVICE))\n","    batches_test_losses+=[loss.item()]\n","    if num%10==0:\n","      avg_loss=np.mean(batches_test_losses)\n","      print('Test ,batch {}/{} ,avg-loss: {}'.format(num+1,valid_batch_cnt,avg_loss))\n","  vgg19_model.train()\n","  lastPart.train()\n","  epoch_loss=np.mean(batches_test_losses)\n","  epochs_valid_losses+=[epoch_loss]\n","  print('Test ,Epoch#{} ,loss:{}'.format(epoch+1,epoch_loss))\n","plt.plot(epochs_train_losses)\n","plt.plot(epochs_valid_losses)\n","plt.legend(['train','valid'],loc='upper right')\n","plt.show()"],"execution_count":8,"outputs":[{"output_type":"stream","text":["Train ,Epoch#1 ,batch 1/175.0 ,avg-loss: 2.4835033416748047\n","Train ,Epoch#1 ,batch 11/175.0 ,avg-loss: 93.540710514242\n","Train ,Epoch#1 ,batch 21/175.0 ,avg-loss: 50.1775747026716\n","Train ,Epoch#1 ,batch 31/175.0 ,avg-loss: 34.79175485334089\n","Train ,Epoch#1 ,batch 41/175.0 ,avg-loss: 26.909919448015167\n","Train ,Epoch#1 ,batch 51/175.0 ,avg-loss: 22.119512819776347\n","Train ,Epoch#1 ,batch 61/175.0 ,avg-loss: 18.89993351795634\n","Train ,Epoch#1 ,batch 71/175.0 ,avg-loss: 16.58670217890135\n","Train ,Epoch#1 ,batch 81/175.0 ,avg-loss: 14.843744669431521\n","Train ,Epoch#1 ,batch 91/175.0 ,avg-loss: 13.483623601578094\n","Train ,Epoch#1 ,batch 101/175.0 ,avg-loss: 12.391426865417179\n","Train ,Epoch#1 ,batch 111/175.0 ,avg-loss: 11.494891411549336\n","Train ,Epoch#1 ,batch 121/175.0 ,avg-loss: 10.748227872139166\n","Train ,Epoch#1 ,batch 131/175.0 ,avg-loss: 10.115049394942423\n","Train ,Epoch#1 ,batch 141/175.0 ,avg-loss: 9.5704959250511\n","Train ,Epoch#1 ,batch 151/175.0 ,avg-loss: 9.100549593666532\n","Train ,Epoch#1 ,batch 161/175.0 ,avg-loss: 8.687413563639481\n","Train ,Epoch#1 ,batch 171/175.0 ,avg-loss: 8.322710518251386\n","Train ,Epoch#1 ,loss:8.155884989283301\n","Test ,batch 1/19.0 ,avg-loss: 2.4710440635681152\n","Test ,batch 11/19.0 ,avg-loss: 2.4547969644719903\n","Test ,Epoch#1 ,loss:2.4427918672561644\n","Train ,Epoch#2 ,batch 1/175.0 ,avg-loss: 2.4852378368377686\n","Train ,Epoch#2 ,batch 11/175.0 ,avg-loss: 2.4560689492659136\n","Train ,Epoch#2 ,batch 21/175.0 ,avg-loss: 2.4538868154798235\n","Train ,Epoch#2 ,batch 31/175.0 ,avg-loss: 2.4526629217209353\n","Train ,Epoch#2 ,batch 41/175.0 ,avg-loss: 2.454983641461628\n","Train ,Epoch#2 ,batch 51/175.0 ,avg-loss: 2.4530518896439495\n","Train ,Epoch#2 ,batch 61/175.0 ,avg-loss: 2.452486991882324\n","Train ,Epoch#2 ,batch 71/175.0 ,avg-loss: 2.4506750308292014\n","Train ,Epoch#2 ,batch 81/175.0 ,avg-loss: 2.451308465298311\n","Train ,Epoch#2 ,batch 91/175.0 ,avg-loss: 2.4530191657307383\n","Train ,Epoch#2 ,batch 101/175.0 ,avg-loss: 2.4521108499848014\n","Train ,Epoch#2 ,batch 111/175.0 ,avg-loss: 2.449166864962191\n","Train ,Epoch#2 ,batch 121/175.0 ,avg-loss: 2.451375971155718\n","Train ,Epoch#2 ,batch 131/175.0 ,avg-loss: 2.451976708783448\n","Train ,Epoch#2 ,batch 141/175.0 ,avg-loss: 2.449890383591889\n","Train ,Epoch#2 ,batch 151/175.0 ,avg-loss: 2.44999864717193\n","Train ,Epoch#2 ,batch 161/175.0 ,avg-loss: 2.4503914347346525\n","Train ,Epoch#2 ,batch 171/175.0 ,avg-loss: 2.449828174379137\n","Train ,Epoch#2 ,loss:2.449043693867597\n","Test ,batch 1/19.0 ,avg-loss: 2.4180750846862793\n","Test ,batch 11/19.0 ,avg-loss: 2.4623169898986816\n","Test ,Epoch#2 ,loss:2.444130516052246\n","Train ,Epoch#3 ,batch 1/175.0 ,avg-loss: 2.4883055686950684\n","Train ,Epoch#3 ,batch 11/175.0 ,avg-loss: 2.457407842982899\n","Train ,Epoch#3 ,batch 21/175.0 ,avg-loss: 2.450088966460455\n","Train ,Epoch#3 ,batch 31/175.0 ,avg-loss: 2.4557093497245543\n","Train ,Epoch#3 ,batch 41/175.0 ,avg-loss: 2.4512061084189067\n","Train ,Epoch#3 ,batch 51/175.0 ,avg-loss: 2.450537363688151\n","Train ,Epoch#3 ,batch 61/175.0 ,avg-loss: 2.4508734257494815\n","Train ,Epoch#3 ,batch 71/175.0 ,avg-loss: 2.4482715297752704\n","Train ,Epoch#3 ,batch 81/175.0 ,avg-loss: 2.4453961231090404\n","Train ,Epoch#3 ,batch 91/175.0 ,avg-loss: 2.4446704178066043\n","Train ,Epoch#3 ,batch 101/175.0 ,avg-loss: 2.444003711832632\n","Train ,Epoch#3 ,batch 111/175.0 ,avg-loss: 2.4397782935752526\n","Train ,Epoch#3 ,batch 121/175.0 ,avg-loss: 2.4419052265892343\n","Train ,Epoch#3 ,batch 131/175.0 ,avg-loss: 2.44241263120229\n","Train ,Epoch#3 ,batch 141/175.0 ,avg-loss: 2.4435800440767976\n","Train ,Epoch#3 ,batch 151/175.0 ,avg-loss: 2.4436119881686786\n","Train ,Epoch#3 ,batch 161/175.0 ,avg-loss: 2.443421112084241\n","Train ,Epoch#3 ,batch 171/175.0 ,avg-loss: 2.443194332178573\n","Train ,Epoch#3 ,loss:2.4436233043670654\n","Test ,batch 1/19.0 ,avg-loss: 2.490424633026123\n","Test ,batch 11/19.0 ,avg-loss: 2.462304028597745\n","Test ,Epoch#3 ,loss:2.440893626213074\n","Train ,Epoch#4 ,batch 1/175.0 ,avg-loss: 2.4204623699188232\n","Train ,Epoch#4 ,batch 11/175.0 ,avg-loss: 2.4657436934384434\n","Train ,Epoch#4 ,batch 21/175.0 ,avg-loss: 2.4508350576673235\n","Train ,Epoch#4 ,batch 31/175.0 ,avg-loss: 2.4379937494954755\n","Train ,Epoch#4 ,batch 41/175.0 ,avg-loss: 2.4406537602587446\n","Train ,Epoch#4 ,batch 51/175.0 ,avg-loss: 2.4418514663097906\n","Train ,Epoch#4 ,batch 61/175.0 ,avg-loss: 2.441904150071691\n","Train ,Epoch#4 ,batch 71/175.0 ,avg-loss: 2.443658046319451\n","Train ,Epoch#4 ,batch 81/175.0 ,avg-loss: 2.4424072018376104\n","Train ,Epoch#4 ,batch 91/175.0 ,avg-loss: 2.441257505626469\n","Train ,Epoch#4 ,batch 101/175.0 ,avg-loss: 2.4412347066520463\n","Train ,Epoch#4 ,batch 111/175.0 ,avg-loss: 2.4424326312434568\n","Train ,Epoch#4 ,batch 121/175.0 ,avg-loss: 2.4402155698823536\n","Train ,Epoch#4 ,batch 131/175.0 ,avg-loss: 2.442136000130923\n","Train ,Epoch#4 ,batch 141/175.0 ,avg-loss: 2.4409210969370307\n","Train ,Epoch#4 ,batch 151/175.0 ,avg-loss: 2.4419341008394757\n","Train ,Epoch#4 ,batch 161/175.0 ,avg-loss: 2.440087707886785\n","Train ,Epoch#4 ,batch 171/175.0 ,avg-loss: 2.4417378205304954\n","Train ,Epoch#4 ,loss:2.4417424527081577\n","Test ,batch 1/19.0 ,avg-loss: 2.4225990772247314\n","Test ,batch 11/19.0 ,avg-loss: 2.4534590894525703\n","Test ,Epoch#4 ,loss:2.4430960059165954\n","Train ,Epoch#5 ,batch 1/175.0 ,avg-loss: 2.4667558670043945\n","Train ,Epoch#5 ,batch 11/175.0 ,avg-loss: 2.4532305110584605\n","Train ,Epoch#5 ,batch 21/175.0 ,avg-loss: 2.4438254038492837\n","Train ,Epoch#5 ,batch 31/175.0 ,avg-loss: 2.436525267939414\n","Train ,Epoch#5 ,batch 41/175.0 ,avg-loss: 2.432858333355043\n","Train ,Epoch#5 ,batch 51/175.0 ,avg-loss: 2.4347132981992234\n","Train ,Epoch#5 ,batch 61/175.0 ,avg-loss: 2.437553421395724\n","Train ,Epoch#5 ,batch 71/175.0 ,avg-loss: 2.4366266022265797\n","Train ,Epoch#5 ,batch 81/175.0 ,avg-loss: 2.4360534055733387\n","Train ,Epoch#5 ,batch 91/175.0 ,avg-loss: 2.4352524228148407\n","Train ,Epoch#5 ,batch 101/175.0 ,avg-loss: 2.4370784334617084\n","Train ,Epoch#5 ,batch 111/175.0 ,avg-loss: 2.4377502664789423\n","Train ,Epoch#5 ,batch 121/175.0 ,avg-loss: 2.43991796438359\n","Train ,Epoch#5 ,batch 131/175.0 ,avg-loss: 2.440824623326309\n","Train ,Epoch#5 ,batch 141/175.0 ,avg-loss: 2.4408189388031656\n","Train ,Epoch#5 ,batch 151/175.0 ,avg-loss: 2.4411103188596814\n","Train ,Epoch#5 ,batch 161/175.0 ,avg-loss: 2.439929161012543\n","Train ,Epoch#5 ,batch 171/175.0 ,avg-loss: 2.4398988562020643\n","Train ,Epoch#5 ,loss:2.4386568909341637\n","Test ,batch 1/19.0 ,avg-loss: 2.3891539573669434\n","Test ,batch 11/19.0 ,avg-loss: 2.4405283494429155\n","Test ,Epoch#5 ,loss:2.4419491410255434\n","Train ,Epoch#6 ,batch 1/175.0 ,avg-loss: 2.403634786605835\n","Train ,Epoch#6 ,batch 11/175.0 ,avg-loss: 2.451536026867953\n","Train ,Epoch#6 ,batch 21/175.0 ,avg-loss: 2.445884046100435\n","Train ,Epoch#6 ,batch 31/175.0 ,avg-loss: 2.4422878373053765\n","Train ,Epoch#6 ,batch 41/175.0 ,avg-loss: 2.439505356114085\n","Train ,Epoch#6 ,batch 51/175.0 ,avg-loss: 2.435930813060087\n","Train ,Epoch#6 ,batch 61/175.0 ,avg-loss: 2.4313641024417563\n","Train ,Epoch#6 ,batch 71/175.0 ,avg-loss: 2.4298739298968246\n","Train ,Epoch#6 ,batch 81/175.0 ,avg-loss: 2.4324952437553877\n","Train ,Epoch#6 ,batch 91/175.0 ,avg-loss: 2.436946166740669\n","Train ,Epoch#6 ,batch 101/175.0 ,avg-loss: 2.437894101190095\n","Train ,Epoch#6 ,batch 111/175.0 ,avg-loss: 2.4378442764282227\n","Train ,Epoch#6 ,batch 121/175.0 ,avg-loss: 2.4375366691715463\n","Train ,Epoch#6 ,batch 131/175.0 ,avg-loss: 2.439911398268838\n","Train ,Epoch#6 ,batch 141/175.0 ,avg-loss: 2.4402540102072643\n","Train ,Epoch#6 ,batch 151/175.0 ,avg-loss: 2.4404526167357994\n","Train ,Epoch#6 ,batch 161/175.0 ,avg-loss: 2.43921567046124\n","Train ,Epoch#6 ,batch 171/175.0 ,avg-loss: 2.44006045380531\n","Train ,Epoch#6 ,loss:2.439176444302906\n","Test ,batch 1/19.0 ,avg-loss: 2.3784689903259277\n","Test ,batch 11/19.0 ,avg-loss: 2.446926377036355\n","Test ,Epoch#6 ,loss:2.4395166635513306\n","Train ,Epoch#7 ,batch 1/175.0 ,avg-loss: 2.407116174697876\n","Train ,Epoch#7 ,batch 11/175.0 ,avg-loss: 2.4354449185458096\n","Train ,Epoch#7 ,batch 21/175.0 ,avg-loss: 2.4373325393313454\n","Train ,Epoch#7 ,batch 31/175.0 ,avg-loss: 2.4348410714057183\n","Train ,Epoch#7 ,batch 41/175.0 ,avg-loss: 2.4395313321090324\n","Train ,Epoch#7 ,batch 51/175.0 ,avg-loss: 2.4375414427588966\n","Train ,Epoch#7 ,batch 61/175.0 ,avg-loss: 2.4320782403476904\n","Train ,Epoch#7 ,batch 71/175.0 ,avg-loss: 2.4339267670268745\n","Train ,Epoch#7 ,batch 81/175.0 ,avg-loss: 2.434522169607657\n","Train ,Epoch#7 ,batch 91/175.0 ,avg-loss: 2.433971425989172\n","Train ,Epoch#7 ,batch 101/175.0 ,avg-loss: 2.4369864534623553\n","Train ,Epoch#7 ,batch 111/175.0 ,avg-loss: 2.437888613692275\n","Train ,Epoch#7 ,batch 121/175.0 ,avg-loss: 2.437731116271216\n","Train ,Epoch#7 ,batch 131/175.0 ,avg-loss: 2.438896113679609\n","Train ,Epoch#7 ,batch 141/175.0 ,avg-loss: 2.43894129441985\n","Train ,Epoch#7 ,batch 151/175.0 ,avg-loss: 2.439692037784501\n","Train ,Epoch#7 ,batch 161/175.0 ,avg-loss: 2.438171737682745\n","Train ,Epoch#7 ,batch 171/175.0 ,avg-loss: 2.437176191318802\n","Train ,Epoch#7 ,loss:2.437850368293849\n","Test ,batch 1/19.0 ,avg-loss: 2.4532384872436523\n","Test ,batch 11/19.0 ,avg-loss: 2.4418077035383745\n","Test ,Epoch#7 ,loss:2.440830338001251\n","Train ,Epoch#8 ,batch 1/175.0 ,avg-loss: 2.3480257987976074\n","Train ,Epoch#8 ,batch 11/175.0 ,avg-loss: 2.41303504597057\n","Train ,Epoch#8 ,batch 21/175.0 ,avg-loss: 2.411078793661935\n","Train ,Epoch#8 ,batch 31/175.0 ,avg-loss: 2.4283100635774675\n","Train ,Epoch#8 ,batch 41/175.0 ,avg-loss: 2.429307908546634\n","Train ,Epoch#8 ,batch 51/175.0 ,avg-loss: 2.4376973825342514\n","Train ,Epoch#8 ,batch 61/175.0 ,avg-loss: 2.4376529005707286\n","Train ,Epoch#8 ,batch 71/175.0 ,avg-loss: 2.438727409067288\n","Train ,Epoch#8 ,batch 81/175.0 ,avg-loss: 2.4381840022993675\n","Train ,Epoch#8 ,batch 91/175.0 ,avg-loss: 2.434480897672884\n","Train ,Epoch#8 ,batch 101/175.0 ,avg-loss: 2.432837169949371\n","Train ,Epoch#8 ,batch 111/175.0 ,avg-loss: 2.4311770232948096\n","Train ,Epoch#8 ,batch 121/175.0 ,avg-loss: 2.43462992305598\n","Train ,Epoch#8 ,batch 131/175.0 ,avg-loss: 2.434555594247716\n","Train ,Epoch#8 ,batch 141/175.0 ,avg-loss: 2.435992501306196\n","Train ,Epoch#8 ,batch 151/175.0 ,avg-loss: 2.436711053974581\n","Train ,Epoch#8 ,batch 161/175.0 ,avg-loss: 2.4384362371811954\n","Train ,Epoch#8 ,batch 171/175.0 ,avg-loss: 2.438281311626323\n","Train ,Epoch#8 ,loss:2.438655189492486\n","Test ,batch 1/19.0 ,avg-loss: 2.4389426708221436\n","Test ,batch 11/19.0 ,avg-loss: 2.4375491359017114\n","Test ,Epoch#8 ,loss:2.443391001224518\n","Train ,Epoch#9 ,batch 1/175.0 ,avg-loss: 2.4607043266296387\n","Train ,Epoch#9 ,batch 11/175.0 ,avg-loss: 2.42816331169822\n","Train ,Epoch#9 ,batch 21/175.0 ,avg-loss: 2.424653200876145\n","Train ,Epoch#9 ,batch 31/175.0 ,avg-loss: 2.432610211833831\n","Train ,Epoch#9 ,batch 41/175.0 ,avg-loss: 2.4388186350101377\n","Train ,Epoch#9 ,batch 51/175.0 ,avg-loss: 2.4360240721235087\n","Train ,Epoch#9 ,batch 61/175.0 ,avg-loss: 2.434719988557159\n","Train ,Epoch#9 ,batch 71/175.0 ,avg-loss: 2.4339665896456006\n","Train ,Epoch#9 ,batch 81/175.0 ,avg-loss: 2.4352110315252236\n","Train ,Epoch#9 ,batch 91/175.0 ,avg-loss: 2.434773494909098\n","Train ,Epoch#9 ,batch 101/175.0 ,avg-loss: 2.4373655602483466\n","Train ,Epoch#9 ,batch 111/175.0 ,avg-loss: 2.4374067611522503\n","Train ,Epoch#9 ,batch 121/175.0 ,avg-loss: 2.4383517789446616\n","Train ,Epoch#9 ,batch 131/175.0 ,avg-loss: 2.4362613008222507\n","Train ,Epoch#9 ,batch 141/175.0 ,avg-loss: 2.437040148051918\n","Train ,Epoch#9 ,batch 151/175.0 ,avg-loss: 2.435180645115328\n","Train ,Epoch#9 ,batch 161/175.0 ,avg-loss: 2.4363693346888384\n","Train ,Epoch#9 ,batch 171/175.0 ,avg-loss: 2.438670289446736\n","Train ,Epoch#9 ,loss:2.4384680634195153\n","Test ,batch 1/19.0 ,avg-loss: 2.491210460662842\n","Test ,batch 11/19.0 ,avg-loss: 2.438881267200817\n","Test ,Epoch#9 ,loss:2.445486605167389\n","Train ,Epoch#10 ,batch 1/175.0 ,avg-loss: 2.39961838722229\n","Train ,Epoch#10 ,batch 11/175.0 ,avg-loss: 2.4325658841566606\n","Train ,Epoch#10 ,batch 21/175.0 ,avg-loss: 2.4446396941230413\n","Train ,Epoch#10 ,batch 31/175.0 ,avg-loss: 2.4410690415290093\n","Train ,Epoch#10 ,batch 41/175.0 ,avg-loss: 2.438065906850303\n","Train ,Epoch#10 ,batch 51/175.0 ,avg-loss: 2.43542228493036\n","Train ,Epoch#10 ,batch 61/175.0 ,avg-loss: 2.435653956210027\n","Train ,Epoch#10 ,batch 71/175.0 ,avg-loss: 2.4362450082537155\n","Train ,Epoch#10 ,batch 81/175.0 ,avg-loss: 2.4396971066792807\n","Train ,Epoch#10 ,batch 91/175.0 ,avg-loss: 2.4402435978690344\n","Train ,Epoch#10 ,batch 101/175.0 ,avg-loss: 2.4378404995002367\n","Train ,Epoch#10 ,batch 111/175.0 ,avg-loss: 2.4391693274180093\n","Train ,Epoch#10 ,batch 121/175.0 ,avg-loss: 2.4415848511309663\n","Train ,Epoch#10 ,batch 131/175.0 ,avg-loss: 2.438717645543222\n","Train ,Epoch#10 ,batch 141/175.0 ,avg-loss: 2.4390575547590325\n","Train ,Epoch#10 ,batch 151/175.0 ,avg-loss: 2.4392643859054868\n","Train ,Epoch#10 ,batch 161/175.0 ,avg-loss: 2.4397610566630865\n","Train ,Epoch#10 ,batch 171/175.0 ,avg-loss: 2.4388474748845685\n","Train ,Epoch#10 ,loss:2.4379705651239916\n","Test ,batch 1/19.0 ,avg-loss: 2.470679759979248\n","Test ,batch 11/19.0 ,avg-loss: 2.4425029971382837\n","Test ,Epoch#10 ,loss:2.4448322296142577\n","Train ,Epoch#11 ,batch 1/175.0 ,avg-loss: 2.412588596343994\n","Train ,Epoch#11 ,batch 11/175.0 ,avg-loss: 2.429257783022794\n","Train ,Epoch#11 ,batch 21/175.0 ,avg-loss: 2.423826660428728\n","Train ,Epoch#11 ,batch 31/175.0 ,avg-loss: 2.4303217395659416\n","Train ,Epoch#11 ,batch 41/175.0 ,avg-loss: 2.4367575819899394\n","Train ,Epoch#11 ,batch 51/175.0 ,avg-loss: 2.437254484962015\n","Train ,Epoch#11 ,batch 61/175.0 ,avg-loss: 2.4318071271552415\n","Train ,Epoch#11 ,batch 71/175.0 ,avg-loss: 2.4332305444798\n","Train ,Epoch#11 ,batch 81/175.0 ,avg-loss: 2.4325741279272384\n","Train ,Epoch#11 ,batch 91/175.0 ,avg-loss: 2.4331515464153917\n","Train ,Epoch#11 ,batch 101/175.0 ,avg-loss: 2.431853964777276\n","Train ,Epoch#11 ,batch 111/175.0 ,avg-loss: 2.433537889171291\n","Train ,Epoch#11 ,batch 121/175.0 ,avg-loss: 2.4339263517994527\n","Train ,Epoch#11 ,batch 131/175.0 ,avg-loss: 2.4346337846217265\n","Train ,Epoch#11 ,batch 141/175.0 ,avg-loss: 2.4351996073486113\n","Train ,Epoch#11 ,batch 151/175.0 ,avg-loss: 2.435699991832506\n","Train ,Epoch#11 ,batch 161/175.0 ,avg-loss: 2.43629441053971\n","Train ,Epoch#11 ,batch 171/175.0 ,avg-loss: 2.437183624122575\n","Train ,Epoch#11 ,loss:2.43706198443066\n","Test ,batch 1/19.0 ,avg-loss: 2.4381892681121826\n","Test ,batch 11/19.0 ,avg-loss: 2.454974738034335\n","Test ,Epoch#11 ,loss:2.440990078449249\n","Train ,Epoch#12 ,batch 1/175.0 ,avg-loss: 2.3813178539276123\n","Train ,Epoch#12 ,batch 11/175.0 ,avg-loss: 2.433501460335471\n","Train ,Epoch#12 ,batch 21/175.0 ,avg-loss: 2.434450592313494\n","Train ,Epoch#12 ,batch 31/175.0 ,avg-loss: 2.438978810464182\n","Train ,Epoch#12 ,batch 41/175.0 ,avg-loss: 2.434577645325079\n","Train ,Epoch#12 ,batch 51/175.0 ,avg-loss: 2.430424218084298\n","Train ,Epoch#12 ,batch 61/175.0 ,avg-loss: 2.4331206884540495\n","Train ,Epoch#12 ,batch 71/175.0 ,avg-loss: 2.435597990600156\n","Train ,Epoch#12 ,batch 81/175.0 ,avg-loss: 2.4348522674890214\n","Train ,Epoch#12 ,batch 91/175.0 ,avg-loss: 2.4332246570796756\n","Train ,Epoch#12 ,batch 101/175.0 ,avg-loss: 2.4334705631331643\n","Train ,Epoch#12 ,batch 111/175.0 ,avg-loss: 2.434970664548444\n","Train ,Epoch#12 ,batch 121/175.0 ,avg-loss: 2.4358578851400328\n","Train ,Epoch#12 ,batch 131/175.0 ,avg-loss: 2.435995271187702\n","Train ,Epoch#12 ,batch 141/175.0 ,avg-loss: 2.4369076228310877\n","Train ,Epoch#12 ,batch 151/175.0 ,avg-loss: 2.4366163181153353\n","Train ,Epoch#12 ,batch 161/175.0 ,avg-loss: 2.4369164875575473\n","Train ,Epoch#12 ,batch 171/175.0 ,avg-loss: 2.4358827300936157\n","Train ,Epoch#12 ,loss:2.435621979561719\n","Test ,batch 1/19.0 ,avg-loss: 2.377594232559204\n","Test ,batch 11/19.0 ,avg-loss: 2.424430001865734\n","Test ,Epoch#12 ,loss:2.445562314987183\n","Train ,Epoch#13 ,batch 1/175.0 ,avg-loss: 2.37106990814209\n","Train ,Epoch#13 ,batch 11/175.0 ,avg-loss: 2.4470591111616655\n","Train ,Epoch#13 ,batch 21/175.0 ,avg-loss: 2.4349029177711126\n","Train ,Epoch#13 ,batch 31/175.0 ,avg-loss: 2.435838460922241\n","Train ,Epoch#13 ,batch 41/175.0 ,avg-loss: 2.4372829227912716\n","Train ,Epoch#13 ,batch 51/175.0 ,avg-loss: 2.4347027236340093\n","Train ,Epoch#13 ,batch 61/175.0 ,avg-loss: 2.4335113079821475\n","Train ,Epoch#13 ,batch 71/175.0 ,avg-loss: 2.434357952064192\n","Train ,Epoch#13 ,batch 81/175.0 ,avg-loss: 2.437307725717992\n","Train ,Epoch#13 ,batch 91/175.0 ,avg-loss: 2.434863362993513\n","Train ,Epoch#13 ,batch 101/175.0 ,avg-loss: 2.4373589411820515\n","Train ,Epoch#13 ,batch 111/175.0 ,avg-loss: 2.4360371387756623\n","Train ,Epoch#13 ,batch 121/175.0 ,avg-loss: 2.433841252129925\n","Train ,Epoch#13 ,batch 131/175.0 ,avg-loss: 2.4330092732232944\n","Train ,Epoch#13 ,batch 141/175.0 ,avg-loss: 2.431556121677372\n","Train ,Epoch#13 ,batch 151/175.0 ,avg-loss: 2.4311901749364586\n","Train ,Epoch#13 ,batch 161/175.0 ,avg-loss: 2.4341172757356064\n","Train ,Epoch#13 ,batch 171/175.0 ,avg-loss: 2.4349108495210348\n","Train ,Epoch#13 ,loss:2.434310111132535\n","Test ,batch 1/19.0 ,avg-loss: 2.4680094718933105\n","Test ,batch 11/19.0 ,avg-loss: 2.4497488845478403\n","Test ,Epoch#13 ,loss:2.4473261713981627\n","Train ,Epoch#14 ,batch 1/175.0 ,avg-loss: 2.473666191101074\n","Train ,Epoch#14 ,batch 11/175.0 ,avg-loss: 2.4411649920723657\n","Train ,Epoch#14 ,batch 21/175.0 ,avg-loss: 2.432605675288609\n","Train ,Epoch#14 ,batch 31/175.0 ,avg-loss: 2.4300215090474775\n","Train ,Epoch#14 ,batch 41/175.0 ,avg-loss: 2.4337031783127205\n","Train ,Epoch#14 ,batch 51/175.0 ,avg-loss: 2.4342791005676867\n","Train ,Epoch#14 ,batch 61/175.0 ,avg-loss: 2.4386288924295396\n","Train ,Epoch#14 ,batch 71/175.0 ,avg-loss: 2.439413248653143\n","Train ,Epoch#14 ,batch 81/175.0 ,avg-loss: 2.4385777049594455\n","Train ,Epoch#14 ,batch 91/175.0 ,avg-loss: 2.4354150478656473\n","Train ,Epoch#14 ,batch 101/175.0 ,avg-loss: 2.4356828963402473\n","Train ,Epoch#14 ,batch 111/175.0 ,avg-loss: 2.4347228531364924\n","Train ,Epoch#14 ,batch 121/175.0 ,avg-loss: 2.435371324050525\n","Train ,Epoch#14 ,batch 131/175.0 ,avg-loss: 2.4341624547507017\n","Train ,Epoch#14 ,batch 141/175.0 ,avg-loss: 2.4343808982389192\n","Train ,Epoch#14 ,batch 151/175.0 ,avg-loss: 2.434941659700002\n","Train ,Epoch#14 ,batch 161/175.0 ,avg-loss: 2.4349074541411784\n","Train ,Epoch#14 ,batch 171/175.0 ,avg-loss: 2.435540618952255\n","Train ,Epoch#14 ,loss:2.434885327111591\n","Test ,batch 1/19.0 ,avg-loss: 2.446329355239868\n","Test ,batch 11/19.0 ,avg-loss: 2.442464069886641\n","Test ,Epoch#14 ,loss:2.4477169513702393\n","Train ,Epoch#15 ,batch 1/175.0 ,avg-loss: 2.472562551498413\n","Train ,Epoch#15 ,batch 11/175.0 ,avg-loss: 2.4237700375643643\n","Train ,Epoch#15 ,batch 21/175.0 ,avg-loss: 2.4281016304379417\n","Train ,Epoch#15 ,batch 31/175.0 ,avg-loss: 2.426879567484702\n","Train ,Epoch#15 ,batch 41/175.0 ,avg-loss: 2.4332303651949254\n","Train ,Epoch#15 ,batch 51/175.0 ,avg-loss: 2.4349098065320183\n","Train ,Epoch#15 ,batch 61/175.0 ,avg-loss: 2.435243520580354\n","Train ,Epoch#15 ,batch 71/175.0 ,avg-loss: 2.437442447098208\n","Train ,Epoch#15 ,batch 81/175.0 ,avg-loss: 2.4352206065330977\n","Train ,Epoch#15 ,batch 91/175.0 ,avg-loss: 2.436317032510108\n","Train ,Epoch#15 ,batch 101/175.0 ,avg-loss: 2.4361800203228943\n","Train ,Epoch#15 ,batch 111/175.0 ,avg-loss: 2.4322646952964164\n","Train ,Epoch#15 ,batch 121/175.0 ,avg-loss: 2.4322380901368197\n","Train ,Epoch#15 ,batch 131/175.0 ,avg-loss: 2.43366076200063\n","Train ,Epoch#15 ,batch 141/175.0 ,avg-loss: 2.4325725778620293\n","Train ,Epoch#15 ,batch 151/175.0 ,avg-loss: 2.435369336841912\n","Train ,Epoch#15 ,batch 161/175.0 ,avg-loss: 2.4371766688660803\n","Train ,Epoch#15 ,batch 171/175.0 ,avg-loss: 2.435496056986134\n","Train ,Epoch#15 ,loss:2.434652798555114\n","Test ,batch 1/19.0 ,avg-loss: 2.529355049133301\n","Test ,batch 11/19.0 ,avg-loss: 2.453766844489358\n","Test ,Epoch#15 ,loss:2.4419434905052184\n"],"name":"stdout"},{"output_type":"display_data","data":{"image/png":"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\n","text/plain":["<Figure size 432x288 with 1 Axes>"]},"metadata":{"tags":[],"needs_background":"light"}}]},{"cell_type":"code","metadata":{"id":"fOGZk8ngOIh5","colab_type":"code","colab":{}},"source":["class TestDataset(Dataset):\n","  def __init__(self,path='.'):\n","    super(Dataset).__init__()\n","    self.sample_files=os.listdir(path)\n","    self.path=path\n","    self.tf=transforms.Compose([\n","                      transforms.ToTensor(),\n","                      transforms.Normalize(mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225])])\n","  def __len__(self):\n","    return len(self.sample_files)\n","  def __getitem__(self,i):\n","    image=Image.open(self.path+'/'+self.sample_files[i])\n","    return self.sample_files[i],self.tf(image)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"N0ninZPDNWIJ","colab_type":"code","colab":{}},"source":["vgg19_model.eval()\n","lastPart.eval()\n","testDS=TestDataset('test')\n","testDL=DataLoader(testDS,batch_size=BATCH_SIZE,shuffle=True)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"phk8vWjISQNv","colab_type":"code","colab":{"base_uri":"https://localhost:8080/","height":68},"executionInfo":{"status":"ok","timestamp":1599935880237,"user_tz":-270,"elapsed":13809,"user":{"displayName":"sadra barikbin","photoUrl":"https://lh3.googleusercontent.com/a-/AOh14GiCq0YqNHWfcZyly3I_AMTkvS8_tO8PZOQpGtkK=s64","userId":"07513140462530453530"}},"outputId":"75d1f719-baf2-494f-c18b-b9676da7dffa"},"source":["results=[]\n","for num,batch in enumerate(testDL):\n","  with torch.no_grad():\n","    x=vgg19_model(batch[1].to(DEVICE))\n","    x=lastPart(x)\n","  preds=torch.argmax(x,dim=1).cpu().numpy()\n","  fnames=list(batch[0])\n","  results+=list(zip(fnames,preds))\n","  if num%10==0:\n","    print(num)"],"execution_count":null,"outputs":[{"output_type":"stream","text":["0\n","10\n","20\n"],"name":"stdout"}]},{"cell_type":"code","metadata":{"id":"GkDv_66tUThL","colab_type":"code","colab":{}},"source":["for i  in range(len(results)):\n","  if results[i][1]==0:\n","    results[i]=(results[i][0],8)\n","  elif results[i][1]==1:\n","    results[i]=(results[i][0],12)\n","  elif results[i][1]==2:\n","    results[i]=(results[i][0],10)\n","  elif results[i][1]==3:\n","    results[i]=(results[i][0],11)\n","  elif results[i][1]==4:\n","    results[i]=(results[i][0],7)\n","  elif results[i][1]==5:\n","    results[i]=(results[i][0],4)\n","  elif results[i][1]==6:\n","    results[i]=(results[i][0],1)\n","  elif results[i][1]==7:\n","    results[i]=(results[i][0],2)\n","  elif results[i][1]==8:\n","    results[i]=(results[i][0],9)\n","  elif results[i][1]==9:\n","    results[i]=(results[i][0],6)\n","  elif results[i][1]==10:\n","    results[i]=(results[i][0],5)\n","  else:\n","    results[i]=(results[i][0],3)"],"execution_count":null,"outputs":[]},{"cell_type":"code","metadata":{"id":"1LrLA_YEXXL7","colab_type":"code","colab":{}},"source":["res=pd.DataFrame(results,columns=['file_name','color_id'])\n","res.to_csv('res.csv',index=False)"],"execution_count":null,"outputs":[]}]}