{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Focal Multilabel Loss in Pytorch Explained\n\nTop solutions in the previous HPA competition used focal loss. I'd like to understand this loss function better and this notebook helped me, hoping it can be helpful for others too! Please upvote if it is :) \n\nThe [original paper](https://arxiv.org/pdf/1708.02002.pdf) defines focal loss in multiclass classification scenario which is different from multilabel that we're dealing with in this competition. Here's a visual with high level summary copied from [Papers with Code](https://paperswithcode.com/method/focal-loss). The main promise is that this will help us deal with imbalanced datasets by focusing on hard-to-predict classes.\n\n![focal_loss.png](attachment:focal_loss.png)\n\nThe loss function code is coming from @hengck23 script shared in [this thread](https://www.kaggle.com/c/hpa-single-cell-image-classification/discussion/217238). Let's take it apart!","attachments":{"focal_loss.png":{"image/png":"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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"import torch\ntorch.set_printoptions(precision=4, sci_mode=False, linewidth=150)\n\ndef focal_binary_cross_entropy(logits, targets, gamma=2):\n    l = logits.reshape(-1)\n    t = targets.reshape(-1)\n    p = torch.sigmoid(l)\n    p = torch.where(t >= 0.5, p, 1-p)\n    logp = - torch.log(torch.clamp(p, 1e-4, 1-1e-4))\n    loss = logp*((1-p)**gamma)\n    loss = num_label*loss.mean()\n    return loss","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Logits come directly from the model output - let's use a range of possible values. For each logit value, let's have both 0 an 1 targets. We'll work with batch size = 1 and 8 classes. "},{"metadata":{"trusted":true},"cell_type":"code","source":"num_label = 8\nlogits = torch.tensor([[-5., -5, 0.1, 0.1, 5, 5, 100, 100]])\ntargets = torch.tensor([[0, 1, 0, 1, 0, 1, 0, 1]])\nlogits.shape, targets.shape","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The first thing that happens is flattening of logits and targets so that we can compare two vectors (rank-1 tensors). "},{"metadata":{"trusted":true},"cell_type":"code","source":"l = logits.reshape(-1)\nt = targets.reshape(-1)\nl.shape, t.shape","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Next, we apply sigmoid to the logits to squeeze the values between 0 and 1. "},{"metadata":{"trusted":true},"cell_type":"code","source":"p = torch.sigmoid(l)\np","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"We are following now the standard binary cross entropy with logits loss. For positive examples, we'll take the sigmoid, for negative examples, we'll take 1-sigmoid. Good predictions will be close to 1, bad predictions will be close to 0. "},{"metadata":{"trusted":true},"cell_type":"code","source":"p = torch.where(t >= 0.5, p, 1-p)\np","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"The additional thing that happens here is clamping the input to avoid being to close to zero or one. This is probably for numeric stability. "},{"metadata":{"trusted":true},"cell_type":"code","source":"clamp_p = torch.clamp(p, 1e-4, 1-1e-4)\nclamp_p","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Now we apply negative log - this is the BCE loss. This will convert good predictions to a loss that is close to 0, and bad predictions will go to infinity."},{"metadata":{"trusted":true},"cell_type":"code","source":"logp = - torch.log(clamp_p)\nlogp","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Now finally the focal loss magic: `loss = logp*((1-p)**gamma)`. Let's take it apart to really understand what happens. Our default for gamma is `2`. "},{"metadata":{"trusted":true},"cell_type":"code","source":"gamma = 2\nprint(f'logp: {logp}')\nprint(f'p: {p}')\nprint(f'1-p: {1-p}')\nx = (1-p)**gamma\nprint(f'(1-p)**gamma: {x}')\nloss = logp*((1-p)**gamma)\nprint(f'logp*((1-p)**gamma):{loss}')","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"So what happened here?\n1. logp is the classic BCE loss\n2. p is close to 1 for good predictions, close to 0 for bad predictions\n3. 1-p is the opposite: close to 0 for good predictions, close to 1 for bad predictions\n4. With gamma=2 we square (1-p): the better the predictions, the closer to zero we will take them\n5. We multiply this with the original BCE loss\n\nThe outcome: \n- for good predictions, the loss is much smaller than it was, getting close to zero\n- for bad predictions, the loss is not changed much\n\nThis will force the model to learn more from bad predictions, while the good predictions will have limited impact on the parameters.\n\nFinally, we need to revert the flattening than we've done at the beginning. We'll simply take the mean of all loss values and multiply it by the number of labels. "},{"metadata":{"trusted":true},"cell_type":"code","source":"loss = num_label*loss.mean()\nloss","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"Based on @dschettler8845 comment I tried to reproduce the same in tensorflow - I think the snippet below gets \"close enough\", the key difference is that I omitted alpha in the implementation above (in Pytorch, alpha can be handled by weights). "},{"metadata":{"trusted":true},"cell_type":"code","source":"import tensorflow_addons as tfa\nimport tensorflow as tf\nfl = tfa.losses.SigmoidFocalCrossEntropy(from_logits=True, alpha=0.5)\ntlogits = tf.constant([[-5.], [-5], [0.1], [0.1], [5],[5], [100], [100]], dtype=tf.float32)\nttargets = tf.constant([[0], [1], [0], [1], [0], [1], [0], [1]], dtype=tf.float32)\nfl(ttargets, tlogits) * 2","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}