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02_diffusion_models_from_scratch.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {
"colab_type": "text",
"id": "view-in-github"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/TadaoYamaoka/01e7f2af92e9dbaa5cb76c8219bcec1e/02_diffusion_models_from_scratch.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "DPTzwfAgYWGi"
},
"source": [
"# Diffusion Models from Scratch\n",
"\n",
"Sometimes it is helpful to consider the simplest possible version of something to better understand how it works. We're going to try that in this notebook, beginning with a 'toy' diffusion model to see how the different pieces work, and then examining how they differ from a more complex implementation. \n",
"\n",
"We will look at \n",
"- The corruption process (adding noise to data)\n",
"- What a UNet is, and how to implement an extremely minimal one from scratch\n",
"- Diffusion model training\n",
"- Sampling theory\n",
"\n",
"Then we'll compare our versions with the diffusers DDPM implementation, exploring\n",
"- Improvements over our mini UNet\n",
"- The DDPM noise schedule\n",
"- Differences in training objective\n",
"- Timestep conditioning\n",
"- Sampling approaches\n",
"\n",
"This notebook is fairly in-depth, and can safely be skipped if you're not excited about a from-scratch deep dive! \n",
"\n",
"It is also worth noting that most of the code here is for illustrative purposes, and I wouldn't recommend directly adopting any of it for your own work (unless you're just trying improve on the examples shown here for learning purposes). "
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"それがどのように機能するかをよりよく理解するために、可能な限り単純なバージョンを検討することが役立つ場合があります。このノートブックでは、「おもちゃ」の拡散モデルから始めて、さまざまな部分がどのように機能するかを確認し、次に、より複雑な実装とどのように異なるかを調べます。\n",
"\n",
"見ていきます\n",
"\n",
"- 破損プロセス (データにノイズを追加)\n",
"- UNet とは何か、非常に最小限のものをゼロから実装する方法\n",
"- 拡散モデルのトレーニング\n",
"- サンプリング理論\n",
"\n",
"次に、バージョンをディフューザーの DDPM 実装と比較して、\n",
"\n",
"- ミニ UNet の改良点\n",
"- DDPM ノイズ スケジュール\n",
"- 研修目的の違い\n",
"- タイムステップの調整\n",
"- サンプリング手法\n",
"\n",
"このノートブックはかなり詳細であり、最初から深く掘り下げることに興奮していない場合は、安全にスキップできます。\n",
"\n",
"また、ここにあるコードのほとんどは説明用であり、自分の作業に直接採用することはお勧めしません (学習目的でここに示されている例を改善しようとしているだけでない限り)。"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "1mr5W7P-Ybhq"
},
"source": [
"## Setup and Imports:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "Zxnsqe0MQ0m4",
"outputId": "ac2f3091-30cf-4367-eb70-a6b18d537673"
},
"outputs": [],
"source": [
"!pip install -q diffusers"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "xSMLegmvLLJe",
"outputId": "c026a945-2fee-47ed-9d50-fc41288e4c22"
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\kei\\anaconda3\\lib\\site-packages\\scipy\\__init__.py:146: UserWarning: A NumPy version >=1.16.5 and <1.23.0 is required for this version of SciPy (detected version 1.23.4\n",
" warnings.warn(f\"A NumPy version >={np_minversion} and <{np_maxversion}\"\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Using device: cuda\n"
]
}
],
"source": [
"import torch\n",
"import torchvision\n",
"from torch import nn\n",
"from torch.nn import functional as F\n",
"from torch.utils.data import DataLoader\n",
"from diffusers import DDPMScheduler, UNet2DModel\n",
"from matplotlib import pyplot as plt\n",
"\n",
"device = torch.device(\"cuda\" if torch.cuda.is_available() else \"cpu\")\n",
"print(f'Using device: {device}')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Mo5cT4p6Lrr1"
},
"source": [
"## The Data\n",
"\n",
"Here we're going to test things with a very small dataset: mnist. If you'd like to give the model a slightly harder challenge without changing anything else, torchvision.datasets.FashionMNIST should work as a drop-in replacement. "
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"ここでは、非常に小さなデータセットである mnist を使用してテストを行います。他に何も変更せずにモデルに少し難しい課題を与えたい場合は、 torchvision.datasets.FashionMNIST がドロップインの代替として機能するはずです。"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 423,
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},
"collapsed": true,
"id": "NXDAAQ5DLhwK",
"jupyter": {
"outputs_hidden": true
},
"outputId": "9caa1097-c2ba-421e-c72e-00118e61f635"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz\n",
"Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to mnist/MNIST\\raw\\train-images-idx3-ubyte.gz\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "911e8d9bdefa4adf9e9001edb6c27e58",
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},
"text/plain": [
" 0%| | 0/9912422 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Extracting mnist/MNIST\\raw\\train-images-idx3-ubyte.gz to mnist/MNIST\\raw\n",
"\n",
"Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz\n",
"Downloading http://yann.lecun.com/exdb/mnist/train-labels-idx1-ubyte.gz to mnist/MNIST\\raw\\train-labels-idx1-ubyte.gz\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "86c90985c9cd4aac91de8dbdae388a3a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
" 0%| | 0/28881 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Extracting mnist/MNIST\\raw\\train-labels-idx1-ubyte.gz to mnist/MNIST\\raw\n",
"\n",
"Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz\n",
"Downloading http://yann.lecun.com/exdb/mnist/t10k-images-idx3-ubyte.gz to mnist/MNIST\\raw\\t10k-images-idx3-ubyte.gz\n"
]
},
{
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"model_id": "44dca9059ca64ef5b350b09e2cee6987",
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"text/plain": [
" 0%| | 0/1648877 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Extracting mnist/MNIST\\raw\\t10k-images-idx3-ubyte.gz to mnist/MNIST\\raw\n",
"\n",
"Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz\n",
"Downloading http://yann.lecun.com/exdb/mnist/t10k-labels-idx1-ubyte.gz to mnist/MNIST\\raw\\t10k-labels-idx1-ubyte.gz\n"
]
},
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "cf49a1b9557e4df78d21d68f5f3dd51b",
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"version_minor": 0
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"text/plain": [
" 0%| | 0/4542 [00:00<?, ?it/s]"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Extracting mnist/MNIST\\raw\\t10k-labels-idx1-ubyte.gz to mnist/MNIST\\raw\n",
"\n"
]
}
],
"source": [
"dataset = torchvision.datasets.MNIST(root=\"mnist/\", train=True, download=True, transform=torchvision.transforms.ToTensor())"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"id": "X2-vZK8aLii_"
},
"outputs": [],
"source": [
"train_dataloader = DataLoader(dataset, batch_size=8, shuffle=True)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 130
},
"id": "hBD5PA34Lqrf",
"outputId": "e081e33d-185d-4df3-9c18-573173bb6779"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Input shape: torch.Size([8, 1, 28, 28])\n",
"Labels: tensor([6, 0, 1, 1, 9, 1, 1, 8])\n"
]
},
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x, y = next(iter(train_dataloader))\n",
"print('Input shape:', x.shape)\n",
"print('Labels:', y)\n",
"plt.imshow(torchvision.utils.make_grid(x)[0], cmap='Greys');"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Q387XhREdfbI"
},
"source": [
"Each image is a greyscale 28px by 28px drawing of a digit, with values ranging from 0 to 1."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"各画像はグレースケールの 28 ピクセル x 28 ピクセルの数字で、値は 0 から 1 の範囲です。"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "6P3m5yaAMDYk"
},
"source": [
"## The Corruption Process\n",
"\n",
"Pretend you haven't read any diffusion model papers, but you know the process involves adding noise. How would you do it?\n",
"\n",
"We probably want an easy way to control the amount of corruption. So what if we take in a parameter for the `amount` of noise to add, and then we do:\n",
"\n",
"`noise = torch.rand_like(x)` \n",
"\n",
"`noisy_x = (1-amount)*x + amount*noise`\n",
"\n",
"If amount = 0, we get back the input without any changes. If amount gets up to 1, we get back noise with no trace of the input x. By mixing the input with noise this way, we keep the output in the same range (0 to 1).\n",
"\n",
"We can implement this fairly easily (just watch the shapes so you don't get burnt by broadcasting rules): "
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"拡散モデルの論文を読んだことがないふりをしますが、そのプロセスにはノイズの追加が含まれることは知っています。 どのようにしますか?\n",
"\n",
"おそらく、破損の量を制御する簡単な方法が必要です。 では、追加するノイズの`amount`のパラメーターを取り込んで、次のようにするとどうなるでしょうか。\n",
"\n",
"`noise = torch.rand_like(x)` \n",
"\n",
"`noisy_x = (1-amount)*x + amount*noise`\n",
"\n",
"amount = 0 の場合、何も変更せずに入力を返します。 amount が 1 になると、入力 x の痕跡のないノイズが返されます。 このように入力とノイズを混合することで、出力を同じ範囲 (0 ~ 1) に保ちます。\n",
"\n",
"これはかなり簡単に実装できます (ブロードキャスト ルールに悩まされないように、シェイプを確認するだけです)。"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"id": "kIQ4hsd4L_1W"
},
"outputs": [],
"source": [
"def corrupt(x, amount):\n",
" \"\"\"Corrupt the input `x` by mixing it with noise according to `amount`\"\"\"\n",
" noise = torch.rand_like(x)\n",
" amount = amount.view(-1, 1, 1, 1) # Sort shape so broadcasting works\n",
" return x*(1-amount) + noise*amount "
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Eb9jjvv2MbWy"
},
"source": [
"And looking at the results visually to see that it works as expected:"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"結果を視覚的に見て、期待どおりに動作することを確認します。"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 301
},
"id": "crLhiM4xMRoZ",
"outputId": "098bf7e6-5416-4915-820a-df1a7cbb1577"
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 864x360 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Plotting the input data\n",
"fig, axs = plt.subplots(2, 1, figsize=(12, 5))\n",
"axs[0].set_title('Input data')\n",
"axs[0].imshow(torchvision.utils.make_grid(x)[0], cmap='Greys')\n",
"\n",
"# Adding noise\n",
"amount = torch.linspace(0, 1, x.shape[0]) # Left to right -> more corruption\n",
"noised_x = corrupt(x, amount)\n",
"\n",
"# Plottinf the noised version\n",
"axs[1].set_title('Corrupted data (-- amount increases -->)')\n",
"axs[1].imshow(torchvision.utils.make_grid(noised_x)[0], cmap='Greys');"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "HafjRb3Md655"
},
"source": [
"As noise amount approaches one, our data begins to look like pure random noise. But for most noie_amounts, you can guess the digit fairly well. Do you think this is optimal?"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"ノイズ量が 1 に近づくと、データは純粋なランダム ノイズのように見え始めます。しかし、ほとんどの noie_mounts については、かなりうまく数字を推測できます。これが最適だと思いますか?"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "VKAzyRX6M_cE"
},
"source": [
"## The Model\n",
"\n",
"We'd like a model that takes in a 28px noisy images and outputs a prediction of the same shape. A popular choice here is an architecture called a UNet. [Originally invented for segmentation tasks in medical imagery](https://arxiv.org/abs/1505.04597), a UNet consists of a 'constricting path' through which data is compressed down and an 'expanding path' through which it expands back up to the original dimension (similar to an autoencoder) but also features skip connections that allow for information and gradients to flow across at different levels. \n",
"\n",
"Some UNets feature complex blocks at each stage, but for this toy demo we'll build a minimal example that takes in a one-channel image and passes it through three convolutional layers on the down path (the down_layers in the diagram and code) and three on the up path, with skip connections between the down and up layers. We'll use max pooling for downsampling and `nn.Upsample` for upsampling rather than relying on learnable layers like more complex UNets. Here is the rough architecture showing the number of channels in the output of each layer:"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"28 ピクセルのノイズの多い画像を取り込み、同じ形状の予測を出力するモデルが必要です。 ここで一般的な選択肢は、UNet と呼ばれるアーキテクチャです。 [元々は医療画像のセグメンテーション タスク用に考案された](https://arxiv.org/abs/1505.04597)、UNet は、データが圧縮される「収縮パス」と、データが展開される「拡張パス」で構成されます。 元の次元まで(オートエンコーダーに似ています)、情報と勾配がさまざまなレベルで流れることを可能にするスキップ接続も備えています。\n",
"\n",
"一部の UNets は各段階で複雑なブロックを備えていますが、このおもちゃのデモでは、1 チャネルの画像を取り込み、それをダウン パスの 3 つの畳み込み層 (図とコードの down_layers) に渡す最小限の例を作成します。 アップ パスに 3 つ、ダウン レイヤとアップ レイヤ間の接続をスキップします。 より複雑な UNet のような学習可能なレイヤーに依存するのではなく、ダウンサンプリングには最大プーリングを使用し、アップサンプリングには`nn.Upsample`を使用します。 各層の出力のチャネル数を示す大まかなアーキテクチャは次のとおりです。"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CnXjEocIyctZ"
},
"source": [
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)"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "xcUmsf9jyb9W"
},
"source": [
"\n",
"This is what that looks like in code:"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"コードでは次のようになります。"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"id": "gBvv4rUrMTzH"
},
"outputs": [],
"source": [
"class BasicUNet(nn.Module):\n",
" \"\"\"A minimal UNet implementation.\"\"\"\n",
" def __init__(self, in_channels=1, out_channels=1):\n",
" super().__init__()\n",
" self.down_layers = torch.nn.ModuleList([ \n",
" nn.Conv2d(in_channels, 32, kernel_size=5, padding=2),\n",
" nn.Conv2d(32, 64, kernel_size=5, padding=2),\n",
" nn.Conv2d(64, 64, kernel_size=5, padding=2),\n",
" ])\n",
" self.up_layers = torch.nn.ModuleList([\n",
" nn.Conv2d(64, 64, kernel_size=5, padding=2),\n",
" nn.Conv2d(64, 32, kernel_size=5, padding=2),\n",
" nn.Conv2d(32, out_channels, kernel_size=5, padding=2), \n",
" ])\n",
" self.act = nn.SiLU() # The activation function\n",
" self.downscale = nn.MaxPool2d(2)\n",
" self.upscale = nn.Upsample(scale_factor=2)\n",
"\n",
" def forward(self, x):\n",
" h = []\n",
" for i, l in enumerate(self.down_layers):\n",
" x = self.act(l(x)) # Through the layer and the activation function\n",
" if i < 2: # For all but the third (final) down layer:\n",
" h.append(x) # Storing output for skip connection\n",
" x = self.downscale(x) # Downscale ready for the next layer\n",
" \n",
" for i, l in enumerate(self.up_layers):\n",
" if i > 0: # For all except the first up layer\n",
" x = self.upscale(x) # Upscale\n",
" x += h.pop() # Fetching stored output (skip connection)\n",
" x = self.act(l(x)) # Through the layer and the activation function\n",
" \n",
" return x"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Ul24wibkqKF8"
},
"source": [
"We can verify that the output shape is the same as the input, as we expect:"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"予想どおり、出力形状が入力と同じであることを確認できます。"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "zQAia44ONvy3",
"outputId": "388641ae-ff7a-404e-b7e4-413d782037de"
},
"outputs": [
{
"data": {
"text/plain": [
"torch.Size([8, 1, 28, 28])"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"net = BasicUNet()\n",
"x = torch.rand(8, 1, 28, 28)\n",
"net(x).shape"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "wRMIxRWjqOve"
},
"source": [
"This network has just over 300,000 parameters:"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"このネットワークには 300,000 を超えるパラメーターがあります。"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/"
},
"id": "511xdpCSTyy_",
"outputId": "7b047c5e-9027-4a47-efef-be1002feff1a"
},
"outputs": [
{
"data": {
"text/plain": [
"309057"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"sum([p.numel() for p in net.parameters()])"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "pJUnmxSAqSwW"
},
"source": [
"You can explore changing the number of channels in each layer or swapping in different architectures if you want."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"必要に応じて、各レイヤーのチャネル数を変更したり、異なるアーキテクチャで交換したりできます。"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ard-UrsmNxDn"
},
"source": [
"## Training the network\n",
"\n",
"So what should the model do, exactly? Again, there are various takes on this but for this demo let's pick a simple framing: given a corrupted input noisy_x the model should output its best guess for what the original x looks like. We will compare this to the actual value via the mean squared error.\n",
"\n",
"We can now have a go at training the network. \n",
"- Get a batch of data\n",
"- Corrupt it by random amounts\n",
"- Feed it through the model\n",
"- Compare the model predictions with the clean images to calculate our loss\n",
"- Update the model's parameters accordingly.\n",
"\n",
"Feel free to modify this and see if you can get it working better!"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"では、モデルは正確に何をすべきでしょうか? 繰り返しますが、これにはさまざまな解釈がありますが、このデモでは単純なフレーミングを選択しましょう: 破損した入力ノイジー_x が与えられた場合、モデルは元の x がどのように見えるかについての最良の推測を出力する必要があります。これを平均二乗誤差によって実際の値と比較します。\n",
"\n",
"これで、ネットワークのトレーニングを開始できます。\n",
"\n",
"- データのバッチを取得する\n",
"- ランダムな量でそれを破損します\n",
"- モデルにフィードする\n",
"- モデルの予測をクリーンな画像と比較して、損失を計算します\n",
"- それに応じてモデルのパラメーターを更新します。\n",
"\n",
"これを自由に変更して、よりうまく機能するかどうかを確認してください!"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"colab": {
"base_uri": "https://localhost:8080/",
"height": 321
},
"id": "6MW0xsLGNrXL",
"outputId": "f6e5ebf2-5a81-419c-f4ff-4e6a6c2e5b9b"
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Finished epoch 0. Average loss for this epoch: 0.025736\n",
"Finished epoch 1. Average loss for this epoch: 0.020025\n",
"Finished epoch 2. Average loss for this epoch: 0.018489\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Dataloader (you can mess with batch size)\n",
"batch_size = 128\n",
"train_dataloader = DataLoader(dataset, batch_size=batch_size, shuffle=True)\n",
"\n",
"# How many runs through the data should we do?\n",
"n_epochs = 3\n",
"\n",
"# Create the network\n",
"net = BasicUNet()\n",
"net.to(device)\n",
"\n",
"# Our loss finction\n",
"loss_fn = nn.MSELoss()\n",
"\n",
"# The optimizer\n",
"opt = torch.optim.Adam(net.parameters(), lr=1e-3) \n",
"\n",
"# Keeping a record of the losses for later viewing\n",
"losses = []\n",
"\n",
"# The training loop\n",
"for epoch in range(n_epochs):\n",
"\n",
" for x, y in train_dataloader:\n",
"\n",
" # Get some data and prepare the corrupted version\n",
" x = x.to(device) # Data on the GPU\n",
" noise_amount = torch.rand(x.shape[0]).to(device) # Pick random noise amounts\n",
" noisy_x = corrupt(x, noise_amount) # Create our noisy x\n",
"\n",
" # Get the model prediction\n",
" pred = net(noisy_x)\n",
"\n",
" # Calculate the loss\n",
" loss = loss_fn(pred, x) # How close is the output to the true 'clean' x?\n",
"\n",
" # Backprop and update the params:\n",
" opt.zero_grad()\n",
" loss.backward()\n",
" opt.step()\n",
"\n",
" # Store the loss for later\n",
" losses.append(loss.item())\n",
"\n",
" # Print our the average of the loss values for this epoch:\n",
" avg_loss = sum(losses[-len(train_dataloader):])/len(train_dataloader)\n",
" print(f'Finished epoch {epoch}. Average loss for this epoch: {avg_loss:05f}')\n",
"\n",
"# View the loss curve\n",
"plt.plot(losses)\n",
"plt.ylim(0, 0.1);"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-3YqLVvzOn-D"
},
"source": [
"We can try to see what the model predictions look like by grabbing a batch of data, corrupting it by different amounts and then seeing the models predictions:"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"データのバッチを取得し、さまざまな量で破損してから、モデルの予測を確認することで、モデルの予測がどのように見えるかを確認できます。"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {
"cellView": "form",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 421
},
"id": "Qm6JowixOpH9",
"outputId": "fa1cc9c2-a83e-464b-d26c-b5d0ab12125d"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x504 with 3 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#@markdown Visualizing model predictions on noisy inputs:\n",
"\n",
"# Fetch some data\n",
"x, y = next(iter(train_dataloader))\n",
"x = x[:8] # Only using the first 8 for easy plotting\n",
"\n",
"# Corrupt with a range of amounts\n",
"amount = torch.linspace(0, 1, x.shape[0]) # Left to right -> more corruption\n",
"noised_x = corrupt(x, amount)\n",
"\n",
"# Get the model predictions\n",
"with torch.no_grad():\n",
" preds = net(noised_x.to(device)).detach().cpu()\n",
"\n",
"# Plot\n",
"fig, axs = plt.subplots(3, 1, figsize=(12, 7))\n",
"axs[0].set_title('Input data')\n",
"axs[0].imshow(torchvision.utils.make_grid(x)[0].clip(0, 1), cmap='Greys')\n",
"axs[1].set_title('Corrupted data')\n",
"axs[1].imshow(torchvision.utils.make_grid(noised_x)[0].clip(0, 1), cmap='Greys')\n",
"axs[2].set_title('Network Predictions')\n",
"axs[2].imshow(torchvision.utils.make_grid(preds)[0].clip(0, 1), cmap='Greys');"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "hagyHC2JO4fh"
},
"source": [
"You can see that for the lower amounts the predictions are pretty good! But as the level gets very high there is less for the model to work with, and by the time we get to amount=1 it outputs a blurry mess close to the mean of the dataset to try and hedge its bets on what the output might look like..."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"量が少ない場合、予測はかなり良いことがわかります! しかし、レベルが非常に高くなると、モデルが処理できるものが少なくなり、amount=1 に到達するまでに、データセットの平均に近いぼやけた混乱を出力して、出力がどうなるかについての賭けを試み、ヘッジします。のように見える..."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ulBCCIS1PN-u"
},
"source": [
"## Sampling\n",
"\n",
"If our predictions at high noise levels aren't very good, how do we generate images?\n",
"\n",
"Well, what if we start from random noise, look at the model predictions but then only move a small amount towards that prediction - say, 20% of the way there. Now we have a very noisy image in which there is perhaps a hint of structure, which we can feed into the model to get a new prediction. The hope is that this new prediction is slightly better than the first one (since our starting point is slightly less noisy) and so we can take another small step with this new, better prediction.\n",
"\n",
"Repeat a few times and (if all goes well) we get an image out! Here is that process illustrated over just 5 steps, visualizing the model input (left) and the predicted denoised images (right) at each stage. Note that even though the model predicts the denoised image even at step 1, we only move x part of the way there. Over a few steps the structures appear and are refined, until we get our final outputs."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"高いノイズ レベルでの予測があまり良くない場合、どのように画像を生成するのでしょうか?\n",
"\n",
"では、ランダム ノイズから始めて、モデルの予測を見て、その予測に向かって少しだけ移動するとしたらどうでしょうか。たとえば、そこまでの 20%。これで、おそらく構造のヒントがある非常にノイズの多い画像が得られました。これをモデルに入力して、新しい予測を取得できます。この新しい予測が最初の予測よりもわずかに優れていることを期待して (開始点のノイズがわずかに少ないため)、この新しいより優れた予測でさらに小さな一歩を踏み出すことができます。\n",
"\n",
"数回繰り返し、(すべてがうまくいけば)画像を取得します。これは、各段階でのモデル入力 (左) と予測されたノイズ除去された画像 (右) を視覚化した、わずか 5 つのステップで示されているプロセスです。モデルはステップ 1 でもノイズ除去された画像を予測しますが、そこまでの x の部分だけを移動することに注意してください。最終出力が得られるまで、いくつかのステップで構造が表示され、洗練されます。"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"cellView": "form",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 274
},
"id": "vphaFabJPPKo",
"outputId": "475c3dd0-1f1f-46e5-bf8f-3fab06422c0e"
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 648x288 with 10 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#@markdown Sampling strategy: Break the process into 5 steps and move 1/5'th of the way there each time:\n",
"n_steps = 5\n",
"x = torch.rand(8, 1, 28, 28).to(device) # Start from random\n",
"step_history = [x.detach().cpu()]\n",
"pred_output_history = []\n",
"\n",
"for i in range(n_steps):\n",
" with torch.no_grad(): # No need to track gradients during inference\n",
" pred = net(x) # Predict the denoised x0\n",
" pred_output_history.append(pred.detach().cpu()) # Store model output for plotting\n",
" mix_factor = 1/(n_steps - i) # How much we move towards the prediction\n",
" x = x*(1-mix_factor) + pred*mix_factor # Move part of the way there\n",
" step_history.append(x.detach().cpu()) # Store step for plotting\n",
"\n",
"fig, axs = plt.subplots(n_steps, 2, figsize=(9, 4), sharex=True)\n",
"axs[0,0].set_title('x (model input)')\n",
"axs[0,1].set_title('model prediction')\n",
"for i in range(n_steps):\n",
" axs[i, 0].imshow(torchvision.utils.make_grid(step_history[i])[0].clip(0, 1), cmap='Greys')\n",
" axs[i, 1].imshow(torchvision.utils.make_grid(pred_output_history[i])[0].clip(0, 1), cmap='Greys')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "aJzK7NrB7U-E"
},
"source": [
"We can split the process up into more steps, and hope for better images that way:"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"プロセスをさらに多くのステップに分割し、その方法でより良い画像を期待できます。"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"cellView": "form",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 720
},
"id": "5yLqqeIhOxUs",
"outputId": "3abe6492-076a-464f-8945-6e27315052b4"
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x26a19169190>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#@markdown Showing more results, using 40 sampling steps\n",
"n_steps = 40\n",
"x = torch.rand(64, 1, 28, 28).to(device)\n",
"for i in range(n_steps):\n",
" noise_amount = torch.ones((x.shape[0], )).to(device) * (1-(i/n_steps)) # Starting high going low\n",
" with torch.no_grad():\n",
" pred = net(x)\n",
" mix_factor = 1/(n_steps - i)\n",
" x = x*(1-mix_factor) + pred*mix_factor\n",
"fig, ax = plt.subplots(1, 1, figsize=(12, 12))\n",
"ax.imshow(torchvision.utils.make_grid(x.detach().cpu(), nrow=8)[0].clip(0, 1), cmap='Greys')"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "Mo1OsL6y568K"
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"source": [
"Not great, but there are some recognizable digits there! You can experiment with training for longer (say, 10 or 20 epochs) and tweaking model config, learning rate, optimizer and so on. Also, don't forget that fashionMNIST is a one-line replacement if you want a slightly harder dataset to try."
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"素晴らしいとは言えませんが、認識可能な数字がいくつかあります! より長いトレーニング (たとえば、10 エポックまたは 20 エポック) を試して、モデル構成、学習率、オプティマイザーなどを微調整することができます。また、少し難しいデータセットを試してみたい場合は、fashionMNIST が 1 行の置換であることを忘れないでください。"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ZNe55KwUSiTW"
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"source": [
"## Comparison To DDPM\n",
"\n",
"In this section we'll take a look at how our toy implementation differs from the approach used in the other notebook ([Introduction to Diffusers](https://github.com/huggingface/diffusion-models-class/blob/main/unit1/01_introduction_to_diffusers.ipynb)), which is based on the DDPM paper.\n",
"\n",
"We'll see that\n",
"\n",
"\n",
"* The diffusers `UNet2DModel` is a bit more advanced than our BasicUNet\n",
"* The corruption process in handled differently\n",
"* The training objective is different, involving predicting the noise rather than the denoised image\n",
"* The model is conditioned on the amount of noise present via timestep conditioning, where t is passed as an additional argument to the forward method.\n",
"* There are a number of different sampling strategies available, which should work better than our simplistic version above.\n",
"\n",
"There have been a number of improvements suggested since the DDPM paper came out, but this example is hopefully instructive as to the different available design decisions. Once you've read through this, you may enjoy diving into the paper ['Elucidating the Design Space of Diffusion-Based Generative Models'](https://arxiv.org/abs/2206.00364) which explores all of these components in some detail and makes new recommendations for how to get the best performance. \n",
"\n",
"If all of this is too technical or intimidating, don't worry! Feel free to skip the rest of this notebook or save it for a rainy day. \n",
"\n",
"\n"
]
},
{
"attachments": {},
"cell_type": "markdown",
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"source": [
"このセクションでは、おもちゃの実装が他のノートブックで使用されているアプローチとどのように異なるかを見ていきます ([ディフューザーの紹介](https://github.com/huggingface/diffusion-models-class/blob/main/unit1/01_introduction_to_diffusers.ipynb))、これは DDPM ペーパーに基づいています。\n",
"\n",
"それを見ていきます\n",
"\n",
"\n",
"* ディフューザー `UNet2DModel` は、BasicUNet よりも少し高度です。\n",
"* 破損プロセスの処理は異なります\n",
"* トレーニングの目的は異なり、ノイズ除去された画像ではなくノイズを予測することを含みます\n",
"* モデルは、タイムステップ調整によって存在するノイズの量で調整されます。ここで、t は追加の引数として forward メソッドに渡されます。\n",
"* 利用可能なさまざまなサンプリング戦略が多数あり、上記の単純化したバージ�
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