{"cells":[{"metadata":{},"cell_type":"markdown","source":"**BEFORE YOU FORK, PLEASE SUPPORT AND UPVOTE**"},{"metadata":{},"cell_type":"markdown","source":"# What is your model looking at?\n## Model Analysis - GradCAM with fastai (APTOS)\n\n![image.png](attachment:image.png)\n\nIn this kernel, we will use a technique known as Gradient-weighted Class Activation Mapping, or GradCAM, to analyze the predictions of our model, and understand what parts of the image our CNNs are looking at. GradCAM uses the activations of the network to produce localization heatmaps.\n\nI will use fastai, because GradCAM is already implemented (with a caveat), and since my previous kernels were also using fastai.","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"%reload_ext autoreload\n%autoreload 2\n%matplotlib inline","execution_count":null,"outputs":[]},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"from fastai import *\nfrom fastai.vision import *\nimport pandas as pd\nimport matplotlib.pyplot as plt","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"# Making pretrained weights work without needing to find the default filename\nif not os.path.exists('/tmp/.cache/torch/checkpoints/'):\n        os.makedirs('/tmp/.cache/torch/checkpoints/')\n!cp '../input/resnet50/resnet50.pth' '/tmp/.cache/torch/checkpoints/resnet50-19c8e357.pth'","execution_count":null,"outputs":[]},{"metadata":{"_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","trusted":true},"cell_type":"code","source":"import os\nos.listdir('../input')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"print('Make sure cudnn is enabled:', torch.backends.cudnn.enabled)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def seed_everything(seed):\n    random.seed(seed)\n    os.environ['PYTHONHASHSEED'] = str(seed)\n    np.random.seed(seed)\n    torch.manual_seed(seed)\n    torch.cuda.manual_seed(seed)\n    torch.backends.cudnn.deterministic = True\n\nSEED = 999\nseed_everything(SEED)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Reading data and Basic EDA\n\nHere I am going to open the dataset with pandas, check distribution of labels."},{"metadata":{"trusted":true},"cell_type":"code","source":"base_image_dir = os.path.join('..', 'input/aptos2019-blindness-detection/')\ntrain_dir = os.path.join(base_image_dir,'train_images/')\ndf = pd.read_csv(os.path.join(base_image_dir, 'train.csv'))\ndf['path'] = df['id_code'].map(lambda x: os.path.join(train_dir,'{}.png'.format(x)))\ndf = df.drop(columns=['id_code'])\ndf = df.sample(frac=1).reset_index(drop=True) #shuffle dataframe\ndf.head(10)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"len_df = len(df)\nprint(f\"There are {len_df} images\")","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The dataset is highly imbalanced, with many samples for level 0, and very little for the rest of the levels. When we use GradCAM, let's see what the heatmaps are for the classes with lower counts. "},{"metadata":{"trusted":true},"cell_type":"code","source":"df['diagnosis'].hist(figsize = (10, 5))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"bs = 64 #smaller batch size is better for training, but may take longer\nsz=224","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"tfms = get_transforms(do_flip=True,flip_vert=True,max_rotate=360,max_warp=0,max_zoom=1.1,max_lighting=0.1,p_lighting=0.5)\nsrc = (ImageList.from_df(df=df,path='./',cols='path') #get dataset from dataset\n        .split_by_rand_pct(0.2) #Splitting the dataset\n        .label_from_df(cols='diagnosis') #obtain labels from the level column\n      )\ndata= (src.transform(tfms,size=sz,resize_method=ResizeMethod.SQUISH,padding_mode='zeros') #Data augmentation\n        .databunch(bs=bs,num_workers=4) #DataBunch\n        .normalize(imagenet_stats) #Normalize     \n       )","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"data.show_batch(rows=3, figsize=(7,6))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## Training (Transfer learning)"},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.metrics import cohen_kappa_score\ndef quadratic_kappa(y_hat, y):\n    return torch.tensor(cohen_kappa_score(y_hat.argmax(dim=-1), y, weights='quadratic'),device='cuda:0')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Training:**\n\nWe use transfer learning, where we retrain the last layers of a pretrained neural network. I use the ResNet50 architecture trained on the ImageNet dataset, which has been commonly used for pre-training applications in computer vision. Fastai makes it quite simple to create a model and train:"},{"metadata":{"trusted":true},"cell_type":"code","source":"learn = cnn_learner(data, base_arch=models.resnet50, metrics = [quadratic_kappa])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"learn.fit_one_cycle(4,max_lr = 1e-2)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"learn.recorder.plot_losses()\nlearn.recorder.plot_metrics()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"learn.unfreeze()\nlearn.fit_one_cycle(6, max_lr=slice(1e-6,1e-3))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"learn.recorder.plot_losses()\nlearn.recorder.plot_metrics()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Let's evaluate our model:"},{"metadata":{"trusted":true},"cell_type":"code","source":"interp = ClassificationInterpretation.from_learner(learn)\n\nlosses,idxs = interp.top_losses()\n\nlen(data.valid_ds)==len(losses)==len(idxs)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"interp.plot_confusion_matrix(figsize=(12,12), dpi=60)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"## GradCAM"},{"metadata":{},"cell_type":"markdown","source":"** Theory and objective of GradCAM **\n\nThe idea behind GradCAM is:\n* The activations, which are outputted at the end of the convolutional part of the model (before being passed to global pooling and the class scores are outputted), will contain useful information regarding the importance of features in the image for classification.\n* While there may be many different features important in the model, the gradient of the predicted class with respect to these activations will contain information about what features lead to the final prediction of the class.\n\nWe multiply the activation map with the gradient map to get the final GradCAM localization map."},{"metadata":{},"cell_type":"markdown","source":"Let's first get a single image and pu[](http://)t it into a minibatch. We put it into a minibatch as that is what our model expects."},{"metadata":{"trusted":true},"cell_type":"code","source":"idx = 1\nim,cl = learn.data.dl(DatasetType.Valid).dataset[idx]\ncl = int(cl)\nim.show(title=f\"pred. class: {interp.pred_class[idx]}, actual class: {learn.data.classes[cl]}\")","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"xb,_ = data.one_item(im) #put into a minibatch of batch size = 1\nxb_im = Image(data.denorm(xb)[0])\nxb = xb.cuda()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Now let's access the model of the `Learner` object."},{"metadata":{"trusted":true},"cell_type":"code","source":"m = learn.model.eval()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"PyTorch and fastai have nicely separated the convolutional parts of the model from the fully connected layers. There are two elements in this \"Sequential container\". The first element are the convolutional layers, while the second element are the fully connected layers. We want the output of the convolutional layers, i.e. the output of `m[0]`. "},{"metadata":{"trusted":true},"cell_type":"code","source":"type(m)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"len(m)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Now we will have to access the output and gradients of `m[0]`. To do so, we use [hooks](https://pytorch.org/tutorials/beginner/former_torchies/nnft_tutorial.html#forward-and-backward-function-hooks) in PyTorch. \n* These hooks are somewhat abstracted by the fastai library. Instead, the fastai library has a function `hook_output` that will create a hook and store the activations when a backpropagation of the model is done."},{"metadata":{"trusted":true},"cell_type":"code","source":"from fastai.callbacks.hooks import *","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"def hooked_backward(cat=cl):\n    with hook_output(m[0]) as hook_a: \n        with hook_output(m[0], grad=True) as hook_g:\n            preds = m(xb)\n            preds[0,int(cat)].backward()\n    return hook_a,hook_g\nhook_a,hook_g = hooked_backward()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Now, whenever this function above is called, it will return `hook_a`, which stores the output of the convolutional layers, and `hook_g` which stores the gradients with respect to the predicted class (`grad=True` and `preds[0,int(cat)].backward()`). Here is how we can view these values:"},{"metadata":{"trusted":true},"cell_type":"code","source":"acts  = hook_a.stored[0].cpu() #activation maps\nacts.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"grad = hook_g.stored[0][0].cpu() #gradients\ngrad.shape","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"2048 are the number of channels, and 7 is the height and width of the feature maps. So we have 2048 feature maps with sizes 7x7."},{"metadata":{},"cell_type":"markdown","source":"Now we average pool the gradients, which gives us \"importance weights\" for each of the 2048 activation maps. We then multiply the feature maps by their importance weights and sum and finally pass into ReLU. This is our GradCAM map."},{"metadata":{"trusted":true},"cell_type":"code","source":"grad_chan = grad.mean(1).mean(1) # importance weights\ngrad_chan.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"mult = F.relu(((acts*grad_chan[...,None,None])).sum(0)) # GradCAM map\nmult.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#Utility function to display heatmap:\ndef show_heatmap(hm):\n    _,ax = plt.subplots()\n    sz = list(xb_im.shape[-2:])\n    xb_im.show(ax,title=f\"pred. class: {interp.pred_class[idx]}, actual class: {learn.data.classes[cl]}\")\n    ax.imshow(hm, alpha=0.6, extent=(0,*sz[::-1],0),\n              interpolation='bilinear', cmap='magma')\n    return _,ax","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"show_heatmap(mult)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Let's put this into one large function that will take in an index for an image in the dataset, and return the GradCAM map:"},{"metadata":{"trusted":true},"cell_type":"code","source":"def GradCAM(idx:int,interp:ClassificationInterpretation, image = True):\n    m = interp.learn.model.eval()\n    im,cl = interp.learn.data.dl(DatasetType.Valid).dataset[idx]\n    cl = int(cl)\n    xb,_ = interp.data.one_item(im) #put into a minibatch of batch size = 1\n    xb_im = Image(interp.data.denorm(xb)[0])\n    xb = xb.cuda()\n    with hook_output(m[0]) as hook_a: \n        with hook_output(m[0], grad=True) as hook_g:\n            preds = m(xb)\n            preds[0,int(cl)].backward() \n    acts  = hook_a.stored[0].cpu() #activation maps\n    grad = hook_g.stored[0][0].cpu()\n    grad_chan = grad.mean(1).mean(1)\n    mult = ((acts*grad_chan[...,None,None])).sum(0) #F.relu(((acts*grad_chan[...,None,None])).sum(0))\n    if image:\n        _,ax = plt.subplots()\n        sz = list(xb_im.shape[-2:])\n        xb_im.show(ax,title=f\"pred. class: {interp.pred_class[idx]}, actual class: {learn.data.classes[cl]}\")\n        ax.imshow(mult, alpha=0.4, extent=(0,*sz[::-1],0),\n              interpolation='bilinear', cmap='magma')\n    return mult","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"_ = GradCAM(np.random.randint(len(learn.data.valid_ds)),interp)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"What are potential uses for GradCAM? GradCAM is meant to provide some form of interpretability to these neural network models. In doing so, we can also better evaluate failure modes and identify biases. Which such information, we can develop better models.\n\nAlong those lines, `fastai` already has GradCAM implemented, but it is only implemented when displaying images that the model was most wrong about. This will help us better understand where our model is going wrong. To do this we use the `interp.plot_top_losses()` function. The implementation is identical to the my code above (the above code was written based on the fastai source code and fastai course)."},{"metadata":{"trusted":true},"cell_type":"code","source":"return_fig = interp.plot_top_losses(6,heatmap=True,return_fig = True)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"I hope this kernel helps you utilize GradCAM in your own models and help you train better models. If you found this kernel useful, please be sure to upvote!\n\n**Future work:**\n* More conclusions regarding GradCAM heatmaps\n* Guided backprop\n* Analyze kernels in middle layers"}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"name":"python","version":"3.6.4","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"}},"nbformat":4,"nbformat_minor":1}