From 7a8d13d23c9c30fe1d855af62222872bbba37d4d Mon Sep 17 00:00:00 2001 From: Gadersd Date: Fri, 4 Aug 2023 14:32:47 -0400 Subject: [PATCH] Add files via upload Add initial project files --- Cargo.toml | 16 + bpe_simple_vocab_16e6.txt | 262145 +++++++++++++++++++++++++ python/autoencoder.py | 92 + python/bpe_simple_vocab_16e6.txt.gz | Bin 0 -> 1356917 bytes python/clip.py | 40 + python/save.py | 100 + python/stable_diffusion.py | 736 + python/stablediffusion.py | 12 + python/test.py | 54 + python/test_tiny.py | 41 + python/tokenizer.py | 145 + python/unet.py | 153 + src/helper.rs | 87 + src/lib.rs | 5 + src/main.rs | 104 + src/model/attention.rs | 47 + src/model/autoencoder/load.rs | 134 + src/model/autoencoder/mod.rs | 530 + src/model/clip/load.rs | 86 + src/model/clip/mod.rs | 220 + src/model/groupnorm/load.rs | 33 + src/model/groupnorm/mod.rs | 72 + src/model/load.rs | 167 + src/model/mod.rs | 11 + src/model/silu.rs | 22 + src/model/stablediffusion/load.rs | 34 + src/model/stablediffusion/mod.rs | 181 + src/model/unet/load.rs | 278 + src/model/unet/mod.rs | 757 + src/token.rs | 54 + src/tokenizer.rs | 215 + 31 files changed, 266571 insertions(+) create mode 100644 Cargo.toml create mode 100644 bpe_simple_vocab_16e6.txt create mode 100644 python/autoencoder.py create mode 100644 python/bpe_simple_vocab_16e6.txt.gz create mode 100644 python/clip.py create mode 100644 python/save.py create mode 100644 python/stable_diffusion.py create mode 100644 python/stablediffusion.py create mode 100644 python/test.py create mode 100644 python/test_tiny.py create mode 100644 python/tokenizer.py create mode 100644 python/unet.py create mode 100644 src/helper.rs create mode 100644 src/lib.rs create mode 100644 src/main.rs create mode 100644 src/model/attention.rs create mode 100644 src/model/autoencoder/load.rs create mode 100644 src/model/autoencoder/mod.rs create mode 100644 src/model/clip/load.rs create mode 100644 src/model/clip/mod.rs create mode 100644 src/model/groupnorm/load.rs create mode 100644 src/model/groupnorm/mod.rs create mode 100644 src/model/load.rs create mode 100644 src/model/mod.rs create mode 100644 src/model/silu.rs create mode 100644 src/model/stablediffusion/load.rs create mode 100644 src/model/stablediffusion/mod.rs create mode 100644 src/model/unet/load.rs create mode 100644 src/model/unet/mod.rs create mode 100644 src/token.rs create mode 100644 src/tokenizer.rs diff --git a/Cargo.toml b/Cargo.toml new file mode 100644 index 0000000..1d8fb1b --- /dev/null +++ b/Cargo.toml @@ -0,0 +1,16 @@ +[package] +name = "stablediffusion" +version = "0.1.0" +edition = "2021" + +# See more keys and their definitions at https://doc.rust-lang.org/cargo/reference/manifest.html + +[dependencies] +burn = "0.8.0" +burn-tch = "0.8.0" +serde = {version = "1.0.171", features = ["std", "derive"]} +npy = "0.4.0" +num-traits = "0.2.15" +rust_tokenizers = "8.1.0" +regex = "1.9.1" +image = "0.24.6" \ No newline at end of file diff --git a/bpe_simple_vocab_16e6.txt b/bpe_simple_vocab_16e6.txt new file mode 100644 index 0000000..aff3ec8 --- /dev/null +++ b/bpe_simple_vocab_16e6.txt @@ -0,0 +1,262145 @@ +"bpe_simple_vocab_16e6.txt#version: 0.2 +i n +t h +a n +r e +a r +e r +th e +in g +o u +o n +s t +o r +e n +o n +a l +a t +e r +i t +i n +t o +r o +i s +l e +i c +a t +an d +e d +o f +c h +o r +e s +i l +e l +s t +a c +o m +a m +l o +a n +a y +s h +r i +l i +t i +f or +n e +ð Ł +r a +h a +d e +o l +v e +s i +u r +a l +s e +' s +u n +d i +b e +l a +w h +o o +d ay +e n +m a +n o +l e +t o +ou r +i r +g h +w it +i t +y o +a s +s p +th is +t s +at i +yo u +wit h +a d +i s +a b +l y +w e +th e +t e +a s +a g +v i +p p +s u +h o +m y +. . +b u +c om +s e +er s +m e +m e +al l +c on +m o +k e +g e +ou t +en t +c o +f e +v er +a r +f ro +a u +p o +c e +gh t +ar e +s s +fro m +c h +t r +ou n +on e +b y +d o +t h +w or +er e +k e +p ro +f or +d s +b o +t a +w e +g o +h e +t er +in g +d e +b e +ati on +m or +a y +e x +il l +p e +k s +s c +l u +f u +q u +v er +ðŁ ĺ +j u +m u +at e +an d +v e +k ing +m ar +o p +h i +.. . +p re +a d +r u +th at +j o +o f +c e +ne w +a m +a p +g re +s s +d u +no w +y e +t ing +y our +it y +n i +c i +p ar +g u +f i +a f +p er +t er +u p +s o +g i +on s +g r +g e +b r +p l +' t +m i +in e +we e +b i +u s +sh o +ha ve +to day +a v +m an +en t +ac k +ur e +ou r +â Ģ +c u +l d +lo o +i m +ic e +s om +f in +re d +re n +oo d +w as +ti on +p i +i r +th er +t y +p h +ar d +e c +! 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va +ti sed +thisis england +teenwolf season +tech support +sundar c +suare zg +su sy +stron gheart +street food +story bots +sto c +st gile +srsg vac +southeast ward +soccer saturday +so zone +smid t +sm city +sli mey +sin claire +sd reader +scare d diff --git a/python/autoencoder.py b/python/autoencoder.py new file mode 100644 index 0000000..079d5c6 --- /dev/null +++ b/python/autoencoder.py @@ -0,0 +1,92 @@ +import pathlib +import save +from save import * + +from tinygrad.nn import Conv2d + +def save_resnet_block(resnet_block, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + save_group_norm(resnet_block.norm1, pathlib.Path(path, 'norm1')) + save_conv2d(resnet_block.conv1, pathlib.Path(path, 'conv1')) + save_group_norm(resnet_block.norm2, pathlib.Path(path, 'norm2')) + save_conv2d(resnet_block.conv2, pathlib.Path(path, 'conv2')) + + if isinstance(resnet_block.nin_shortcut, Conv2d): + save_conv2d(resnet_block.nin_shortcut, pathlib.Path(path, 'nin_shortcut')) + +def save_attn_block(attn_block, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + save_group_norm(attn_block.norm, pathlib.Path(path, 'norm')) + save_conv2d(attn_block.q, pathlib.Path(path, 'q')) + save_conv2d(attn_block.k, pathlib.Path(path, 'k')) + save_conv2d(attn_block.v, pathlib.Path(path, 'v')) + save_conv2d(attn_block.proj_out, pathlib.Path(path, 'proj_out')) + +def save_mid(mid, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + save_resnet_block(mid.block_1, pathlib.Path(path, 'block_1')) + save_attn_block(mid.attn_1, pathlib.Path(path, 'attn')) + save_resnet_block(mid.block_2, pathlib.Path(path, 'block_2')) + +def save_decoder_block(decoder_block, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + if 'block' in decoder_block: + save_resnet_block(decoder_block["block"][0], pathlib.Path(path, 'res1')) + save_resnet_block(decoder_block["block"][1], pathlib.Path(path, 'res2')) + save_resnet_block(decoder_block["block"][2], pathlib.Path(path, 'res3')) + + if 'upsample' in decoder_block: + save_conv2d(decoder_block['upsample']['conv'], pathlib.Path(path, 'upsampler')) + + +def save_decoder(decoder, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + save_conv2d(decoder.conv_in, pathlib.Path(path, 'conv_in')) + save_mid(decoder.mid, pathlib.Path(path, 'mid')) + + for i, block in enumerate(decoder.up[::-1]): + print(i) + if isinstance(block['block'][0].nin_shortcut, Conv2d): + print(block['block'][0].nin_shortcut.weight.shape) + save_decoder_block(block, pathlib.Path(path, f'blocks/{i}')) + + save_scalar(len(decoder.up), "n_block", path) + save_group_norm(decoder.norm_out, pathlib.Path(path, 'norm_out')) + save_conv2d(decoder.conv_out, pathlib.Path(path, 'conv_out')) + +def save_encoder_block(encoder_block, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + if 'block' in encoder_block: + save_resnet_block(encoder_block["block"][0], pathlib.Path(path, 'res1')) + save_resnet_block(encoder_block["block"][1], pathlib.Path(path, 'res2')) + + if 'downsample' in encoder_block: + save_padded_conv2d(encoder_block['downsample']['conv'], pathlib.Path(path, 'downsampler')) + +def save_encoder(encoder, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + save_conv2d(encoder.conv_in, pathlib.Path(path, 'conv_in')) + save_mid(encoder.mid, pathlib.Path(path, 'mid')) + + for i, block in enumerate(encoder.down): + save_encoder_block(block, pathlib.Path(path, f'blocks/{i}')) + + save_scalar(len(encoder.down), "n_block", path) + save_group_norm(encoder.norm_out, pathlib.Path(path, 'norm_out')) + save_conv2d(encoder.conv_out, pathlib.Path(path, 'conv_out')) + + +def save_autoencoder(autoencoder, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + save_encoder(autoencoder.encoder, pathlib.Path(path, 'encoder')) + save_decoder(autoencoder.decoder, pathlib.Path(path, 'decoder')) + save_conv2d(autoencoder.quant_conv, pathlib.Path(path, 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ztxONk0vixS8S>(hzAbw(#0>;C#ks|_ha+((8DqrW_Ad=hHlbPG7JCqoQYc=?dg}X> z=@SQQ4dhuRpq4|p(g#`?$z1JCMe_-s9ZCq=j%b8zcK3ZHG1D=BRYyW{d_f?@sE3m= z&|HmgkeI;Mhm!J^35$8OxjG^dfASN<0q3^NpF2JSh2Ov5RXTanenuCT&t8oT^u^mh zg}2{*uTwPnR^NXf-ae+l{Il@(HKu7_1qjU1RQlcj|G(kSeL{bx0Jc0m-n()VY;oHw zIzVB?O@_32+^NgTKrF&CdZi=_#;fQd&@66bKGZ$rBa(EUG?_*5Y5sg0q!@<>3)C3x zDHjQ08Yct5byJU)RZx}jpJ%P1PloKt@FZl9Bj8yPOMy-m){oxJYiEr>nJ)qwWT{Qp zj_mW)R04a=pMh1%Dv(aj1Q1nfowhih;WqMv}`9*1Gi{T$c5f9??B^HHhv{z(}TVD%q4)no;HK6^>A)q~X hSpdDrox+^4cgglrz7rRzDPZO0{{oPT@#kp3FaTBF64n3! literal 0 HcmV?d00001 diff --git a/python/clip.py b/python/clip.py new file mode 100644 index 0000000..da3a649 --- /dev/null +++ b/python/clip.py @@ -0,0 +1,40 @@ +import pathlib +import save +from save import * + +def save_clipmlp(clip_mlp, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + save_linear(clip_mlp.fc1, pathlib.Path(path, 'fc1')) + save_linear(clip_mlp.fc2, pathlib.Path(path, 'fc2')) + +def save_clip_attention(clip_attention, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + save_linear(clip_attention.k_proj, pathlib.Path(path, 'key')) + save_linear(clip_attention.v_proj, pathlib.Path(path, 'value')) + save_linear(clip_attention.q_proj, pathlib.Path(path, 'query')) + save_linear(clip_attention.out_proj, pathlib.Path(path, 'out')) + save_scalar(clip_attention.num_heads, 'n_head', path) + +def save_clip_encoder_layer(clip_encoder_layer, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + save_clip_attention(clip_encoder_layer.self_attn, pathlib.Path(path, 'attn')) + save_layer_norm(clip_encoder_layer.layer_norm1, pathlib.Path(path, 'attn_ln')) + save_clipmlp(clip_encoder_layer.mlp, pathlib.Path(path, 'mlp')) + save_layer_norm(clip_encoder_layer.layer_norm2, pathlib.Path(path, 'mlp_ln')) + +def save_clip_encoder(clip_encoder, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + for i, layer in enumerate(clip_encoder.layers): + save_clip_encoder_layer(layer, pathlib.Path(path, f'blocks/{i}')) + save_scalar(len(clip_encoder.layers), "n_layer", path) + +def save_clip_text_embeddings(clip_text_embeddings, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + save_embedding(clip_text_embeddings.token_embedding, pathlib.Path(path, 'token_embedding')) + save_embedding(clip_text_embeddings.position_embedding, pathlib.Path(path, 'position_embedding')) + +def save_clip_text_transformer(clip_text_transformer, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + save_clip_text_embeddings(clip_text_transformer.embeddings, path) + save_clip_encoder(clip_text_transformer.encoder, path) + save_layer_norm(clip_text_transformer.final_layer_norm, pathlib.Path(path, 'layer_norm')) \ No newline at end of file diff --git a/python/save.py b/python/save.py new file mode 100644 index 0000000..7e414f9 --- /dev/null +++ b/python/save.py @@ -0,0 +1,100 @@ +import pathlib +import numpy as np + +from tinygrad.tensor import Tensor + +def save_scalar(s, name, path): + s = np.array([1.0, float(s)]).astype(np.float32) + np.save(pathlib.Path(path, f'{name}.npy'), s) + +def save_tensor(tensor, name, path): + tensor_numpy = tensor.numpy() + tensor_dims = np.array(tensor_numpy.shape) + tensor_values = tensor_numpy.flatten() + tensor_to_save = np.concatenate((tensor_dims, tensor_values)).astype(np.float32) + np.save(pathlib.Path(path, f'{name}.npy'), tensor_to_save) + +def save_linear(linear, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + save_tensor(linear.weight.transpose(), 'weight', path) # PyTorch and Tinygrad strangely transpose linear weights so reverse that + if linear.bias is not None: + save_tensor(linear.bias, 'bias', path) + +def save_layer_norm(layer_norm, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + save_tensor(layer_norm.weight, 'weight', path) + save_tensor(layer_norm.bias, 'bias', path) + save_scalar(layer_norm.eps, 'eps', path) + +def save_group_norm(layer_norm, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + if layer_norm.weight is not None: + save_tensor(layer_norm.weight, 'weight', path) + if layer_norm.bias is not None: + save_tensor(layer_norm.bias, 'bias', path) + save_scalar(layer_norm.eps, 'eps', path) + save_scalar(layer_norm.num_groups, 'n_group', path) + save_scalar(layer_norm.num_channels, 'n_channel', path) + +def to_tuple_tensor(val): + if isinstance(val, tuple): + # Convert tuple to Tensor + if len(val) == 1: + return Tensor([val[0], val[0]]) + elif len(val) == 2: + return Tensor([val[0], val[1]]) + else: + raise ValueError('Tuple should be of length 1 or 2 only.') + else: + # Treat as scalar and convert to Tensor + return Tensor([val, val]) + +def save_conv2d(conv2d, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + save_tensor(conv2d.weight, 'weight', path) + if conv2d.bias is not None: + save_tensor(conv2d.bias, 'bias', path) + save_tensor(to_tuple_tensor(conv2d.stride), 'stride', path) + save_tensor(to_tuple_tensor(conv2d.padding), 'padding', path) + save_tensor(to_tuple_tensor(conv2d.dilation), 'dilation', path) + save_scalar(conv2d.groups, "n_group", path) + save_tensor(to_tuple_tensor(conv2d.kernel_size), 'kernel_size', path) + + assert conv2d.groups == 1 + in_channels = conv2d.weight.shape[1] + out_channels = conv2d.weight.shape[0] + save_scalar(in_channels, "n_channels_in", path) + save_scalar(out_channels, "n_channels_out", path) + +def save_padded_conv2d(padded_conv2d, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + # Store conv2d layer weights + orig_padding = padded_conv2d.padding + padded_conv2d.padding = (0, 0) + save_conv2d(padded_conv2d, f"{path}/conv") + padded_conv2d.padding = orig_padding + + # Dimensions: in-channels and out-channels + assert padded_conv2d.groups == 1 + channels = (padded_conv2d.weight.shape[1], padded_conv2d.weight.shape[0]) + save_tensor(to_tuple_tensor(channels), 'channels', path) + + assert len(padded_conv2d.kernel_size) == 1 or padded_conv2d.kernel_size[0] == padded_conv2d.kernel_size[1] + save_scalar(padded_conv2d.kernel_size[0], 'kernel_size', path) + + # Stride + assert not isinstance(padded_conv2d.stride, tuple) or len(padded_conv2d.stride) == 1 + save_scalar(padded_conv2d.stride, 'stride', path) + + # Padding + padding = [padded_conv2d.padding[0], padded_conv2d.padding[1], + padded_conv2d.padding[2], padded_conv2d.padding[3]] + save_tensor(Tensor(padding), 'padding', path) + + +def save_embedding(embedding, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + save_tensor(embedding.weight, 'weight', path) + diff --git a/python/stable_diffusion.py b/python/stable_diffusion.py new file mode 100644 index 0000000..d825fb4 --- /dev/null +++ b/python/stable_diffusion.py @@ -0,0 +1,736 @@ +# https://arxiv.org/pdf/2112.10752.pdf +# https://github.com/ekagra-ranjan/huggingface-blog/blob/main/stable_diffusion.md +import os +import tempfile +from pathlib import Path +import gzip, argparse, math, re +from functools import lru_cache +from collections import namedtuple + +from tqdm import tqdm +from tinygrad.tensor import Tensor +from tinygrad.helpers import dtypes, GlobalCounters +from tinygrad.nn import Conv2d, Linear, GroupNorm, LayerNorm, Embedding +from extra.utils import download_file +from tinygrad.state import torch_load, load_state_dict + +# TODO: refactor AttnBlock, CrossAttention, CLIPAttention to share code + +class AttnBlock: + def __init__(self, in_channels): + self.norm = GroupNorm(32, in_channels) + self.q = Conv2d(in_channels, in_channels, 1) + self.k = Conv2d(in_channels, in_channels, 1) + self.v = Conv2d(in_channels, in_channels, 1) + self.proj_out = Conv2d(in_channels, in_channels, 1) + + # copied from AttnBlock in ldm repo + def __call__(self, x): + h_ = self.norm(x) + q,k,v = self.q(h_), self.k(h_), self.v(h_) + + # compute attention + b,c,h,w = q.shape + q = q.reshape(b,c,h*w) + q = q.permute(0,2,1) # b,hw,c + k = k.reshape(b,c,h*w) # b,c,hw + w_ = q @ k + w_ = w_ * (c**(-0.5)) + w_ = w_.softmax() + + # attend to values + v = v.reshape(b,c,h*w) + w_ = w_.permute(0,2,1) + h_ = v @ w_ + h_ = h_.reshape(b,c,h,w) + + return x + self.proj_out(h_) + +class ResnetBlock: + def __init__(self, in_channels, out_channels=None): + self.norm1 = GroupNorm(32, in_channels) + self.conv1 = Conv2d(in_channels, out_channels, 3, padding=1) + self.norm2 = GroupNorm(32, out_channels) + self.conv2 = Conv2d(out_channels, out_channels, 3, padding=1) + self.nin_shortcut = Conv2d(in_channels, out_channels, 1) if in_channels != out_channels else lambda x: x + + def __call__(self, x): + h = self.conv1(self.norm1(x).swish()) + '''v = h + print(v.shape) + print(v[0, 0:10, :, :].numpy())''' + h = self.conv2(self.norm2(h).swish()) + return self.nin_shortcut(x) + h + +class Mid: + def __init__(self, block_in): + self.block_1 = ResnetBlock(block_in, block_in) + self.attn_1 = AttnBlock(block_in) + self.block_2 = ResnetBlock(block_in, block_in) + + def __call__(self, x): + return x.sequential([self.block_1, self.attn_1, self.block_2]) + +class Decoder: + def __init__(self): + sz = [(128, 256), (256, 512), (512, 512), (512, 512)] + self.conv_in = Conv2d(4,512,3, padding=1) + self.mid = Mid(512) + + arr = [] + for i,s in enumerate(sz): + arr.append({"block": + [ResnetBlock(s[1], s[0]), + ResnetBlock(s[0], s[0]), + ResnetBlock(s[0], s[0])]}) + if i != 0: arr[-1]['upsample'] = {"conv": Conv2d(s[0], s[0], 3, padding=1)} + self.up = arr + + self.norm_out = GroupNorm(32, 128) + self.conv_out = Conv2d(128, 3, 3, padding=1) + + def __call__(self, x): + x = self.conv_in(x) + x = self.mid(x) + + for l in self.up[::-1]: + print("decode", x.shape) + for b in l['block']: + x = b(x) + if 'upsample' in l: + # https://pytorch.org/docs/stable/generated/torch.nn.functional.interpolate.html ? + bs,c,py,px = x.shape + x = x.reshape(bs, c, py, 1, px, 1).expand(bs, c, py, 2, px, 2).reshape(bs, c, py*2, px*2) + x = l['upsample']['conv'](x) + x.realize() + + return self.conv_out(self.norm_out(x).swish()) + +class Encoder: + def __init__(self): + sz = [(128, 128), (128, 256), (256, 512), (512, 512)] + self.conv_in = Conv2d(3,128,3, padding=1) + + arr = [] + for i,s in enumerate(sz): + arr.append({"block": + [ResnetBlock(s[0], s[1]), + ResnetBlock(s[1], s[1])]}) + if i != 3: arr[-1]['downsample'] = {"conv": Conv2d(s[1], s[1], 3, stride=2, padding=(0,1,0,1))} + self.down = arr + + self.mid = Mid(512) + self.norm_out = GroupNorm(32, 512) + self.conv_out = Conv2d(512, 8, 3, padding=1) + + def __call__(self, x): + x = self.conv_in(x) + + for i, l in enumerate(self.down): + print("encode", x.shape) + for b in l['block']: x = b(x) + if 'downsample' in l: x = l['downsample']['conv'](x) + + x = self.mid(x) + return self.conv_out(self.norm_out(x).swish()) + +class AutoencoderKL: + def __init__(self): + self.encoder = Encoder() + self.decoder = Decoder() + self.quant_conv = Conv2d(8, 8, 1) + self.post_quant_conv = Conv2d(4, 4, 1) + + def __call__(self, x): + latent = self.encoder(x) + latent = self.quant_conv(latent) + latent = latent[:, 0:4] # only the means + print("latent", latent.shape) + latent = self.post_quant_conv(latent) + return self.decoder(latent) + +# not to be confused with ResnetBlock +class ResBlock: + def __init__(self, channels, emb_channels, out_channels): + self.in_layers = [ + GroupNorm(32, channels), + Tensor.silu, + Conv2d(channels, out_channels, 3, padding=1) + ] + self.emb_layers = [ + Tensor.silu, + Linear(emb_channels, out_channels) + ] + self.out_layers = [ + GroupNorm(32, out_channels), + Tensor.silu, + lambda x: x, # needed for weights loading code to work + Conv2d(out_channels, out_channels, 3, padding=1) + ] + self.skip_connection = Conv2d(channels, out_channels, 1) if channels != out_channels else lambda x: x + + def __call__(self, x, emb): + h = x.sequential(self.in_layers) + emb_out = emb.sequential(self.emb_layers) + h = h + emb_out.reshape(*emb_out.shape, 1, 1) + h = h.sequential(self.out_layers) + ret = self.skip_connection(x) + h + return ret + +class CrossAttention: + def __init__(self, query_dim, context_dim, n_heads, d_head): + self.to_q = Linear(query_dim, n_heads*d_head, bias=False) + self.to_k = Linear(context_dim, n_heads*d_head, bias=False) + self.to_v = Linear(context_dim, n_heads*d_head, bias=False) + self.scale = d_head ** -0.5 + self.num_heads = n_heads + self.head_size = d_head + self.to_out = [Linear(n_heads*d_head, query_dim)] + + def __call__(self, x, context=None): + context = x if context is None else context + q,k,v = self.to_q(x), self.to_k(context), self.to_v(context) + q = q.reshape(x.shape[0], -1, self.num_heads, self.head_size).permute(0,2,1,3) # (bs, num_heads, time, head_size) + k = k.reshape(x.shape[0], -1, self.num_heads, self.head_size).permute(0,2,3,1) # (bs, num_heads, head_size, time) + v = v.reshape(x.shape[0], -1, self.num_heads, self.head_size).permute(0,2,1,3) # (bs, num_heads, time, head_size) + + score = q.dot(k) * self.scale + weights = score.softmax() # (bs, num_heads, time, time) + attention = weights.dot(v).permute(0,2,1,3) # (bs, time, num_heads, head_size) + + h_ = attention.reshape(shape=(x.shape[0], -1, self.num_heads * self.head_size)) + return h_.sequential(self.to_out) + +class GEGLU: + def __init__(self, dim_in, dim_out): + self.proj = Linear(dim_in, dim_out * 2) + self.dim_out = dim_out + + def __call__(self, x): + x, gate = self.proj(x).chunk(2, dim=-1) + return x * gate.gelu() + +class FeedForward: + def __init__(self, dim, mult=4): + self.net = [ + GEGLU(dim, dim*mult), + lambda x: x, # needed for weights loading code to work + Linear(dim*mult, dim) + ] + + def __call__(self, x): + return x.sequential(self.net) + +class BasicTransformerBlock: + def __init__(self, dim, context_dim, n_heads, d_head): + self.attn1 = CrossAttention(dim, dim, n_heads, d_head) + self.ff = FeedForward(dim) + self.attn2 = CrossAttention(dim, context_dim, n_heads, d_head) + self.norm1 = LayerNorm(dim) + self.norm2 = LayerNorm(dim) + self.norm3 = LayerNorm(dim) + + def __call__(self, x, context=None): + x = self.attn1(self.norm1(x)) + x + x = self.attn2(self.norm2(x), context=context) + x + x = self.ff(self.norm3(x)) + x + return x + +class SpatialTransformer: + def __init__(self, channels, context_dim, n_heads, d_head): + self.norm = GroupNorm(32, channels) + assert channels == n_heads * d_head + self.proj_in = Conv2d(channels, n_heads * d_head, 1) + self.transformer_blocks = [BasicTransformerBlock(channels, context_dim, n_heads, d_head)] + self.proj_out = Conv2d(n_heads * d_head, channels, 1) + + def __call__(self, x, context=None): + b, c, h, w = x.shape + x_in = x + x = self.norm(x) + x = self.proj_in(x) + x = x.reshape(b, c, h*w).permute(0,2,1) + for block in self.transformer_blocks: + x = block(x, context=context) + x = x.permute(0,2,1).reshape(b, c, h, w) + ret = self.proj_out(x) + x_in + return ret + +class Downsample: + def __init__(self, channels): + self.op = Conv2d(channels, channels, 3, stride=2, padding=1) + + def __call__(self, x): + return self.op(x) + +class Upsample: + def __init__(self, channels): + self.conv = Conv2d(channels, channels, 3, padding=1) + + def __call__(self, x): + bs,c,py,px = x.shape + x = x.reshape(bs, c, py, 1, px, 1).expand(bs, c, py, 2, px, 2).reshape(bs, c, py*2, px*2) + return self.conv(x) + +def timestep_embedding(timesteps, dim, max_period=10000): + half = dim // 2 + freqs = (-math.log(max_period) * Tensor.arange(half) / half).exp() + args = timesteps * freqs + return Tensor.cat(args.cos(), args.sin()).reshape(1, -1) + +class UNetModel: + def __init__(self): + self.time_embed = [ + Linear(320, 1280), + Tensor.silu, + Linear(1280, 1280), + ] + self.input_blocks = [ + [Conv2d(4, 320, kernel_size=3, padding=1)], + [ResBlock(320, 1280, 320), SpatialTransformer(320, 768, 8, 40)], + [ResBlock(320, 1280, 320), SpatialTransformer(320, 768, 8, 40)], + [Downsample(320)], + [ResBlock(320, 1280, 640), SpatialTransformer(640, 768, 8, 80)], + [ResBlock(640, 1280, 640), SpatialTransformer(640, 768, 8, 80)], + [Downsample(640)], + [ResBlock(640, 1280, 1280), SpatialTransformer(1280, 768, 8, 160)], + [ResBlock(1280, 1280, 1280), SpatialTransformer(1280, 768, 8, 160)], + [Downsample(1280)], + [ResBlock(1280, 1280, 1280)], + [ResBlock(1280, 1280, 1280)] + ] + self.middle_block = [ + ResBlock(1280, 1280, 1280), + SpatialTransformer(1280, 768, 8, 160), + ResBlock(1280, 1280, 1280) + ] + self.output_blocks = [ + [ResBlock(2560, 1280, 1280)], + [ResBlock(2560, 1280, 1280)], + [ResBlock(2560, 1280, 1280), Upsample(1280)], + [ResBlock(2560, 1280, 1280), SpatialTransformer(1280, 768, 8, 160)], + [ResBlock(2560, 1280, 1280), SpatialTransformer(1280, 768, 8, 160)], + [ResBlock(1920, 1280, 1280), SpatialTransformer(1280, 768, 8, 160), Upsample(1280)], + [ResBlock(1920, 1280, 640), SpatialTransformer(640, 768, 8, 80)], # 6 + [ResBlock(1280, 1280, 640), SpatialTransformer(640, 768, 8, 80)], + [ResBlock(960, 1280, 640), SpatialTransformer(640, 768, 8, 80), Upsample(640)], + [ResBlock(960, 1280, 320), SpatialTransformer(320, 768, 8, 40)], + [ResBlock(640, 1280, 320), SpatialTransformer(320, 768, 8, 40)], + [ResBlock(640, 1280, 320), SpatialTransformer(320, 768, 8, 40)], + ] + self.out = [ + GroupNorm(32, 320), + Tensor.silu, + Conv2d(320, 4, kernel_size=3, padding=1) + ] + + def __call__(self, x, timesteps=None, context=None): + # TODO: real time embedding + t_emb = timestep_embedding(timesteps, 320) + emb = t_emb.sequential(self.time_embed) + + + + def run(x, bb): + if isinstance(bb, ResBlock): x = bb(x, emb) + elif isinstance(bb, SpatialTransformer): x = bb(x, context) + else: x = bb(x) + return x + + saved_inputs = [] + for i,b in enumerate(self.input_blocks): + #print("input block", i) + print(x.numpy()) + for bb in b: + x = run(x, bb) + saved_inputs.append(x) + for bb in self.middle_block: + x = run(x, bb) + for i,b in enumerate(self.output_blocks): + #print("output block", i) + x = x.cat(saved_inputs.pop(), dim=1) + for bb in b: + x = run(x, bb) + return x.sequential(self.out) + +class CLIPMLP: + def __init__(self): + self.fc1 = Linear(768, 3072) + self.fc2 = Linear(3072, 768) + + def __call__(self, hidden_states): + hidden_states = self.fc1(hidden_states) + hidden_states = hidden_states.quick_gelu() + hidden_states = self.fc2(hidden_states) + return hidden_states + +class CLIPAttention: + def __init__(self): + self.embed_dim = 768 + self.num_heads = 12 + self.head_dim = self.embed_dim // self.num_heads + self.scale = self.head_dim**-0.5 + self.k_proj = Linear(self.embed_dim, self.embed_dim) + self.v_proj = Linear(self.embed_dim, self.embed_dim) + self.q_proj = Linear(self.embed_dim, self.embed_dim) + self.out_proj = Linear(self.embed_dim, self.embed_dim) + + def _shape(self, tensor, seq_len: int, bsz: int): + return tensor.reshape(bsz, seq_len, self.num_heads, self.head_dim).permute(0,2,1,3) + + def __call__(self, hidden_states, causal_attention_mask): + bsz, tgt_len, embed_dim = hidden_states.shape + + query_states = self.q_proj(hidden_states) * self.scale + key_states = self._shape(self.k_proj(hidden_states), -1, bsz) + value_states = self._shape(self.v_proj(hidden_states), -1, bsz) + + proj_shape = (bsz * self.num_heads, -1, self.head_dim) + query_states = self._shape(query_states, tgt_len, bsz).reshape(*proj_shape) + key_states = key_states.reshape(*proj_shape) + src_len = key_states.shape[1] + value_states = value_states.reshape(*proj_shape) + + attn_weights = query_states @ key_states.permute(0,2,1) + + attn_weights = attn_weights.reshape(bsz, self.num_heads, tgt_len, src_len) + causal_attention_mask + attn_weights = attn_weights.reshape(bsz * self.num_heads, tgt_len, src_len) + + attn_weights = attn_weights.softmax() + + attn_output = attn_weights @ value_states + + attn_output = attn_output.reshape(bsz, self.num_heads, tgt_len, self.head_dim) + attn_output = attn_output.permute(0,2,1,3) + attn_output = attn_output.reshape(bsz, tgt_len, embed_dim) + + attn_output = self.out_proj(attn_output) + return attn_output + +class CLIPEncoderLayer: + def __init__(self): + self.self_attn = CLIPAttention() + self.layer_norm1 = LayerNorm(768) + self.mlp = CLIPMLP() + self.layer_norm2 = LayerNorm(768) + + def __call__(self, hidden_states, causal_attention_mask): + residual = hidden_states + hidden_states = self.layer_norm1(hidden_states) + hidden_states = self.self_attn(hidden_states, causal_attention_mask) + hidden_states = residual + hidden_states + + residual = hidden_states + hidden_states = self.layer_norm2(hidden_states) + hidden_states = self.mlp(hidden_states) + hidden_states = residual + hidden_states + + return hidden_states + +class CLIPEncoder: + def __init__(self): + self.layers = [CLIPEncoderLayer() for i in range(12)] + + def __call__(self, hidden_states, causal_attention_mask): + for l in self.layers: + hidden_states = l(hidden_states, causal_attention_mask) + return hidden_states + +class CLIPTextEmbeddings: + def __init__(self): + self.token_embedding = Embedding(49408, 768) + self.position_embedding = Embedding(77, 768) + + def __call__(self, input_ids, position_ids): + return self.token_embedding(input_ids) + self.position_embedding(position_ids) + +class CLIPTextTransformer: + def __init__(self): + self.embeddings = CLIPTextEmbeddings() + self.encoder = CLIPEncoder() + self.final_layer_norm = LayerNorm(768) + + def __call__(self, input_ids): + seq_len = input_ids.shape[1] + x = self.embeddings(input_ids, Tensor.arange(seq_len).reshape(1, -1)) + mask = Tensor.full((1, 1, seq_len, seq_len), float("-inf")).triu(1) + x = self.encoder(x, mask) + return self.final_layer_norm(x) + +# Clip tokenizer, taken from https://github.com/openai/CLIP/blob/main/clip/simple_tokenizer.py (MIT license) +@lru_cache() +def default_bpe(): + return Path(__file__).parent.parent / "weights/bpe_simple_vocab_16e6.txt.gz" + +def get_pairs(word): + """Return set of symbol pairs in a word. + Word is represented as tuple of symbols (symbols being variable-length strings). + """ + pairs = set() + prev_char = word[0] + for char in word[1:]: + pairs.add((prev_char, char)) + prev_char = char + return pairs + +def whitespace_clean(text): + text = re.sub(r'\s+', ' ', text) + text = text.strip() + return text + +def bytes_to_unicode(): + """ + Returns list of utf-8 byte and a corresponding list of unicode strings. + The reversible bpe codes work on unicode strings. + This means you need a large # of unicode characters in your vocab if you want to avoid UNKs. + When you're at something like a 10B token dataset you end up needing around 5K for decent coverage. + This is a signficant percentage of your normal, say, 32K bpe vocab. + To avoid that, we want lookup tables between utf-8 bytes and unicode strings. + And avoids mapping to whitespace/control characters the bpe code barfs on. + """ + bs = list(range(ord("!"), ord("~")+1))+list(range(ord("¡"), ord("¬")+1))+list(range(ord("®"), ord("ÿ")+1)) + cs = bs[:] + n = 0 + for b in range(2**8): + if b not in bs: + bs.append(b) + cs.append(2**8+n) + n += 1 + cs = [chr(n) for n in cs] + return dict(zip(bs, cs)) + +class ClipTokenizer: + def __init__(self, bpe_path: str = default_bpe()): + self.byte_encoder = bytes_to_unicode() + merges = gzip.open(bpe_path).read().decode("utf-8").split('\n') + merges = merges[1:49152-256-2+1] + merges = [tuple(merge.split()) for merge in merges] + vocab = list(bytes_to_unicode().values()) + vocab = vocab + [v+'' for v in vocab] + for merge in merges: + vocab.append(''.join(merge)) + vocab.extend(['<|startoftext|>', '<|endoftext|>']) + self.encoder = dict(zip(vocab, range(len(vocab)))) + self.bpe_ranks = dict(zip(merges, range(len(merges)))) + self.cache = {'<|startoftext|>': '<|startoftext|>', '<|endoftext|>': '<|endoftext|>'} + self.pat = re.compile(r"""<\|startoftext\|>|<\|endoftext\|>|'s|'t|'re|'ve|'m|'ll|'d|[^\s]+""", re.IGNORECASE) + + def bpe(self, token): + if token in self.cache: + return self.cache[token] + word = tuple(token[:-1]) + ( token[-1] + '',) + pairs = get_pairs(word) + + if not pairs: + return token+'' + + while True: + bigram = min(pairs, key = lambda pair: self.bpe_ranks.get(pair, float('inf'))) + if bigram not in self.bpe_ranks: + break + first, second = bigram + new_word = [] + i = 0 + while i < len(word): + try: + j = word.index(first, i) + new_word.extend(word[i:j]) + i = j + except Exception: + new_word.extend(word[i:]) + break + + if word[i] == first and i < len(word)-1 and word[i+1] == second: + new_word.append(first+second) + i += 2 + else: + new_word.append(word[i]) + i += 1 + new_word = tuple(new_word) + word = new_word + if len(word) == 1: + break + pairs = get_pairs(word) + word = ' '.join(word) + self.cache[token] = word + return word + + def encode(self, text): + bpe_tokens = [] + text = whitespace_clean(text.strip()).lower() + for token in re.findall(self.pat, text): + token = ''.join(self.byte_encoder[b] for b in token.encode('utf-8')) + bpe_tokens.extend(self.encoder[bpe_token] for bpe_token in self.bpe(token).split(' ')) + # Truncation, keeping two slots for start and end tokens. + if len(bpe_tokens) > 75: + bpe_tokens = bpe_tokens[:75] + return [49406] + bpe_tokens + [49407] * (77 - len(bpe_tokens) - 1) + +class StableDiffusion: + def __init__(self): + self.alphas_cumprod = Tensor.empty(1000) + self.model = namedtuple("DiffusionModel", ["diffusion_model"])(diffusion_model = UNetModel()) + self.first_stage_model = AutoencoderKL() + self.cond_stage_model = namedtuple("CondStageModel", ["transformer"])(transformer = namedtuple("Transformer", ["text_model"])(text_model = CLIPTextTransformer())) + + # TODO: make __call__ run the model + +# ** ldm.models.autoencoder.AutoencoderKL (done!) +# 3x512x512 <--> 4x64x64 (16384) +# decode torch.Size([1, 4, 64, 64]) torch.Size([1, 3, 512, 512]) +# section 4.3 of paper +# first_stage_model.encoder, first_stage_model.decoder + +# ** ldm.modules.diffusionmodules.openaimodel.UNetModel +# this is what runs each time to sample. is this the LDM? +# input: 4x64x64 +# output: 4x64x64 +# model.diffusion_model +# it has attention? + +# ** ldm.modules.encoders.modules.FrozenCLIPEmbedder +# cond_stage_model.transformer.text_model + +# this is sd-v1-4.ckpt +FILENAME = Path(__file__).parent.parent / "weights/sd-v1-4.ckpt" + +import clip as clipsave +import autoencoder as autoencodersave +import unet as unetsave +import stablediffusion as sdsave + +import numpy as np + +if __name__ == "__main__": + Tensor.no_grad = True + '''clip = CLIPTextTransformer() + + print('Saving model...') + clipsave.save_clip_text_transformer(clip, "params") + + input = Tensor([3, 1]) + output = clip(input.unsqueeze(0)) + + print(output[0, 0:2, 0:10].numpy())''' + + '''autoencoder = AutoencoderKL() + print('Saving model...') + autoencodersave.save_autoencoder(autoencoder, "params") + input = Tensor.zeros((1, 3, 10, 10)) + output = autoencoder(input) + print(output.shape) + print(output.numpy())''' + + '''unet = UNetModel() + print('Saving model...') + unetsave.save_unet_model(unet, 'params') + input = Tensor.zeros([1, 4, 64, 64]) + + context = np.array([0.5, 1.3], dtype=np.float32) # specify dtype when defining the array + context = np.repeat(context, 768 // 2) + context = np.expand_dims(context, axis=0) + context = Tensor(context) + + timesteps = Tensor([1.0]) + + output = unet(input, timesteps, context) + #print(output.numpy())''' + + + Tensor.no_grad = True + model = StableDiffusion() + + # load in weights + download_file('https://huggingface.co/CompVis/stable-diffusion-v-1-4-original/resolve/main/sd-v1-4.ckpt', FILENAME) + load_state_dict(model, torch_load(FILENAME)['state_dict'], strict=False) + + sdsave.save_stable_diffusion(model, "params") + + + '''parser = argparse.ArgumentParser(description='Run Stable Diffusion', formatter_class=argparse.ArgumentDefaultsHelpFormatter) + parser.add_argument('--steps', type=int, default=5, help="Number of steps in diffusion") + parser.add_argument('--prompt', type=str, default="a horse sized cat eating a bagel", help="Phrase to render") + parser.add_argument('--out', type=str, default=os.path.join(tempfile.gettempdir(), "rendered.png"), help="Output filename") + args = parser.parse_args() + + Tensor.no_grad = True + model = StableDiffusion() + + # load in weights + download_file('https://huggingface.co/CompVis/stable-diffusion-v-1-4-original/resolve/main/sd-v1-4.ckpt', FILENAME) + load_state_dict(model, torch_load(FILENAME)['state_dict'], strict=False) + + # run through CLIP to get context + tokenizer = ClipTokenizer() + prompt = Tensor([tokenizer.encode(args.prompt)]) + context = model.cond_stage_model.transformer.text_model(prompt).realize() + print("got CLIP context", context.shape) + + prompt = Tensor([tokenizer.encode("")]) + unconditional_context = model.cond_stage_model.transformer.text_model(prompt).realize() + print("got unconditional CLIP context", unconditional_context.shape) + + # done with clip model + del model.cond_stage_model + + def get_model_output(latent, timestep): + # put into diffuser + latents = model.model.diffusion_model(latent.expand(2, *latent.shape[1:]), timestep.expand(2, *timestep.shape[1:]), unconditional_context.cat(context, dim=0)) + unconditional_latent, latent = latents[0:1], latents[1:2] + + unconditional_guidance_scale = 7.5 + e_t = unconditional_latent + unconditional_guidance_scale * (latent - unconditional_latent) + return e_t + + timesteps = list(range(1, 1000, 1000//args.steps)) + print(f"running for {timesteps} timesteps") + alphas = [model.alphas_cumprod.numpy()[t] for t in timesteps] + alphas_prev = [1.0] + alphas[:-1] + + def get_x_prev_and_pred_x0(x, e_t, index): + temperature = 1 + a_t, a_prev = alphas[index], alphas_prev[index] + sigma_t = 0 + sqrt_one_minus_at = math.sqrt(1-a_t) + #print(a_t, a_prev, sigma_t, sqrt_one_minus_at) + + pred_x0 = (x - sqrt_one_minus_at * e_t) / math.sqrt(a_t) + + # direction pointing to x_t + dir_xt = math.sqrt(1. - a_prev - sigma_t**2) * e_t + noise = sigma_t * Tensor.randn(*x.shape) * temperature + + x_prev = math.sqrt(a_prev) * pred_x0 + dir_xt #+ noise + return x_prev, pred_x0 + + # start with random noise + latent = Tensor.randn(1,4,64,64) + + # this is diffusion + for index, timestep in (t:=tqdm(list(enumerate(timesteps))[::-1])): + GlobalCounters.reset() + t.set_description("%3d %3d" % (index, timestep)) + e_t = get_model_output(latent, Tensor([timestep])) + x_prev, pred_x0 = get_x_prev_and_pred_x0(latent, e_t, index) + #e_t_next = get_model_output(x_prev) + #e_t_prime = (e_t + e_t_next) / 2 + #x_prev, pred_x0 = get_x_prev_and_pred_x0(latent, e_t_prime, index) + latent = x_prev + latent.realize() + + # upsample latent space to image with autoencoder + x = model.first_stage_model.post_quant_conv(1/0.18215 * latent) + x = model.first_stage_model.decoder(x) + + # make image correct size and scale + x = (x + 1.0) / 2.0 + x = (x.reshape(3,512,512).permute(1,2,0).clip(0,1)*255).cast(dtypes.uint8) + print(x.shape) + + # save image + from PIL import Image + im = Image.fromarray(x.numpy()) + print(f"saving {args.out}") + im.save(args.out) + # Open image. + im.show()''' diff --git a/python/stablediffusion.py b/python/stablediffusion.py new file mode 100644 index 0000000..63634f1 --- /dev/null +++ b/python/stablediffusion.py @@ -0,0 +1,12 @@ +from autoencoder import save_autoencoder +from unet import save_unet_model +from clip import save_clip_text_transformer + +from save import save_scalar, save_tensor + +def save_stable_diffusion(stable_diffusion, path): + save_scalar(stable_diffusion.alphas_cumprod.shape[0], "n_steps", path) + save_tensor(stable_diffusion.alphas_cumprod, 'alphas_cumprod', path) + save_autoencoder(stable_diffusion.autoencoder, 'autoencoder', path) + save_unet_model(stable_diffusion.diffusion, 'unet', path) + save_clip_text_transformer(stable_diffusion.clip, 'clip', path) \ No newline at end of file diff --git a/python/test.py b/python/test.py new file mode 100644 index 0000000..03f601f --- /dev/null +++ b/python/test.py @@ -0,0 +1,54 @@ +import torch +import torch.nn as nn +from torch import Tensor +import math + +'''import torch +import torch.nn as nn + +import torch + +norm = torch.nn.LayerNorm(3) + +tensor = torch.tensor([1.0, 2.0, 3.0, 4.0, 5.0, 6.0]).reshape((2, 3)) + +out = norm(tensor) + +print(out)''' + +'''n_channel = 6 +norm = nn.LayerNorm(10) + +height = 10 +width = 10 +n_elements = height * width * n_channel + +t = torch.arange(0, n_elements, dtype=torch.float32).mul_(10.0 / n_elements).sin().reshape(1, n_channel, height, width) + +out = norm(t) +print(out)''' + +def timestep_embedding(timesteps, dim, max_period=10000): + half = dim // 2 + freqs = (-math.log(max_period) * torch.arange(half) / half).exp() + args = timesteps * freqs + return torch.cat( (args.cos(), args.sin()) ).reshape(1, -1) + +timesteps = Tensor([1, 2, 3]).reshape((3, 1)) +dim = 10 +res = timestep_embedding(timesteps, dim) + +print(res) + +'''n_group = 3 +n_channel = 6 +norm = nn.GroupNorm(n_group, n_channel) + +height = 10 +width = 10 +n_elements = height * width * n_channel + +t = torch.arange(0, n_elements, dtype=torch.float32).mul_(10.0 / n_elements).sin().reshape(1, n_channel, height, width) + +out = norm(t) +print(out.flatten())''' \ No newline at end of file diff --git a/python/test_tiny.py b/python/test_tiny.py new file mode 100644 index 0000000..0fa72fe --- /dev/null +++ b/python/test_tiny.py @@ -0,0 +1,41 @@ +from tinygrad.tensor import Tensor +from tinygrad.nn import Conv2d, Linear, GroupNorm, LayerNorm, Embedding +import math + +'''import torch +import torch.nn as nn + +import torch + +norm = torch.nn.LayerNorm(3) + +tensor = torch.tensor([1.0, 2.0, 3.0, 4.0, 5.0, 6.0]).reshape((2, 3)) + +out = norm(tensor) + +print(out)''' + +n_channel = 6 +norm = LayerNorm(10) + +height = 10 +width = 10 +n_elements = height * width * n_channel + +t = Tensor.arange(n_elements).mul(10.0 / n_elements).sin().reshape(1, n_channel, height, width) + +out = norm(t) +print(out.numpy()) + +'''n_group = 3 +n_channel = 6 +norm = nn.GroupNorm(n_group, n_channel) + +height = 10 +width = 10 +n_elements = height * width * n_channel + +t = torch.arange(0, n_elements, dtype=torch.float32).mul_(10.0 / n_elements).sin().reshape(1, n_channel, height, width) + +out = norm(t) +print(out.flatten())''' \ No newline at end of file diff --git a/python/tokenizer.py b/python/tokenizer.py new file mode 100644 index 0000000..c99d59c --- /dev/null +++ b/python/tokenizer.py @@ -0,0 +1,145 @@ +import gzip +import html +import os +from functools import lru_cache + +import ftfy +import regex as re + + +@lru_cache() +def default_bpe(): + return os.path.join(os.path.dirname(os.path.abspath(__file__)), "bpe_simple_vocab_16e6.txt.gz") + + +@lru_cache() +def bytes_to_unicode(): + """ + Returns list of utf-8 byte and a corresponding list of unicode strings. + The reversible bpe codes work on unicode strings. + This means you need a large # of unicode characters in your vocab if you want to avoid UNKs. + When you're at something like a 10B token dataset you end up needing around 5K for decent coverage. + This is a signficant percentage of your normal, say, 32K bpe vocab. + To avoid that, we want lookup tables between utf-8 bytes and unicode strings. + And avoids mapping to whitespace/control characters the bpe code barfs on. + """ + bs = list(range(ord("!"), ord("~")+1))+list(range(ord("¡"), ord("¬")+1))+list(range(ord("®"), ord("ÿ")+1)) + cs = bs[:] + n = 0 + for b in range(2**8): + if b not in bs: + bs.append(b) + cs.append(2**8+n) + n += 1 + cs = [chr(n) for n in cs] + return dict(zip(bs, cs)) + + +def get_pairs(word): + """Return set of symbol pairs in a word. + Word is represented as tuple of symbols (symbols being variable-length strings). + """ + pairs = set() + prev_char = word[0] + for char in word[1:]: + pairs.add((prev_char, char)) + prev_char = char + return pairs + + +def basic_clean(text): + text = ftfy.fix_text(text) + text = html.unescape(html.unescape(text)) + return text.strip() + + +def whitespace_clean(text): + text = re.sub(r'\s+', ' ', text) + text = text.strip() + return text + + +class SimpleTokenizer(object): + def __init__(self, bpe_path: str = default_bpe()): + self.byte_encoder = bytes_to_unicode() + self.byte_decoder = {v: k for k, v in self.byte_encoder.items()} + merges = gzip.open(bpe_path).read().decode("utf-8").split('\n') + merges = merges[1:49152-256-2+1] + merges = [tuple(merge.split()) for merge in merges] + vocab = list(bytes_to_unicode().values()) + vocab = vocab + [v+'' for v in vocab] + for merge in merges: + vocab.append(''.join(merge)) + vocab.extend(['<|startoftext|>', '<|endoftext|>']) + self.encoder = dict(zip(vocab, range(len(vocab)))) + self.decoder = {v: k for k, v in self.encoder.items()} + self.bpe_ranks = dict(zip(merges, range(len(merges)))) + self.cache = {'<|startoftext|>': '<|startoftext|>', '<|endoftext|>': '<|startoftext|>'} + self.pat = re.compile(r"""<\|startoftext\|>|<\|endoftext\|>|'s|'t|'re|'ve|'m|'ll|'d|[\p{L}]+|[\p{N}]|[^\s\p{L}\p{N}]+""", re.IGNORECASE) + + def bpe(self, token): + if token in self.cache: + return self.cache[token] + word = tuple(token[:-1]) + ( token[-1] + '',) + pairs = get_pairs(word) + + if not pairs: + return token+'' + + while True: + bigram = min(pairs, key = lambda pair: self.bpe_ranks.get(pair, float('inf'))) + if bigram not in self.bpe_ranks: + break + first, second = bigram + new_word = [] + i = 0 + while i < len(word): + try: + j = word.index(first, i) + new_word.extend(word[i:j]) + i = j + except: + new_word.extend(word[i:]) + break + + if word[i] == first and i < len(word)-1 and word[i+1] == second: + new_word.append(first+second) + i += 2 + else: + new_word.append(word[i]) + i += 1 + new_word = tuple(new_word) + word = new_word + if len(word) == 1: + break + else: + pairs = get_pairs(word) + word = ' '.join(word) + self.cache[token] = word + return word + + def encode(self, text): + bpe_tokens = [] + text = whitespace_clean(basic_clean(text)).lower() + for token in re.findall(self.pat, text): + token = ''.join(self.byte_encoder[b] for b in token.encode('utf-8')) + bpe_tokens.extend(self.encoder[bpe_token] for bpe_token in self.bpe(token).split(' ')) + return bpe_tokens + + def decode(self, tokens): + text = ''.join([self.decoder[token] for token in tokens]) + text = bytearray([self.byte_decoder[c] for c in text]).decode('utf-8', errors="replace").replace('', ' ') + return text + +if __name__ == "__main__": + simple_tokenizer = SimpleTokenizer() + #print([simple_tokenizer.byte_encoder[0], simple_tokenizer.byte_encoder[1]]) + tokens = [0, 1, 59, 67, 23] + text = simple_tokenizer.decode(tokens) + print(f"Text: {text}") + + text = "Hello world! <|startoftext|>asdf<|startoftext|>" + encoded = simple_tokenizer.encode(text) + decoded = simple_tokenizer.decode(encoded) + print(f"Encoded: {encoded}") + print(f"Decoded: {decoded}") \ No newline at end of file diff --git a/python/unet.py b/python/unet.py new file mode 100644 index 0000000..556d8a8 --- /dev/null +++ b/python/unet.py @@ -0,0 +1,153 @@ +import pathlib +import os +import save +from save import * + +from tinygrad.nn import Conv2d + +def save_res_block(res_block, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + # We can't directly save activation functions, but as they are just attribute of the block, + # we don't need to save them separately, they will be recreated along with the block. + + # saving group normalization layer + save_group_norm(res_block.in_layers[0], os.path.join(path, 'norm_in')) + + # saving the convolutional layer + save_conv2d(res_block.in_layers[2], os.path.join(path, 'conv_in')) + + # saving the linear layer + save_linear(res_block.emb_layers[1], os.path.join(path, 'lin_embed')) + + # saving group normalization in out_layers + save_group_norm(res_block.out_layers[0], os.path.join(path, 'norm_out')) + + # saving the convolutional layer in out_layers + save_conv2d(res_block.out_layers[3], os.path.join(path, 'conv_out')) + + # save skip_connection based on the object type + if isinstance(res_block.skip_connection, Conv2d): + save_conv2d(res_block.skip_connection, os.path.join(path, 'skip_connection')) + +def save_cross_attention(cross_attention, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + # Save Linear layers + save_linear(cross_attention.to_q, os.path.join(path, 'query')) + save_linear(cross_attention.to_k, os.path.join(path, 'key')) + save_linear(cross_attention.to_v, os.path.join(path, 'value')) + save_linear(cross_attention.to_out[0], os.path.join(path, 'out')) + + # Save parameters + save_scalar(cross_attention.num_heads, 'n_head', path) + +def save_geglu(geglu, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + # Save Linear layers + save_linear(geglu.proj, os.path.join(path, 'proj')) + +def save_feed_forward(feed_forward, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + # Save GEGLU module + save_geglu(feed_forward.net[0], os.path.join(path, 'geglu')) + + # Save Linear layer + save_linear(feed_forward.net[2], os.path.join(path, 'lin')) + + +def save_basic_transformer_block(basic_transformer_block, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + # Save CrossAttention, FeedForward and LayerNorm instances + save_cross_attention(basic_transformer_block.attn1, os.path.join(path, 'attn1')) + save_feed_forward(basic_transformer_block.ff, os.path.join(path, 'mlp')) + save_cross_attention(basic_transformer_block.attn2, os.path.join(path, 'attn2')) + + save_layer_norm(basic_transformer_block.norm1, os.path.join(path, 'norm1')) + save_layer_norm(basic_transformer_block.norm2, os.path.join(path, 'norm2')) + save_layer_norm(basic_transformer_block.norm3, os.path.join(path, 'norm3')) + + + +def save_spatial_transformer(spatial_transformer, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + # Save GroupNorm, Conv2d, BasicTransformerBlock instances + save_group_norm(spatial_transformer.norm, os.path.join(path, 'norm')) + save_conv2d(spatial_transformer.proj_in, os.path.join(path, 'proj_in')) + save_basic_transformer_block(spatial_transformer.transformer_blocks[0], os.path.join(path, 'transformer')) + save_conv2d(spatial_transformer.proj_out, os.path.join(path, 'proj_out')) + + +def save_downsample(downsample, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + # Save Conv2d instance + save_conv2d(downsample.op, path) + +def save_upsample(upsample, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + + # Save Conv2d instance + save_conv2d(upsample.conv, os.path.join(path, 'conv')) + + +def save_res_transformer_res(block, path): + save_res_block(block[0], pathlib.Path(path, 'res1')) + save_spatial_transformer(block[1], pathlib.Path(path, 'transformer')) + save_res_block(block[2], pathlib.Path(path, 'res2')) + +def save_res_upsample(block, path): + save_res_block(block[0], pathlib.Path(path, 'res')) + save_upsample(block[1], pathlib.Path(path, 'upsample')) + +def save_res_transformer(block, path): + save_res_block(block[0], pathlib.Path(path, 'res')) + save_spatial_transformer(block[1], pathlib.Path(path, 'transformer')) + +def save_res_transformer_upsample(block, path): + save_res_block(block[0], pathlib.Path(path, 'res')) + save_spatial_transformer(block[1], pathlib.Path(path, 'transformer')) + save_upsample(block[2], pathlib.Path(path, 'upsample')) + + +def save_unet_input_blocks(input_blocks, path): + save_conv2d(input_blocks[0][0], pathlib.Path(path, 'conv')) + save_res_transformer(input_blocks[1], pathlib.Path(path, 'rt1')) + save_res_transformer(input_blocks[2], pathlib.Path(path, 'rt2')) + save_downsample(input_blocks[3][0], pathlib.Path(path, 'd1')) + save_res_transformer(input_blocks[4], pathlib.Path(path, 'rt3')) + save_res_transformer(input_blocks[5], pathlib.Path(path, 'rt4')) + save_downsample(input_blocks[6][0], pathlib.Path(path, 'd2')) + save_res_transformer(input_blocks[7], pathlib.Path(path, 'rt5')) + save_res_transformer(input_blocks[8], pathlib.Path(path, 'rt6')) + save_downsample(input_blocks[9][0], pathlib.Path(path, 'd3')) + save_res_block(input_blocks[10][0], pathlib.Path(path, 'r1')) + save_res_block(input_blocks[11][0], pathlib.Path(path, 'r2')) + +def save_unet_output_blocks(output_blocks, path): + save_res_block(output_blocks[0][0], pathlib.Path(path, 'r1')) + save_res_block(output_blocks[1][0], pathlib.Path(path, 'r2')) + save_res_upsample(output_blocks[2], pathlib.Path(path, 'ru')) + save_res_transformer(output_blocks[3], pathlib.Path(path, 'rt1')) + save_res_transformer(output_blocks[4], pathlib.Path(path, 'rt2')) + save_res_transformer_upsample(output_blocks[5], pathlib.Path(path, 'rtu1')) + save_res_transformer(output_blocks[6], pathlib.Path(path, 'rt3')) + save_res_transformer(output_blocks[7], pathlib.Path(path, 'rt4')) + save_res_transformer_upsample(output_blocks[8], pathlib.Path(path, 'rtu2')) + save_res_transformer(output_blocks[9], pathlib.Path(path, 'rt5')) + save_res_transformer(output_blocks[10], pathlib.Path(path, 'rt6')) + save_res_transformer(output_blocks[11], pathlib.Path(path, 'rt7')) + +def save_unet_model(model, path): + pathlib.Path(path).mkdir(parents=True, exist_ok=True) + save_linear(model.time_embed[0], pathlib.Path(path, 'lin1_time_embed')) + save_linear(model.time_embed[2], pathlib.Path(path, 'lin2_time_embed')) + save_unet_input_blocks(model.input_blocks, pathlib.Path(path, 'input_blocks')) + save_res_transformer_res(model.middle_block, pathlib.Path(path, 'middle_block')) + save_unet_output_blocks(model.output_blocks, pathlib.Path(path, 'output_blocks')) + save_group_norm(model.out[0], pathlib.Path(path, 'norm_out')) + save_conv2d(model.out[2], pathlib.Path(path, 'conv_out')) + diff --git a/src/helper.rs b/src/helper.rs new file mode 100644 index 0000000..0332a9d --- /dev/null +++ b/src/helper.rs @@ -0,0 +1,87 @@ +use burn::{ + tensor::{ + backend::Backend, + activation::relu, + Tensor, + Int, + Bool, + Float, + TensorKind, + BasicOps, + Numeric, + Element, + }, +}; + +use num_traits::ToPrimitive; + + +pub fn tensor_max_scalar(x: Tensor, max: f64) -> Tensor { + relu(x.sub_scalar(max)).add_scalar(max) +} + +pub fn tensor_min_scalar(x: Tensor, min: f64) -> Tensor { + -tensor_max_scalar(-x, -min) +} + +pub fn tensor_max(x: Tensor, max: Tensor) -> Tensor { + relu(x - max.clone()) + max +} + +pub fn tensor_min(x: Tensor, min: Tensor) -> Tensor { + -tensor_max(-x, -min) +} + +pub fn tensor_log10(x: Tensor) -> Tensor { + let ln10 = (10.0f64).ln(); + x.log() / ln10 +} + +pub fn tensor_max_element(x: Tensor) -> f64 { + let flat: Tensor = x.flatten(0, D - 1); + let max_index = flat.clone().argmax(0); + + flat.select(0, max_index).into_scalar().to_f64().unwrap() +} + +pub fn all_zeros(x: Tensor) -> bool { + x.powf(2.0).sum().into_scalar().to_f64().unwrap() == 0.0 +} + +pub fn max_dim(x: Tensor, dim: usize) -> Tensor { + let indices = x.clone().argmax(dim).flatten(0, 1); + x.select(dim, indices) +} + +pub fn _10pow(x: Tensor) -> Tensor { + let log10 = (10.0f64).ln(); + (x * log10).exp() +} + +pub fn to_float(x: Tensor) -> Tensor { + let device = x.device(); + Tensor::from_data( + x + .into_data() + .convert() + ).to_device(&device) +} + +pub fn to_float_bool(x: Tensor) -> Tensor { + let device = x.device(); + Tensor::from_data( + x + .into_data() + .convert() + ).to_device(&device) +} + +pub fn reverse + BasicOps + Numeric>(x: Tensor, dim: usize) -> Tensor where >::Elem: Element { + let len = x.dims()[dim]; + let indices = -Tensor::arange_device(0..len, &x.device()) + (len - 1) as i64; + x.select(dim, indices) +} + +pub fn div_roundup(x: usize, y: usize) -> usize { + (x + y - 1) / y +} \ No newline at end of file diff --git a/src/lib.rs b/src/lib.rs new file mode 100644 index 0000000..d7dd5e9 --- /dev/null +++ b/src/lib.rs @@ -0,0 +1,5 @@ +#![feature(generic_const_exprs)] + +pub mod model; +pub mod tokenizer; +pub mod helper; \ No newline at end of file diff --git a/src/main.rs b/src/main.rs new file mode 100644 index 0000000..4483088 --- /dev/null +++ b/src/main.rs @@ -0,0 +1,104 @@ +use stablediffusion::{tokenizer::SimpleTokenizer, model::clip::{*, load::*}, +model::autoencoder::{*, load::*}, +model::groupnorm::*, +model::unet::{*, load::*}, +model::stablediffusion::{*, load::*}}; + +use burn::{ + config::Config, + module::{Module, Param}, + nn, + tensor::{ + backend::Backend, + Tensor, + }, +}; +use burn_tch::{TchBackend, TchDevice}; + +fn print_tensor(x: Tensor) { + let data = x/*.slice([0..1, 0..4, 0..10])*/.into_data(); + println!("{:?}", data); +} + +use stablediffusion::helper::to_float; + +fn main() { + type Backend = TchBackend; + //let device = TchDevice::Cpu; + let device = TchDevice::Cuda(0); + + /*let norm: nn::LayerNorm = nn::LayerNormConfig::new(3).init(); + let tensor = Tensor::from_floats([1.0, 2.0, 3.0, 4.0, 5.0, 6.0]).reshape([2, 3]); + + let out = norm.forward(tensor); + + println!("{:?}", out.into_data()); + + return;*/ + + /*let n_channel = 6; + let norm: nn::LayerNorm = nn::LayerNormConfig::new(10).init(); + let height = 10; + let width = 10; + let n_elements = height * width * n_channel; + let t: Tensor = to_float(Tensor::arange(0..n_elements)).mul_scalar(10.0 / n_elements as f64).sin().reshape([1, n_channel, height, width]); + let out = layernorm(t, 1e-5); //norm.forward(t); + println!("{:?}", out.to_data()); + return;*/ + + /*let clip: CLIP = load_clip("params", &device).unwrap(); + let input = Tensor::from_ints([3, 1]); + + let output = clip.forward(input.unsqueeze()); + print_tensor(output);*/ + + /*let autoencoder: Autoencoder = load_autoencoder("params", &device).unwrap(); + let input = Tensor::zeros([1, 3, 10, 10]); + let output = autoencoder.forward(input); + print_tensor(output);*/ + + /*let unet: UNet = load_unet("params", &device).unwrap(); + let input = Tensor::zeros([1, 4, 64, 64]); + let context = Tensor::from_floats([0.5, 1.3]).repeat(0, 768 / 2).unsqueeze(); + let timesteps = Tensor::from_floats([1.0]); + + let output = unet.forward(input, timesteps, context);*/ + //print_tensor(output); + + let tokenizer = SimpleTokenizer::new().unwrap(); + let sd: StableDiffusion = load_stable_diffusion("params", &device).unwrap(); + + let unconditional_guidance_scale = 7.5; + let unconditional_context = sd.unconditional_context(&tokenizer); + let context = sd.context(&tokenizer, "A rainbow pony is flying.").unsqueeze(); + + let n_steps = 5; + + let images = sd.sample_image(context, unconditional_context, unconditional_guidance_scale, n_steps); + save_images(&images, "image_samples/", 512, 512).unwrap(); +} + +use image::{self, ImageResult, ColorType::Rgb8}; + +fn save_images(images: &Vec>, basepath: &str, width: u32, height: u32) -> ImageResult<()> { + for (index, img_data) in images.iter().enumerate() { + let path = format!("{}{}.png", basepath, index); + image::save_buffer(path, &img_data[..], width, height, Rgb8)?; + } + + Ok(()) +} + +// save red test image +fn save_test_image() -> ImageResult<()> { + let width = 256; + let height = 256; + let raw: Vec<_> = (0..width * height).into_iter().flat_map(|i| { + let row = i / width; + let red = (255.0 * row as f64 / height as f64) as u8; + + [red, 0, 0] + }).collect(); + + image::save_buffer("red.png", &raw[..], width, height, Rgb8) +} \ No newline at end of file diff --git a/src/model/attention.rs b/src/model/attention.rs new file mode 100644 index 0000000..ba13109 --- /dev/null +++ b/src/model/attention.rs @@ -0,0 +1,47 @@ +use burn::{ + tensor::{ + backend::Backend, + activation::softmax, + Tensor, + }, +}; + +use std::f32::NEG_INFINITY; + +pub fn qkv_attention(q: Tensor, k: Tensor, v: Tensor, mask: Option>, n_head: usize) -> Tensor { + let [n_batch, n_qctx, n_state] = q.dims(); + let [_, n_ctx, _] = k.dims(); + + let scale = (n_state as f64 / n_head as f64).powf(-0.25); + let n_hstate = n_state / n_head; + + let q = q.reshape([n_batch, n_qctx, n_head, n_hstate]).swap_dims(1, 2) * scale; + let k = k.reshape([n_batch, n_ctx, n_head, n_hstate]).swap_dims(1, 2).transpose() * scale; + let v = v.reshape([n_batch, n_ctx, n_head, n_hstate]).swap_dims(1, 2); + + let qk = q.matmul(k); + + // apply mask + let qk = if let Some(mask) = mask { + qk + mask.slice([0..n_qctx, 0..n_ctx]).unsqueeze::<4>() + } else { + qk + }; + + // normalize value weightings + let w = softmax(qk, 3); + let o = w.matmul(v).swap_dims(1, 2).flatten(2, 3); + + return o; +} + +pub fn attn_decoder_mask(seq_length: usize) -> Tensor { + let mut mask = Tensor::::zeros([seq_length, seq_length]); + + for i in 0..(seq_length - 1) { + let values = Tensor::::zeros([1, seq_length - (i + 1)]).add_scalar(NEG_INFINITY); + mask = mask.slice_assign([i..i + 1, i + 1..seq_length], values); + } + + return mask; +} \ No newline at end of file diff --git a/src/model/autoencoder/load.rs b/src/model/autoencoder/load.rs new file mode 100644 index 0000000..484fe0d --- /dev/null +++ b/src/model/autoencoder/load.rs @@ -0,0 +1,134 @@ +use super::GroupNorm; +use crate::model::load::*; + +use std::error::Error; + +use burn::{ + config::Config, + module::{Module, Param}, + nn, + tensor::{ + backend::Backend, + Tensor, + }, +}; + +use super::*; +use crate::model::groupnorm::load::load_group_norm; + +fn load_conv_self_attention_block(path: &str, device: &B::Device) -> Result, Box> { + let norm = load_group_norm(&format!("{}/{}", path, "norm"), device)?; + let q = load_conv2d(&format!("{}/{}", path, "q"), device)?; + let k = load_conv2d(&format!("{}/{}", path, "k"), device)?; + let v = load_conv2d(&format!("{}/{}", path, "v"), device)?; + let proj_out = load_conv2d(&format!("{}/{}", path, "proj_out"), device)?; + + Ok(ConvSelfAttentionBlock { norm, q, k, v, proj_out }) +} + +fn load_resnet_block(path: &str, device: &B::Device) -> Result, Box> { + let norm1 = load_group_norm(&format!("{}/{}", path, "norm1"), device)?; + let silu1 = SILU {}; + let conv1 = load_conv2d(&format!("{}/{}", path, "conv1"), device)?; + let norm2 = load_group_norm(&format!("{}/{}", path, "norm2"), device)?; + let silu2 = SILU {}; + let conv2 = load_conv2d(&format!("{}/{}", path, "conv2"), device)?; + let nin_shortcut = load_conv2d(&format!("{}/{}", path, "nin_shortcut"), device).ok(); + + Ok(ResnetBlock { norm1, silu1, conv1, norm2, silu2, conv2, nin_shortcut }) +} + +fn load_mid(path: &str, device: &B::Device) -> Result, Box> { + let block_1 = load_resnet_block(&format!("{}/{}", path, "block_1"), device)?; + let attn = load_conv_self_attention_block(&format!("{}/{}", path, "attn"), device)?; + let block_2 = load_resnet_block(&format!("{}/{}", path, "block_2"), device)?; + + Ok(Mid { block_1, attn, block_2 }) +} + +fn load_padded_conv2d(path: &str, device: &B::Device) -> Result, Box> { + let conv = load_conv2d(&format!("{}/{}", path, "conv"), device)?; + + let channels = load_tensor::("channels", path, device)?; + let channels = tensor_to_array_2(channels); + + let kernel_size = load_usize::("kernel_size", path, device)?; + let stride = load_usize::("stride", path, device)?; + + let padding = load_tensor::("padding", path, device)?; + let padding: [usize; 4] = tensor_to_array(padding); + let padding = Padding::new(padding[0], padding[1], padding[2], padding[3]); + + let mut record = conv.into_record(); + + let mut padded_conv: PaddedConv2d = PaddedConv2dConfig::new(channels, kernel_size, padding).with_stride(stride).init(); + let padding_actual = PaddingConfig2d::Explicit(padded_conv.padding_actual[0], padded_conv.padding_actual[1]); + + record.padding = >::into_record(padding_actual); + padded_conv.conv = padded_conv.conv.load_record(record); + + + Ok(padded_conv) +} + +fn load_decoder_block(path: &str, device: &B::Device) -> Result, Box> { + let res1 = load_resnet_block(&format!("{}/{}", path, "res1"), device)?; + let res2 = load_resnet_block(&format!("{}/{}", path, "res2"), device)?; + let res3 = load_resnet_block(&format!("{}/{}", path, "res3"), device)?; + let upsampler = load_conv2d(&format!("{}/{}", path, "upsampler"), device).ok(); + + Ok(DecoderBlock { res1, res2, res3, upsampler }) +} + +fn load_encoder_block(path: &str, device: &B::Device) -> Result, Box> { + let res1 = load_resnet_block(&format!("{}/{}", path, "res1"), device)?; + let res2 = load_resnet_block(&format!("{}/{}", path, "res2"), device)?; + let downsampler = load_padded_conv2d(&format!("{}/{}", path, "downsampler"), device).ok(); + + Ok(EncoderBlock { res1, res2, downsampler }) +} + +fn load_decoder(path: &str, device: &B::Device) -> Result, Box> { + let conv_in = load_conv2d(&format!("{}/{}", path, "conv_in"), device)?; + let mid = load_mid(&format!("{}/{}", path, "mid"), device)?; + + let n_block = load_usize::("n_block", path, device)?; + let mut blocks = (0..n_block) + .into_iter() + .map(|i| { + load_decoder_block::(&format!("{}/blocks/{}", path, i), device) + }).collect::, _>>()?; + + let norm_out = load_group_norm(&format!("{}/{}", path, "norm_out"), device)?; + let silu = SILU {}; + let conv_out = load_conv2d(&format!("{}/{}", path, "conv_out"), device)?; + + Ok(Decoder { conv_in, mid, blocks, norm_out, silu, conv_out }) +} + +fn load_encoder(path: &str, device: &B::Device) -> Result, Box> { + let conv_in = load_conv2d(&format!("{}/{}", path, "conv_in"), device)?; + let mid = load_mid(&format!("{}/{}", path, "mid"), device)?; + + let n_block = load_usize::("n_block", path, device)?; + let mut blocks = (0..n_block) + .into_iter() + .map(|i| { + load_encoder_block::(&format!("{}/blocks/{}", path, i), device) + }).collect::, _>>()?; + + let norm_out = load_group_norm(&format!("{}/{}", path, "norm_out"), device)?; + let silu = SILU {}; + let conv_out = load_conv2d(&format!("{}/{}", path, "conv_out"), device)?; + + Ok(Encoder { conv_in, mid, blocks, norm_out, silu, conv_out }) +} + +pub fn load_autoencoder(path: &str, device: &B::Device) -> Result, Box> { + let encoder = load_encoder(&format!("{}/{}", path, "encoder"), device)?; + let decoder = load_decoder(&format!("{}/{}", path, "decoder"), device)?; + let quant_conv = load_conv2d(&format!("{}/{}", path, "quant_conv"), device)?; + let post_quant_conv = load_conv2d(&format!("{}/{}", path, "post_quant_conv"), device)?; + + Ok(Autoencoder { encoder, decoder, quant_conv, post_quant_conv }) +} \ No newline at end of file diff --git a/src/model/autoencoder/mod.rs b/src/model/autoencoder/mod.rs new file mode 100644 index 0000000..1c47d7e --- /dev/null +++ b/src/model/autoencoder/mod.rs @@ -0,0 +1,530 @@ +pub mod load; + +use burn::{ + config::Config, + module::{Module, Param}, + nn::{self, PaddingConfig2d, conv::{Conv2d, Conv2dConfig, Conv2dRecord}}, + tensor::{ + backend::Backend, + activation::{softmax, sigmoid}, + module::embedding, + Tensor, + Distribution, + Int, + }, +}; + +use crate::helper::div_roundup; + +use super::silu::*; +use super::groupnorm::*; +use super::attention::qkv_attention; + +use std::iter; + + +#[derive(Config)] +pub struct AutoencoderConfig {} + +impl AutoencoderConfig { + pub fn init(&self) -> Autoencoder { + let encoder = EncoderConfig::new(vec![(128, 128), (128, 256), (256, 512), (512, 512)], 32, 8).init(); + let decoder = DecoderConfig::new(vec![(512, 512), (512, 512), (512, 256), (256, 128)], 32).init(); + let quant_conv = Conv2dConfig::new([8, 8], [1, 1]).init(); + let post_quant_conv = Conv2dConfig::new([4, 4], [1, 1]).init(); + + Autoencoder { + encoder, + decoder, + quant_conv, + post_quant_conv, + } + } +} + + +fn print_tensor(x: Tensor) { + let [_, channels, height, width] = x.dims(); + let channels = channels.min(10); + let data = x.slice([0..1, 0..channels, 0..height, 0..width]).into_data(); + println!("{:?}", data); +} + + +#[derive(Module, Debug)] +pub struct Autoencoder { + encoder: Encoder, + decoder: Decoder, + quant_conv: Conv2d, + post_quant_conv: Conv2d, +} + +impl Autoencoder { + pub fn forward(&self, x: Tensor) -> Tensor { + self.decode_latent( self.encode_image(x) ) + } + + pub fn encode_image(&self, x: Tensor) -> Tensor { + let [n_batch, _, _, _] = x.dims(); + let latent = self.encoder.forward(x); + let latent = self.quant_conv.forward(latent); + let latent = latent.slice([0..n_batch, 0..4]); + latent + } + + pub fn decode_latent(&self, latent: Tensor) -> Tensor { + let latent = self.post_quant_conv.forward(latent); + self.decoder.forward(latent) + } +} + +#[derive(Config)] +pub struct EncoderConfig { + channels: Vec<(usize, usize)>, + n_group: usize, + n_channels_out: usize, +} + +impl EncoderConfig { + fn init(&self) -> Encoder { + let n_expanded_channels_initial = self.channels.first().map(|f| f.1).expect("Channels must not be empty."); + let n_expanded_channels_final = self.channels.first().unwrap().0; + + let conv_in = Conv2dConfig::new([3, n_expanded_channels_initial], [3, 3]).with_padding(PaddingConfig2d::Explicit(1, 1)).init(); + + let blocks = self.channels.iter().enumerate().map(|(i, &(n_channel_in, n_channel_out))| { + let downsample = i != self.channels.len() - 1; + EncoderBlockConfig::new(n_channel_in, n_channel_out, downsample).init() + }).collect(); + + let mid = MidConfig::new(n_expanded_channels_final).init(); + let norm_out = GroupNormConfig::new(self.n_group, n_expanded_channels_final).init(); + let silu = SILU::new(); + let conv_out = Conv2dConfig::new([n_expanded_channels_final, self.n_channels_out], [3, 3]).with_padding(PaddingConfig2d::Explicit(1, 1)).init(); + + Encoder { + conv_in, + mid, + blocks, + norm_out, + silu, + conv_out, + } + } +} + + +#[derive(Module, Debug)] +pub struct Encoder { + conv_in: Conv2d, + mid: Mid, + blocks: Vec>, + norm_out: GroupNorm, + silu: SILU, + conv_out: Conv2d, +} + +impl Encoder { + fn forward(&self, x: Tensor) -> Tensor { + let x = self.conv_in.forward(x); + + let mut x = x; + for block in &self.blocks { + x = block.forward(x); + } + + let x = self.mid.forward(x); + self.conv_out.forward( self.silu.forward( self.norm_out.forward(x) ) ) + } +} + + + +#[derive(Config)] +pub struct DecoderConfig { + channels: Vec<(usize, usize)>, + n_group: usize, +} + +impl DecoderConfig { + fn init(&self) -> Decoder { + let n_expanded_channels = self.channels.first().map(|f| f.0).expect("Channels must not be empty."); + let n_condensed_channels = self.channels.last().unwrap().1; + + let conv_in = Conv2dConfig::new([4, n_expanded_channels], [3, 3]).with_padding(PaddingConfig2d::Explicit(1, 1)).init(); + let mid = MidConfig::new(n_expanded_channels).init(); + + let blocks = self.channels.iter().enumerate().map(|(i, &(n_channel_in, n_channel_out))| { + let upsample = i != self.channels.len() - 1; + DecoderBlockConfig::new(n_channel_in, n_channel_out, upsample).init() + }).collect(); + + let norm_out = GroupNormConfig::new(self.n_group, n_condensed_channels).init(); + let silu = SILU::new(); + let conv_out = Conv2dConfig::new([n_condensed_channels, 3], [3, 3]).with_padding(PaddingConfig2d::Explicit(1, 1)).init(); + + Decoder { + conv_in, + mid, + blocks, + norm_out, + silu, + conv_out, + } + } +} + + +#[derive(Module, Debug)] +pub struct Decoder { + conv_in: Conv2d, + mid: Mid, + blocks: Vec>, + norm_out: GroupNorm, + silu: SILU, + conv_out: Conv2d, +} + +impl Decoder { + fn forward(&self, x: Tensor) -> Tensor { + let x = self.conv_in.forward(x); + let x = self.mid.forward(x); + + let mut x = x; + for block in &self.blocks { + x = block.forward(x); + } + + self.conv_out.forward( self.silu.forward( self.norm_out.forward(x) ) ) + } +} + +#[derive(Config)] +pub struct EncoderBlockConfig { + n_channels_in: usize, + n_channels_out: usize, + downsample: bool, +} + +impl EncoderBlockConfig { + fn init(&self) -> EncoderBlock { + let res1 = ResnetBlockConfig::new(self.n_channels_in, self.n_channels_out).init(); + let res2 = ResnetBlockConfig::new(self.n_channels_out, self.n_channels_out).init(); + let downsampler = if self.downsample { + let padding = Padding::new(0, 1, 0, 1); + Some( PaddedConv2dConfig::new([self.n_channels_out, self.n_channels_out], 3, padding).with_stride(2).init() ) + } else { + None + }; + + EncoderBlock { + res1, + res2, + downsampler, + } + } +} + +#[derive(Module, Debug)] +pub struct EncoderBlock { + res1: ResnetBlock, + res2: ResnetBlock, + downsampler: Option>, +} + +impl EncoderBlock { + fn forward(&self, x: Tensor) -> Tensor { + let x = self.res1.forward(x); + let x = self.res2.forward(x); + if let Some(d) = self.downsampler.as_ref() { + d.forward(x) + } else { + x + } + } +} + +#[derive(Config)] +pub struct DecoderBlockConfig { + n_channels_in: usize, + n_channels_out: usize, + upsample: bool, +} + +impl DecoderBlockConfig { + fn init(&self) -> DecoderBlock { + let res1 = ResnetBlockConfig::new(self.n_channels_in, self.n_channels_out).init(); + let res2 = ResnetBlockConfig::new(self.n_channels_out, self.n_channels_out).init(); + let res3 = ResnetBlockConfig::new(self.n_channels_out, self.n_channels_out).init(); + let upsampler = if self.upsample { + Some( Conv2dConfig::new([self.n_channels_out, self.n_channels_out], [3, 3]).with_padding(PaddingConfig2d::Explicit(1, 1)).init() ) + } else { + None + }; + + DecoderBlock { + res1, + res2, + res3, + upsampler, + } + } +} + +#[derive(Module, Debug)] +pub struct DecoderBlock { + res1: ResnetBlock, + res2: ResnetBlock, + res3: ResnetBlock, + upsampler: Option>, +} + +impl DecoderBlock { + fn forward(&self, x: Tensor) -> Tensor { + let x = self.res1.forward(x); + let x = self.res2.forward(x); + let x = self.res3.forward(x); + + if let Some(d) = self.upsampler.as_ref() { + let [n_batch, n_channel, height, width] = x.dims(); + let x = x + .reshape([n_batch, n_channel, height, 1, width, 1]) + .repeat(3, 2) + .repeat(5, 2) + .reshape([n_batch, n_channel, 2 * height, 2 * width]); + d.forward(x) + } else { + x + } + } +} + + +#[derive(Config)] +pub struct PaddedConv2dConfig { + channels: [usize; 2], + kernel_size: usize, + #[config(default = 1)] + stride: usize, + padding: Padding, +} + +impl PaddedConv2dConfig { + fn init(&self) -> PaddedConv2d { + let calc_padding = |p_left, p_right| { + let n = if p_left >= p_right { + 0 + } else { + div_roundup(p_right - p_left, self.stride) + }; + + n * self.stride + p_left + }; + + let pad_vertical = calc_padding(self.padding.pad_top, self.padding.pad_bottom); + let pad_horizontal = calc_padding(self.padding.pad_left, self.padding.pad_right); + let padding_actual = [pad_vertical, pad_horizontal]; + + let conv = Conv2dConfig::new(self.channels, [self.kernel_size, self.kernel_size]) + .with_stride([self.stride, self.stride]) + .with_padding(PaddingConfig2d::Explicit(pad_vertical, pad_horizontal)) + .init(); + + let kernel_size = self.kernel_size; + let stride = self.stride; + + let padding = self.padding; + + PaddedConv2d { + conv, + kernel_size, + stride, + padding, + padding_actual, + } + } +} + +#[derive(Module, Debug)] +pub struct PaddedConv2d { + conv: Conv2d, + kernel_size: usize, + stride: usize, + padding: Padding, + padding_actual: [usize; 2], +} + +impl PaddedConv2d { + fn forward(&self, x: Tensor) -> Tensor { + let [n_batch, n_channel, height, width] = x.dims(); + + let desired_height = (self.padding.pad_top + self.padding.pad_bottom + height - self.kernel_size) / self.stride + 1; + let desired_width = (self.padding.pad_left + self.padding.pad_right + width - self.kernel_size) / self.stride + 1; + + let skip_vert = (self.padding_actual[0] - self.padding.pad_top) / self.stride; + let skip_hor = (self.padding_actual[1] - self.padding.pad_left) / self.stride; + + self.conv + .forward(x) + .slice([ + 0..n_batch, + 0..n_channel, + skip_vert..(skip_vert + desired_height), + skip_hor..(skip_hor + desired_width) + ]) + } +} + +#[derive(Config, Module, Copy, Debug)] +pub struct Padding { + pad_left: usize, + pad_right: usize, + pad_top: usize, + pad_bottom: usize, +} + +#[derive(Config)] +pub struct MidConfig { + n_channel: usize, +} + +impl MidConfig { + fn init(&self) -> Mid { + let block_1 = ResnetBlockConfig::new(self.n_channel, self.n_channel).init(); + let attn = ConvSelfAttentionBlockConfig::new(self.n_channel).init(); + let block_2 = ResnetBlockConfig::new(self.n_channel, self.n_channel).init(); + + Mid { + block_1, + attn, + block_2, + } + } +} + +#[derive(Module, Debug)] +pub struct Mid { + block_1: ResnetBlock, + attn: ConvSelfAttentionBlock, + block_2: ResnetBlock, +} + +impl Mid { + fn forward(&self, x: Tensor) -> Tensor { + let x = self.block_1.forward(x); + let x = self.attn.forward(x); + let x = self.block_2.forward(x); + x + } +} + + +#[derive(Config)] +pub struct ResnetBlockConfig { + in_channels: usize, + out_channels: usize, +} + +impl ResnetBlockConfig { + fn init(&self) -> ResnetBlock { + let norm1 = GroupNormConfig::new(32, self.in_channels).init(); + let conv1 = Conv2dConfig::new([self.in_channels, self.out_channels], [3, 3]).with_padding(PaddingConfig2d::Explicit(1, 1)).init(); + let norm2 = GroupNormConfig::new(32, self.out_channels).init(); + let conv2 = Conv2dConfig::new([self.out_channels, self.out_channels], [3, 3]).with_padding(PaddingConfig2d::Explicit(1, 1)).init(); + let nin_shortcut = if self.in_channels != self.out_channels { + Some( Conv2dConfig::new([self.in_channels, self.out_channels], [1, 1]).init() ) + } else { + None + }; + + let silu1 = SILU::new(); + let silu2 = SILU::new(); + + ResnetBlock { + norm1, + silu1, + conv1, + norm2, + silu2, + conv2, + nin_shortcut, + } + } +} + +#[derive(Module, Debug)] +pub struct ResnetBlock { + norm1: GroupNorm, + silu1: SILU, + conv1: Conv2d, + norm2: GroupNorm, + silu2: SILU, + conv2: Conv2d, + nin_shortcut: Option>, +} + +impl ResnetBlock { + fn forward(&self, x: Tensor) -> Tensor { + let h = self.conv1.forward( self.silu1.forward(self.norm1.forward(x.clone())) ); + let h = self.conv2.forward( self.silu2.forward(self.norm2.forward(h)) ); + + + if let Some(ns) = self.nin_shortcut.as_ref() { + ns.forward(x) + h + } else { + x + h + } + } +} + +#[derive(Config)] +pub struct ConvSelfAttentionBlockConfig { + n_channel: usize, +} + +impl ConvSelfAttentionBlockConfig { + fn init(&self) -> ConvSelfAttentionBlock { + let norm = GroupNormConfig::new(32, self.n_channel).init(); + let q = Conv2dConfig::new([self.n_channel, self.n_channel], [1, 1]).init(); + let k = Conv2dConfig::new([self.n_channel, self.n_channel], [1, 1]).init(); + let v = Conv2dConfig::new([self.n_channel, self.n_channel], [1, 1]).init(); + let proj_out = Conv2dConfig::new([self.n_channel, self.n_channel], [1, 1]).init(); + + ConvSelfAttentionBlock { + norm, + q, + k, + v, + proj_out, + } + } +} + +#[derive(Module, Debug)] +pub struct ConvSelfAttentionBlock { + norm: GroupNorm, + q: Conv2d, + k: Conv2d, + v: Conv2d, + proj_out: Conv2d, +} + +impl ConvSelfAttentionBlock { + fn forward(&self, x: Tensor) -> Tensor { + let [n_batch, n_channel, height, width] = x.dims(); + + let h = self.norm.forward(x.clone()); + + let q = self.q.forward(h.clone()).reshape([n_batch, n_channel, height * width]).swap_dims(1, 2); + let k = self.k.forward(h.clone()).reshape([n_batch, n_channel, height * width]).swap_dims(1, 2); + let v = self.v.forward(h).reshape([n_batch, n_channel, height * width]).swap_dims(1, 2); + + let wv = qkv_attention(q, k, v, None, 1) + .swap_dims(1, 2) + .reshape([n_batch, n_channel, height, width]); + + let projected = self.proj_out.forward(wv); + + x + projected + } +} diff --git a/src/model/clip/load.rs b/src/model/clip/load.rs new file mode 100644 index 0000000..5395b52 --- /dev/null +++ b/src/model/clip/load.rs @@ -0,0 +1,86 @@ +use std::error::Error; +use burn::tensor::ElementConversion; + +use burn::{ + config::Config, + module::{Module, Param}, + nn, + tensor::{ + backend::Backend, + Tensor, + }, +}; + +use super::*; +use crate::model::load::*; + +pub fn load_mlp(path: &str, device: &B::Device) -> Result, Box> { + let fc1 = load_linear(&format!("{}/{}", path, "fc1"), device)?; + let gelu = QuickGELU::new(); + let fc2 = load_linear(&format!("{}/{}", path, "fc2"), device)?; + + let mlp = MLP { + fc1: fc1, + gelu: gelu, + fc2: fc2, + }; + + Ok(mlp) +} + +pub fn load_multi_head_self_attention(path: &str, device: &B::Device) -> Result, Box> { + let n_head = load_usize::("n_head", path, device)?; + let query = load_linear(&format!("{}/{}", path, "query"), device)?; + let key = load_linear(&format!("{}/{}", path, "key"), device)?; + let value = load_linear(&format!("{}/{}", path, "value"), device)?; + let out = load_linear(&format!("{}/{}", path, "out"), device)?; + + let mhsa = MultiHeadSelfAttention { + n_head: n_head, + query: query, + key: key, + value: value, + out: out, + }; + + Ok(mhsa) +} + +pub fn load_residual_decoder_attention_block(path: &str, device: &B::Device) -> Result, Box> { + let mlp = load_mlp(&format!("{}/{}", path, "mlp"), device)?; + let attn = load_multi_head_self_attention(&format!("{}/{}", path, "attn"), device)?; + let attn_ln = load_layer_norm(&format!("{}/{}", path, "attn_ln"), device)?; + let mlp_ln = load_layer_norm(&format!("{}/{}", path, "mlp_ln"), device)?; + + let rdab = ResidualDecoderAttentionBlock { + attn: attn, + attn_ln: attn_ln, + mlp: mlp, + mlp_ln: mlp_ln, + }; + + Ok(rdab) +} + +pub fn load_clip(path: &str, device: &B::Device) -> Result, Box> { + let token_embedding = load_embedding(&format!("{}/{}", path, "token_embedding"), device)?; + let position_embedding = load_tensor("weight", &format!("{}/position_embedding", path), device)?.into(); + + let n_layer = load_usize::("n_layer", path, device)?; + let mut blocks = (0..n_layer) + .into_iter() + .map(|i| { + load_residual_decoder_attention_block::(&format!("{}/blocks/{}", path, i), device) + }).collect::, _>>()?; + + let layer_norm = load_layer_norm(&format!("{}/{}", path, "layer_norm"), device)?; + + let clip = CLIP { + token_embedding: token_embedding, + position_embedding: position_embedding, + blocks: blocks, + layer_norm: layer_norm, + }; + + Ok(clip) +} diff --git a/src/model/clip/mod.rs b/src/model/clip/mod.rs new file mode 100644 index 0000000..c9a22a7 --- /dev/null +++ b/src/model/clip/mod.rs @@ -0,0 +1,220 @@ +pub mod load; + +use burn::{ + config::Config, + module::{Module, Param}, + nn, + tensor::{ + backend::Backend, + activation::{softmax, sigmoid}, + module::embedding, + Tensor, + Distribution, + Int, + }, +}; + +use crate::model::attention::{qkv_attention, attn_decoder_mask}; + + +#[derive(Config)] +pub struct CLIPConfig { + n_vocab: usize, + n_state: usize, + n_head: usize, + n_ctx: usize, + n_layer: usize, +} + +impl CLIPConfig { + pub fn init(&self) -> CLIP { + let token_embedding = nn::EmbeddingConfig::new(self.n_vocab, self.n_state).init(); + let position_embedding = Tensor::random([self.n_ctx, self.n_state], Distribution::Normal(0.0, 1.0)).into(); + let blocks = (0..self.n_layer) + .into_iter() + .map(|_| ResidualDecoderAttentionBlockConfig::new(self.n_state, self.n_head).init()) + .collect(); + let layer_norm = nn::LayerNormConfig::new(self.n_state).init(); + + CLIP { + token_embedding, + position_embedding, + blocks, + layer_norm, + } + } +} + + + +#[derive(Module, Debug)] +pub struct CLIP { + token_embedding: nn::Embedding, + position_embedding: Param>, + blocks: Vec>, + layer_norm: nn::LayerNorm, +} + +impl CLIP { + pub fn forward(&self, x: Tensor) -> Tensor { + let [n_batch, seq_len] = x.dims(); + + let mask = attn_decoder_mask(seq_len); + + let embedded = self.token_embedding.forward(x) + + self.position_embedding.val().slice([0..seq_len]).unsqueeze(); + + let mut x = embedded; + for block in &self.blocks { + x = block.forward(x, mask.clone()); + } + + self.layer_norm.forward(x) + } +} + + + +#[derive(Config)] +pub struct ResidualDecoderAttentionBlockConfig { + n_state: usize, + n_head: usize, +} + +impl ResidualDecoderAttentionBlockConfig { + pub fn init(&self) -> ResidualDecoderAttentionBlock { + let attn = MultiHeadSelfAttentionConfig::new(self.n_state, self.n_head).init(); + let attn_ln = nn::LayerNormConfig::new(self.n_state).init(); + + let mlp = MLPConfig::new(self.n_state, 4 * self.n_state).init(); + let mlp_ln = nn::LayerNormConfig::new(self.n_state).init(); + + ResidualDecoderAttentionBlock { + attn, + attn_ln, + mlp, + mlp_ln, + } + } +} + +#[derive(Module, Debug)] +pub struct ResidualDecoderAttentionBlock { + attn: MultiHeadSelfAttention, + attn_ln: nn::LayerNorm, + mlp: MLP, + mlp_ln: nn::LayerNorm, +} + +impl ResidualDecoderAttentionBlock { + fn forward(&self, x: Tensor, mask: Tensor) -> Tensor { + let x = x.clone() + self.attn.forward(self.attn_ln.forward(x), Some(mask)); + let x = x.clone() + self.mlp.forward(self.mlp_ln.forward(x)); + return x; + } +} + +#[derive(Config)] +pub struct MultiHeadSelfAttentionConfig { + n_state: usize, + n_head: usize, +} + +impl MultiHeadSelfAttentionConfig { + fn init(&self) -> MultiHeadSelfAttention { + assert!(self.n_state % self.n_head == 0, "State size {} must be a multiple of head size {}", self.n_state, self.n_head); + + let n_head = self.n_head; + let query = nn::LinearConfig::new(self.n_state, self.n_state).init(); + let key = nn::LinearConfig::new(self.n_state, self.n_state).init(); + let value = nn::LinearConfig::new(self.n_state, self.n_state).init(); + let out = nn::LinearConfig::new(self.n_state, self.n_state).init(); + + MultiHeadSelfAttention { + n_head, + query, + key, + value, + out + } + } +} + +#[derive(Module, Debug)] +pub struct MultiHeadSelfAttention { + n_head: usize, + query: nn::Linear, + key: nn::Linear, + value: nn::Linear, + out: nn::Linear, +} + +impl MultiHeadSelfAttention { + pub fn forward(&self, x: Tensor, mask: Option>) -> Tensor { + let q = self.query.forward(x.clone()); + let k = self.key.forward(x.clone()); + let v = self.value.forward(x); + + let wv = qkv_attention(q, k, v, mask, self.n_head); + + return self.out.forward(wv); + } +} + + + + + + + + +#[derive(Config, Debug)] +pub struct MLPConfig { + input_size: usize, + hidden_size: usize, +} + +impl MLPConfig { + fn init(&self) -> MLP { + let fc1 = nn::LinearConfig::new(self.input_size, self.hidden_size).init(); + let gelu = QuickGELU::new(); + let fc2 = nn::LinearConfig::new(self.hidden_size, self.input_size).init(); + + MLP { + fc1, + gelu, + fc2, + } + } +} + +#[derive(Module, Debug)] +pub struct MLP { + fc1: nn::Linear, + gelu: QuickGELU, + fc2: nn::Linear, +} + +impl MLP { + fn forward(&self, x: Tensor) -> Tensor { + let x = self.fc1.forward(x); + let x = self.gelu.forward(x); + let x = self.fc2.forward(x); + + x + } +} + +#[derive(Module, Clone, Debug)] +pub struct QuickGELU {} + +impl QuickGELU { + fn new() -> Self { + Self {} + } + + fn forward(&self, x: Tensor) -> Tensor { + x.clone() * sigmoid(x * 1.702) + } +} + diff --git a/src/model/groupnorm/load.rs b/src/model/groupnorm/load.rs new file mode 100644 index 0000000..2c96206 --- /dev/null +++ b/src/model/groupnorm/load.rs @@ -0,0 +1,33 @@ +use super::GroupNorm; +use crate::model::load::*; + +use std::error::Error; + +use burn::{ + config::Config, + module::{Module, Param}, + nn, + tensor::{ + backend::Backend, + Tensor, + }, +}; + +pub fn load_group_norm(path: &str, device: &B::Device) -> Result, Box> { + let n_group = load_usize::("n_group", path, device)?.into(); + let n_channel = load_usize::("n_channel", path, device)?.into(); + let eps = load_f32::("eps", path, device)?.into(); + + let gamma = load_tensor::("weight", path, device).ok().unwrap_or_else(|| Tensor::ones_device([n_channel], device)).into(); + let beta = load_tensor::("bias", path, device).ok().unwrap_or_else(|| Tensor::zeros_device([n_channel], device)).into(); + + Ok( + GroupNorm { + n_group, + n_channel, + gamma, + beta, + eps, + } + ) +} \ No newline at end of file diff --git a/src/model/groupnorm/mod.rs b/src/model/groupnorm/mod.rs new file mode 100644 index 0000000..7dc125d --- /dev/null +++ b/src/model/groupnorm/mod.rs @@ -0,0 +1,72 @@ +pub mod load; + +use burn::{ + config::Config, + module::{Module, Param}, + tensor::{ + backend::Backend, + Tensor, + }, +}; + +#[derive(Config)] +pub struct GroupNormConfig { + n_group: usize, + n_channel: usize, + #[config(default = 1e-5)] + eps: f64, +} + +impl GroupNormConfig { + pub fn init(&self) -> GroupNorm { + assert!(self.n_channel % self.n_group == 0, "The number of channels {} must be divisible by the number of groups {}", self.n_channel, self.n_group); + + let n_per_group = self.n_channel / self.n_group; + + let gamma = Tensor::ones([self.n_channel]).into(); + let beta = Tensor::zeros([self.n_channel]).into(); + + let eps = self.eps; + + GroupNorm { + n_group: self.n_group, + n_channel: self.n_channel, + gamma, + beta, + eps, + } + } +} + +#[derive(Module, Debug)] +pub struct GroupNorm { + n_group: usize, + n_channel: usize, + gamma: Param>, + beta: Param>, + eps: f64, +} + +impl GroupNorm { + pub fn forward(&self, x: Tensor) -> Tensor { + let shape = x.shape(); + let n_batch = shape.dims[0]; + let num_elements = shape.num_elements(); + + let mut affine_shape = [1; D]; + affine_shape[1] = self.n_channel; + + layernorm( x.reshape([n_batch, self.n_group, num_elements / (n_batch * self.n_group) ]), self.eps ) + .reshape(shape) + .mul(self.gamma.val().reshape(affine_shape)) + .add(self.beta.val().reshape(affine_shape)) + } +} + +pub fn layernorm(x: Tensor, eps: f64) -> Tensor { + //let (var, mean) = x.clone().var_mean_bias(D - 1); + //x.sub(mean).div(var.sqrt().add_scalar(eps)) + + let u = x.clone() - x.mean_dim(D - 1); + u.clone().div( (u.clone() * u).mean_dim(D - 1).add_scalar(eps).sqrt() ) +} \ No newline at end of file diff --git a/src/model/load.rs b/src/model/load.rs new file mode 100644 index 0000000..7009939 --- /dev/null +++ b/src/model/load.rs @@ -0,0 +1,167 @@ +use std::error::Error; +use std::io::Read; +use npy::{self, NpyData}; +use num_traits::cast::ToPrimitive; + +use burn::{ + config::Config, + module::{Module, Param}, + nn::{self, conv}, + tensor::{ + backend::Backend, + Tensor, + Data, + }, +}; + +use burn::tensor::ElementConversion; + +pub fn numpy_to_tensor(numpy_data: NpyData, device: &B::Device) -> Tensor { + let mut v = numpy_data.to_vec(); + + let shape: Vec<_> = v[0..D].into_iter().map(|&v| v as usize).collect(); + let data: Vec = v[D..].into_iter().map(|e| e.elem()).collect(); + + Tensor::from_data_device(Data::new(data, shape.into()), device) +} + +pub fn load_tensor(name: &str, path: &str, device: &B::Device) -> Result, Box> { + let tensor_path = format!("{}/{}.npy", path, name); + + let mut buf = vec![]; + std::fs::File::open(&tensor_path)? + .read_to_end(&mut buf)?; + + let tensor_numpy: NpyData = NpyData::from_bytes(&buf)?; + + let tensor = numpy_to_tensor(tensor_numpy, device); + + println!("{}", tensor_path); + + Ok(tensor) +} + +pub fn load_f32(name: &str, path: &str, device: &B::Device) -> Result> { + load_tensor::(name, path, device).map(|t| t.into_scalar().to_f32().unwrap()) +} + +pub fn load_usize(name: &str, path: &str, device: &B::Device) -> Result> { + load_tensor::(name, path, device).map(|t| t.into_scalar().to_usize().unwrap()) +} + +pub fn load_linear(path: &str, device: &B::Device) -> Result, Box> { + let weight = load_tensor::("weight", path, device)?; + let bias = load_tensor::("bias", path, device).ok(); + + let record = nn::LinearRecord { + weight: weight.into(), + bias: bias.map(|t| t.into()), + }; + + let linear: nn::Linear = nn::LinearConfig::new(3, 3).init_with(record); + Ok(linear) +} + +pub fn load_embedding(path: &str, device: &B::Device) -> Result, Box> { + let weight = load_tensor::("weight", path, device)?; + let [n_vocab, n_state] = weight.dims(); + + let record = nn::EmbeddingRecord { + weight: weight.into(), + }; + + let embedding = nn::EmbeddingConfig::new(n_vocab, n_state).init_with(record); + Ok(embedding) +} + +pub fn load_layer_norm(path: &str, device: &B::Device) -> Result, Box> { + let weight = load_tensor::("weight", path, device)?; + let bias = load_tensor::("bias", path, device)?; + let eps = load_f32::("eps", path, device)? as f64; + + let [n_state] = weight.dims(); + + let record = nn::LayerNormRecord { + gamma: weight.into(), + beta: bias.into(), + epsilon: >::into_record(eps), + }; + + let layer_norm: nn::LayerNorm = nn::LayerNormConfig::new(n_state).init_with(record); + + Ok(layer_norm) +} + + +/*pub fn load_rmsnorm(path: &str, device: &B::Device) -> Result, Box> { + let weight = load_tensor::("weight", path, device)?; + let eps = load_f32::("eps", path, device)?.into(); + + let rmsnorm = RMSNorm { + weight: weight.into(), + eps: eps + }; + + Ok(rmsnorm) +}*/ + +pub fn load_conv2d(path: &str, device: &B::Device) -> Result, Box> { + let weight = load_tensor::("weight", path, device)?; + let bias = load_tensor::("bias", path, device).ok(); + let has_bias = bias.is_some(); + + let stride = load_tensor::("stride", path, device)?; + let stride = tensor_to_array_2(stride); + + let kernel_size = load_tensor::("kernel_size", path, device)?; + let kernel_size = tensor_to_array_2(kernel_size); + + let dilation = load_tensor::("dilation", path, device)?; + let dilation = tensor_to_array_2(dilation); + + let n_group = load_usize::("n_group", path, device)?.into(); + let n_channels_in = load_usize::("n_channels_in", path, device)?.into(); + let n_channels_out = load_usize::("n_channels_out", path, device)?.into(); + + let padding = load_tensor::("padding", path, device)?; + let padding = tensor_to_array_2(padding); + let padding = nn::PaddingConfig2d::Explicit(padding[0], padding[1]); + + + let record = conv::Conv2dRecord { + weight: weight.into(), + bias: bias.map(|t| t.into()), + stride: <[usize; 2] as Module>::into_record(stride), + kernel_size: <[usize; 2] as Module>::into_record(kernel_size), + dilation: <[usize; 2] as Module>::into_record(dilation), + groups: >::into_record(n_group), + padding: >::into_record(padding.clone()), + }; + + let conv2d: conv::Conv2d = conv::Conv2dConfig::new([n_channels_in, n_channels_out], kernel_size) + .with_stride(stride) + .with_dilation(dilation) + .with_groups(n_group) + .with_padding(padding) + .with_bias(has_bias) + .init_with(record); + Ok(conv2d) +} + +pub fn tensor_to_array_2(x: Tensor) -> [usize; 2] { + let vec = x.into_data().value; + assert!(vec.len() == 2, "Tensor length must be 2."); + [vec[0].to_usize().unwrap(), vec[1].to_usize().unwrap()] +} + +pub fn tensor_to_array(x: Tensor) -> [usize; N] { + let vec = x.into_data().value; + assert!(vec.len() == N, "Tensor length must be {}.", N); + + let mut arr = [0; N]; + for (a, t) in arr.iter_mut().zip(vec) { + *a = t.to_usize().unwrap(); + } + + arr +} \ No newline at end of file diff --git a/src/model/mod.rs b/src/model/mod.rs new file mode 100644 index 0000000..832222e --- /dev/null +++ b/src/model/mod.rs @@ -0,0 +1,11 @@ +pub mod stablediffusion; + +pub mod autoencoder; +pub mod unet; +pub mod clip; + +pub mod silu; +pub mod groupnorm; +pub mod attention; + +pub mod load; \ No newline at end of file diff --git a/src/model/silu.rs b/src/model/silu.rs new file mode 100644 index 0000000..47da5a8 --- /dev/null +++ b/src/model/silu.rs @@ -0,0 +1,22 @@ +use burn::{ + module::Module, + tensor::{ + backend::Backend, + activation::sigmoid, + Tensor, + }, +}; + + +#[derive(Module, Clone, Debug)] +pub struct SILU {} + +impl SILU { + pub fn new() -> Self { + Self {} + } + + pub fn forward(&self, x: Tensor) -> Tensor { + x.clone() * sigmoid(x) + } +} \ No newline at end of file diff --git a/src/model/stablediffusion/load.rs b/src/model/stablediffusion/load.rs new file mode 100644 index 0000000..0512c0e --- /dev/null +++ b/src/model/stablediffusion/load.rs @@ -0,0 +1,34 @@ +use std::error::Error; +use burn::tensor::ElementConversion; + +use burn::{ + config::Config, + module::{Module, Param}, + nn, + tensor::{ + backend::Backend, + Tensor, + }, +}; + +use super::*; +use crate::model::{load::*, autoencoder::load::load_autoencoder, unet::load::load_unet, clip::load::load_clip}; + +pub fn load_stable_diffusion(path: &str, device: &B::Device) -> Result, Box> { + let n_steps = load_usize::("n_steps", path, device)?; + let alpha_cumulative_products: Vec<_> = load_tensor::("alphas_cumprod", path, device)?.into_data().value.into_iter() + .map(|v: >::Elem| v.to_f64().unwrap()) + .collect(); + let autoencoder = load_autoencoder(&format!("{}/{}", path, "autoencoder"), device)?; + let diffusion = load_unet(&format!("{}/{}", path, "unet"), device)?; + let clip = load_clip(&format!("{}/{}", path, "clip"), device)?; + + Ok(StableDiffusion { + n_steps, + alpha_cumulative_products, + autoencoder, + diffusion, + clip, + }) +} + diff --git a/src/model/stablediffusion/mod.rs b/src/model/stablediffusion/mod.rs new file mode 100644 index 0000000..96df0fb --- /dev/null +++ b/src/model/stablediffusion/mod.rs @@ -0,0 +1,181 @@ +pub mod load; + +use burn::{ + config::Config, + module::Module, + tensor::{ + backend::Backend, + Tensor, + Int, + Float, + BasicOps, + Data, + Distribution, + }, +}; + +use num_traits::ToPrimitive; + +use super::autoencoder::{Autoencoder, AutoencoderConfig}; +use super::unet::{UNet, UNetConfig}; +use super::clip::{CLIP, CLIPConfig}; +use crate::tokenizer::SimpleTokenizer; + +#[derive(Config)] +pub struct StableDiffusionConfig { + +} + +impl StableDiffusionConfig { + fn init(&self) -> StableDiffusion { + let n_steps = 1000; + let alpha_cumulative_products = offset_cosine_schedule_cumprod::(n_steps) + .into_data().value + .into_iter() + .map(|v: >::Elem| v.to_f64().unwrap()).collect(); + + let autoencoder = AutoencoderConfig::new().init(); + let diffusion = UNetConfig::new().init(); + let clip = CLIPConfig::new(49408, 768, 12, 77, 12).init(); + + StableDiffusion { + n_steps, + alpha_cumulative_products, + autoencoder, + diffusion, + clip, + } + } +} + +#[derive(Module, Debug)] +pub struct StableDiffusion { + n_steps: usize, + alpha_cumulative_products: Vec, + autoencoder: Autoencoder, + diffusion: UNet, + clip: CLIP, +} + +impl StableDiffusion { + pub fn sample_image(&self, context: Tensor, unconditional_context: Tensor, unconditional_guidance_scale: f64, n_steps: usize) -> Vec> { + let [n_batch, _, _] = context.dims(); + + let latent = self.sample_latent(context, unconditional_context, unconditional_guidance_scale, n_steps); + let image = self.autoencoder.decode_latent(latent * (1.0 / 0.18215)); + + let n_channel = 3; + let height = 512; + let width = 512; + let num_elements_per_image = n_channel * height * width; + + // correct size and scale and reorder to + let image = (image + 1.0) / 2.0; + let image = image + .reshape([n_batch, n_channel, height, width]) + .swap_dims(1, 2) + .swap_dims(2, 3) + .mul_scalar(255.0); + + let flattened: Vec<_> = image. + into_data(). + value; + + (0..n_batch).into_iter().map(|b| { + let start = b * num_elements_per_image; + let end = start + num_elements_per_image; + + flattened[start..end].into_iter().map(|v| v.to_u8().unwrap()).collect() + }).collect() + } + + pub fn sample_latent(&self, context: Tensor, unconditional_context: Tensor, unconditional_guidance_scale: f64, n_steps: usize) -> Tensor { + assert!(self.n_steps % n_steps == 0); + + let step_size = self.n_steps / n_steps; + + let [n_batches, _, _] = context.dims(); + + let gen_noise = || { + Tensor::random([n_batches, 4, 64, 64], Distribution::Normal(0.0, 1.0) ) + }; + + let sigma = 0.0; // Use deterministic diffusion + + let mut latent = gen_noise(); + + for t in (0..self.n_steps).rev().step_by(step_size) { + let current_alpha = self.alpha_cumulative_products[t]; + let prev_alpha = if t >= step_size { + self.alpha_cumulative_products[t - step_size] + } else { + 1.0 + }; + + let sqrt_noise = (1.0 - current_alpha).sqrt(); + + let timestep = Tensor::from_ints([t as i32]); + let pred_noise = self.forward_diffuser(latent.clone(), timestep, context.clone(), unconditional_context.clone(), unconditional_guidance_scale); + + let predx0 = (latent - pred_noise.clone() * sqrt_noise) / current_alpha.sqrt(); + let dir_latent = pred_noise * (1.0 - prev_alpha - sigma * sigma).sqrt(); + + let prev_latent = predx0 * prev_alpha.sqrt() + dir_latent + gen_noise() * sigma; + latent = prev_latent; + } + + latent + } + + fn forward_diffuser(&self, latent: Tensor, timestep: Tensor, context: Tensor, unconditional_context: Tensor, unconditional_guidance_scale: f64) -> Tensor { + let [n_batch, n_channel, height, width] = latent.dims(); + let latent = latent.repeat(0, 2); + + let latent = self.diffusion.forward( + latent.repeat(0, 2), + timestep.repeat(0, 2), + Tensor::cat(vec![unconditional_context.unsqueeze::<3>(), context], 0) + ); + + let unconditional_latent = latent.clone().slice([0..n_batch]); + let conditional_latent = latent.slice([n_batch..2 * n_batch]); + + unconditional_latent.clone() + (conditional_latent - unconditional_latent) * unconditional_guidance_scale + } + + pub fn unconditional_context(&self, tokenizer: &SimpleTokenizer) -> Tensor { + self.context(tokenizer, "").squeeze(0) + } + + pub fn context(&self, tokenizer: &SimpleTokenizer, text: &str) -> Tensor { + let text = format!("<|startoftext|>{}<|endoftext|>", text); + let tokenized: Vec<_> = tokenizer.encode(&text).into_iter().map(|v| v as i32).collect(); + + self.clip.forward(Tensor::from_ints(&tokenized[..]).unsqueeze()) + } +} + +use crate::helper::to_float; +use std::f64::consts::PI; + +fn cosine_schedule(n_steps: usize) -> Tensor { + to_float(Tensor::arange(1..n_steps + 1)) + .mul_scalar(PI * 0.5 / n_steps as f64) + .cos() +} + +fn offset_cosine_schedule(n_steps: usize) -> Tensor { + let min_signal_rate: f64 = 0.02; + let max_signal_rate: f64 = 0.95; + let start_angle = max_signal_rate.acos(); + let end_angle = min_signal_rate.acos(); + + let times = Tensor::arange(1..n_steps + 1); + + let diffusion_angles = to_float(times) * ( (end_angle - start_angle) / n_steps as f64) + start_angle; + diffusion_angles.cos() +} + +fn offset_cosine_schedule_cumprod(n_steps: usize) -> Tensor { + offset_cosine_schedule::(n_steps).powf(2.0) +} \ No newline at end of file diff --git a/src/model/unet/load.rs b/src/model/unet/load.rs new file mode 100644 index 0000000..7fe0ab0 --- /dev/null +++ b/src/model/unet/load.rs @@ -0,0 +1,278 @@ +use super::GroupNorm; +use crate::model::load::*; + +use std::error::Error; + +use burn::{ + config::Config, + module::{Module, Param}, + nn, + tensor::{ + backend::Backend, + Tensor, + }, +}; + +use super::*; +use crate::model::groupnorm::load::load_group_norm; + +pub fn load_res_block(path: &str, device: &B::Device) -> Result, Box> { + let norm_in = load_group_norm::(&format!("{}/{}", path, "norm_in"), device)?; + let conv_in = load_conv2d::(&format!("{}/{}", path, "conv_in"), device)?; + let lin_embed = load_linear::(&format!("{}/{}", path, "lin_embed"), device)?; + let norm_out = load_group_norm::(&format!("{}/{}", path, "norm_out"), device)?; + let conv_out = load_conv2d::(&format!("{}/{}", path, "conv_out"), device)?; + let skip_connection = load_conv2d::(&format!("{}/{}", path, "skip_connection"), device).ok(); + + let res_block = ResBlock { + norm_in: norm_in, + silu_in: SILU::new(), + conv_in: conv_in, + silu_embed: SILU::new(), + lin_embed: lin_embed, + norm_out: norm_out, + silu_out: SILU::new(), + conv_out: conv_out, + skip_connection: skip_connection, + }; + + Ok(res_block) +} + +pub fn load_multi_head_attention(path: &str, device: &B::Device) -> Result, Box> { + let n_head = load_usize::("n_head", path, device)?; + let query = load_linear::(&format!("{}/{}", path, "query"), device)?; + let key = load_linear::(&format!("{}/{}", path, "key"), device)?; + let value = load_linear::(&format!("{}/{}", path, "value"), device)?; + let out = load_linear::(&format!("{}/{}", path, "out"), device)?; + + let multi_head_attention = MultiHeadAttention { + n_head: n_head, + query: query, + key: key, + value: value, + out: out, + }; + + Ok(multi_head_attention) +} + + +pub fn load_geglu(path: &str, device: &B::Device) -> Result, Box> { + let proj = load_linear::(&format!("{}/{}", path, "proj"), device)?; + + let geglue = GEGLU { + proj: proj, + gelu: GELU::new(), // Assuming GELU::new() initializes a new GELU struct + }; + + Ok(geglue) +} + + +pub fn load_mlp(path: &str, device: &B::Device) -> Result, Box> { + let geglu = load_geglu::(&format!("{}/{}", path, "geglu"), device)?; + let lin = load_linear::(&format!("{}/{}", path, "lin"), device)?; + + let mlp = MLP { + geglu: geglu, + lin: lin, + }; + + Ok(mlp) +} + + +pub fn load_transformer_block(path: &str, device: &B::Device) -> Result, Box> { + let norm1 = load_layer_norm::(&format!("{}/{}", path, "norm1"), device)?; + let attn1 = load_multi_head_attention::(&format!("{}/{}", path, "attn1"), device)?; + let norm2 = load_layer_norm::(&format!("{}/{}", path, "norm2"), device)?; + let attn2 = load_multi_head_attention::(&format!("{}/{}", path, "attn2"), device)?; + let norm3 = load_layer_norm::(&format!("{}/{}", path, "norm3"), device)?; + let mlp = load_mlp::(&format!("{}/{}", path, "mlp"), device)?; + + let transformer_block = TransformerBlock { + norm1: norm1, + attn1: attn1, + norm2: norm2, + attn2: attn2, + norm3: norm3, + mlp: mlp, + }; + + Ok(transformer_block) +} + + +pub fn load_spatial_transformer(path: &str, device: &B::Device) -> Result, Box> { + let norm = load_group_norm::(&format!("{}/{}", path, "norm"), device)?; + let proj_in = load_conv2d::(&format!("{}/{}", path, "proj_in"), device)?; + let transformer = load_transformer_block::(&format!("{}/{}", path, "transformer"), device)?; + let proj_out = load_conv2d::(&format!("{}/{}", path, "proj_out"), device)?; + + let spatial_transformer = SpatialTransformer { + norm: norm, + proj_in: proj_in, + transformer: transformer, + proj_out: proj_out, + }; + + Ok(spatial_transformer) +} + + +pub fn load_upsample(path: &str, device: &B::Device) -> Result, Box> { + let conv = load_conv2d::(&format!("{}/{}", path, "conv"), device)?; + + let upsample = Upsample { + conv: conv, + }; + + Ok(upsample) +} + +pub fn load_downsample(path: &str, device: &B::Device) -> Result, Box> { + load_conv2d(path, device) +} + +pub fn load_res_transformer_res(path: &str, device: &B::Device) -> Result, Box> { + let res1 = load_res_block::(&format!("{}/{}", path, "res1"), device)?; // Assuming load_res_block function + let transformer = load_spatial_transformer::(&format!("{}/{}", path, "transformer"), device)?; + let res2 = load_res_block::(&format!("{}/{}", path, "res2"), device)?; + + let res_transformer_res = ResTransformerRes { + res1: res1, + transformer: transformer, + res2: res2, + }; + + Ok(res_transformer_res) +} + +pub fn load_res_transformer_upsample(path: &str, device: &B::Device) -> Result, Box> { + let res = load_res_block::(&format!("{}/{}", path, "res"), device)?; + let transformer = load_spatial_transformer::(&format!("{}/{}", path, "transformer"), device)?; + let upsample = load_upsample::(&format!("{}/{}", path, "upsample"), device)?; + + let res_transformer_upsample = ResTransformerUpsample { + res: res, + transformer: transformer, + upsample: upsample, + }; + + Ok(res_transformer_upsample) +} + + +pub fn load_res_upsample(path: &str, device: &B::Device) -> Result, Box> { + let res = load_res_block::(&format!("{}/{}", path, "res"), device)?; + let upsample = load_upsample::(&format!("{}/{}", path, "upsample"), device)?; + + let res_upsample = ResUpSample { + res: res, + upsample: upsample, + }; + + Ok(res_upsample) +} + + +pub fn load_res_transformer(path: &str, device: &B::Device) -> Result, Box> { + let res = load_res_block::(&format!("{}/{}", path, "res"), device)?; + let transformer = load_spatial_transformer::(&format!("{}/{}", path, "transformer"), device)?; + + let res_transformer = ResTransformer { + res: res, + transformer: transformer, + }; + + Ok(res_transformer) +} + + +pub fn load_unet_input_blocks(path: &str, device: &B::Device) -> Result, Box> { + let conv = load_conv2d::(&format!("{}/{}", path, "conv"), device)?; + let rt1 = load_res_transformer::(&format!("{}/{}", path, "rt1"), device)?; + let rt2 = load_res_transformer::(&format!("{}/{}", path, "rt2"), device)?; + let d1 = load_downsample::(&format!("{}/{}", path, "d1"), device)?; + let rt3 = load_res_transformer::(&format!("{}/{}", path, "rt3"), device)?; + let rt4 = load_res_transformer::(&format!("{}/{}", path, "rt4"), device)?; + let d2 = load_downsample::(&format!("{}/{}", path, "d2"), device)?; + let rt5 = load_res_transformer::(&format!("{}/{}", path, "rt5"), device)?; + let rt6 = load_res_transformer::(&format!("{}/{}", path, "rt6"), device)?; + let d3 = load_downsample::(&format!("{}/{}", path, "d3"), device)?; + let r1 = load_res_block::(&format!("{}/{}", path, "r1"), device)?; + let r2 = load_res_block::(&format!("{}/{}", path, "r2"), device)?; + + let unet_input_blocks = UNetInputBlocks { + conv: conv, + rt1: rt1, + rt2: rt2, + d1: d1, + rt3: rt3, + rt4: rt4, + d2: d2, + rt5: rt5, + rt6: rt6, + d3: d3, + r1: r1, + r2: r2, + }; + + Ok(unet_input_blocks) +} + +pub fn load_unet_output_blocks(path: &str, device: &B::Device) -> Result, Box> { + let r1 = load_res_block::(&format!("{}/{}", path, "r1"), device)?; + let r2 = load_res_block::(&format!("{}/{}", path, "r2"), device)?; + let ru = load_res_upsample::(&format!("{}/{}", path, "ru"), device)?; + let rt1 = load_res_transformer::(&format!("{}/{}", path, "rt1"), device)?; + let rt2 = load_res_transformer::(&format!("{}/{}", path, "rt2"), device)?; + let rtu1 = load_res_transformer_upsample::(&format!("{}/{}", path, "rtu1"), device)?; + let rt3 = load_res_transformer::(&format!("{}/{}", path, "rt3"), device)?; + let rt4 = load_res_transformer::(&format!("{}/{}", path, "rt4"), device)?; + let rtu2 = load_res_transformer_upsample::(&format!("{}/{}", path, "rtu2"), device)?; + let rt5 = load_res_transformer::(&format!("{}/{}", path, "rt5"), device)?; + let rt6 = load_res_transformer::(&format!("{}/{}", path, "rt6"), device)?; + let rt7 = load_res_transformer::(&format!("{}/{}", path, "rt7"), device)?; + + Ok(UNetOutputBlocks { + r1, + r2, + ru, + rt1, + rt2, + rtu1, + rt3, + rt4, + rtu2, + rt5, + rt6, + rt7, + }) +} + + +pub fn load_unet(path: &str, device: &B::Device) -> Result, Box> { + let lin1_time_embed = load_linear::(&format!("{}/{}", path, "lin1_time_embed"), device)?; + let silu_time_embed = SILU::new(); // Assuming SILU::new() initializes a new SILU struct + let lin2_time_embed = load_linear::(&format!("{}/{}", path, "lin2_time_embed"), device)?; + let input_blocks = load_unet_input_blocks::(&format!("{}/{}", path, "input_blocks"), device)?; + let middle_block = load_res_transformer_res::(&format!("{}/{}", path, "middle_block"), device)?; + let output_blocks = load_unet_output_blocks::(&format!("{}/{}", path, "output_blocks"), device)?; + let norm_out = load_group_norm::(&format!("{}/{}", path, "norm_out"), device)?; + let silu_out = SILU::new(); // Assuming SILU::new() initializes a new SILU struct + let conv_out = load_conv2d::(&format!("{}/{}", path, "conv_out"), device)?; + + Ok(UNet { + lin1_time_embed, + silu_time_embed, + lin2_time_embed, + input_blocks, + middle_block, + output_blocks, + norm_out, + silu_out, + conv_out, + }) +} diff --git a/src/model/unet/mod.rs b/src/model/unet/mod.rs new file mode 100644 index 0000000..4aff773 --- /dev/null +++ b/src/model/unet/mod.rs @@ -0,0 +1,757 @@ +pub mod load; + +use burn::{ + config::Config, + module::{Module, Param}, + nn::{self, PaddingConfig2d, GELU, conv::{Conv2d, Conv2dConfig}}, + tensor::{ + backend::Backend, + activation::softmax, + module::embedding, + Tensor, + Distribution, + Int, + }, +}; + +use super::silu::*; +use super::groupnorm::*; +use crate::helper::to_float; + +use super::attention::qkv_attention; + + +fn timestep_embedding(timesteps: Tensor, dim: usize, max_period: usize) -> Tensor { + let half = dim / 2; + let freqs = ( to_float(Tensor::arange_device(0..half, ×teps.device())) * (-(max_period as f64).ln() / half as f64 ) ).exp(); + let args = to_float(timesteps) * freqs; + Tensor::cat(vec![args.clone().cos(), args.sin()], 0).unsqueeze() +} + + +#[derive(Config)] +pub struct UNetConfig {} + +impl UNetConfig { + pub fn init(&self) -> UNet { + let lin1_time_embed = nn::LinearConfig::new(320, 1280).init(); + let silu_time_embed = SILU::new(); + let lin2_time_embed = nn::LinearConfig::new(1280, 1280).init(); + + let input_blocks = UNetInputBlocks { + conv: Conv2dConfig::new([4, 320], [3, 3]).with_padding(PaddingConfig2d::Explicit(1, 1)).init(), + rt1: ResTransformerConfig::new(320, 1280, 320, 768, 8).init(), + rt2: ResTransformerConfig::new(320, 1280, 320, 768, 8).init(), + d1: DownsampleConfig::new(320).init(), + rt3: ResTransformerConfig::new(320, 1280, 640, 768, 8).init(), + rt4: ResTransformerConfig::new(640, 1280, 640, 768, 8).init(), + d2: DownsampleConfig::new(640).init(), + rt5: ResTransformerConfig::new(640, 1280, 1280, 768, 8).init(), + rt6: ResTransformerConfig::new(1280, 1280, 1280, 768, 8).init(), + d3: DownsampleConfig::new(1280).init(), + r1: ResBlockConfig::new(1280, 1280, 1280).init(), + r2: ResBlockConfig::new(1280, 1280, 1280).init(), + }; + + let middle_block = ResTransformerResConfig::new(1280, 1280, 1280, 768, 8).init(); + + let output_blocks = UNetOutputBlocks { + r1: ResBlockConfig::new(2560, 1280, 1280).init(), + r2: ResBlockConfig::new(2560, 1280, 1280).init(), + ru: ResUpSampleConfig::new(2560, 1280, 1280).init(), + rt1: ResTransformerConfig::new(2560, 1280, 1280, 768, 8).init(), + rt2: ResTransformerConfig::new(2560, 1280, 1280, 768, 8).init(), + rtu1: ResTransformerUpsampleConfig::new(1920, 1280, 1280, 768, 8).init(), + rt3: ResTransformerConfig::new(1920, 1280, 640, 768, 8).init(), + rt4: ResTransformerConfig::new(1280, 1280, 640, 768, 8).init(), + rtu2: ResTransformerUpsampleConfig::new(960, 1280, 640, 768, 8).init(), + rt5: ResTransformerConfig::new(960, 1280, 320, 768, 8).init(), + rt6: ResTransformerConfig::new(640, 1280, 320, 768, 8).init(), + rt7: ResTransformerConfig::new(640, 1280, 320, 768, 8).init(), + }; + + let norm_out = GroupNormConfig::new(32, 320).init(); + let silu_out = SILU::new(); + let conv_out = Conv2dConfig::new([320, 4], [3, 3]).with_padding(PaddingConfig2d::Explicit(1, 1)).init(); + + UNet { + lin1_time_embed, + silu_time_embed, + lin2_time_embed, + input_blocks, + middle_block, + output_blocks, + norm_out, + silu_out, + conv_out, + } + } +} + +#[derive(Module, Debug)] +pub struct UNet { + lin1_time_embed: nn::Linear, + silu_time_embed: SILU, + lin2_time_embed: nn::Linear, + input_blocks: UNetInputBlocks, + middle_block: ResTransformerRes, + output_blocks: UNetOutputBlocks, + norm_out: GroupNorm, + silu_out: SILU, + conv_out: Conv2d, +} + +impl UNet { + pub fn forward(&self, x: Tensor, timesteps: Tensor, context: Tensor) -> Tensor { + let t_emb = timestep_embedding(timesteps, 320, 10000); + let emb = self.lin1_time_embed.forward(t_emb); + let emb = self.silu_time_embed.forward(emb); + let emb = self.lin2_time_embed.forward(emb); + + let mut saved_inputs = Vec::new(); + let mut x = x; + + // input blocks + for block in self.input_blocks.as_array() { + println!("{:?}", x.clone().flatten::<1>(0, 3).slice([0..100]).into_data()); + x = block.forward(x, emb.clone(), context.clone()); + saved_inputs.push(x.clone()) + } + + // middle block + x = self.middle_block.forward(x, emb.clone(), context.clone()); + + // output blocks + for block in self.output_blocks.as_array() { + x = Tensor::cat(vec![x, saved_inputs.pop().unwrap()], 1); + x = block.forward(x, emb.clone(), context.clone()); + } + + let x = self.norm_out.forward(x); + let x = self.silu_out.forward(x); + let x = self.conv_out.forward(x); + x + } +} + + + +#[derive(Module, Debug)] +pub struct UNetInputBlocks { + conv: Conv2d, + rt1: ResTransformer, + rt2: ResTransformer, + d1: Downsample, + rt3: ResTransformer, + rt4: ResTransformer, + d2: Downsample, + rt5: ResTransformer, + rt6: ResTransformer, + d3: Downsample, + r1: ResBlock, + r2: ResBlock, +} + +impl UNetInputBlocks { + fn as_array(&self) -> [&dyn UNetBlock; 12] { + [ + &self.conv, + &self.rt1, + &self.rt2, + &self.d1, + &self.rt3, + &self.rt4, + &self.d2, + &self.rt5, + &self.rt6, + &self.d3, + &self.r1, + &self.r2, + ] + } +} + +#[derive(Module, Debug)] +pub struct UNetOutputBlocks { + r1: ResBlock, + r2: ResBlock, + ru: ResUpSample, + rt1: ResTransformer, + rt2: ResTransformer, + rtu1: ResTransformerUpsample, + rt3: ResTransformer, + rt4: ResTransformer, + rtu2: ResTransformerUpsample, + rt5: ResTransformer, + rt6: ResTransformer, + rt7: ResTransformer, +} + +impl UNetOutputBlocks { + fn as_array(&self) -> [&dyn UNetBlock; 12] { + [ + &self.r1, + &self.r2, + &self.ru, + &self.rt1, + &self.rt2, + &self.rtu1, + &self.rt3, + &self.rt4, + &self.rtu2, + &self.rt5, + &self.rt6, + &self.rt7, + ] + } +} + + + + + +trait UNetBlock { + fn forward(&self, x: Tensor, emb: Tensor, context: Tensor) -> Tensor; +} + +#[derive(Config)] +pub struct ResTransformerConfig { + n_channels_in: usize, + n_channels_embed: usize, + n_channels_out: usize, + n_context_state: usize, + n_head: usize, +} + +impl ResTransformerConfig { + fn init(&self) -> ResTransformer { + let res = ResBlockConfig::new(self.n_channels_in, self.n_channels_embed, self.n_channels_out).init(); + let transformer = SpatialTransformerConfig::new(self.n_channels_out, self.n_context_state, self.n_head).init(); + + ResTransformer { + res, + transformer, + } + } +} + +#[derive(Module, Debug)] +pub struct ResTransformer { + res: ResBlock, + transformer: SpatialTransformer, +} + +impl UNetBlock for ResTransformer { + fn forward(&self, x: Tensor, emb: Tensor, context: Tensor) -> Tensor { + let x = self.res.forward(x, emb); + let x = self.transformer.forward(x, context); + x + } +} + +#[derive(Config)] +pub struct ResUpSampleConfig { + n_channels_in: usize, + n_channels_embed: usize, + n_channels_out: usize, +} + +impl ResUpSampleConfig { + fn init(&self) -> ResUpSample { + let res = ResBlockConfig::new(self.n_channels_in, self.n_channels_embed, self.n_channels_out).init(); + let upsample = UpsampleConfig::new(self.n_channels_out).init(); + + ResUpSample { + res, + upsample, + } + } +} + +#[derive(Module, Debug)] +pub struct ResUpSample { + res: ResBlock, + upsample: Upsample, +} + +impl UNetBlock for ResUpSample { + fn forward(&self, x: Tensor, emb: Tensor, context: Tensor) -> Tensor { + let x = self.res.forward(x, emb); + let x = self.upsample.forward(x); + x + } +} + +#[derive(Config)] +pub struct ResTransformerUpsampleConfig { + n_channels_in: usize, + n_channels_embed: usize, + n_channels_out: usize, + n_context_state: usize, + n_head: usize, +} + +impl ResTransformerUpsampleConfig { + fn init(&self) -> ResTransformerUpsample { + let res = ResBlockConfig::new(self.n_channels_in, self.n_channels_embed, self.n_channels_out).init(); + let transformer = SpatialTransformerConfig::new(self.n_channels_out, self.n_context_state, self.n_head).init(); + let upsample = UpsampleConfig::new(self.n_channels_out).init(); + + ResTransformerUpsample { + res, + transformer, + upsample, + } + } +} + +#[derive(Module, Debug)] +pub struct ResTransformerUpsample { + res: ResBlock, + transformer: SpatialTransformer, + upsample: Upsample, +} + +impl UNetBlock for ResTransformerUpsample { + fn forward(&self, x: Tensor, emb: Tensor, context: Tensor) -> Tensor { + let x = self.res.forward(x, emb); + let x = self.transformer.forward(x, context); + let x = self.upsample.forward(x); + x + } +} + +#[derive(Config)] +pub struct ResTransformerResConfig { + n_channels_in: usize, + n_channels_embed: usize, + n_channels_out: usize, + n_context_state: usize, + n_head: usize, +} + +impl ResTransformerResConfig { + fn init(&self) -> ResTransformerRes { + let res1 = ResBlockConfig::new(self.n_channels_in, self.n_channels_embed, self.n_channels_out).init(); + let transformer = SpatialTransformerConfig::new(self.n_channels_out, self.n_context_state, self.n_head).init(); + let res2 = ResBlockConfig::new(self.n_channels_in, self.n_channels_embed, self.n_channels_out).init(); + + ResTransformerRes { + res1, + transformer, + res2, + } + } +} + +#[derive(Module, Debug)] +pub struct ResTransformerRes { + res1: ResBlock, + transformer: SpatialTransformer, + res2: ResBlock, +} + +impl UNetBlock for ResTransformerRes { + fn forward(&self, x: Tensor, emb: Tensor, context: Tensor) -> Tensor { + let x = self.res1.forward(x, emb.clone()); + let x = self.transformer.forward(x, context); + let x = self.res2.forward(x, emb); + x + } +} + + + +#[derive(Config)] +pub struct UpsampleConfig { + n_channels: usize, +} + +impl UpsampleConfig { + fn init(&self) -> Upsample { + let conv = Conv2dConfig::new([self.n_channels, self.n_channels], [3, 3]) + .with_stride([2, 2]) + .with_padding(PaddingConfig2d::Explicit(1, 1)) + .init(); + + Upsample { + conv, + } + } +} + +#[derive(Module, Debug)] +pub struct Upsample { + conv: Conv2d, +} + +impl Upsample { + fn forward(&self, x: Tensor) -> Tensor { + let [n_batch, n_channel, height, width] = x.dims(); + let x = x + .reshape([n_batch, n_channel, height, 1, width, 1]) + .repeat(3, 2) + .repeat(5, 2) + .reshape([n_batch, n_channel, 2 * height, 2 * width]); + self.conv.forward(x) + } +} + +impl UNetBlock for Upsample { + fn forward(&self, x: Tensor, emb: Tensor, context: Tensor) -> Tensor { + self.forward(x) + } +} + +#[derive(Config)] +pub struct DownsampleConfig { + n_channels: usize, +} + +impl DownsampleConfig { + fn init(&self) -> Conv2d { + Conv2dConfig::new([self.n_channels, self.n_channels], [3, 3]) + .with_stride([2, 2]) + .with_padding(PaddingConfig2d::Explicit(1, 1)) + .init() + } +} + +type Downsample = Conv2d; + +impl UNetBlock for Conv2d { + fn forward(&self, x: Tensor, emb: Tensor, context: Tensor) -> Tensor { + self.forward(x) + } +} + + + + +#[derive(Config)] +pub struct SpatialTransformerConfig { + n_channels: usize, + n_context_state: usize, + n_head: usize, +} + +impl SpatialTransformerConfig { + fn init(&self) -> SpatialTransformer { + let norm = GroupNormConfig::new(32, self.n_channels).init(); + let proj_in = Conv2dConfig::new([self.n_channels, self.n_channels], [1, 1]).init(); + let transformer = TransformerBlockConfig::new(self.n_channels, self.n_context_state, self.n_head).init(); + let proj_out = Conv2dConfig::new([self.n_channels, self.n_channels], [1, 1]).init(); + + SpatialTransformer { + norm, + proj_in, + transformer, + proj_out, + } + } +} + +#[derive(Module, Debug)] +pub struct SpatialTransformer { + norm: GroupNorm, + proj_in: Conv2d, + transformer: TransformerBlock, + proj_out: Conv2d, +} + +impl SpatialTransformer { + fn forward(&self, x: Tensor, context: Tensor) -> Tensor { + let [n_batch, n_channel, height, width] = x.dims(); + + let x_in = x.clone(); + + let x = self.norm.forward(x); + let x = self.proj_in.forward(x); + let x = x.reshape([n_batch, n_channel, height * width]).swap_dims(1, 2); + + let x = self.transformer.forward(x, context) + .swap_dims(1, 2) + .reshape([n_batch, n_channel, height, width]); + + x_in + self.proj_out.forward(x) + } +} + + + + + + + + +#[derive(Config)] +pub struct TransformerBlockConfig { + n_state: usize, + n_context_state: usize, + n_head: usize, +} + +impl TransformerBlockConfig { + fn init(&self) -> TransformerBlock { + let norm1 = nn::LayerNormConfig::new(self.n_state).init(); + let attn1 = MultiHeadAttentionConfig::new(self.n_state, self.n_context_state, self.n_head).init(); + let norm2 = nn::LayerNormConfig::new(self.n_state).init(); + let attn2 = MultiHeadAttentionConfig::new(self.n_state, self.n_context_state, self.n_head).init(); + let norm3 = nn::LayerNormConfig::new(self.n_state).init(); + let mlp = MLPConfig::new(self.n_state, 4).init(); + + TransformerBlock { + norm1, + attn1, + norm2, + attn2, + norm3, + mlp, + } + } +} + +#[derive(Module, Debug)] +pub struct TransformerBlock { + norm1: nn::LayerNorm, + attn1: MultiHeadAttention, + norm2: nn::LayerNorm, + attn2: MultiHeadAttention, + norm3: nn::LayerNorm, + mlp: MLP, +} + +impl TransformerBlock { + fn forward(&self, x: Tensor, context: Tensor) -> Tensor { + let x = x.clone() + self.attn1.forward( self.norm1.forward(x), None); + let x = x.clone() + self.attn2.forward( self.norm2.forward(x), Some(context)); + x.clone() + self.mlp.forward( self.norm3.forward(x) ) + } +} + + +#[derive(Config)] +pub struct MLPConfig { + n_state: usize, + mult: usize, +} + +impl MLPConfig { + pub fn init(&self) -> MLP { + let n_state_hidden = self.n_state * self.mult; + let geglu = GEGLUConfig::new(self.n_state, n_state_hidden).init(); + let lin = nn::LinearConfig::new(n_state_hidden, self.n_state).init(); + + MLP { + geglu, + lin, + } + } +} + +#[derive(Module, Debug)] +pub struct MLP { + geglu: GEGLU, + lin: nn::Linear, +} + +impl MLP { + pub fn forward(&self, x: Tensor) -> Tensor { + self.lin.forward( self.geglu.forward(x) ) + } +} + + +#[derive(Config)] +pub struct GEGLUConfig { + n_state_in: usize, + n_state_out: usize, +} + +impl GEGLUConfig { + fn init(&self) -> GEGLU { + let proj = nn::LinearConfig::new(self.n_state_in, 2 * self.n_state_out).init(); + let gelu = GELU::new(); + + GEGLU { + proj, + gelu, + } + } +} + +#[derive(Module, Debug)] +pub struct GEGLU { + proj: nn::Linear, + gelu: GELU, +} + +impl GEGLU { + fn forward(&self, x: Tensor) -> Tensor { + let projected = self.proj.forward(x); + let [n_batch, n_ctx, n_state] = projected.dims(); + + let n_state_out = n_state / 2; + + let x = projected.clone().slice([0..n_batch, 0..n_ctx, 0..n_state_out]); + let gate = projected.slice([0..n_batch, 0..n_ctx, n_state_out..n_state]); + + x * self.gelu.forward(gate) + } +} + + + + + +#[derive(Config)] +pub struct MultiHeadAttentionConfig { + n_state: usize, + n_context_state: usize, + n_head: usize, +} + +impl MultiHeadAttentionConfig { + fn init(&self) -> MultiHeadAttention { + assert!(self.n_state % self.n_head == 0, "State size {} must be a multiple of head size {}", self.n_state, self.n_head); + + let n_head = self.n_head; + let query = nn::LinearConfig::new(self.n_state, self.n_state).with_bias(false).init(); + let key = nn::LinearConfig::new(self.n_context_state, self.n_state).with_bias(false).init(); + let value = nn::LinearConfig::new(self.n_context_state, self.n_state).with_bias(false).init(); + let out = nn::LinearConfig::new(self.n_state, self.n_state).init(); + + MultiHeadAttention { + n_head, + query, + key, + value, + out + } + } +} + +#[derive(Module, Debug)] +pub struct MultiHeadAttention { + n_head: usize, + query: nn::Linear, + key: nn::Linear, + value: nn::Linear, + out: nn::Linear, +} + +impl MultiHeadAttention { + pub fn forward(&self, x: Tensor, context: Option>) -> Tensor { + let xa = context.unwrap_or_else(|| x.clone()); + + let q = self.query.forward(x); + let k = self.key.forward(xa.clone()); + let v = self.value.forward(xa); + + let wv = qkv_attention(q, k, v, None, self.n_head); + + self.out.forward(wv) + } +} + + + + + + + + + + + + + + + + +#[derive(Config)] +pub struct ResBlockConfig { + n_channels_in: usize, + n_channels_embed: usize, + n_channels_out: usize, +} + + +impl ResBlockConfig { + fn init(&self) -> ResBlock { + let norm_in = GroupNormConfig::new(32, self.n_channels_in).init(); + let silu_in = SILU::new(); + let conv_in = Conv2dConfig::new([self.n_channels_in, self.n_channels_out], [3, 3]).with_padding(PaddingConfig2d::Explicit(1, 1)).init(); + + let silu_embed = SILU::new(); + let lin_embed = nn::LinearConfig::new(self.n_channels_embed, self.n_channels_out).init(); + + let norm_out = GroupNormConfig::new(32, self.n_channels_out).init(); + let silu_out = SILU::new(); + let conv_out = Conv2dConfig::new([self.n_channels_out, self.n_channels_out], [3, 3]).with_padding(PaddingConfig2d::Explicit(1, 1)).init(); + + let skip_connection = if self.n_channels_in != self.n_channels_out { + Some( Conv2dConfig::new([self.n_channels_in, self.n_channels_out], [1, 1]).init() ) + } else { + None + }; + + ResBlock { + norm_in, + silu_in, + conv_in, + silu_embed, + lin_embed, + norm_out, + silu_out, + conv_out, + skip_connection, + } + } +} + + +#[derive(Module, Debug)] +pub struct ResBlock { + norm_in: GroupNorm, + silu_in: SILU, + conv_in: Conv2d, + silu_embed: SILU, + lin_embed: nn::Linear, + norm_out: GroupNorm, + silu_out: SILU, + conv_out: Conv2d, + skip_connection: Option>, +} + +impl ResBlock { + fn forward(&self, x: Tensor, embed: Tensor) -> Tensor { + let h = self.norm_in.forward(x.clone()); + let h = self.silu_in.forward(h); + let h = self.conv_in.forward(h); + + let embed_out = self.silu_embed.forward(embed); + let embed_out = self.lin_embed.forward(embed_out); + + let [n_batch_embed, n_state_embed] = embed_out.dims(); + let h = h + embed_out.reshape([n_batch_embed, n_state_embed, 1, 1]); + + let h = self.norm_out.forward(h); + let h = self.silu_out.forward(h); + let h = self.conv_out.forward(h); + + if let Some(skipc) = self.skip_connection.as_ref() { + skipc.forward(x) + h + } else { + x + h + } + } +} + +impl UNetBlock for ResBlock { + fn forward(&self, x: Tensor, emb: Tensor, context: Tensor) -> Tensor { + self.forward(x, emb) + } +} + + diff --git a/src/token.rs b/src/token.rs new file mode 100644 index 0000000..23202dd --- /dev/null +++ b/src/token.rs @@ -0,0 +1,54 @@ +use std::result; +use rust_tokenizers::{error::TokenizerError, tokenizer::{Tokenizer, SentencePieceBpeTokenizer, TruncationStrategy}, vocab::Vocab}; + +const BOS_TOKEN_ID: i64 = 1; +const EOS_TOKEN_ID: i64 = 2; + +pub type Result = result::Result; + +pub struct LlamaTokenizer { + spm: SentencePieceBpeTokenizer, +} + +impl LlamaTokenizer { + pub fn new(tokenizer_path: &str) -> Result { + let lower_case = false; + SentencePieceBpeTokenizer::from_file(tokenizer_path, lower_case) + .map(|spm| Self { spm } ) + } + + pub fn encode(&self, text: &str, include_bos: bool, include_eos: bool) -> Vec { + let pre = if include_bos { + vec![BOS_TOKEN_ID] + } else { + vec![] + }; + + let post = if include_eos { + vec![EOS_TOKEN_ID] + } else { + vec![] + }; + + let token_ids = self.spm.encode(text, None, std::usize::MAX, &TruncationStrategy::LongestFirst, 0).token_ids; + + [pre, token_ids, post] + .into_iter() + .flat_map(|v| v.into_iter()) + .collect() + } + + pub fn decode(&self, tokens: &[i64], skip_special_tokens: bool) -> String { + let clean_spaces = false; + self.spm.decode(tokens, skip_special_tokens, clean_spaces) + } + + pub fn vocab_size(&self, include_special_tokens: bool) -> usize { + let vocab = self.spm.vocab(); + if include_special_tokens { + vocab.values().len() + vocab.special_values().len() + } else { + vocab.values().len() + } + } +} diff --git a/src/tokenizer.rs b/src/tokenizer.rs new file mode 100644 index 0000000..0e5f223 --- /dev/null +++ b/src/tokenizer.rs @@ -0,0 +1,215 @@ +use std::collections::HashMap; +use regex::Regex; + +use std::fs::File; +use std::io::{self, BufRead}; + +fn bytes_to_unicode() -> Vec<(u8, char)> { + let mut bs: Vec = ('!' as u8 ..= '~' as u8).into_iter() + .chain( ('¡' as u8..='¬' as u8).into_iter() ) + .chain( ('®' as u8..='ÿ' as u8).into_iter() ) + .collect(); + + let mut cs: Vec<_> = bs.iter().cloned().map(char::from).collect(); + + let mut n = 0; + for b in 0u8..=255u8 { + if !bs.contains(&b) { + bs.push(b); + cs.push( char::from_u32(256 + n).unwrap() ); + n += 1; + } + } + + bs.into_iter() + .zip( + cs.into_iter() + .map(|c| c.into()) + ).collect() +} + +fn get_pairs(word: &[String]) -> Vec<(String, String)> { + let prev = word.into_iter().cloned(); + let next = prev.clone().skip(1); + + prev + .zip(next) + .collect() +} + +fn whitespace_clean(text: &str) -> String { + text.split_whitespace().collect::>().join(" ") +} + +fn load_merges(path: &str) -> io::Result> { + let file = File::open(&path)?; + let reader = io::BufReader::new(file); + + let mut merges = Vec::new(); + + for line in reader.lines() { + let line = line?; + let mut words = line.split_whitespace(); + + if let (Some(word1), Some(word2)) = (words.next(), words.next()) { + merges.push((word1.into(), word2.into())); + } + } + + Ok(merges) +} + +fn construct_vocab(chars: impl Iterator + Clone, merges: &[(String, String)]) -> Vec { + let iter = chars.map(String::from); + let mut vocab: Vec<_> = iter.clone().chain( iter.map(|c| c + "") ).collect(); + + for merge in merges { + vocab.push(format!("{}{}", merge.0, merge.1)); + } + + vocab.extend(["<|startoftext|>".to_string(), "<|endoftext|>".to_string()]); + + return vocab; +} + +pub struct SimpleTokenizer { + byte_encoder: HashMap, + byte_decoder: HashMap, + encoder: HashMap, + decoder: HashMap, + bpe_ranks: HashMap<(String, String), u32>, + cache: HashMap, + pat: Regex, +} + +impl SimpleTokenizer { + pub fn new() -> io::Result { + let byte_unicode_values = bytes_to_unicode(); + + let byte_encoder: HashMap<_, _> = byte_unicode_values.iter().cloned().collect(); + let byte_decoder = byte_encoder.iter().map(|(k,v)| (*v,*k)).collect(); + + let merges = load_merges("bpe_simple_vocab_16e6.txt")?; + let merges = merges[1..49152-256-2+1].to_vec(); + + let vocab = construct_vocab(byte_unicode_values.into_iter().map(|(_, u)| u), &merges[..]); + + let encoder: HashMap = vocab.iter().cloned().zip((0..).into_iter()).collect(); + let decoder: HashMap = encoder.iter().map(|(k, v)| (*v, k.clone())).collect(); + let bpe_ranks = merges.iter().cloned().zip((0..).into_iter()).collect(); + let cache = HashMap::from([ + ("<|startoftext|>".to_string(), "<|startoftext|>".to_string()), + ("<|endoftext|>".to_string(), "<|endoftext|>".to_string()), + ]); + + let pat = Regex::new(r"(?i)<\|startoftext\|>|<\|endoftext\|>|'s|'t|'re|'ve|'m|'ll|'d|\p{L}+|\p{N}|[^\s\p{L}\p{N}]+").unwrap(); + + Ok( SimpleTokenizer { + byte_encoder: byte_encoder, + byte_decoder: byte_decoder, + encoder: encoder, + decoder: decoder, + bpe_ranks: bpe_ranks, + cache: cache, + pat: pat, + } ) + } + + pub fn bpe(&self, token: &str) -> String { + if let Some(word) = self.cache.get(token) { + return word.clone(); + } + + let mut word: Vec = token.chars().map(|c| c.to_string()).collect(); + word.last_mut().map(|w| *w += ""); + let mut pairs = get_pairs(&word); + + if pairs.is_empty() { + return format!("{}{}", token, ""); + } + + loop { + let bigram = pairs.iter() + .filter(|pair| self.bpe_ranks.contains_key(pair)) + .min_by_key(|&pair| self.bpe_ranks[pair]); + + if bigram.is_none() { + break; + } + + let (first, second) = bigram.unwrap(); + let mut new_word = Vec::new(); + let mut i = 0; + while i < word.len() { + if let Some( (j, _) ) = word.iter().enumerate().skip(i).find(|(_, w)| w == &first) { + new_word.extend(word[i..j].iter().cloned()); + i = j; + } else { + new_word.extend(word[i..].iter().cloned()); + break; + } + + if &word[i] == first && i < word.len() - 1 && &word[i + 1] == second { + new_word.push(format!("{}{}", first, second)); + i += 2; + } else { + new_word.push(word[i].clone()); + i += 1; + } + } + + word = new_word; + if word.len() == 1 { + break; + } else { + pairs = get_pairs(&word[..]) + } + } + + let word = word.join(" "); + //self.cache.insert(token.into(), word); + return word; + } + + pub fn encode(&self, text: &str) -> Vec { + let cleaned_text = whitespace_clean(text.trim()).to_lowercase(); + + let mut bpe_tokens: Vec = Vec::new(); + + for m in self.pat.find_iter(&cleaned_text) { + let token = m.as_str(); + let token: String = token.as_bytes().into_iter().map(|b| self.byte_encoder[b]).collect(); + bpe_tokens.extend(self.bpe(&token).split(' ').map(|bpe_token| self.encoder[bpe_token])) + } + + return bpe_tokens; + } + + pub fn decode(&self, tokens: &[u32]) -> String { + let text: String = tokens.iter().map(|t| self.decoder[t].as_str()).collect(); + let decoded_bytes: Vec = text.chars() + .map(|c| self.byte_decoder[&c]) + .collect(); + + String::from_utf8_lossy(&decoded_bytes[..]).replace("", " ") + } +} + +#[cfg(test)] +mod tests { + use super::*; + + #[test] + fn test_encode_decode() { + let tokenizer = SimpleTokenizer::new().unwrap(); + + let text = "Hello world! <|startoftext|>asdf<|startoftext|>"; + let target_encode = [3306, 1002, 256, 49406, 587, 10468, 49406]; + let target_decode = "hello world ! <|startoftext|>asdf <|startoftext|>"; // extra spaces sometimes + + let encoded = tokenizer.encode(&text); + assert_eq!(&target_encode[..], &encoded[..]); + let decoded = tokenizer.decode(&encoded[..]); + assert_eq!(target_decode, decoded); + } +} \ No newline at end of file

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