{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "8888557f",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "# Denoising Diffusion Probabilistic Model (DDPM)\n",
    "\n",
    "This notebook focuses on the implementation from scratch of DDPM [[1](https://proceedings.neurips.cc/paper/2020/file/4c5bcfec8584af0d967f1ab10179ca4b-Paper.pdf)] and is inspired by three great blogs: [[2](https://huggingface.co/blog/annotated-diffusion)], [[3](https://benanne.github.io/2022/05/26/guidance.html)], and [[10](https://lilianweng.github.io/posts/2021-07-11-diffusion-models/)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5419abd2",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Setup\n",
    "\n",
    "Diffusion models roughly consist of two parts:\n",
    "\n",
    "- A predefined **forward** diffusion process <span style=\"color:green\"> $q(\\boldsymbol{x}_t|\\boldsymbol{x}_{t-1})$ </span> of our choosing, that gradually adds Gaussian noise to an image until it becomes pure noise.\n",
    "- A **reverse** denoising diffusion process <span style=\"color:orange\"> $q(\\boldsymbol{x}_{t-1}|\\boldsymbol{x}_t)$ </span>, approximated by a neural network, which gradually denoises an image starting from pure noise.\n",
    "\n",
    "<img src=\"img/setup.jpg\" width=\"700\" align=\"center\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "26440597",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Forward process"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b46ebe0f",
   "metadata": {},
   "source": [
    "<img src=\"img/forward.jpg\" width=\"1000\" align=\"center\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "98995a6e",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "<span style=\"color:purple\"> **Nice property:** </span> Let $\\alpha_t = 1 - \\beta_t$ and $\\bar{\\alpha}_t = \\prod_{i=1}^t \\alpha_i$\n",
    "\n",
    "\\begin{align}\n",
    "\\boldsymbol{x}_t & = \\sqrt{\\alpha_t} \\boldsymbol{x}_{t-1} + \\sqrt{1 - \\alpha_t}\\boldsymbol{z}_{t-1} \\;\\;\\; \\text{where} \\;\\boldsymbol{z}_{t-1}, \\boldsymbol{z}_{t-2}, \\dots, \\mathcal{N}(\\mathbf{0}, \\mathbf{I}).\\\\\n",
    "    & =  \\sqrt{\\alpha_t} \\lbrack \\sqrt{\\alpha_{t-1}} \\boldsymbol{x}_{t-2} + \\sqrt{1- \\alpha_{t-1}}\\boldsymbol{z}_{t-2} \\rbrack + \\sqrt{1 - \\alpha_t}\\boldsymbol{z}_{t-1}\\\\\n",
    "    & = \\sqrt{\\alpha_t \\alpha_{t-1}} \\boldsymbol{x}_{t-2} + \\sqrt{\\alpha_t - \\alpha_t \\alpha_{t-1}}\\boldsymbol{z}_{t-2} + \\sqrt{1 - \\alpha_t}\\boldsymbol{z}_{t-1}\\\\\n",
    "    & = \\sqrt{\\alpha_t \\alpha_{t-1}} \\boldsymbol{x}_{t-2} + \\sqrt{1 - \\alpha_t \\alpha_{t-1}}\\boldsymbol{\\bar{z}}_{t-2} \\;\\;\\; \\text{where} \\; \\boldsymbol{\\bar{z}}_{t-2} \\; \\text{merges two Gaussians}^1 \\\\\n",
    "    & = \\dots \\\\\n",
    "    & = \\sqrt{\\bar{\\alpha}_t} \\boldsymbol{x}_0 + \\sqrt{1 - \\bar{\\alpha}_t} \\boldsymbol{\\bar{z}_0} \\;\\;\\; \\text{where} \\; \\boldsymbol{\\bar{z}_0} = \\boldsymbol{z} \\\\\n",
    "q(\\boldsymbol{x}_t|\\boldsymbol{x}_0)    & = \\mathcal{N}(\\sqrt{\\bar{\\alpha}_t} \\boldsymbol{x}_0, 1 - \\bar{\\alpha}_t)\n",
    "\\end{align}\n",
    "\n",
    "$^1$ the sum of two Gaussian variables $\\boldsymbol{z}_1 \\sim \\mathcal{N}(\\mathbf{0}, \\sigma_1^2 \\mathbf{I})$ and $\\boldsymbol{z}_2 \\sim \\mathcal{N}(\\mathbf{0}, \\sigma_2^2 \\mathbf{I})$ is a new variable $\\bar{\\boldsymbol{z}} \\sim \\mathcal{N}(\\mathbf{0}, (\\sigma_1^2 + \\sigma_2^2) \\mathbf{I})$. In our case, $\\boldsymbol{z}_{t-1} \\sim \\mathcal{N}(\\mathbf{0}, (1-\\alpha_t) \\mathbf{I})$ and $\\boldsymbol{z}_{t-2} \\sim \\mathcal{N}(\\mathbf{0}, (\\alpha_t - \\alpha_t \\alpha_{t-1}) \\mathbf{I})$, so $\\boldsymbol{\\bar{z}}_{t-2} \\sim \\mathcal{N}(\\mathbf{0}, (1 - \\alpha_t \\alpha_{t-1}) \\mathbf{I})$."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "91673856",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "from tqdm.auto import tqdm\n",
    "import torch\n",
    "from torch import nn\n",
    "import torch.nn.functional as F\n",
    "import torchvision"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8a777f8",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "First, we define the scheduler to compute $\\beta_t$. The simplest is the linear scheduler, but more advanced schedulers can give better results."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fa4ddb28",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def linear_beta_schedule(timesteps):\n",
    "    beta_start = 0.0001\n",
    "    beta_end = 0.02\n",
    "    return torch.linspace(beta_start, beta_end, timesteps)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "dd930bcb",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "timesteps = 200\n",
    "\n",
    "# compute betas\n",
    "betas = linear_beta_schedule(timesteps=timesteps)\n",
    "\n",
    "# compute alphas \n",
    "alphas = 1. - betas\n",
    "alphas_cumprod = torch.cumprod(alphas, axis=0)\n",
    "\n",
    "# calculations for the forward diffusion q(x_t | x_{t-1})\n",
    "sqrt_alphas_cumprod = torch.sqrt(alphas_cumprod)\n",
    "sqrt_one_minus_alphas_cumprod = torch.sqrt(1. - alphas_cumprod)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "373828c8",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Let's illustrate how noise is added to a sample image at each time step of the diffusion process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "93ba1070",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
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",
      "image/png": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=512x512>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "image = Image.open(\"img/lion_short.png\")\n",
    "image"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "47cd4a87",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Next, we resize the image, rescale it in $[-1, 1]$, and convert it to a PyTorch tensor."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "534b3060",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([1, 3, 128, 128])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from torchvision.transforms import Compose, ToTensor, Lambda, ToPILImage, CenterCrop, Resize\n",
    "\n",
    "image_size = 128\n",
    "transform = Compose([\n",
    "    Resize(image_size),\n",
    "    ToTensor(), # turn into Numpy array of shape HWC, divide by 255\n",
    "    Lambda(lambda t: (t * 2) - 1), # [0,1] --> [-1,1]\n",
    "])\n",
    "\n",
    "x_start = transform(image).unsqueeze(0)\n",
    "x_start.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a7b38f3d",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "We also define the reverse transform, which maps a PyTorch tensor with in $[−1,1]$ back into a PIL image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "47b580e0",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": "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",
      "image/png": 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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=128x128>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "reverse_transform = Compose([\n",
    "     Lambda(lambda t: (t + 1) / 2),\n",
    "     Lambda(lambda t: t.permute(1, 2, 0)), # CHW to HWC\n",
    "     Lambda(lambda t: t * 255.),\n",
    "     Lambda(lambda t: t.numpy().astype(np.uint8)),\n",
    "     ToPILImage(),\n",
    "])\n",
    "\n",
    "reverse_transform(x_start.squeeze())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f266b3f",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "We can now define the forward diffusion process."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "0988b80d",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "# utility function to extract the appropriate t index for a batch of indices.\n",
    "# e.g., t=[10,11], x_shape=[b,c,h,w] --> a.shape = [2,1,1,1]\n",
    "# e.g., t=[7,12,15,20], x_shape=[b,h,w] --> a.shape = [4,1,1]\n",
    "def extract(a, t, x_shape):\n",
    "    batch_size = t.shape[0]\n",
    "    out = a.gather(-1, t.cpu())\n",
    "    return out.reshape(batch_size, *((1,) * (len(x_shape) - 1))).to(t.device)\n",
    "\n",
    "# forward diffusion (using the nice property)\n",
    "def q_sample(x_start, t, noise=None):\n",
    "    if noise is None:\n",
    "        noise = torch.randn_like(x_start) # z (it does not depend on t!)\n",
    "    \n",
    "    # adjust the shape\n",
    "    sqrt_alphas_cumprod_t = extract(sqrt_alphas_cumprod, t, x_start.shape)\n",
    "    sqrt_one_minus_alphas_cumprod_t = extract(\n",
    "        sqrt_one_minus_alphas_cumprod, t, x_start.shape\n",
    "    )\n",
    "\n",
    "    return sqrt_alphas_cumprod_t * x_start + sqrt_one_minus_alphas_cumprod_t * noise"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6fe471a5",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Let's test on a specific time step, $t=20$:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2251372c",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "def get_noisy_image(x_start, t):\n",
    "  \n",
    "  x_noisy = q_sample(x_start, t=t) # add noise\n",
    "  noisy_image = reverse_transform(x_noisy.squeeze()) # turn back into PIL image\n",
    "\n",
    "  return noisy_image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "ac648f30",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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",
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",
      "text/plain": [
       "<PIL.Image.Image image mode=RGB size=128x128>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "t = torch.tensor([19])\n",
    "get_noisy_image(x_start[0], t)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "c387752d",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "def plot_seq(imgs, with_orig=False, row_title=None, **imshow_kwargs):\n",
    "    if not isinstance(imgs[0], list):\n",
    "        # Make a 2d grid even if there's just 1 row\n",
    "        imgs = [imgs]\n",
    "\n",
    "    num_rows = len(imgs)\n",
    "    num_cols = len(imgs[0]) + with_orig\n",
    "    fig, axs = plt.subplots(figsize=(200,200), nrows=num_rows, ncols=num_cols, squeeze=False)\n",
    "    for row_idx, row in enumerate(imgs):\n",
    "        row = [image] + row if with_orig else row\n",
    "        for col_idx, img in enumerate(row):\n",
    "            ax = axs[row_idx, col_idx]\n",
    "            ax.imshow(np.asarray(img), **imshow_kwargs)\n",
    "            ax.set(xticklabels=[], yticklabels=[], xticks=[], yticks=[])\n",
    "\n",
    "    if with_orig:\n",
    "        axs[0, 0].set(title='Original image')\n",
    "        axs[0, 0].title.set_size(8)\n",
    "    if row_title is not None:\n",
    "        for row_idx in range(num_rows):\n",
    "            axs[row_idx, 0].set(ylabel=row_title[row_idx])\n",
    "\n",
    "    plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "19f41b78",
   "metadata": {
    "scrolled": false,
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 20000x20000 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_seq([get_noisy_image(x_start, torch.tensor([t])) for t in [1, 50, 100, 150, 199]])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9e067fc",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Backward process"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c848313c",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "<img src=\"img/backward.jpg\" width=\"700\" align=\"center\"/>\n",
    "\n",
    "- If $\\beta_t$ is small enough, <span style=\"color:orange\"> $q(\\boldsymbol{x}_{t-1}|\\boldsymbol{x}_t)$ </span> will be a Gaussian <span style=\"color:orange\"> $\\mathcal{N}\\big(\\tilde{\\mu}(\\boldsymbol{x}_t), \\tilde{\\sigma}(\\boldsymbol{x}_t)\\big)$ </span>\n",
    "- However, we cannot compute <span style=\"color:orange\">$\\tilde{\\mu}(\\boldsymbol{x}_t)$</span> and <span style=\"color:orange\">$\\tilde{\\sigma}(\\boldsymbol{x}_t)$</span> analytically, because requires knowing the true data distribution $p(\\boldsymbol{x})$\n",
    "$$ q(\\boldsymbol{x}_{t-1}|\\boldsymbol{x}_t)q(\\boldsymbol{x}_{t-2}|\\boldsymbol{x}_{t-1})\\dots \\rightarrow  p(\\boldsymbol{x}_0)$$\n",
    "- We can use a NN to learn <span style=\"color:orange\"> $\\tilde{\\mu}(\\boldsymbol{x}_t)$ </span> and <span style=\"color:orange\"> $\\tilde{\\sigma}(\\boldsymbol{x}_t)$ </span>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b40b6ce4",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "### Simplification\n",
    "\n",
    "Represent <span style=\"color:orange\"> $\\tilde{\\sigma}(\\boldsymbol{x}_t)$ </span> with a time dependent constant <span style=\"color:red\"> $\\tilde{\\beta}_t$ </span>\n",
    "\n",
    "### Manipulation\n",
    "\n",
    "Condition on <span style=\"color:teal\"> $\\boldsymbol{x}_0$ </span> and obtain\n",
    "<span style=\"color:orange\"> $q(\\boldsymbol{x}_{t-1}|\\boldsymbol{x}_t$ </span>, \n",
    "<span style=\"color:teal\"> $\\boldsymbol{x}_0$ </span>\n",
    "<span style=\"color:orange\"> $)$ </span> \n",
    "$ = \\mathcal{N} \\big( $\n",
    "<span style=\"color:blue\"> $\\tilde{\\mu}(\\boldsymbol{x}_t, \\boldsymbol{x}_0)$ </span>,\n",
    "<span style=\"color:red\"> $\\tilde{\\beta}_t$ </span>\n",
    "$\\big) = \\mathcal{N} \\big( $\n",
    "<span style=\"color:blue\"> $\\tilde{\\mu}_t$ </span>,\n",
    "<span style=\"color:red\"> $\\tilde{\\beta}_t$ </span>\n",
    "$\\big)$\n",
    "\n",
    "where\n",
    "\n",
    "<span style=\"color:red\"> \n",
    "    $\\tilde{\\beta}_t = \\frac{1 - \\bar \\alpha_{t-1}}{1 - \\bar \\alpha_{t}} \\beta_t$ \n",
    "</span>\n",
    "\n",
    "and\n",
    "\n",
    "<span style=\"color:blue\"> \n",
    "    $\\tilde{\\mu}_t = \\frac{1}{\\sqrt{\\alpha_t}} \\Big(\\boldsymbol{x}_t - \\frac{\\beta_t}{\\sqrt{1 - \\bar{\\alpha}_t}}$ \n",
    "</span>\n",
    "<span style=\"color:purple\"> \n",
    "    $\\boldsymbol{\\tilde z}_t$ \n",
    "</span>\n",
    "<span style=\"color:blue\"> \n",
    "    $\\Big)$ \n",
    "</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35561a6d",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "<img src=\"img/posterior_derivation.jpg\" width=\"900\" align=\"center\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fa5ee31b",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### NN Model\n",
    "\n",
    "- Take a look at <span style=\"color:red\"> \n",
    "    $\\tilde{\\beta}_t = \\frac{1 - \\bar \\alpha_{t-1}}{1 - \\bar \\alpha_{t}} \\beta_t$ \n",
    "</span>\n",
    "and\n",
    "<span style=\"color:blue\"> \n",
    "    $\\tilde{\\mu}_t = \\frac{1}{\\sqrt{\\alpha_t}} \\Big(\\boldsymbol{x}_t - \\frac{\\beta_t}{\\sqrt{1 - \\bar{\\alpha}_t}}$ \n",
    "</span>\n",
    "<span style=\"color:purple\"> \n",
    "    $\\boldsymbol{\\tilde z}_t$ \n",
    "</span>\n",
    "<span style=\"color:blue\"> \n",
    "    $\\Big)$ \n",
    "</span>\n",
    "- The only thing we do not know is <span style=\"color:purple\"> $\\boldsymbol{\\tilde z}_t$ </span>. \n",
    "- We approximate <span style=\"color:purple\"> $\\boldsymbol{\\tilde z}_t$ </span> with a NN.\n",
    "\n",
    "\n",
    "<img src=\"img/dae.jpg\" width=\"700\" align=\"center\"/>\n",
    "\n",
    "As NN, we use a Unet."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8896294d",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "![unet.png](img/unet.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "40539e30",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 500x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's look at how the time embeddings look like\n",
    "from scripts.unet import SinusoidalPositionEmbeddings\n",
    "\n",
    "time_emb = SinusoidalPositionEmbeddings(100)\n",
    "t1 = time_emb(torch.tensor([10]))\n",
    "t2 = time_emb(torch.tensor([12]))\n",
    "t3 = time_emb(torch.tensor([30]))\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(5,3))\n",
    "ax.plot(t1.numpy()[0], label='t=10')\n",
    "ax.plot(t2.numpy()[0], label='t=12')\n",
    "ax.plot(t3.numpy()[0], label='t=30')\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "cf094d0c",
   "metadata": {
    "run_control": {
     "marked": false
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input shape: torch.Size([1, 3, 128, 128]), output shape: torch.Size([1, 3, 128, 128])\n"
     ]
    }
   ],
   "source": [
    "# Let's check the input and output of the U-net\n",
    "from scripts.unet import Unet\n",
    "\n",
    "temp_model = Unet(\n",
    "    dim=image_size,\n",
    "    channels=3,\n",
    "    dim_mults=(1, 2, 4,)\n",
    ")\n",
    "\n",
    "with torch.no_grad():\n",
    "    out = temp_model(x_start, torch.tensor([40]))\n",
    "    \n",
    "print(f\"input shape: {x_start.shape}, output shape: { out.shape}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4bba45d2",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Loss\n",
    "\n",
    "<img src=\"img/loss.jpg\" width=\"600\" align=\"center\"/>\n",
    "\n",
    "\n",
    "\n",
    "- Loss: $ \\| $ <span style=\"color:teal\"> $\\boldsymbol{ z}_{t-1}$ </span> - <span style=\"color:purple\"> $\\boldsymbol{\\tilde z}_{t}$ </span>  $\\|_1  = \\| $ <span style=\"color:teal\"> $\\boldsymbol{ z}_{t-1}$ </span> - <span style=\"color:purple\"> NN$(\\boldsymbol{x}_t, t)$ </span>  $\\|_1$\n",
    "- <span style=\"color:teal\"> $\\boldsymbol{ z}_{t-1}$ </span> is the noise used to compute $\\boldsymbol{x}_t$ in the forward process\n",
    "- Remember that to compute $\\boldsymbol{x}_t$ we dropped the time index on <span style=\"color:teal\"> $\\boldsymbol{z}$ </span> (nice property):\n",
    "$$ \\boldsymbol{x}_t = \\sqrt{\\bar \\alpha_t} \\boldsymbol{x}_0 + \\sqrt{1 - \\bar \\alpha_t} \\boldsymbol{z} $$\n",
    "- Simply, we can sample <span style=\"color:teal\"> $\\boldsymbol{z}$ </span>, compute $\\boldsymbol{x}_t$, and recover <span style=\"color:teal\"> $\\boldsymbol{z}$ </span> with the $NN$"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4586c63",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Training\n",
    "\n",
    "<img src=\"img/train.jpg\" width=\"600\" align=\"center\"/>\n",
    "\n",
    "**repeat**\n",
    "- Sample an image from the training data\n",
    "    - $\\boldsymbol{x}_0 \\sim p(\\boldsymbol{x}_0)$\n",
    "- Sample <span style=\"color:teal\"> $\\boldsymbol{ z}$ </span> and $t$ randomly\n",
    "    - $t \\sim \\mathcal{U}([1, T])$\n",
    "    - <span style=\"color:teal\"> $\\boldsymbol{ z}$ </span> $\\sim \\mathcal{N}(\\boldsymbol{0}, \\boldsymbol{I})$\n",
    "- Take gradient descent step on\n",
    "$ \\nabla_\\theta \\|$ \n",
    "<span style=\"color:teal\"> $\\boldsymbol{ z}$ </span> - \n",
    "<span style=\"color:purple\">\n",
    "    NN$( \\sqrt{\\bar \\alpha_t} \\boldsymbol{x}_0 + \\sqrt{1 - \\bar \\alpha_t}$\n",
    "</span>\n",
    "<span style=\"color:teal\">\n",
    "    $\\boldsymbol{z}$\n",
    "</span>\n",
    "<span style=\"color:purple\">    \n",
    "    $)$\n",
    "</span>\n",
    "$\\|_1 $\n",
    "\n",
    "**until** converged"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8c38b3c4",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "def p_losses(denoise_model, x_start, t, loss_type=\"huber\"):\n",
    "\n",
    "    # random sample z    \n",
    "    noise = torch.randn_like(x_start)\n",
    "    \n",
    "    # compute x_t\n",
    "    x_noisy = q_sample(x_start=x_start, t=t, noise=noise)\n",
    "    \n",
    "    # recover z from x_t with the NN\n",
    "    predicted_noise = denoise_model(x_noisy, t)\n",
    "\n",
    "    if loss_type == 'l1':\n",
    "        loss = F.l1_loss(noise, predicted_noise)\n",
    "    elif loss_type == 'l2':\n",
    "        loss = F.mse_loss(noise, predicted_noise)\n",
    "    elif loss_type == \"huber\":\n",
    "        loss = F.smooth_l1_loss(noise, predicted_noise)\n",
    "    else:\n",
    "        raise NotImplementedError()\n",
    "\n",
    "    return loss"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70fc2b27",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Sampling\n",
    "\n",
    "We said that \n",
    "$\\boldsymbol{x}_{t-1} \\sim \\mathcal{N} \\big( $\n",
    "<span style=\"color:blue\"> $\\tilde{\\mu}_t$ </span>,\n",
    "<span style=\"color:red\"> $\\tilde{\\beta}_t$ </span>\n",
    "$\\big)$\n",
    "where\n",
    "<span style=\"color:red\"> \n",
    "    $\\tilde{\\beta}_t = \\frac{1 - \\bar \\alpha_{t-1}}{1 - \\bar \\alpha_{t}} \\beta_t$ \n",
    "</span>\n",
    "and\n",
    "<span style=\"color:blue\"> \n",
    "    $\\tilde{\\mu}_t = \\frac{1}{\\sqrt{\\alpha_t}} \\Big(\\boldsymbol{x}_t - \\frac{\\beta_t}{\\sqrt{1 - \\bar{\\alpha}_t}}$ \n",
    "</span>\n",
    "<span style=\"color:purple\"> \n",
    "    $\\boldsymbol{\\tilde z}_t$ \n",
    "</span>\n",
    "<span style=\"color:blue\"> \n",
    "    $\\Big)$ \n",
    "</span>\n",
    "\n",
    "<img src=\"img/sampling.jpg\" width=\"600\" align=\"center\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38104bfe",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "#### *Sampling algorithm*\n",
    "$\\boldsymbol{x}_T \\sim \\mathcal{N}(\\boldsymbol{0}, \\boldsymbol{I})$\n",
    "\n",
    "**for** $t=T-1, \\dots, 0$ **do**\n",
    "- $\\boldsymbol{z} \\sim \\mathcal{N}(\\boldsymbol{0}, \\boldsymbol{I})$ if $t > 1$ else $\\boldsymbol{z}=0$\n",
    "- $\\boldsymbol{x}_{t-1} = \\frac{1}{\\sqrt{\\alpha_t}} \\big( \\boldsymbol{x}_{t} - \\frac{\\beta_t}{\\sqrt{1 - \\bar{ \\alpha}_t}}$ <span style=\"color:purple\"> NN$(\\boldsymbol{x}_t, t)$ </span> $\\big) + \\tilde \\beta_t \\boldsymbol{z}$\n",
    "\n",
    "**return** <span style=\"color:green\"> $\\boldsymbol{x}_{0} = \\mu_0$ </span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d7c56af0",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "# calculations for posterior q(x_{t-1} | x_t, x_0) = q(x_{t-1} | t, x_0)\n",
    "sqrt_recip_alphas = torch.sqrt(1.0 / alphas)\n",
    "alphas_cumprod_prev = F.pad(alphas_cumprod[:-1], (1, 0), value=1.0)\n",
    "posterior_variance = betas * (1. - alphas_cumprod_prev) / (1. - alphas_cumprod) # β_t\n",
    " \n",
    "@torch.no_grad()\n",
    "def p_sample(model, x, t, t_index):\n",
    "     \n",
    "    # adjust shapes\n",
    "    betas_t = extract(betas, t, x.shape)\n",
    "    sqrt_one_minus_alphas_cumprod_t = extract(\n",
    "        sqrt_one_minus_alphas_cumprod, t, x.shape\n",
    "    )\n",
    "    sqrt_recip_alphas_t = extract(sqrt_recip_alphas, t, x.shape)\n",
    "    \n",
    "    # Use the NN to predict the mean\n",
    "    model_mean = sqrt_recip_alphas_t * (\n",
    "        x - betas_t * model(x, t) / sqrt_one_minus_alphas_cumprod_t)\n",
    "\n",
    "    # Draw the next sample\n",
    "    if t_index == 0:\n",
    "        return model_mean\n",
    "    else:\n",
    "        posterior_variance_t = extract(posterior_variance, t, x.shape)  # beta_t\n",
    "        noise = torch.randn_like(x)                                     # z\n",
    "        return model_mean + torch.sqrt(posterior_variance_t) * noise    # x_{t-1}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a25ff3ad",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "# Sampling loop\n",
    "@torch.no_grad()\n",
    "def p_sample_loop(model, shape):\n",
    "    device = next(model.parameters()).device\n",
    "\n",
    "    # start from pure noise (for each example in the batch)\n",
    "    img = torch.randn(shape, device=device)\n",
    "    imgs = []\n",
    "\n",
    "    for i in tqdm(reversed(range(0, timesteps)), desc='sampling loop time step', total=timesteps):\n",
    "        img = p_sample(model, img, torch.full((shape[0],), i, device=device, dtype=torch.long), i)\n",
    "        imgs.append(img)\n",
    "    return imgs\n",
    "\n",
    "@torch.no_grad()\n",
    "def sample(model, image_size, batch_size=16, channels=3):\n",
    "    return p_sample_loop(model, shape=(batch_size, channels, image_size, image_size))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6480cf58",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Train the model on Fashion MNIST\n",
    "\n",
    "<img src=\"img/fashion.png\" width=\"600\" align=\"center\"/>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "4ac1182e",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b4b1e54c8a064f77a45850edfb72883e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading readme:   0%|          | 0.00/9.02k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Downloading data: 100%|██████████████████████████████████████████████████████████████████████████████████| 30.9M/30.9M [00:01<00:00, 22.0MB/s]\n",
      "Downloading data: 100%|██████████████████████████████████████████████████████████████████████████████████| 5.18M/5.18M [00:00<00:00, 9.24MB/s]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "f39a5a86e307461a8a41da69e8cb57d0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generating train split:   0%|          | 0/60000 [00:00<?, ? examples/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1ca9829e891643eb8ca85735b58194b4",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generating test split:   0%|          | 0/10000 [00:00<?, ? examples/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from datasets import load_dataset\n",
    "\n",
    "dataset = load_dataset(\"fashion_mnist\")\n",
    "image_size = 28\n",
    "channels = 1\n",
    "batch_size = 128"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a167b60f",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "Next, we define some basic image preprocessing on-the-fly: random horizontal flips, converstion to tensor, and rescaling in the $[-1,1]$ range.\n",
    "\n",
    "We use ``with_transform`` to apply the transformations to the elements in the dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d843476e",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [],
   "source": [
    "from torchvision import transforms\n",
    "from torch.utils.data import DataLoader\n",
    "\n",
    "# define image transformations (e.g. using torchvision)\n",
    "transform = Compose([\n",
    "            transforms.RandomHorizontalFlip(),\n",
    "            transforms.ToTensor(),\n",
    "            transforms.Lambda(lambda t: (t * 2) - 1)\n",
    "])\n",
    "\n",
    "# define function\n",
    "def transforms(examples):\n",
    "   examples[\"pixel_values\"] = [transform(image.convert(\"L\")) for image in examples[\"image\"]]\n",
    "   del examples[\"image\"]\n",
    "\n",
    "   return examples\n",
    "\n",
    "transformed_dataset = dataset.with_transform(transforms).remove_columns(\"label\")\n",
    "\n",
    "# create dataloader\n",
    "dataloader = DataLoader(transformed_dataset[\"train\"], batch_size=batch_size, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "4fd35e9b",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "from torch.optim import Adam\n",
    "\n",
    "device = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n",
    "\n",
    "model = Unet(\n",
    "    dim=image_size,\n",
    "    channels=channels,\n",
    "    dim_mults=(1, 2, 4,)\n",
    ")\n",
    "model.to(device)\n",
    "\n",
    "optimizer = Adam(model.parameters(), lr=1e-3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "690f03d2",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 0, step: 0 -- Loss: 0.472\n",
      "Epoch: 0, step: 100 -- Loss: 0.145\n",
      "Epoch: 0, step: 200 -- Loss: 0.090\n",
      "Epoch: 0, step: 300 -- Loss: 0.072\n",
      "Epoch: 0, step: 400 -- Loss: 0.064\n",
      "Epoch: 1, step: 0 -- Loss: 0.061\n",
      "Epoch: 1, step: 100 -- Loss: 0.059\n",
      "Epoch: 1, step: 200 -- Loss: 0.063\n",
      "Epoch: 1, step: 300 -- Loss: 0.060\n",
      "Epoch: 1, step: 400 -- Loss: 0.047\n",
      "Epoch: 2, step: 0 -- Loss: 0.047\n",
      "Epoch: 2, step: 100 -- Loss: 0.058\n",
      "Epoch: 2, step: 200 -- Loss: 0.047\n",
      "Epoch: 2, step: 300 -- Loss: 0.051\n",
      "Epoch: 2, step: 400 -- Loss: 0.046\n",
      "Epoch: 3, step: 0 -- Loss: 0.051\n",
      "Epoch: 3, step: 100 -- Loss: 0.045\n",
      "Epoch: 3, step: 200 -- Loss: 0.042\n",
      "Epoch: 3, step: 300 -- Loss: 0.046\n",
      "Epoch: 3, step: 400 -- Loss: 0.048\n",
      "Epoch: 4, step: 0 -- Loss: 0.043\n",
      "Epoch: 4, step: 100 -- Loss: 0.051\n",
      "Epoch: 4, step: 200 -- Loss: 0.042\n",
      "Epoch: 4, step: 300 -- Loss: 0.046\n",
      "Epoch: 4, step: 400 -- Loss: 0.045\n",
      "Epoch: 5, step: 0 -- Loss: 0.050\n",
      "Epoch: 5, step: 100 -- Loss: 0.045\n",
      "Epoch: 5, step: 200 -- Loss: 0.045\n",
      "Epoch: 5, step: 300 -- Loss: 0.047\n",
      "Epoch: 5, step: 400 -- Loss: 0.044\n",
      "Epoch: 6, step: 0 -- Loss: 0.042\n",
      "Epoch: 6, step: 100 -- Loss: 0.042\n",
      "Epoch: 6, step: 200 -- Loss: 0.044\n",
      "Epoch: 6, step: 300 -- Loss: 0.041\n",
      "Epoch: 6, step: 400 -- Loss: 0.040\n",
      "Epoch: 7, step: 0 -- Loss: 0.046\n",
      "Epoch: 7, step: 100 -- Loss: 0.039\n",
      "Epoch: 7, step: 200 -- Loss: 0.044\n",
      "Epoch: 7, step: 300 -- Loss: 0.046\n",
      "Epoch: 7, step: 400 -- Loss: 0.041\n",
      "Epoch: 8, step: 0 -- Loss: 0.048\n",
      "Epoch: 8, step: 100 -- Loss: 0.045\n",
      "Epoch: 8, step: 200 -- Loss: 0.042\n",
      "Epoch: 8, step: 300 -- Loss: 0.048\n",
      "Epoch: 8, step: 400 -- Loss: 0.040\n",
      "Epoch: 9, step: 0 -- Loss: 0.047\n",
      "Epoch: 9, step: 100 -- Loss: 0.045\n",
      "Epoch: 9, step: 200 -- Loss: 0.041\n",
      "Epoch: 9, step: 300 -- Loss: 0.035\n",
      "Epoch: 9, step: 400 -- Loss: 0.050\n"
     ]
    }
   ],
   "source": [
    "from torchvision.utils import save_image\n",
    "\n",
    "epochs = 10\n",
    "\n",
    "for epoch in range(epochs):\n",
    "    for step, batch in enumerate(dataloader):\n",
    "      optimizer.zero_grad()\n",
    "\n",
    "      # x0\n",
    "      batch_size = batch[\"pixel_values\"].shape[0]\n",
    "      batch = batch[\"pixel_values\"].to(device)\n",
    "\n",
    "      # sample t from U(0,T)\n",
    "      t = torch.randint(0, timesteps, (batch_size,), device=device).long()\n",
    "      \n",
    "      loss = p_losses(model, batch, t)\n",
    "\n",
    "      if step % 100 == 0:\n",
    "        print(f\"Epoch: {epoch}, step: {step} -- Loss: {loss.item():.3f}\")\n",
    "\n",
    "      loss.backward()\n",
    "      optimizer.step() "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5cc53742",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Inference\n",
    "\n",
    "Once trained, we can sample from the model using ``sample`` the function defined above:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c1baca7e",
   "metadata": {
    "slideshow": {
     "slide_type": "fragment"
    }
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "78f18137be6d4c5a9976da98887602f9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "sampling loop time step:   0%|          | 0/200 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 2000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate 64 images\n",
    "samples = sample(model, image_size=image_size, batch_size=64, channels=channels)\n",
    "\n",
    "# Get the last sample and normalize it in [0,1]\n",
    "last_sample = (samples[-1] - samples[-1].min())/(samples[-1].max()-samples[-1].min())\n",
    "\n",
    "grid_img = torchvision.utils.make_grid(last_sample, nrow=16)\n",
    "%matplotlib inline\n",
    "plt.figure(figsize = (20,10))\n",
    "plt.imshow(grid_img.permute(1, 2, 0).cpu().numpy(), cmap='gray');"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1dd07404",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "source": [
    "Visualize the actual denoising process with an animation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "4880d01a",
   "metadata": {
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [
    {
     "data": {
      "application/javascript": [
       "/* Put everything inside the global mpl namespace */\n",
       "/* global mpl */\n",
       "window.mpl = {};\n",
       "\n",
       "mpl.get_websocket_type = function () {\n",
       "    if (typeof WebSocket !== 'undefined') {\n",
       "        return WebSocket;\n",
       "    } else if (typeof MozWebSocket !== 'undefined') {\n",
       "        return MozWebSocket;\n",
       "    } else {\n",
       "        alert(\n",
       "            'Your browser does not have WebSocket support. ' +\n",
       "                'Please try Chrome, Safari or Firefox ≥ 6. ' +\n",
       "                'Firefox 4 and 5 are also supported but you ' +\n",
       "                'have to enable WebSockets in about:config.'\n",
       "        );\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure = function (figure_id, websocket, ondownload, parent_element) {\n",
       "    this.id = figure_id;\n",
       "\n",
       "    this.ws = websocket;\n",
       "\n",
       "    this.supports_binary = this.ws.binaryType !== undefined;\n",
       "\n",
       "    if (!this.supports_binary) {\n",
       "        var warnings = document.getElementById('mpl-warnings');\n",
       "        if (warnings) {\n",
       "            warnings.style.display = 'block';\n",
       "            warnings.textContent =\n",
       "                'This browser does not support binary websocket messages. ' +\n",
       "                'Performance may be slow.';\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.imageObj = new Image();\n",
       "\n",
       "    this.context = undefined;\n",
       "    this.message = undefined;\n",
       "    this.canvas = undefined;\n",
       "    this.rubberband_canvas = undefined;\n",
       "    this.rubberband_context = undefined;\n",
       "    this.format_dropdown = undefined;\n",
       "\n",
       "    this.image_mode = 'full';\n",
       "\n",
       "    this.root = document.createElement('div');\n",
       "    this.root.setAttribute('style', 'display: inline-block');\n",
       "    this._root_extra_style(this.root);\n",
       "\n",
       "    parent_element.appendChild(this.root);\n",
       "\n",
       "    this._init_header(this);\n",
       "    this._init_canvas(this);\n",
       "    this._init_toolbar(this);\n",
       "\n",
       "    var fig = this;\n",
       "\n",
       "    this.waiting = false;\n",
       "\n",
       "    this.ws.onopen = function () {\n",
       "        fig.send_message('supports_binary', { value: fig.supports_binary });\n",
       "        fig.send_message('send_image_mode', {});\n",
       "        if (fig.ratio !== 1) {\n",
       "            fig.send_message('set_device_pixel_ratio', {\n",
       "                device_pixel_ratio: fig.ratio,\n",
       "            });\n",
       "        }\n",
       "        fig.send_message('refresh', {});\n",
       "    };\n",
       "\n",
       "    this.imageObj.onload = function () {\n",
       "        if (fig.image_mode === 'full') {\n",
       "            // Full images could contain transparency (where diff images\n",
       "            // almost always do), so we need to clear the canvas so that\n",
       "            // there is no ghosting.\n",
       "            fig.context.clearRect(0, 0, fig.canvas.width, fig.canvas.height);\n",
       "        }\n",
       "        fig.context.drawImage(fig.imageObj, 0, 0);\n",
       "    };\n",
       "\n",
       "    this.imageObj.onunload = function () {\n",
       "        fig.ws.close();\n",
       "    };\n",
       "\n",
       "    this.ws.onmessage = this._make_on_message_function(this);\n",
       "\n",
       "    this.ondownload = ondownload;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_header = function () {\n",
       "    var titlebar = document.createElement('div');\n",
       "    titlebar.classList =\n",
       "        'ui-dialog-titlebar ui-widget-header ui-corner-all ui-helper-clearfix';\n",
       "    var titletext = document.createElement('div');\n",
       "    titletext.classList = 'ui-dialog-title';\n",
       "    titletext.setAttribute(\n",
       "        'style',\n",
       "        'width: 100%; text-align: center; padding: 3px;'\n",
       "    );\n",
       "    titlebar.appendChild(titletext);\n",
       "    this.root.appendChild(titlebar);\n",
       "    this.header = titletext;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (_canvas_div) {};\n",
       "\n",
       "mpl.figure.prototype._init_canvas = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var canvas_div = (this.canvas_div = document.createElement('div'));\n",
       "    canvas_div.setAttribute('tabindex', '0');\n",
       "    canvas_div.setAttribute(\n",
       "        'style',\n",
       "        'border: 1px solid #ddd;' +\n",
       "            'box-sizing: content-box;' +\n",
       "            'clear: both;' +\n",
       "            'min-height: 1px;' +\n",
       "            'min-width: 1px;' +\n",
       "            'outline: 0;' +\n",
       "            'overflow: hidden;' +\n",
       "            'position: relative;' +\n",
       "            'resize: both;' +\n",
       "            'z-index: 2;'\n",
       "    );\n",
       "\n",
       "    function on_keyboard_event_closure(name) {\n",
       "        return function (event) {\n",
       "            return fig.key_event(event, name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'keydown',\n",
       "        on_keyboard_event_closure('key_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'keyup',\n",
       "        on_keyboard_event_closure('key_release')\n",
       "    );\n",
       "\n",
       "    this._canvas_extra_style(canvas_div);\n",
       "    this.root.appendChild(canvas_div);\n",
       "\n",
       "    var canvas = (this.canvas = document.createElement('canvas'));\n",
       "    canvas.classList.add('mpl-canvas');\n",
       "    canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box;' +\n",
       "            'pointer-events: none;' +\n",
       "            'position: relative;' +\n",
       "            'z-index: 0;'\n",
       "    );\n",
       "\n",
       "    this.context = canvas.getContext('2d');\n",
       "\n",
       "    var backingStore =\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        this.context.webkitBackingStorePixelRatio ||\n",
       "        this.context.mozBackingStorePixelRatio ||\n",
       "        this.context.msBackingStorePixelRatio ||\n",
       "        this.context.oBackingStorePixelRatio ||\n",
       "        this.context.backingStorePixelRatio ||\n",
       "        1;\n",
       "\n",
       "    this.ratio = (window.devicePixelRatio || 1) / backingStore;\n",
       "\n",
       "    var rubberband_canvas = (this.rubberband_canvas = document.createElement(\n",
       "        'canvas'\n",
       "    ));\n",
       "    rubberband_canvas.setAttribute(\n",
       "        'style',\n",
       "        'box-sizing: content-box;' +\n",
       "            'left: 0;' +\n",
       "            'pointer-events: none;' +\n",
       "            'position: absolute;' +\n",
       "            'top: 0;' +\n",
       "            'z-index: 1;'\n",
       "    );\n",
       "\n",
       "    // Apply a ponyfill if ResizeObserver is not implemented by browser.\n",
       "    if (this.ResizeObserver === undefined) {\n",
       "        if (window.ResizeObserver !== undefined) {\n",
       "            this.ResizeObserver = window.ResizeObserver;\n",
       "        } else {\n",
       "            var obs = _JSXTOOLS_RESIZE_OBSERVER({});\n",
       "            this.ResizeObserver = obs.ResizeObserver;\n",
       "        }\n",
       "    }\n",
       "\n",
       "    this.resizeObserverInstance = new this.ResizeObserver(function (entries) {\n",
       "        var nentries = entries.length;\n",
       "        for (var i = 0; i < nentries; i++) {\n",
       "            var entry = entries[i];\n",
       "            var width, height;\n",
       "            if (entry.contentBoxSize) {\n",
       "                if (entry.contentBoxSize instanceof Array) {\n",
       "                    // Chrome 84 implements new version of spec.\n",
       "                    width = entry.contentBoxSize[0].inlineSize;\n",
       "                    height = entry.contentBoxSize[0].blockSize;\n",
       "                } else {\n",
       "                    // Firefox implements old version of spec.\n",
       "                    width = entry.contentBoxSize.inlineSize;\n",
       "                    height = entry.contentBoxSize.blockSize;\n",
       "                }\n",
       "            } else {\n",
       "                // Chrome <84 implements even older version of spec.\n",
       "                width = entry.contentRect.width;\n",
       "                height = entry.contentRect.height;\n",
       "            }\n",
       "\n",
       "            // Keep the size of the canvas and rubber band canvas in sync with\n",
       "            // the canvas container.\n",
       "            if (entry.devicePixelContentBoxSize) {\n",
       "                // Chrome 84 implements new version of spec.\n",
       "                canvas.setAttribute(\n",
       "                    'width',\n",
       "                    entry.devicePixelContentBoxSize[0].inlineSize\n",
       "                );\n",
       "                canvas.setAttribute(\n",
       "                    'height',\n",
       "                    entry.devicePixelContentBoxSize[0].blockSize\n",
       "                );\n",
       "            } else {\n",
       "                canvas.setAttribute('width', width * fig.ratio);\n",
       "                canvas.setAttribute('height', height * fig.ratio);\n",
       "            }\n",
       "            /* This rescales the canvas back to display pixels, so that it\n",
       "             * appears correct on HiDPI screens. */\n",
       "            canvas.style.width = width + 'px';\n",
       "            canvas.style.height = height + 'px';\n",
       "\n",
       "            rubberband_canvas.setAttribute('width', width);\n",
       "            rubberband_canvas.setAttribute('height', height);\n",
       "\n",
       "            // And update the size in Python. We ignore the initial 0/0 size\n",
       "            // that occurs as the element is placed into the DOM, which should\n",
       "            // otherwise not happen due to the minimum size styling.\n",
       "            if (fig.ws.readyState == 1 && width != 0 && height != 0) {\n",
       "                fig.request_resize(width, height);\n",
       "            }\n",
       "        }\n",
       "    });\n",
       "    this.resizeObserverInstance.observe(canvas_div);\n",
       "\n",
       "    function on_mouse_event_closure(name) {\n",
       "        /* User Agent sniffing is bad, but WebKit is busted:\n",
       "         * https://bugs.webkit.org/show_bug.cgi?id=144526\n",
       "         * https://bugs.webkit.org/show_bug.cgi?id=181818\n",
       "         * The worst that happens here is that they get an extra browser\n",
       "         * selection when dragging, if this check fails to catch them.\n",
       "         */\n",
       "        var UA = navigator.userAgent;\n",
       "        var isWebKit = /AppleWebKit/.test(UA) && !/Chrome/.test(UA);\n",
       "        if(isWebKit) {\n",
       "            return function (event) {\n",
       "                /* This prevents the web browser from automatically changing to\n",
       "                 * the text insertion cursor when the button is pressed. We\n",
       "                 * want to control all of the cursor setting manually through\n",
       "                 * the 'cursor' event from matplotlib */\n",
       "                event.preventDefault()\n",
       "                return fig.mouse_event(event, name);\n",
       "            };\n",
       "        } else {\n",
       "            return function (event) {\n",
       "                return fig.mouse_event(event, name);\n",
       "            };\n",
       "        }\n",
       "    }\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'mousedown',\n",
       "        on_mouse_event_closure('button_press')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'mouseup',\n",
       "        on_mouse_event_closure('button_release')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'dblclick',\n",
       "        on_mouse_event_closure('dblclick')\n",
       "    );\n",
       "    // Throttle sequential mouse events to 1 every 20ms.\n",
       "    canvas_div.addEventListener(\n",
       "        'mousemove',\n",
       "        on_mouse_event_closure('motion_notify')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener(\n",
       "        'mouseenter',\n",
       "        on_mouse_event_closure('figure_enter')\n",
       "    );\n",
       "    canvas_div.addEventListener(\n",
       "        'mouseleave',\n",
       "        on_mouse_event_closure('figure_leave')\n",
       "    );\n",
       "\n",
       "    canvas_div.addEventListener('wheel', function (event) {\n",
       "        if (event.deltaY < 0) {\n",
       "            event.step = 1;\n",
       "        } else {\n",
       "            event.step = -1;\n",
       "        }\n",
       "        on_mouse_event_closure('scroll')(event);\n",
       "    });\n",
       "\n",
       "    canvas_div.appendChild(canvas);\n",
       "    canvas_div.appendChild(rubberband_canvas);\n",
       "\n",
       "    this.rubberband_context = rubberband_canvas.getContext('2d');\n",
       "    this.rubberband_context.strokeStyle = '#000000';\n",
       "\n",
       "    this._resize_canvas = function (width, height, forward) {\n",
       "        if (forward) {\n",
       "            canvas_div.style.width = width + 'px';\n",
       "            canvas_div.style.height = height + 'px';\n",
       "        }\n",
       "    };\n",
       "\n",
       "    // Disable right mouse context menu.\n",
       "    canvas_div.addEventListener('contextmenu', function (_e) {\n",
       "        event.preventDefault();\n",
       "        return false;\n",
       "    });\n",
       "\n",
       "    function set_focus() {\n",
       "        canvas.focus();\n",
       "        canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    window.setTimeout(set_focus, 100);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'mpl-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'mpl-button-group';\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'mpl-button-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        var button = (fig.buttons[name] = document.createElement('button'));\n",
       "        button.classList = 'mpl-widget';\n",
       "        button.setAttribute('role', 'button');\n",
       "        button.setAttribute('aria-disabled', 'false');\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "\n",
       "        var icon_img = document.createElement('img');\n",
       "        icon_img.src = '_images/' + image + '.png';\n",
       "        icon_img.srcset = '_images/' + image + '_large.png 2x';\n",
       "        icon_img.alt = tooltip;\n",
       "        button.appendChild(icon_img);\n",
       "\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    var fmt_picker = document.createElement('select');\n",
       "    fmt_picker.classList = 'mpl-widget';\n",
       "    toolbar.appendChild(fmt_picker);\n",
       "    this.format_dropdown = fmt_picker;\n",
       "\n",
       "    for (var ind in mpl.extensions) {\n",
       "        var fmt = mpl.extensions[ind];\n",
       "        var option = document.createElement('option');\n",
       "        option.selected = fmt === mpl.default_extension;\n",
       "        option.innerHTML = fmt;\n",
       "        fmt_picker.appendChild(option);\n",
       "    }\n",
       "\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.request_resize = function (x_pixels, y_pixels) {\n",
       "    // Request matplotlib to resize the figure. Matplotlib will then trigger a resize in the client,\n",
       "    // which will in turn request a refresh of the image.\n",
       "    this.send_message('resize', { width: x_pixels, height: y_pixels });\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_message = function (type, properties) {\n",
       "    properties['type'] = type;\n",
       "    properties['figure_id'] = this.id;\n",
       "    this.ws.send(JSON.stringify(properties));\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.send_draw_message = function () {\n",
       "    if (!this.waiting) {\n",
       "        this.waiting = true;\n",
       "        this.ws.send(JSON.stringify({ type: 'draw', figure_id: this.id }));\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    var format_dropdown = fig.format_dropdown;\n",
       "    var format = format_dropdown.options[format_dropdown.selectedIndex].value;\n",
       "    fig.ondownload(fig, format);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_resize = function (fig, msg) {\n",
       "    var size = msg['size'];\n",
       "    if (size[0] !== fig.canvas.width || size[1] !== fig.canvas.height) {\n",
       "        fig._resize_canvas(size[0], size[1], msg['forward']);\n",
       "        fig.send_message('refresh', {});\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_rubberband = function (fig, msg) {\n",
       "    var x0 = msg['x0'] / fig.ratio;\n",
       "    var y0 = (fig.canvas.height - msg['y0']) / fig.ratio;\n",
       "    var x1 = msg['x1'] / fig.ratio;\n",
       "    var y1 = (fig.canvas.height - msg['y1']) / fig.ratio;\n",
       "    x0 = Math.floor(x0) + 0.5;\n",
       "    y0 = Math.floor(y0) + 0.5;\n",
       "    x1 = Math.floor(x1) + 0.5;\n",
       "    y1 = Math.floor(y1) + 0.5;\n",
       "    var min_x = Math.min(x0, x1);\n",
       "    var min_y = Math.min(y0, y1);\n",
       "    var width = Math.abs(x1 - x0);\n",
       "    var height = Math.abs(y1 - y0);\n",
       "\n",
       "    fig.rubberband_context.clearRect(\n",
       "        0,\n",
       "        0,\n",
       "        fig.canvas.width / fig.ratio,\n",
       "        fig.canvas.height / fig.ratio\n",
       "    );\n",
       "\n",
       "    fig.rubberband_context.strokeRect(min_x, min_y, width, height);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_figure_label = function (fig, msg) {\n",
       "    // Updates the figure title.\n",
       "    fig.header.textContent = msg['label'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_cursor = function (fig, msg) {\n",
       "    fig.canvas_div.style.cursor = msg['cursor'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_message = function (fig, msg) {\n",
       "    fig.message.textContent = msg['message'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_draw = function (fig, _msg) {\n",
       "    // Request the server to send over a new figure.\n",
       "    fig.send_draw_message();\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_image_mode = function (fig, msg) {\n",
       "    fig.image_mode = msg['mode'];\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_history_buttons = function (fig, msg) {\n",
       "    for (var key in msg) {\n",
       "        if (!(key in fig.buttons)) {\n",
       "            continue;\n",
       "        }\n",
       "        fig.buttons[key].disabled = !msg[key];\n",
       "        fig.buttons[key].setAttribute('aria-disabled', !msg[key]);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_navigate_mode = function (fig, msg) {\n",
       "    if (msg['mode'] === 'PAN') {\n",
       "        fig.buttons['Pan'].classList.add('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    } else if (msg['mode'] === 'ZOOM') {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.add('active');\n",
       "    } else {\n",
       "        fig.buttons['Pan'].classList.remove('active');\n",
       "        fig.buttons['Zoom'].classList.remove('active');\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Called whenever the canvas gets updated.\n",
       "    this.send_message('ack', {});\n",
       "};\n",
       "\n",
       "// A function to construct a web socket function for onmessage handling.\n",
       "// Called in the figure constructor.\n",
       "mpl.figure.prototype._make_on_message_function = function (fig) {\n",
       "    return function socket_on_message(evt) {\n",
       "        if (evt.data instanceof Blob) {\n",
       "            var img = evt.data;\n",
       "            if (img.type !== 'image/png') {\n",
       "                /* FIXME: We get \"Resource interpreted as Image but\n",
       "                 * transferred with MIME type text/plain:\" errors on\n",
       "                 * Chrome.  But how to set the MIME type?  It doesn't seem\n",
       "                 * to be part of the websocket stream */\n",
       "                img.type = 'image/png';\n",
       "            }\n",
       "\n",
       "            /* Free the memory for the previous frames */\n",
       "            if (fig.imageObj.src) {\n",
       "                (window.URL || window.webkitURL).revokeObjectURL(\n",
       "                    fig.imageObj.src\n",
       "                );\n",
       "            }\n",
       "\n",
       "            fig.imageObj.src = (window.URL || window.webkitURL).createObjectURL(\n",
       "                img\n",
       "            );\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        } else if (\n",
       "            typeof evt.data === 'string' &&\n",
       "            evt.data.slice(0, 21) === 'data:image/png;base64'\n",
       "        ) {\n",
       "            fig.imageObj.src = evt.data;\n",
       "            fig.updated_canvas_event();\n",
       "            fig.waiting = false;\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        var msg = JSON.parse(evt.data);\n",
       "        var msg_type = msg['type'];\n",
       "\n",
       "        // Call the  \"handle_{type}\" callback, which takes\n",
       "        // the figure and JSON message as its only arguments.\n",
       "        try {\n",
       "            var callback = fig['handle_' + msg_type];\n",
       "        } catch (e) {\n",
       "            console.log(\n",
       "                \"No handler for the '\" + msg_type + \"' message type: \",\n",
       "                msg\n",
       "            );\n",
       "            return;\n",
       "        }\n",
       "\n",
       "        if (callback) {\n",
       "            try {\n",
       "                // console.log(\"Handling '\" + msg_type + \"' message: \", msg);\n",
       "                callback(fig, msg);\n",
       "            } catch (e) {\n",
       "                console.log(\n",
       "                    \"Exception inside the 'handler_\" + msg_type + \"' callback:\",\n",
       "                    e,\n",
       "                    e.stack,\n",
       "                    msg\n",
       "                );\n",
       "            }\n",
       "        }\n",
       "    };\n",
       "};\n",
       "\n",
       "function getModifiers(event) {\n",
       "    var mods = [];\n",
       "    if (event.ctrlKey) {\n",
       "        mods.push('ctrl');\n",
       "    }\n",
       "    if (event.altKey) {\n",
       "        mods.push('alt');\n",
       "    }\n",
       "    if (event.shiftKey) {\n",
       "        mods.push('shift');\n",
       "    }\n",
       "    if (event.metaKey) {\n",
       "        mods.push('meta');\n",
       "    }\n",
       "    return mods;\n",
       "}\n",
       "\n",
       "/*\n",
       " * return a copy of an object with only non-object keys\n",
       " * we need this to avoid circular references\n",
       " * https://stackoverflow.com/a/24161582/3208463\n",
       " */\n",
       "function simpleKeys(original) {\n",
       "    return Object.keys(original).reduce(function (obj, key) {\n",
       "        if (typeof original[key] !== 'object') {\n",
       "            obj[key] = original[key];\n",
       "        }\n",
       "        return obj;\n",
       "    }, {});\n",
       "}\n",
       "\n",
       "mpl.figure.prototype.mouse_event = function (event, name) {\n",
       "    if (name === 'button_press') {\n",
       "        this.canvas.focus();\n",
       "        this.canvas_div.focus();\n",
       "    }\n",
       "\n",
       "    // from https://stackoverflow.com/q/1114465\n",
       "    var boundingRect = this.canvas.getBoundingClientRect();\n",
       "    var x = (event.clientX - boundingRect.left) * this.ratio;\n",
       "    var y = (event.clientY - boundingRect.top) * this.ratio;\n",
       "\n",
       "    this.send_message(name, {\n",
       "        x: x,\n",
       "        y: y,\n",
       "        button: event.button,\n",
       "        step: event.step,\n",
       "        modifiers: getModifiers(event),\n",
       "        guiEvent: simpleKeys(event),\n",
       "    });\n",
       "\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (_event, _name) {\n",
       "    // Handle any extra behaviour associated with a key event\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.key_event = function (event, name) {\n",
       "    // Prevent repeat events\n",
       "    if (name === 'key_press') {\n",
       "        if (event.key === this._key) {\n",
       "            return;\n",
       "        } else {\n",
       "            this._key = event.key;\n",
       "        }\n",
       "    }\n",
       "    if (name === 'key_release') {\n",
       "        this._key = null;\n",
       "    }\n",
       "\n",
       "    var value = '';\n",
       "    if (event.ctrlKey && event.key !== 'Control') {\n",
       "        value += 'ctrl+';\n",
       "    }\n",
       "    else if (event.altKey && event.key !== 'Alt') {\n",
       "        value += 'alt+';\n",
       "    }\n",
       "    else if (event.shiftKey && event.key !== 'Shift') {\n",
       "        value += 'shift+';\n",
       "    }\n",
       "\n",
       "    value += 'k' + event.key;\n",
       "\n",
       "    this._key_event_extra(event, name);\n",
       "\n",
       "    this.send_message(name, { key: value, guiEvent: simpleKeys(event) });\n",
       "    return false;\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onclick = function (name) {\n",
       "    if (name === 'download') {\n",
       "        this.handle_save(this, null);\n",
       "    } else {\n",
       "        this.send_message('toolbar_button', { name: name });\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.toolbar_button_onmouseover = function (tooltip) {\n",
       "    this.message.textContent = tooltip;\n",
       "};\n",
       "\n",
       "///////////////// REMAINING CONTENT GENERATED BY embed_js.py /////////////////\n",
       "// prettier-ignore\n",
       "var _JSXTOOLS_RESIZE_OBSERVER=function(A){var t,i=new WeakMap,n=new WeakMap,a=new WeakMap,r=new WeakMap,o=new Set;function s(e){if(!(this instanceof s))throw new TypeError(\"Constructor requires 'new' operator\");i.set(this,e)}function h(){throw new TypeError(\"Function is not a constructor\")}function c(e,t,i,n){e=0 in arguments?Number(arguments[0]):0,t=1 in arguments?Number(arguments[1]):0,i=2 in arguments?Number(arguments[2]):0,n=3 in arguments?Number(arguments[3]):0,this.right=(this.x=this.left=e)+(this.width=i),this.bottom=(this.y=this.top=t)+(this.height=n),Object.freeze(this)}function d(){t=requestAnimationFrame(d);var s=new WeakMap,p=new Set;o.forEach((function(t){r.get(t).forEach((function(i){var r=t instanceof window.SVGElement,o=a.get(t),d=r?0:parseFloat(o.paddingTop),f=r?0:parseFloat(o.paddingRight),l=r?0:parseFloat(o.paddingBottom),u=r?0:parseFloat(o.paddingLeft),g=r?0:parseFloat(o.borderTopWidth),m=r?0:parseFloat(o.borderRightWidth),w=r?0:parseFloat(o.borderBottomWidth),b=u+f,F=d+l,v=(r?0:parseFloat(o.borderLeftWidth))+m,W=g+w,y=r?0:t.offsetHeight-W-t.clientHeight,E=r?0:t.offsetWidth-v-t.clientWidth,R=b+v,z=F+W,M=r?t.width:parseFloat(o.width)-R-E,O=r?t.height:parseFloat(o.height)-z-y;if(n.has(t)){var k=n.get(t);if(k[0]===M&&k[1]===O)return}n.set(t,[M,O]);var S=Object.create(h.prototype);S.target=t,S.contentRect=new c(u,d,M,O),s.has(i)||(s.set(i,[]),p.add(i)),s.get(i).push(S)}))})),p.forEach((function(e){i.get(e).call(e,s.get(e),e)}))}return s.prototype.observe=function(i){if(i instanceof window.Element){r.has(i)||(r.set(i,new Set),o.add(i),a.set(i,window.getComputedStyle(i)));var n=r.get(i);n.has(this)||n.add(this),cancelAnimationFrame(t),t=requestAnimationFrame(d)}},s.prototype.unobserve=function(i){if(i instanceof window.Element&&r.has(i)){var n=r.get(i);n.has(this)&&(n.delete(this),n.size||(r.delete(i),o.delete(i))),n.size||r.delete(i),o.size||cancelAnimationFrame(t)}},A.DOMRectReadOnly=c,A.ResizeObserver=s,A.ResizeObserverEntry=h,A}; // eslint-disable-line\n",
       "mpl.toolbar_items = [[\"Home\", \"Reset original view\", \"fa fa-home\", \"home\"], [\"Back\", \"Back to previous view\", \"fa fa-arrow-left\", \"back\"], [\"Forward\", \"Forward to next view\", \"fa fa-arrow-right\", \"forward\"], [\"\", \"\", \"\", \"\"], [\"Pan\", \"Left button pans, Right button zooms\\nx/y fixes axis, CTRL fixes aspect\", \"fa fa-arrows\", \"pan\"], [\"Zoom\", \"Zoom to rectangle\\nx/y fixes axis\", \"fa fa-square-o\", \"zoom\"], [\"\", \"\", \"\", \"\"], [\"Download\", \"Download plot\", \"fa fa-floppy-o\", \"download\"]];\n",
       "\n",
       "mpl.extensions = [\"eps\", \"jpeg\", \"pgf\", \"pdf\", \"png\", \"ps\", \"raw\", \"svg\", \"tif\", \"webp\"];\n",
       "\n",
       "mpl.default_extension = \"png\";/* global mpl */\n",
       "\n",
       "var comm_websocket_adapter = function (comm) {\n",
       "    // Create a \"websocket\"-like object which calls the given IPython comm\n",
       "    // object with the appropriate methods. Currently this is a non binary\n",
       "    // socket, so there is still some room for performance tuning.\n",
       "    var ws = {};\n",
       "\n",
       "    ws.binaryType = comm.kernel.ws.binaryType;\n",
       "    ws.readyState = comm.kernel.ws.readyState;\n",
       "    function updateReadyState(_event) {\n",
       "        if (comm.kernel.ws) {\n",
       "            ws.readyState = comm.kernel.ws.readyState;\n",
       "        } else {\n",
       "            ws.readyState = 3; // Closed state.\n",
       "        }\n",
       "    }\n",
       "    comm.kernel.ws.addEventListener('open', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('close', updateReadyState);\n",
       "    comm.kernel.ws.addEventListener('error', updateReadyState);\n",
       "\n",
       "    ws.close = function () {\n",
       "        comm.close();\n",
       "    };\n",
       "    ws.send = function (m) {\n",
       "        //console.log('sending', m);\n",
       "        comm.send(m);\n",
       "    };\n",
       "    // Register the callback with on_msg.\n",
       "    comm.on_msg(function (msg) {\n",
       "        //console.log('receiving', msg['content']['data'], msg);\n",
       "        var data = msg['content']['data'];\n",
       "        if (data['blob'] !== undefined) {\n",
       "            data = {\n",
       "                data: new Blob(msg['buffers'], { type: data['blob'] }),\n",
       "            };\n",
       "        }\n",
       "        // Pass the mpl event to the overridden (by mpl) onmessage function.\n",
       "        ws.onmessage(data);\n",
       "    });\n",
       "    return ws;\n",
       "};\n",
       "\n",
       "mpl.mpl_figure_comm = function (comm, msg) {\n",
       "    // This is the function which gets called when the mpl process\n",
       "    // starts-up an IPython Comm through the \"matplotlib\" channel.\n",
       "\n",
       "    var id = msg.content.data.id;\n",
       "    // Get hold of the div created by the display call when the Comm\n",
       "    // socket was opened in Python.\n",
       "    var element = document.getElementById(id);\n",
       "    var ws_proxy = comm_websocket_adapter(comm);\n",
       "\n",
       "    function ondownload(figure, _format) {\n",
       "        window.open(figure.canvas.toDataURL());\n",
       "    }\n",
       "\n",
       "    var fig = new mpl.figure(id, ws_proxy, ondownload, element);\n",
       "\n",
       "    // Call onopen now - mpl needs it, as it is assuming we've passed it a real\n",
       "    // web socket which is closed, not our websocket->open comm proxy.\n",
       "    ws_proxy.onopen();\n",
       "\n",
       "    fig.parent_element = element;\n",
       "    fig.cell_info = mpl.find_output_cell(\"<div id='\" + id + \"'></div>\");\n",
       "    if (!fig.cell_info) {\n",
       "        console.error('Failed to find cell for figure', id, fig);\n",
       "        return;\n",
       "    }\n",
       "    fig.cell_info[0].output_area.element.on(\n",
       "        'cleared',\n",
       "        { fig: fig },\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_close = function (fig, msg) {\n",
       "    var width = fig.canvas.width / fig.ratio;\n",
       "    fig.cell_info[0].output_area.element.off(\n",
       "        'cleared',\n",
       "        fig._remove_fig_handler\n",
       "    );\n",
       "    fig.resizeObserverInstance.unobserve(fig.canvas_div);\n",
       "\n",
       "    // Update the output cell to use the data from the current canvas.\n",
       "    fig.push_to_output();\n",
       "    var dataURL = fig.canvas.toDataURL();\n",
       "    // Re-enable the keyboard manager in IPython - without this line, in FF,\n",
       "    // the notebook keyboard shortcuts fail.\n",
       "    IPython.keyboard_manager.enable();\n",
       "    fig.parent_element.innerHTML =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "    fig.close_ws(fig, msg);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.close_ws = function (fig, msg) {\n",
       "    fig.send_message('closing', msg);\n",
       "    // fig.ws.close()\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.push_to_output = function (_remove_interactive) {\n",
       "    // Turn the data on the canvas into data in the output cell.\n",
       "    var width = this.canvas.width / this.ratio;\n",
       "    var dataURL = this.canvas.toDataURL();\n",
       "    this.cell_info[1]['text/html'] =\n",
       "        '<img src=\"' + dataURL + '\" width=\"' + width + '\">';\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.updated_canvas_event = function () {\n",
       "    // Tell IPython that the notebook contents must change.\n",
       "    IPython.notebook.set_dirty(true);\n",
       "    this.send_message('ack', {});\n",
       "    var fig = this;\n",
       "    // Wait a second, then push the new image to the DOM so\n",
       "    // that it is saved nicely (might be nice to debounce this).\n",
       "    setTimeout(function () {\n",
       "        fig.push_to_output();\n",
       "    }, 1000);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._init_toolbar = function () {\n",
       "    var fig = this;\n",
       "\n",
       "    var toolbar = document.createElement('div');\n",
       "    toolbar.classList = 'btn-toolbar';\n",
       "    this.root.appendChild(toolbar);\n",
       "\n",
       "    function on_click_closure(name) {\n",
       "        return function (_event) {\n",
       "            return fig.toolbar_button_onclick(name);\n",
       "        };\n",
       "    }\n",
       "\n",
       "    function on_mouseover_closure(tooltip) {\n",
       "        return function (event) {\n",
       "            if (!event.currentTarget.disabled) {\n",
       "                return fig.toolbar_button_onmouseover(tooltip);\n",
       "            }\n",
       "        };\n",
       "    }\n",
       "\n",
       "    fig.buttons = {};\n",
       "    var buttonGroup = document.createElement('div');\n",
       "    buttonGroup.classList = 'btn-group';\n",
       "    var button;\n",
       "    for (var toolbar_ind in mpl.toolbar_items) {\n",
       "        var name = mpl.toolbar_items[toolbar_ind][0];\n",
       "        var tooltip = mpl.toolbar_items[toolbar_ind][1];\n",
       "        var image = mpl.toolbar_items[toolbar_ind][2];\n",
       "        var method_name = mpl.toolbar_items[toolbar_ind][3];\n",
       "\n",
       "        if (!name) {\n",
       "            /* Instead of a spacer, we start a new button group. */\n",
       "            if (buttonGroup.hasChildNodes()) {\n",
       "                toolbar.appendChild(buttonGroup);\n",
       "            }\n",
       "            buttonGroup = document.createElement('div');\n",
       "            buttonGroup.classList = 'btn-group';\n",
       "            continue;\n",
       "        }\n",
       "\n",
       "        button = fig.buttons[name] = document.createElement('button');\n",
       "        button.classList = 'btn btn-default';\n",
       "        button.href = '#';\n",
       "        button.title = name;\n",
       "        button.innerHTML = '<i class=\"fa ' + image + ' fa-lg\"></i>';\n",
       "        button.addEventListener('click', on_click_closure(method_name));\n",
       "        button.addEventListener('mouseover', on_mouseover_closure(tooltip));\n",
       "        buttonGroup.appendChild(button);\n",
       "    }\n",
       "\n",
       "    if (buttonGroup.hasChildNodes()) {\n",
       "        toolbar.appendChild(buttonGroup);\n",
       "    }\n",
       "\n",
       "    // Add the status bar.\n",
       "    var status_bar = document.createElement('span');\n",
       "    status_bar.classList = 'mpl-message pull-right';\n",
       "    toolbar.appendChild(status_bar);\n",
       "    this.message = status_bar;\n",
       "\n",
       "    // Add the close button to the window.\n",
       "    var buttongrp = document.createElement('div');\n",
       "    buttongrp.classList = 'btn-group inline pull-right';\n",
       "    button = document.createElement('button');\n",
       "    button.classList = 'btn btn-mini btn-primary';\n",
       "    button.href = '#';\n",
       "    button.title = 'Stop Interaction';\n",
       "    button.innerHTML = '<i class=\"fa fa-power-off icon-remove icon-large\"></i>';\n",
       "    button.addEventListener('click', function (_evt) {\n",
       "        fig.handle_close(fig, {});\n",
       "    });\n",
       "    button.addEventListener(\n",
       "        'mouseover',\n",
       "        on_mouseover_closure('Stop Interaction')\n",
       "    );\n",
       "    buttongrp.appendChild(button);\n",
       "    var titlebar = this.root.querySelector('.ui-dialog-titlebar');\n",
       "    titlebar.insertBefore(buttongrp, titlebar.firstChild);\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._remove_fig_handler = function (event) {\n",
       "    var fig = event.data.fig;\n",
       "    if (event.target !== this) {\n",
       "        // Ignore bubbled events from children.\n",
       "        return;\n",
       "    }\n",
       "    fig.close_ws(fig, {});\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._root_extra_style = function (el) {\n",
       "    el.style.boxSizing = 'content-box'; // override notebook setting of border-box.\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._canvas_extra_style = function (el) {\n",
       "    // this is important to make the div 'focusable\n",
       "    el.setAttribute('tabindex', 0);\n",
       "    // reach out to IPython and tell the keyboard manager to turn it's self\n",
       "    // off when our div gets focus\n",
       "\n",
       "    // location in version 3\n",
       "    if (IPython.notebook.keyboard_manager) {\n",
       "        IPython.notebook.keyboard_manager.register_events(el);\n",
       "    } else {\n",
       "        // location in version 2\n",
       "        IPython.keyboard_manager.register_events(el);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype._key_event_extra = function (event, _name) {\n",
       "    // Check for shift+enter\n",
       "    if (event.shiftKey && event.which === 13) {\n",
       "        this.canvas_div.blur();\n",
       "        // select the cell after this one\n",
       "        var index = IPython.notebook.find_cell_index(this.cell_info[0]);\n",
       "        IPython.notebook.select(index + 1);\n",
       "    }\n",
       "};\n",
       "\n",
       "mpl.figure.prototype.handle_save = function (fig, _msg) {\n",
       "    fig.ondownload(fig, null);\n",
       "};\n",
       "\n",
       "mpl.find_output_cell = function (html_output) {\n",
       "    // Return the cell and output element which can be found *uniquely* in the notebook.\n",
       "    // Note - this is a bit hacky, but it is done because the \"notebook_saving.Notebook\"\n",
       "    // IPython event is triggered only after the cells have been serialised, which for\n",
       "    // our purposes (turning an active figure into a static one), is too late.\n",
       "    var cells = IPython.notebook.get_cells();\n",
       "    var ncells = cells.length;\n",
       "    for (var i = 0; i < ncells; i++) {\n",
       "        var cell = cells[i];\n",
       "        if (cell.cell_type === 'code') {\n",
       "            for (var j = 0; j < cell.output_area.outputs.length; j++) {\n",
       "                var data = cell.output_area.outputs[j];\n",
       "                if (data.data) {\n",
       "                    // IPython >= 3 moved mimebundle to data attribute of output\n",
       "                    data = data.data;\n",
       "                }\n",
       "                if (data['text/html'] === html_output) {\n",
       "                    return [cell, data, j];\n",
       "                }\n",
       "            }\n",
       "        }\n",
       "    }\n",
       "};\n",
       "\n",
       "// Register the function which deals with the matplotlib target/channel.\n",
       "// The kernel may be null if the page has been refreshed.\n",
       "if (IPython.notebook.kernel !== null) {\n",
       "    IPython.notebook.kernel.comm_manager.register_target(\n",
       "        'matplotlib',\n",
       "        mpl.mpl_figure_comm\n",
       "    );\n",
       "}\n"
      ],
      "text/plain": [
       "<IPython.core.display.Javascript object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\" width=\"640\">"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter ffmpeg unavailable; using Pillow instead.\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.animation as animation\n",
    "%matplotlib notebook\n",
    "\n",
    "random_index = 6\n",
    " \n",
    "fig = plt.figure()\n",
    "ims = []\n",
    "for i in range(timesteps):\n",
    "    im = plt.imshow(samples[i][random_index].cpu().numpy().reshape(image_size, image_size, channels), cmap=\"gray\", animated=True)\n",
    "    ims.append([im])\n",
    "\n",
    "animate = animation.ArtistAnimation(fig, ims, interval=50, blit=True, repeat_delay=1000)\n",
    "animate.save('diffusion.gif')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e699d5b0",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Next steps\n",
    "\n",
    "- Sample generation can be conditioned on inputs such as text (text2img) and images (img2img) [[4](https://arxiv.org/abs/2204.06125)].\n",
    "- Besides the mean, learning the standard deviation <span style=\"color:orange\"> $\\tilde{\\sigma}(\\boldsymbol{x}_t)$ </span> of the conditional distribution helps in improving performance [[5](https://arxiv.org/abs/2102.09672)].\n",
    "- More advanced noise scheduler than the linear one can give better performance and decrease inference time [[6](https://arxiv.org/abs/2010.02502)]\n",
    "- Diffusion in the pixel space is slow. Latent diffusion, in the embedding space, can speed-up inference time greatly [[7](https://openaccess.thecvf.com/content/CVPR2022/html/Rombach_High-Resolution_Image_Synthesis_With_Latent_Diffusion_Models_CVPR_2022_paper.html)]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "149edff4",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Conditioned generation with diffusion guidance"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ae449711",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Score-Based Generative Models\n",
    "\n",
    "- Different from DDPM, yet equivalent in nature, are the **score-based** methods [[8](https://openreview.net/forum?id=PxTIG12RRHS)]\n",
    "-  *Score-based generative models* and DDPM are different perspectives of the same model family\n",
    "- In this perspective, the desnoising process corresponds to taking steps in the direction of the **score function** \n",
    "$$\\nabla_x \\log{p(x)}$$\n",
    "i.e., the direction where the log-likelihood increases the most \n",
    "- In the process, noise is added to avoid getting stuck between the modes of the distribution\n",
    "- This is called Stochastic Gradient Langevin Dynamics (SGLD)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b6386b1",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "![score_fun](img/score_fun.jpeg)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "987bbf33",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "### Conditional models\n",
    "\n",
    "- In conditional models, we want to model $p(x|y)$\n",
    "- In the score-based perspective, it means following during diffusion the score function: $\\nabla_x \\log{p(x|y)}$\n",
    "- By applying Bayes' rule\n",
    "$$ p(x|y) = \\frac{p(y|x)p(x)}{p(y)}$$\n",
    "that gives us\n",
    "$$ \\nabla_x \\log{p(x|y)} = \\nabla_x \\log{p(y|x)} + \\nabla_x \\log{p(x)} - \\nabla_x \\log{p(y)} = \\nabla_x \\log{p(y|x)} + \\nabla_x \\log{p(x)}$$\n",
    "- Notice that $p(y|x)$ is exactly what an image classifier tries to fit \n",
    "- If the image classifier is a neural net, it is easy to compute $\\nabla_x \\log{p(y|x)}$ "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "153c47d0",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "source": [
    "- We can give different contributions to the score function and the classfier\n",
    "$$\\nabla_x \\log{p_\\gamma(x|y)} = \\nabla_x \\log{p(x)}  + \\gamma \\nabla_x \\log{p(y|x)},$$ where $\\gamma$ is the **guidance scale** [[9](https://proceedings.neurips.cc/paper/2021/file/49ad23d1ec9fa4bd8d77d02681df5cfa-Paper.pdf)]\n",
    "- The larger $\\gamma$,  the larger is the influence of the conditioning signal\n",
    "- Reverting the gradient and the logarithm operations, we see that $p_\\gamma(x|y) \\propto p(x)p(y|x)^\\gamma$\n",
    "- When $\\gamma >1$, this sharpens the distribution and shift probability mass towards the values $x$ that are most likely associated with label $y$\n",
    "\n",
    "<img src=\"img/guidance.jpg\" width=\"800\" align=\"center\"/>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13a9c6c8",
   "metadata": {
    "slideshow": {
     "slide_type": "subslide"
    }
   },
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    "- ⚠️ Important: the diffusion model is trained as before and *only* at inference time is conditioned by a (pre-trained) classifier\n",
    "- Similar to train a powerful unconditional NLP model and adapt it to downstream tasks via few-shot learning"
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    "**Limitations**\n",
    "\n",
    "❌ Pre-trained classifiers cannot deal with noise\n",
    "- The classifier used for guidance needs to cope with high noise to provide a useful signal through the sampling process\n",
    "- This usually requires training the classifier specifically for the purpose of guidance\n",
    "- At that point, it might be easier to train a traditional conditional generative model end-to-end...\n",
    "\n",
    "❌ Classifiers take shortcuts\n",
    "- Most of the information in the input $x$ is not accounted in predicting $y$\n",
    "- As result, taking the gradient of the classifier w.r.t. its input can yield arbitrary directions in input space"
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    "### Classifier-free guidance (cfg) \n",
    "\n",
    "- We said that $\\nabla_x \\log{p(x|y)} = \\nabla_x \\log{p(y|x)} + \\nabla_x \\log{p(x)}$\n",
    "- Now, let's express the conditioning term as a function of the conditional and unconditional score functions, both of which our diffusion model provides\n",
    "$$ \\nabla_x \\log{p(y|x)} = \\nabla_x \\log{p(x|y)} - \\nabla_x \\log{p(x)}$$\n",
    "\n",
    "- Then, we substitute this into the formula for classifier guidance:\n",
    "$$ \\nabla_x \\log{p_\\gamma(x|y)} = \\nabla_x \\log{p(x)} + \\gamma \\big[ \\nabla_x \\log{p(x|y)} - \\nabla_x \\log{p(x)} \\big]$$\n",
    "- We expressed the conditional score function as a combination of the conditional and the unconditional score function itself\n",
    "- We no longer need a classifier!"
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    "- cfg is implemented by removing the conditioning signal 10-20\\% of times while training (**conditioning dropout**)[[11](https://arxiv.org/abs/2112.10741)]\n",
    "- In practice, one replaces $y$ with a special input value representing the absence of conditioning information (e.g., ``\"\"``) \n",
    "- The resulting model is now able to function both as a conditional model $p(x|y)$ and as an unconditional model $p(x)$, depending on whether the conditioning signal is provided\n",
    "\n",
    "Example: \"*A stained glass window of a panda eating bamboo.*\" with classifier guidance (left) and with cfg (right)\n",
    "\n",
    "![pandas](img/pandas.png)"
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    "Why cfg is better than classifier guidance? \n",
    "- cfg replaces the guidance from a standard classifier $\\nabla_x \\log{p(y|x)}$ with a \"classifier\" built from a generative model $\\nabla_x \\log{p(x|y)} - \\nabla_x \\log{p(x)}$. \n",
    "- Standard classifiers can take shortcuts and ignore most of the input $x$ while still obtaining competitive classification results\n",
    "- Instead, generative models are forced to consider the whole data distribution, making the gradient much more robust\n",
    "- In addtion, we only have to train a single (generative) model, and conditioning dropout is trivial to implement\n",
    "\n",
    "Limitation:\n",
    "- cfg dramatically improves adherence to the conditioning signal and the overall sample quality at the cost of diversity\n",
    "- This is a tipycal trade-off in generative models"
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    "### References\n",
    "\n",
    "\n",
    "[[1](https://proceedings.neurips.cc/paper/2020/file/4c5bcfec8584af0d967f1ab10179ca4b-Paper.pdf)] Ho, J., Jain, A., Abbeel, P., (2020). Denoising diffusion probabilistic models. Advances in Neural Information Processing Systems.\n",
    "\n",
    "[[2](https://huggingface.co/blog/annotated-diffusion)] Rogge, N., Rasul, K., (2022). The Annotated Diffusion Model.\n",
    "\n",
    "[[3](https://benanne.github.io/2022/05/26/guidance.html)] Dieleman, S., (2022). Guidance: a cheat code for diffusion models.\n",
    "\n",
    "[[4](https://arxiv.org/abs/2204.06125)] Ramesh, A., Dhariwal, P., Nichol, A., Chu, C., & Chen, M. (2022). Hierarchical text-conditional image generation with clip latents.\n",
    "\n",
    "[[5](https://arxiv.org/abs/2102.09672)] Nichol, A. Q., & Dhariwal, P. (2021). Improved denoising diffusion probabilistic models. In International Conference on Machine Learning.\n",
    "\n",
    "[[6](https://arxiv.org/abs/2010.02502)] Song, J., Meng, C., & Ermon, S. (2020). Denoising diffusion implicit models.\n",
    "\n",
    "[[7](https://openaccess.thecvf.com/content/CVPR2022/html/Rombach_High-Resolution_Image_Synthesis_With_Latent_Diffusion_Models_CVPR_2022_paper.html)] Rombach, R., Blattmann, A., Lorenz, D., Esser, P., & Ommer, B. (2022). High-resolution image synthesis with latent diffusion models. In Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition.\n",
    "\n",
    "[[8](https://openreview.net/forum?id=PxTIG12RRHS)] Song, Y., Sohl-Dickstein, J., Kingma, D. P., Kumar, A., Ermon, S., & Poole, B. (2021). Score-Based Generative Modeling through Stochastic Differential Equations. International Conference on Learning Representations.\n",
    "\n",
    "[[9](https://proceedings.neurips.cc/paper/2021/file/49ad23d1ec9fa4bd8d77d02681df5cfa-Paper.pdf)] Dhariwal, P., & Nichol, A. (2021). Diffusion models beat gans on image synthesis. Advances in Neural Information Processing Systems.\n",
    "\n",
    "[[10](https://lilianweng.github.io/posts/2021-07-11-diffusion-models/)] Weng, L., (2021). What are diffusion models?\n",
    "\n",
    "[[11](https://arxiv.org/abs/2112.10741)] Nichol, A., Dhariwal, P., Ramesh, A., Shyam, P., Mishkin, P., McGrew, B., ... & Chen, M. (2021). Glide: Towards photorealistic image generation and editing with text-guided diffusion models. \n"
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