From e8f6d72033592cd931687574597002a5a1dd68b5 Mon Sep 17 00:00:00 2001 From: Phil Wang Date: Fri, 12 Nov 2021 20:08:48 -0800 Subject: [PATCH] release masked autoencoder --- README.md | 50 +++++++++++++++++++++ images/mae.png | Bin 0 -> 202543 bytes setup.py | 2 +- vit_pytorch/__init__.py | 1 + vit_pytorch/mae.py | 93 ++++++++++++++++++++++++++++++++++++++++ 5 files changed, 145 insertions(+), 1 deletion(-) create mode 100644 images/mae.png create mode 100644 vit_pytorch/mae.py diff --git a/README.md b/README.md index 0d5d35f..5382e4e 100644 --- a/README.md +++ b/README.md @@ -490,6 +490,45 @@ img = torch.randn(1, 3, 224, 224) pred = nest(img) # (1, 1000) ``` +## Masked Autoencoder + + + +A new Kaiming He paper proposes a simple autoencoder scheme where the vision transformer attends to a set of unmasked patches, and a smaller decoder tries to reconstruct the masked pixel values. + +You can use it with the following code + +```python +import torch +from vit_pytorch import ViT, MAE + +v = ViT( + image_size = 256, + patch_size = 32, + num_classes = 1000, + dim = 1024, + depth = 6, + heads = 8, + mlp_dim = 2048 +) + +mae = MAE( + encoder = v, + masking_ratio = 0.75, + decoder_dim = 1024, + decoder_depth = 6, + decoder_heads = 8 +) + +images = torch.randn(8, 3, 256, 256) + +loss = mae(images) +loss.backward() + +# that's all! +# do the above in a for loop many times with a lot of images and your vision transformer will learn +``` + ## Masked Patch Prediction Thanks to Zach, you can train using the original masked patch prediction task presented in the paper, with the following code. @@ -943,6 +982,17 @@ Coming from computer vision and new to transformers? Here are some resources tha } ``` +```bibtex +@misc{he2021masked, + title = {Masked Autoencoders Are Scalable Vision Learners}, + author = {Kaiming He and Xinlei Chen and Saining Xie and Yanghao Li and Piotr Dollár and Ross Girshick}, + year = {2021}, + eprint = {2111.06377}, + archivePrefix = {arXiv}, + primaryClass = {cs.CV} +} +``` + ```bibtex @misc{vaswani2017attention, title = {Attention Is All You Need}, diff --git a/images/mae.png b/images/mae.png new file mode 100644 index 0000000000000000000000000000000000000000..ee4003c263c085e21202d8adea80f317ca46fb28 GIT binary patch literal 202543 zcmd?RWmuHk8Zi9Kz|bJwA|TQ!-6>sC4k_I+gtRb(G>8Gxpma*7;LxIUg9rntfHVSv z2)qy5ed62aeD68u_seww!!v8GyK~(`tgf~SAs#Ir004w)s!DnQfFTBcH6mOj(w7I6%gi`h$t8?4C| zEIXx@F6V3CFKHH-Ud9ptjG~cF3I6t^UD3qH>RNI4*Ek{r(%ET zOl07@#uaG@K|R~>u@?iBX!TxbT1DQJP?C)lUR7XTCAOFmwNn~ZBxX>83v;uI6E6SQ zl&-01OO{ZhwCY8_b&R^yl0DIRC?WkzCn-_Q{?|qOv_~X8?b>$iR+nmAIDa0IwcKr0 zjHiqY{GGf7q_GAHPuebb*Bt5ADw2o&tLel^aJ%F&RTYLmUflWMt;m5}0F@Xgi!;c2 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encoder + num_patches, encoder_dim = encoder.pos_embedding.shape[-2:] + self.to_patch, self.patch_to_emb = encoder.to_patch_embedding[:2] + pixel_values_per_patch = self.patch_to_emb.weight.shape[-1] + + # decoder parameters + + self.enc_to_dec = nn.Linear(encoder_dim, decoder_dim) if encoder_dim != decoder_dim else nn.Identity() + self.mask_token = nn.Parameter(torch.randn(decoder_dim)) + self.decoder = Transformer(dim = decoder_dim, depth = decoder_depth, heads = decoder_heads, dim_head = decoder_dim_head, mlp_dim = decoder_dim * 4) + self.decoder_pos_emb = nn.Embedding(num_patches, decoder_dim) + self.to_pixels = nn.Linear(decoder_dim, pixel_values_per_patch) + + def forward(self, img): + device = img.device + + # get patches + + patches = self.to_patch(img) + batch, num_patches, *_ = patches.shape + + # patch to encoder tokens and add positions + + tokens = self.patch_to_emb(patches) + tokens = tokens + self.encoder.pos_embedding[:, 1:(num_patches + 1)] + + # calculate of patches needed to be masked, and get random indices, dividing it up for mask vs unmasked + + num_masked = int(self.masking_ratio * num_patches) + rand_indices = torch.rand(batch, num_patches, device = device).argsort(dim = -1) + masked_indices, unmasked_indices = rand_indices[:, :num_masked], rand_indices[:, num_masked:] + + # get the unmasked tokens to be encoded + + batch_range = torch.arange(batch, device = device)[:, None] + tokens = tokens[batch_range, unmasked_indices] + + # get the patches to be masked for the final reconstruction loss + + masked_patches = patches[batch_range, masked_indices] + + # attend with vision transformer + + encoded_tokens = self.encoder.transformer(tokens) + + # project encoder to decoder dimensions, if they are not equal - the paper says you can get away with a smaller dimension for decoder + + decoder_tokens = self.enc_to_dec(encoded_tokens) + + # repeat mask tokens for number of masked, and add the positions using the masked indices derived above + + mask_tokens = repeat(self.mask_token, 'd -> b n d', b = batch, n = num_masked) + mask_tokens = mask_tokens + self.decoder_pos_emb(masked_indices) + + # concat the masked tokens to the decoder tokens and attend with decoder + + decoder_tokens = torch.cat((decoder_tokens, mask_tokens), dim = 1) + decoded_tokens = self.decoder(decoder_tokens) + + # splice out the mask tokens and project to pixel values + + mask_tokens = decoded_tokens[:, -num_masked:] + pred_pixel_values = self.to_pixels(mask_tokens) + + # calculate reconstruction loss + + recon_loss = F.mse_loss(pred_pixel_values, masked_patches) + return recon_loss