{"cells":[{"metadata":{},"cell_type":"markdown","source":"In this notebook I will be evaluating 2 techniques in Transfer Learning from VGG16 model: \n1. Freeze VGG16 feature extractor module\n2. Apply differential learning rate - applying different learning rate to different layers of the model\n\n \n>  Instead of unfreezing specific layers, it’s probably a better idea to use a differential learning rate, where the learning rate is determined on a per-layer basis. The bottom layers will then have a very low learning rate, as these generalise quite well, responding principally to edges, blobs and other trivial geometries, whereas the layers responding to more complex features will have a larger learning rate. In the past, the 2:4:6 rule (negative powers of 10) has worked quite well for me — using a learning rate of 10^-6 for the bottommost few layers, 10^-4 for the other transfer layers and 10^-2 for any additional layers we added. I have also heard others using 2:3:4:5:6 or 2:3:4 with different architectures. For ResNets and their derivatives, I have always felt more comfortable with 2:4:6 than 2:3:4, but I have absolutely no empirical evidence to back this up with.\n\nIdea Reference: https://medium.com/starschema-blog/transfer-learning-the-dos-and-donts-165729d66625"},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\nimport os\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dftrain = pd.read_csv(\"../input/ranzcr-clip-catheter-line-classification/train.csv\")\ndftrain.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dftrain.shape,dftrain.PatientID.nunique()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dfss = pd.read_csv(\"../input/ranzcr-clip-catheter-line-classification/sample_submission.csv\")\ndfss.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dftrain[['ETT - Abnormal', 'ETT - Borderline',\n       'ETT - Normal', 'NGT - Abnormal', 'NGT - Borderline',\n       'NGT - Incompletely Imaged', 'NGT - Normal', 'CVC - Abnormal',\n       'CVC - Borderline', 'CVC - Normal', 'Swan Ganz Catheter Present']].sum()\n# .isnull().sum()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dftrain = dftrain.sample(frac=1).reset_index(drop=True)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"MultiLabel Stratified K Fold"},{"metadata":{"trusted":true},"cell_type":"code","source":"import sys\nsys.path.append('../input/iterative-stratification/iterative-stratification-master')\nfrom iterstrat.ml_stratifiers import MultilabelStratifiedKFold\nmskf = MultilabelStratifiedKFold(n_splits=15)\nfor fold_, (train_, valid_) in enumerate(mskf.split(X=dftrain.values,y=dftrain[['ETT - Abnormal', 'ETT - Borderline',\n       'ETT - Normal', 'NGT - Abnormal', 'NGT - Borderline',\n       'NGT - Incompletely Imaged', 'NGT - Normal', 'CVC - Abnormal',\n       'CVC - Borderline', 'CVC - Normal', 'Swan Ganz Catheter Present']].values)):\n    dftrain.loc[valid_, 'fold'] = fold_","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dftrain.groupby(\"fold\").sum()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dftrain.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dfan = pd.read_csv(\"../input/ranzcr-clip-catheter-line-classification/train_annotations.csv\")\ndfan.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dfan.iloc[0,2]","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dfan.StudyInstanceUID.nunique(),dftrain.StudyInstanceUID.nunique(),dfan.shape,dfan.label.value_counts()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"dftrain.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import matplotlib.pyplot as plt\nimport cv2\n%matplotlib inline\n# ../input/train.csv\nimg = cv2.imread(\"../input/ranzcr-clip-catheter-line-classification/train/\"+dftrain.iloc[0,0]+\".jpg\")\nplt.imshow(img)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import torch.nn as nn\nimport torchvision\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import torch","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"import torch\nclass PTModel(nn.Module):\n    def __init__(self,pretrained=True,num_classes=11):\n        super(PTModel,self).__init__()\n        self.pretrained_model = torchvision.models.vgg16(pretrained=pretrained)\n        self.pretrained_model.load_state_dict(torch.load(\"../input/vgg16-torchvision/vgg16-397923af.pth\"))\n        self.pretrained_model.classifier[-1] = nn.Linear(4096,num_classes,bias=True)\n    \n    def forward(self,x):\n#         print(x.shape)\n        output = self.pretrained_model(x)\n#         print(output.shape)\n        return output\nmodel =  PTModel(False,11)\nsample = torch.randn(2,3,512,512)\nmodel(sample).shape\n        ","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# ***Differential Learning Rate***"},{"metadata":{},"cell_type":"markdown","source":"\n[![image.png](attachment:image.png)](http://)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"DEVICE=\"cuda:0\"\ncriterion = nn.BCEWithLogitsLoss().to(DEVICE)\n# optimizer = torch.optim.Adam(model.parameters(),lr=0.0001)\nfor param in model.parameters():\n    param.requires_grad = True\noptimizer = torch.optim.Adam(\n            [\n                {\"params\":model.pretrained_model.features[:18].parameters(),\"lr\":1e-6},\n                {\"params\":model.pretrained_model.features[18:25].parameters(),\"lr\":1e-5},\n                {\"params\":model.pretrained_model.features[25:].parameters(),\"lr\":1e-4},\n                {\"params\":model.pretrained_model.classifier[:2].parameters(),\"lr\":1e-3},\n                {\"params\":model.pretrained_model.classifier[2:].parameters(),\"lr\":1e-2},\n                \n            ],\n            lr=1e-3\n\n)\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from PIL import Image\nfrom torch.utils.data import Dataset, DataLoader\nimport albumentations\nTRAIN_PATH=\"../input/ranzcr-clip-catheter-line-classification/train\"\nIMAGE_HEIGHT = 224\nIMAGE_WIDTH = 224\nTARGETCOLS =['ETT - Abnormal', 'ETT - Borderline',\n       'ETT - Normal', 'NGT - Abnormal', 'NGT - Borderline',\n       'NGT - Incompletely Imaged', 'NGT - Normal', 'CVC - Abnormal',\n       'CVC - Borderline', 'CVC - Normal', 'Swan Ganz Catheter Present']\nTRAIN_FOLDS = [0]\nVAL_FOLDS = [1]\nclass RANZCRDataset(Dataset):\n    def __init__(self, fold, df,targetcols,test=False,augmentations = None):\n        if test==False:\n            self.df = df[df[\"fold\"].isin(fold)].copy().reset_index(drop=True)\n        else:\n            self.df = df[df[\"fold\"].isin(fold)].copy().reset_index(drop=True)\n        self.test = test\n        self.aug = albumentations.Compose(\n            [\n                    albumentations.RandomScale(),\n                    albumentations.OneOf([\n                        albumentations.IAAAdditiveGaussianNoise(),\n                        albumentations.GaussNoise(),\n                        albumentations.GaussianBlur(),\n                    ], p=0.3),\n                    albumentations.OneOf([\n                        albumentations.MotionBlur(p=.2),\n                        albumentations.MedianBlur(blur_limit=3, p=.1),\n                        albumentations.Blur(blur_limit=3, p=.1),\n                    ], p=0.2),\n                    albumentations.ShiftScaleRotate(shift_limit=0.0625, scale_limit=0.2, rotate_limit=45, p=.2),\n                    albumentations.OneOf([\n                        albumentations.OpticalDistortion(p=0.3),\n                        albumentations.GridDistortion(p=.1),\n                        albumentations.IAAPiecewiseAffine(p=0.3),\n                    ], p=0.2),\n                    albumentations.OneOf([\n                        albumentations.CLAHE(clip_limit=2),\n                        albumentations.IAASharpen(),\n                        albumentations.IAAEmboss(),\n                        albumentations.RandomContrast(),\n                        albumentations.RandomBrightness(),\n                    ], p=0.3),\n                albumentations.Resize(height=IMAGE_HEIGHT, width=IMAGE_WIDTH, p=1),\n                albumentations.Normalize(mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5), max_pixel_value=255.0, always_apply=True)\n            ]\n        )\n        if self.test:\n            self.aug = albumentations.Compose([albumentations.Normalize(mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5), max_pixel_value=255.0, always_apply=True)])\n        self.targetcols = targetcols\n            \n        \n    def __len__(self):\n        return len(self.df)\n\n    def __getitem__(self,indx):\n        selected_series = self.df.loc[indx]\n        fname = os.path.join(TRAIN_PATH,selected_series[\"StudyInstanceUID\"]+\".jpg\")\n        image = Image.open(fname)\n        image = image.convert(\"RGB\")\n        image = image.resize((IMAGE_HEIGHT,IMAGE_WIDTH),resample=Image.BILINEAR)\n#         print(image.size)\n        \n        image = np.array(image)\n        image = self.aug(image=image)[\"image\"]\n        \n        image = np.transpose(image,(2,0,1)).astype(np.float32)\n#         print(image.shape)\n#         print()\n        if self.test==False:\n            targets = selected_series[self.targetcols].values.astype('int')\n            return {\n                \"image\": torch.tensor(image,dtype=torch.float,device=DEVICE),\n                \"targets\": torch.tensor(targets,dtype=torch.float,device=DEVICE)\n            }\n        else:\n            targets = selected_series[self.targetcols].values.astype('int')\n            return {\n                \"image\": torch.tensor(image,dtype=torch.float,device=DEVICE),\n                \"targets\": torch.tensor(targets,dtype=torch.float,device=DEVICE)\n            }\n\n\n        \n        ","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\ndataset = RANZCRDataset(fold=TRAIN_FOLDS, df=dftrain,targetcols=TARGETCOLS,test=False)\ndataloader = DataLoader(dataset, batch_size=10,\n                        shuffle=True, num_workers=0)\neval_dataloader = DataLoader(RANZCRDataset(fold=VAL_FOLDS, df=dftrain,targetcols=TARGETCOLS,test=True), batch_size=10,\n                        shuffle=False, num_workers=0)\n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from tqdm import tqdm\nEPOCHS = 10\nmodel.to(DEVICE)\nlosses = []\nval_losses = []\nfor epoch in range(EPOCHS):\n    model.train()\n    epoch_loss = 0\n    for batch in tqdm(dataloader,total = len(dataloader)):\n        model.zero_grad()\n        images = batch[\"image\"]\n        targets = batch[\"targets\"]\n        outputs = model(images)\n#         print(targets.shape,outputs.shape,images.shape)\n        loss = criterion(outputs,targets)\n        \n        loss.backward()\n        optimizer.step()\n        epoch_loss+=loss.item()\n#         break\n        \n    epoch_loss = epoch_loss/len(dataloader)\n    \n    losses.append(epoch_loss)\n    \n    model.eval()\n    with torch.no_grad():\n        val_loss=0\n        for batch in tqdm(eval_dataloader,total=len(eval_dataloader)):\n            images = batch[\"image\"]\n            targets = batch[\"targets\"]\n            outputs = model(images)\n            loss = criterion(outputs,targets)\n            val_loss+=loss.item()\n#             break\n        val_loss = val_loss/len(eval_dataloader)\n        val_losses.append(val_loss)\n        \n    print(f\"LOGGING EPOCH {epoch} TRAIN_LOSS {epoch_loss} VAL_LOSS {val_loss}\")\n            \n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"history = pd.DataFrame({\"train_loss\":losses,\"val_loss\":val_losses})\nhistory.plot()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# ***Frozen Feature Extractor Layers***"},{"metadata":{},"cell_type":"markdown","source":"[![image.png](attachment:image.png)](http://)# 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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"model =  PTModel(False,11)\nmodel.train()\nfor param in model.parameters():\n    param.requires_grad = False\nfor param in model.pretrained_model.classifier.parameters():\n    param.requires_grad = True\n\noptimizer = torch.optim.Adam(model.pretrained_model.classifier.parameters(),lr=1e-2)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\nmodel.to(DEVICE)\nlosses = []\nval_losses = []\nfor epoch in range(EPOCHS):\n    model.train()\n    epoch_loss = 0\n    for batch in tqdm(dataloader,total = len(dataloader)):\n        model.zero_grad()\n        images = batch[\"image\"]\n        targets = batch[\"targets\"]\n        outputs = model(images)\n#         print(targets.shape,outputs.shape,images.shape)\n        loss = criterion(outputs,targets)\n        \n        loss.backward()\n        optimizer.step()\n        epoch_loss+=loss.item()\n#         break\n        \n    epoch_loss = epoch_loss/len(dataloader)\n    \n    losses.append(epoch_loss)\n    \n    model.eval()\n    with torch.no_grad():\n        val_loss=0\n        for batch in tqdm(eval_dataloader,total=len(eval_dataloader)):\n            images = batch[\"image\"]\n            targets = batch[\"targets\"]\n            outputs = model(images)\n            loss = criterion(outputs,targets)\n            val_loss+=loss.item()\n#             break\n        val_loss = val_loss/len(eval_dataloader)\n        val_losses.append(val_loss)\n        \n    print(f\"LOGGING EPOCH {epoch} TRAIN_LOSS {epoch_loss} VAL_LOSS {val_loss}\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"history = pd.DataFrame({\"train_loss\":losses,\"val_loss\":val_losses})\nhistory.plot()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# import glob\n# test_files = glob.glob(\"../input/ranzcr-clip-catheter-line-classification/test/*.jpg\")\n# class InferenceDataset(Dataset):\n#     def __init__(self,test_files):\n#         self.files = test_files\n#         self.aug = albumentations.Compose([albumentations.Normalize(mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5), max_pixel_value=255.0, always_apply=True)])\n        \n#     def __len__(self):\n#         return len(self.files)\n#     def __getitem__(self,indx):\n#         fname = self.files[indx]\n#         image = Image.open(fname)\n#         image = image.convert(\"RGB\")\n#         image = image.resize((IMAGE_HEIGHT,IMAGE_WIDTH),resample=Image.BILINEAR)\n#         image = np.array(image)\n#         image = self.aug(image=image)[\"image\"]\n#         image = np.transpose(image,(2,0,1)).astype(np.float32)\n#         return {\n#             \"image\": torch.tensor(image,dtype=torch.float,device=DEVICE),\n#             \"StudyInstanceUID\": fname.strip(\".jpg\").split(\"/\")[-1]\n#         }\n# inference_dataloader = DataLoader(InferenceDataset(test_files), batch_size=10,\n#                         shuffle=False, num_workers=0)  \n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# model.eval()\n# subdf = pd.DataFrame()\n\n# with torch.no_grad():\n#     val_loss=0\n#     for batch in tqdm(inference_dataloader,total=len(inference_dataloader)):\n#         images = batch[\"image\"]\n#         outputs = model(images).detach().cpu().numpy()\n#         ids = batch[\"StudyInstanceUID\"]\n#         tempdf = pd.DataFrame(outputs)\n#         tempdf.columns = TARGETCOLS\n#         tempdf[\"StudyInstanceUID\"] = ids\n#         if subdf.empty:\n#             subdf = tempdf\n#         else:\n#             subdf = pd.concat([subdf,tempdf],ignore_index=True)\n            \n        \n","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# subdf = subdf[[\"StudyInstanceUID\"]+TARGETCOLS]\n# subdf.to_csv(\"submission.csv\")\n# # subdf\n# history.to_csv(\"history.csv\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# pretrained_model","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}