01.ddpm.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "FOSiARIdo8d1"
   },
   "source": [
    "# Preface"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "m2iKJgSfOPNp"
   },
   "source": [
    "\n",
    "- Stable Diffusion nano 저장소는 deeplearning.ai의 숏코스 수업 [How Diffusion Models Work](https://learn.deeplearning.ai/courses/diffusion-models/)에서 힌트를 얻어 제작되었습니다. [en] The Stable Diffusion nano repository was inspired by the short course [How Diffusion Models Work](https://learn.deeplearning.ai/courses/diffusion-models/) by deeplearning.ai.\n",
    "> \n",
    "- 본 저장소의 목적은 아래 표시된 [High-Resolution Image Synthesis with Lantent Diffusion Model](https://arxiv.org/abs/2112.10752)의 그림 3을 현실적인 수준에서 이해하고 구현하는 것입니다. [en] The purpose of this repository is to comprehensively understand and implement Figure 3 from the paper [High-Resolution Image Synthesis with Lantent Diffusion Model](https://arxiv.org/abs/2112.10752).\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/metamath1/stable-diffusion-nano/main/assets/ldm-figure3.png\" width=700>\n",
    "\n",
    "- 이런 목적을 위해 이미지 생성 모델에 기반이 되는 두 논문 [Denoising Diffusion Probabilistic Models](https://arxiv.org/abs/2006.11239), [High-Resolution Image Synthesis with Lantent Diffusion Model](https://arxiv.org/abs/2112.10752)에서 제시된 모델을 구현합니다. [en] For this purpose, we implement the models proposed in the two foundational papers for image generation models: [Denoising Diffusion Probabilistic Models](https://arxiv.org/abs/2006.11239) and [High-Resolution Image Synthesis with Lantent Diffusion Model](https://arxiv.org/abs/2112.10752).\n",
    "\n",
    "- 각 논문의 공식 구현은 입문자가 본질을 이해하기에 매우 복잡합니다. 따라서 이 저장소에서 제공하는 코드는 가능한 직관적으로 이해할 수 있도록 간단하게 작성되었고, 입문자 분들의 접근성을 높이기 위해 주피터 노트북 형태로 제공됩니다. [en] The official implementations of each paper are highly complex, making it difficult for beginners to grasp the core concepts. Therefore, the code provided in this repository is written as simply and intuitively as possible. To enhance accessibility for beginners, it is offered in the form of Jupyter notebooks.\n",
    "\n",
    "- 간결한 코드와 설명을 위해 깊은 이론적 이야기는 하지 않습니다. 배경 이론에 대해 궁금하신 분들은 [A Gentle Introduction to Diffusion Model: Part 1 - DDPM](https://metamath1.github.io/blog/posts/diffusion/ddpm_part1.html)를 참고하세요. [en] To keep the focus on clarity and practicality, we avoid delving into deep theoretical discussions. For those interested in the background theory, please refer to [A Gentle Introduction to Diffusion Model: Part 1 - DDPM](https://metamath1.github.io/blog/posts/diffusion/ddpm_part1.html).\n",
    "\n",
    "- 사용하는 데이터 셋은 위에서 언급한 수업 [How Diffusion Models Work](https://learn.deeplearning.ai/courses/diffusion-models/)에서 [FrootsnVeggies](https://zrghr.itch.io/froots-and-veggies-culinary-pixels)와 [kyrise](https://kyrise.itch.io/)로 부터 다운받은 16x16 크기를 가지는 이미지 스프라이트를 편집한 파일입니다. [en] The dataset used is an edited file of 16x16-sized image sprites, downloaded from [FrootsnVeggies](https://zrghr.itch.io/froots-and-veggies-culinary-pixels) and [kyrise](https://kyrise.itch.io/) as mentioned in the course [How Diffusion Models Work](https://learn.deeplearning.ai/courses/diffusion-models/)."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "WK33AUkoQuqB"
   },
   "source": [
    "# Super Simple DDPM by Pytorch\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "executionInfo": {
     "elapsed": 16974,
     "status": "ok",
     "timestamp": 1736217477244,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "FmZiQKItHpVY"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import torch\n",
    "from torch.utils.data import Dataset, DataLoader\n",
    "from torchvision import transforms\n",
    "import torch.nn.functional as F\n",
    "\n",
    "from tqdm import tqdm\n",
    "import plotly.graph_objects as go"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 36
    },
    "executionInfo": {
     "elapsed": 418,
     "status": "ok",
     "timestamp": 1736217480360,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "W0pIIh6w6B2A",
    "outputId": "bed0b88a-1235-4e4d-8a80-0e63bbd0318e"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.google.colaboratory.intrinsic+json": {
       "type": "string"
      },
      "text/plain": [
       "'cuda'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 사용 디바이스 세팅\n",
    "device = 'cuda' if torch.cuda.is_available() else 'cpu'\n",
    "device"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "EVZiiHZvRXse"
   },
   "source": [
    "## Prepare Dataset\n",
    "\n",
    "가장 먼저 준비된 데이터 셋 파일을 다운 받습니다. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 13461,
     "status": "ok",
     "timestamp": 1736217496477,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "wkkmMJIrHiBC",
    "outputId": "18790887-0e8d-4c44-9334-ccb0f36ea4d6"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading...\n",
      "From: https://drive.google.com/uc?id=1gADYmo2UXlr24dUUNaqyPF2LZXk1HhrJ\n",
      "To: /content/sprites_1788_16x16.npy\n",
      "100% 68.7M/68.7M [00:00<00:00, 82.3MB/s]\n",
      "Downloading...\n",
      "From: https://drive.google.com/uc?id=1gAY7uXhe6jBRv0NMk7iXWKRln-nPjo4s\n",
      "To: /content/sprite_labels_nc_1788_16x16.npy\n",
      "100% 3.58M/3.58M [00:00<00:00, 94.8MB/s]\n"
     ]
    }
   ],
   "source": [
    "!gdown 1gADYmo2UXlr24dUUNaqyPF2LZXk1HhrJ\n",
    "!gdown 1gAY7uXhe6jBRv0NMk7iXWKRln-nPjo4s"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yfbz38JTPPAL"
   },
   "source": [
    "데이터 파일이 넘파이 어레이로 구성되어 있으므로 `np.load()`로 로딩합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "executionInfo": {
     "elapsed": 304,
     "status": "ok",
     "timestamp": 1736217498627,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "zmmibnZ2H3zN"
   },
   "outputs": [],
   "source": [
    "sprites = np.load('sprites_1788_16x16.npy')\n",
    "sprite_labels = np.load('sprite_labels_nc_1788_16x16.npy').astype(np.float32)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tGjfRuyHPovX"
   },
   "source": [
    "데이터 셋은 넘파이 어레이이며 데이터 셋의 모양과 각 샘플의 최솟값, 최댓값을 확인해보면 개별 샘플은 모양이 (16,16,3)이고 0에서 255값을 가지는 이미지 어레이라는 것을 알 수 있습니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 298,
     "status": "ok",
     "timestamp": 1736217513768,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "dIdbpUHtPjlZ",
    "outputId": "23b25a25-672f-4626-a70b-55a4b8ffc9b0"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((89400, 16, 16, 3), 0, 255)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sprites.shape, sprites.min(), sprites.max()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "yl-jTflY4xqG"
   },
   "source": [
    "이미지에 대한 레이블은 5개가 있으며 각 레이블은 원핫 인코딩 되어 있습니다.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 253,
     "status": "ok",
     "timestamp": 1736217629830,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "r18EMDjGLveB",
    "outputId": "a8217c43-79c1-4207-f6a9-b1ad2c7758df"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((89400, 5), dtype('float32'), array([1., 0., 0., 0., 0.], dtype=float32))"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sprite_labels.shape, sprite_labels.dtype, sprite_labels[0]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "PCCZtnX044M5"
   },
   "source": [
    "레이블의 의미는 다음 이미지와 같고 이미지는 [How Diffusion Models Work](https://learn.deeplearning.ai/courses/diffusion-models/)에서 캡쳐되었습니다.\n",
    "\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/metamath1/stable-diffusion-nano/main/assets/context.png\" width=400>\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3_nzs-zIP4Bg"
   },
   "source": [
    "이미지의 크기와 채널수를 설정합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "executionInfo": {
     "elapsed": 308,
     "status": "ok",
     "timestamp": 1736218815150,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "Q5T0SzB9QPOF"
   },
   "outputs": [],
   "source": [
    "# Height, Width, Channel for Image\n",
    "H = 16\n",
    "W = 16\n",
    "C = 3\n",
    "\n",
    "# Length of image lable vector\n",
    "CTX_LEN = 5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "v4ZywlLa8pcI"
   },
   "source": [
    "### Dataset and DataLoader\n",
    "\n",
    "이미지를 한장씩 반환하는 데이터셋 클래스 `MyDataset`을 정의 합니다. 데이터셋 내부에서 이미지에 대한 일련의 `transform`을 적용하고 나서 노이즈 추가을 진행하기 위해 식(4)에서 사용하는 $\\beta_t$, $\\alpha_t$, $\\bar\\alpha_t$를 클래스 변수로 계산해 둡니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "executionInfo": {
     "elapsed": 452,
     "status": "ok",
     "timestamp": 1736218901497,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "uYxIIh1KPc5X"
   },
   "outputs": [],
   "source": [
    "class MyDataset(Dataset):\n",
    "    # beta는 DDPM 원문의 설정을 따름\n",
    "    # [en] Beta follows the settings from the original DDPM paper.\n",
    "    beta_1 = 1e-4\n",
    "    beta_T = 0.02\n",
    "    # 시간 단계는 deeplearning.ai에서 제공하는 숏코스 How Diffusion Models Work의 설정을 따름\n",
    "    # Time steps follow the settings from deeplearning.ai's short course \"How Diffusion Models Work\"\n",
    "    T = 500\n",
    "\n",
    "    # beta는 첨자 1부터 T까지 사용하기 위해 제일 앞에 더미 데이터 tf.constant([0.])를 추가하여 만듬\n",
    "    # [en] Beta is created by adding dummy data tf.constant([0.]) at the beginning to use subscripts from 1 to T\n",
    "    beta = torch.cat([ torch.tensor([0]), torch.linspace(beta_1, beta_T, T)], axis=0)\n",
    "    alpha = 1 - beta\n",
    "    alpha_bar = torch.exp(torch.cumsum(torch.log(alpha), axis=0))\n",
    "\n",
    "    labels = ['hero', 'non-hero', 'food', 'spell', 'side-facing']\n",
    "\n",
    "    def __init__(self, data, ctx, transform=None):\n",
    "        self.data = data\n",
    "        self.transform = transform\n",
    "        self.ctx = ctx\n",
    "\n",
    "    def __len__(self):\n",
    "        return self.data.shape[0]\n",
    "\n",
    "    def __getitem__(self, i):\n",
    "        x_0 = self.data[i]\n",
    "        ctx = self.ctx[i]\n",
    "        label = MyDataset.labels[np.argmax(ctx)]\n",
    "\n",
    "        # -1 ~ 1\n",
    "        if self.transform:\n",
    "            x_0 = self.transform(x_0)\n",
    "\n",
    "        # add noise\n",
    "        t = np.random.randint(1, MyDataset.T+1)\n",
    "        eps = torch.randn_like(x_0)\n",
    "        x_t = torch.sqrt(MyDataset.alpha_bar[t]) * x_0 + torch.sqrt(1 - MyDataset.alpha_bar[t]) * eps\n",
    "\n",
    "        return x_0, x_t, eps, t, ctx, label"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6e3Umu916B2D"
   },
   "source": [
    "이미지 픽셀값을 -1~1사이로 변환하는 `transform`을 구성하고 데이터 셋을 생성합니다. 계속해서 생성된 데이터 셋을 이용하는 데이터 로더도 준비합니다. 배치사이즈는 텐서플로 구현과 같게 64로 지정합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "executionInfo": {
     "elapsed": 274,
     "status": "ok",
     "timestamp": 1736218905050,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "pQ-e5F9X03-1"
   },
   "outputs": [],
   "source": [
    "transform = transforms.Compose([\n",
    "    transforms.ToTensor(),                # from [0,255] to range [0.0, 1.0]\n",
    "    transforms.Normalize((0.5,), (0.5,))  # range [-1,1]\n",
    "])\n",
    "\n",
    "train_ds = MyDataset(sprites, sprite_labels, transform)\n",
    "\n",
    "m = 64\n",
    "\n",
    "train_loader = DataLoader(train_ds, batch_size=m, shuffle=True)\n",
    "train_loader_iter = iter(train_loader)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "S7letjN56B2D"
   },
   "source": [
    "데이터 로더로 부터 미니배치를 받아와 그림을 그려봅니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "executionInfo": {
     "elapsed": 288,
     "status": "ok",
     "timestamp": 1736218907278,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "HnjECWEx1CLe"
   },
   "outputs": [],
   "source": [
    "samples = next(train_loader_iter)\n",
    "\n",
    "x_0s = samples[0][:6].numpy()\n",
    "x_ts = samples[1][:6].numpy()\n",
    "epss = samples[2][:6].numpy()\n",
    "ts =  samples[3][:6].numpy()\n",
    "ctx = samples[4][:6].numpy()\n",
    "labels = samples[5][:6]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 276,
     "status": "ok",
     "timestamp": 1736218909063,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
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    },
    "id": "IgPmggGLNExa",
    "outputId": "19b28917-6a12-4c9a-871e-92e771574743"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([[1., 0., 0., 0., 0.],\n",
       "        [0., 1., 0., 0., 0.],\n",
       "        [0., 0., 0., 1., 0.],\n",
       "        [0., 0., 0., 0., 1.],\n",
       "        [0., 0., 1., 0., 0.],\n",
       "        [0., 1., 0., 0., 0.]], dtype=float32),\n",
       " ('hero', 'non-hero', 'spell', 'side-facing', 'food', 'non-hero'))"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ctx, labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 441
    },
    "executionInfo": {
     "elapsed": 1009,
     "status": "ok",
     "timestamp": 1736218914169,
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    },
    "id": "z0q_B2Xb1GDt",
    "outputId": "efedac78-72ac-4844-a4ac-0f4f431da390"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x500 with 18 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axs = plt.subplots(figsize=(10,5), nrows=3, ncols=6)\n",
    "\n",
    "i = 0\n",
    "for (x_0, x_t, eps, t) in zip(x_0s, x_ts, epss, ts):\n",
    "    x_0 = x_0.transpose(1,2,0)\n",
    "    x_0 = ((x_0 - x_0.min()) / (x_0.max() - x_0.min())).clip(0,1)\n",
    "    axs[0][i].imshow(x_0)\n",
    "    axs[0][i].set_title(f\"t={t}\")\n",
    "    axs[0][i].set_xticks([])\n",
    "    axs[0][i].set_yticks([])\n",
    "\n",
    "    eps = eps.transpose(1,2,0)\n",
    "    eps = ((eps - eps.min()) / (eps.max() - eps.min())).clip(0,1)\n",
    "    axs[1][i].imshow(eps)\n",
    "    axs[1][i].set_xticks([])\n",
    "    axs[1][i].set_yticks([])\n",
    "\n",
    "    x_t = x_t.transpose(1,2,0)\n",
    "    x_t = ((x_t - x_t.min()) / (x_t.max() - x_t.min())).clip(0,1)\n",
    "    axs[2][i].imshow(x_t)\n",
    "    axs[2][i].set_xticks([])\n",
    "    axs[2][i].set_yticks([])\n",
    "\n",
    "    if i == 0:\n",
    "        axs[0][i].set_ylabel('x_0')\n",
    "        axs[1][i].set_ylabel('eps')\n",
    "        axs[2][i].set_ylabel('x_t')\n",
    "\n",
    "    i += 1\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "glzxL6Zpt9i9"
   },
   "source": [
    "그림을 확인해보면 샘플 중 앞 여섯개에 임의의 시간 단계에 대한 노이즈가 적용되는 것을 알 수 있습니다. 첫 행은 원본 이미지, 둘째 행은 적용될 노이즈, 셋째 행은 노이즈가 적용된 모습을 나타냅니다. 시간 단계가 작을 수록 원본 이미지가 남아있고 200이 넘어가면 거의 알아볼 수 없게 될 것입니다.\n",
    "\n",
    "만들어진 데이터 셋에 셔플과 배치사이즈를 적용합니다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "B_z5OE5HRbrv"
   },
   "source": [
    "## Define Model\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "LsY7VYacwGe9"
   },
   "source": [
    "이제 모델을 정의 합니다. 가능하다면 (3,16,16) 크기의 이미지를 (768,) 크기의 벡터로 펼친 다음 완전 연결 네트워크로만 구성하고 싶었지만 실험 결과 이런 MLP 구조로는 의미있는 결과를 만들 수 없었습니다. 따라서 conv 레이어를 가지는 간단한 네트워크를 사용합니다. 원문에는 Unet 구조를 사용한다고 되어있지만 Unet도 복잡하기 때문에 Unet 특징이 약간 들어있는 아래 그림과 같은 네트워크를 사용하겠습니다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "koMngwwyHN9P"
   },
   "source": [
    "![image.png](data:image/png;base64,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)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_FxPKGMC1QaM"
   },
   "source": [
    "네트워크 구조는 매우 간단하여 그림과 아래 코드를 함께 보면 금방 이해가 갈 것입니다. 네트워크의 특징을 다음으로 요약할 수 있습니다.\n",
    "\n",
    "- 이미지에 Conv레이어를 몇번 적용하여 만들어진 특징 맵과 시간 단계 `t`에 Dense 레이어를 몇번 적용한 임베딩 벡터, 이미지의 레이블 `ctx`를 임베딩한 임베딩 벡터를 중간쯤에서 더해(단순히 그냥 더합니다!) 시간 단계와 이미지 레이블 조건을 반영하는 특징 맵을 만듭니다.\n",
    "\n",
    "\n",
    "\n",
    "- 특징 맵을 다시 이미지 모양으로 디코딩할 때 인코딩 과정에서 만들어 둔 특징 맵과 연결시키는 스킵 커넥션 구조를 한번 사용합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "executionInfo": {
     "elapsed": 272,
     "status": "ok",
     "timestamp": 1736219661940,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "mqY156XX8fxd"
   },
   "outputs": [],
   "source": [
    "class DDPM(torch.nn.Module):\n",
    "    def __init__(self):\n",
    "        super().__init__()\n",
    "\n",
    "        self.t_emb_1 = torch.nn.Linear(in_features=1, out_features=32)\n",
    "        self.t_emb_2 = torch.nn.Linear(in_features=32, out_features=64)\n",
    "\n",
    "        self.ctx_emb_1 = torch.nn.Linear(in_features=CTX_LEN, out_features=32)\n",
    "        self.ctx_emb_2 = torch.nn.Linear(in_features=32, out_features=64)\n",
    "\n",
    "        self.down_conv1_32 = torch.nn.Conv2d(in_channels=3, out_channels=32, kernel_size=3, padding=1)\n",
    "        self.down_conv2_32 = torch.nn.Conv2d(in_channels=32, out_channels=32, kernel_size=3, padding=1)\n",
    "        self.down_conv3_64 = torch.nn.Conv2d(in_channels=32, out_channels=64, kernel_size=3, padding=1)\n",
    "        self.down_conv4_128 = torch.nn.Conv2d(in_channels=64, out_channels=128, kernel_size=3, padding=1)\n",
    "\n",
    "        self.up_conv1_64 = torch.nn.ConvTranspose2d(in_channels=128, out_channels=64, kernel_size=3, stride=2, padding=1)\n",
    "        self.up_conv2_32 = torch.nn.ConvTranspose2d(in_channels=64, out_channels=32, kernel_size=3, stride=2, padding=1)\n",
    "        self.up_conv3_32 = torch.nn.Conv2d(in_channels=64, out_channels=3, kernel_size=3, padding=1)\n",
    "\n",
    "        self.relu = torch.nn.ReLU()\n",
    "        self.gelu = torch.nn.GELU()\n",
    "\n",
    "    def forward(self, x, t, ctx):\n",
    "        # x: (N, C, H, W)\n",
    "        # t: (N,1)\n",
    "        batch_size = t.shape[0]\n",
    "\n",
    "        # time embedding\n",
    "        t = self.relu( self.t_emb_1(t) ) # (N, 32)\n",
    "        t = self.relu( self.t_emb_2(t) ) # (N, 64)\n",
    "        t = t.reshape(batch_size, -1, 1, 1) # (N, 64, 1, 1)\n",
    "\n",
    "        # context embedding\n",
    "        ctx = self.relu( self.ctx_emb_1(ctx) ) # (N, 32)\n",
    "        ctx = self.relu( self.ctx_emb_2(ctx) ) # (N, 64)\n",
    "        ctx = ctx.reshape(batch_size, -1, 1, 1) # (N, 64, 1, 1)\n",
    "\n",
    "        # image down conv\n",
    "        x = self.gelu( self.down_conv1_32(x) )    # (N, 32, 16, 16)\n",
    "        x_32 = self.gelu( self.down_conv2_32(x) ) # (N, 32, 16, 16)\n",
    "        size_32 = x_32.shape\n",
    "        x = torch.nn.functional.max_pool2d(x_32, (2,2)) # (N, 32, 8, 8)\n",
    "        x = self.gelu( self.down_conv3_64(x) ) # (N, 64, 8, 8)\n",
    "        size_64 = x.shape\n",
    "        x = torch.nn.functional.max_pool2d(x, (2,2)) # (N, 64, 4, 4)\n",
    "\n",
    "        # add condition\n",
    "        x = x + t + ctx # (N, 64, 4, 4) + (N, 64, 1, 1) + (N, 64, 1, 1) = (N, 64, 4, 4)\n",
    "        x = self.gelu( self.down_conv4_128(x) ) # (N, 128, 4, 4)\n",
    "\n",
    "        # image up conv\n",
    "        x = self.gelu( self.up_conv1_64(x, output_size=size_64) ) # (N, 64, 8, 8)\n",
    "        x = self.gelu( self.up_conv2_32(x, output_size=size_32) ) # (N, 32, 16, 16)\n",
    "        x = torch.concat([x, x_32], axis=1) # (N, 64, 16, 16)\n",
    "        out = self.up_conv3_32(x) # (N, 3, 16, 16)\n",
    "\n",
    "        return out\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "lEiedOqE68XA"
   },
   "source": [
    "모델을 만들고 사용 다바이스로 모델을 이동시킵니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 330,
     "status": "ok",
     "timestamp": 1736219665979,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "FrzzVJTQTk78",
    "outputId": "2649fbbe-c538-42f6-c331-5f1a57b69def"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DDPM(\n",
       "  (t_emb_1): Linear(in_features=1, out_features=32, bias=True)\n",
       "  (t_emb_2): Linear(in_features=32, out_features=64, bias=True)\n",
       "  (ctx_emb_1): Linear(in_features=5, out_features=32, bias=True)\n",
       "  (ctx_emb_2): Linear(in_features=32, out_features=64, bias=True)\n",
       "  (down_conv1_32): Conv2d(3, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (down_conv2_32): Conv2d(32, 32, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (down_conv3_64): Conv2d(32, 64, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (down_conv4_128): Conv2d(64, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (up_conv1_64): ConvTranspose2d(128, 64, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n",
       "  (up_conv2_32): ConvTranspose2d(64, 32, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1))\n",
       "  (up_conv3_32): Conv2d(64, 3, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1))\n",
       "  (relu): ReLU()\n",
       "  (gelu): GELU(approximate='none')\n",
       ")"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model = DDPM()\n",
    "model.to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "tN_8E-us1gN8"
   },
   "source": [
    "### Forward Test\n",
    "\n",
    "모델을 완성했으면 앞서 만들어둔 데이터 셋을 이용해 포워드 테스트를 해봐야 합니다. 배치 사이즈 64이므로 한 배치를 네트워크에 입력하면 출력으로 (64,3,16,16)이 나와야 합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 1132,
     "status": "ok",
     "timestamp": 1736219667368,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "aNmjYBZQEBBA",
    "outputId": "db62ffd8-ad76-4adf-af61-4957928fdf7f"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([64, 3, 16, 16])\n"
     ]
    }
   ],
   "source": [
    "output = model(\n",
    "    samples[0].to(device), # image\n",
    "    samples[3].reshape(-1,1).float().to(device), # time\n",
    "    samples[4].to(device) # context\n",
    ")\n",
    "\n",
    "print(output.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "572njcz81uGu"
   },
   "source": [
    "포워드 테스트가 성공했으므로 이제 학습 시키는 일만 남았습니다."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "CFa3jFhKRfTw"
   },
   "source": [
    "## Training\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "wBsxaCd_13M9"
   },
   "source": [
    "$$\n",
    "L_{\\text{simple}}(\\theta) := \\mathbb{E}_{t, \\mathbf{x}_0, \\boldsymbol{\\epsilon}} \\left[ \\left\\lVert \\boldsymbol{\\epsilon}- \\boldsymbol{\\epsilon}_\\theta(\\sqrt{\\bar\\alpha_t}\\mathbf{x}_0 + \\sqrt{1-\\bar\\alpha_t}\\boldsymbol{\\epsilon}, t) \\right\\rVert^2_2 \\right] \\tag{14}\n",
    "$$\n",
    "\n",
    "위 손실 함수는 모든 샘플과 시간 단계에 대해서 MSE 손실 함수를 사용한다는 것을 의미합니다. 손실 함수를 식(14)처럼 MSE로 설정하고 적당한 옵티마이저를 생성합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "executionInfo": {
     "elapsed": 274,
     "status": "ok",
     "timestamp": 1736219726457,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "7WKHC7k_aN_f"
   },
   "outputs": [],
   "source": [
    "loss_func = torch.nn.MSELoss()\n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=0.0001)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "3O-RyoZf2akO"
   },
   "source": [
    "다음은 학습 루프를 구현할 차례입니다.\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/metamath1/imgs/main/diffusion/alg_training.png\" style=\"width: 60%;\" alt=\"ddpm algorithm1 Trainning\">\n",
    "\n",
    "위 그림에 나타난 학습 알고리즘을 직접 구현합니다. 학습 루프에서 `mae` 매트릭도 함께 계산해서 화면에 출력해 줍니다.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "executionInfo": {
     "elapsed": 868479,
     "status": "ok",
     "timestamp": 1736220597139,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "Ea4WsOmKHVy5",
    "outputId": "e537f9df-5f75-48b5-bb62-1c65484a0151"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:29<00:00, 48.16it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch:  1: loss:0.3824, mae:0.4508\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:29<00:00, 47.67it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch:  2: loss:0.2489, mae:0.3538\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.79it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch:  3: loss:0.2056, mae:0.3118\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.61it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch:  4: loss:0.1869, mae:0.2932\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:29<00:00, 47.63it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch:  5: loss:0.1736, mae:0.2803\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.65it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch:  6: loss:0.1656, mae:0.2715\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.54it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch:  7: loss:0.1579, mae:0.2634\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:29<00:00, 47.49it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch:  8: loss:0.1540, mae:0.2588\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.62it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch:  9: loss:0.1492, mae:0.2535\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.82it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 10: loss:0.1470, mae:0.2508\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:29<00:00, 47.97it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 11: loss:0.1433, mae:0.2469\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.61it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 12: loss:0.1424, mae:0.2452\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.51it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 13: loss:0.1396, mae:0.2424\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:29<00:00, 47.75it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 14: loss:0.1385, mae:0.2410\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.62it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 15: loss:0.1374, mae:0.2398\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:29<00:00, 48.12it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 16: loss:0.1358, mae:0.2378\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:29<00:00, 47.91it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 17: loss:0.1339, mae:0.2361\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.41it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 18: loss:0.1334, mae:0.2353\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:29<00:00, 47.33it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 19: loss:0.1331, mae:0.2348\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.45it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 20: loss:0.1312, mae:0.2329\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.46it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 21: loss:0.1308, mae:0.2322\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:29<00:00, 47.22it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 22: loss:0.1292, mae:0.2307\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.59it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 23: loss:0.1288, mae:0.2301\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.70it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 24: loss:0.1271, mae:0.2284\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:29<00:00, 47.58it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 25: loss:0.1273, mae:0.2286\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.92it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 26: loss:0.1258, mae:0.2269\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.74it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 27: loss:0.1258, mae:0.2269\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:29<00:00, 47.92it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 28: loss:0.1246, mae:0.2257\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.90it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 29: loss:0.1252, mae:0.2261\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 1397/1397 [00:28<00:00, 48.65it/s]"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch: 30: loss:0.1248, mae:0.2255\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "epochs = 30\n",
    "losses = []\n",
    "\n",
    "for e in range(epochs):\n",
    "    epoch_loss = 0.0\n",
    "    epoch_mae = 0.0\n",
    "\n",
    "    for i, data in enumerate(tqdm(train_loader)):\n",
    "        x_0, x_t, eps, t, ctx, label = data\n",
    "        x_t = x_t.to(device)\n",
    "        eps = eps.to(device)\n",
    "        t = t.to(device)\n",
    "        ctx = ctx.to(device)\n",
    "\n",
    "        optimizer.zero_grad()\n",
    "        eps_theta = model(x_t, t.reshape(-1,1).float(), ctx)\n",
    "        loss = loss_func(eps_theta, eps)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "\n",
    "        with torch.no_grad():\n",
    "            epoch_loss += loss.item()\n",
    "            epoch_mae += torch.nn.functional.l1_loss(eps_theta, eps)\n",
    "\n",
    "    epoch_loss /= len(train_loader)\n",
    "    epoch_mae /= len(train_loader)\n",
    "\n",
    "    print(f\"Epoch: {e+1:2d}: loss:{epoch_loss:.4f}, mae:{epoch_mae:.4f}\")\n",
    "    losses.append(epoch_loss)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 430
    },
    "executionInfo": {
     "elapsed": 312,
     "status": "ok",
     "timestamp": 1736220739924,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "wa8bNbnL8fxe",
    "outputId": "9c2f9950-f917-4657-a3e5-cff870380475"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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XUZOb4AIAQDgQXEIoO6W3xYWuIgAAwoHgEkLMKgIAILwILiFEcAEAILwILiHUNx2ariIAAMKB4BJCvWNcWj1d6uhk2X8AAEKN4BJCKY442eO6T2kDU6IBAAg5gksIWSwWZSexei4AAOFCcAmx3u6iJsa5AAAQcgSXEGNmEQAA4UNwCTFutAgAQPgQXEKsr8WFriIAAEKN4BJifXeIpsUFAIBQI7iEWN/9igguAACEGsElxJgODQBA+BBcQizQ4sIYFwAAQo7gEmK9Y1ya2zvl7fKbXA0AAMMLwSXE0hPiZbNaJElH3bS6AAAQSgSXELNaLcpinAsAAGFBcAkDpkQDABAeBJcwYEo0AADhQXAJg75l/xnjAgBAKBFcwoAbLQIAEB4ElzDobXFpIrgAABBSBJcw4EaLAACEB8ElDOgqAgAgPAguYUBwAQAgPAguYZCd0j3G5ajbK5/fMLkaAACGD4JLGGQm2mWxSH6DZf8BAAglgksYxNmsykhk2X8AAEKN4BImfYvQEVwAAAgVgkuY9A7QbWJKNAAAIUNwCRNmFgEAEHoElzDhDtEAAIQewSVMeqdEN7bQVQQAQKgQXMKEriIAAEKP4BImOQQXAABCjuASJllMhwYAIOQILmFy4nRoP8v+AwAQEgSXMOltcenyG3J1dJpcDQAAw8OggsvGjRtVVFQkp9Op4uJibd++/ZT7Pvzww1qwYIEyMjKUkZGhkpKSz+1/zTXXyGKx9HssW7ZsMKVFDUecTanOOEl0FwEAECpBB5dnn31WpaWlWrt2rd555x3NmjVLS5cuVX19/Un3r6io0NVXX63XXntNlZWVKiws1JIlS/Tpp5/222/ZsmWqqakJPJ5++unBfaMokp3Ss5YLU6IBAAiJoIPLAw88oOuuu06rVq3S9OnTtXnzZiUmJuqRRx456f6/+tWvdNNNN2n27NmaNm2afvnLX8rv96u8vLzffg6HQ3l5eYFHRkbG4L5RFGFKNAAAoRVUcPF6vdqxY4dKSkr6DmC1qqSkRJWVlQM6Rltbmzo7O5WZmdlve0VFhUaNGqWpU6fqxhtvVFNT0ymP4fF45HK5+j2iEVOiAQAIraCCS2Njo3w+n3Jzc/ttz83NVW1t7YCO8f3vf18FBQX9ws+yZcv0xBNPqLy8XPfdd5+2bt2qiy66SD6f76THKCsrU1paWuBRWFgYzNeIGO4QDQBAaMVF8petW7dOzzzzjCoqKuR0OgPbr7rqqsDrGTNmaObMmZo4caIqKiq0ePHizx1n9erVKi0tDfzscrmiMryMSu3+joeOtptcCQAAw0NQLS7Z2dmy2Wyqq6vrt72urk55eXmn/ez999+vdevW6eWXX9bMmTNPu++ECROUnZ2t/fv3n/R9h8Oh1NTUfo9oNGdc9zidv1U1spYLAAAhEFRwsdvtmjNnTr+Btb0DbefPn3/Kz61fv1733nuvtmzZorlz557x9xw+fFhNTU3Kz88Ppryoc+7YDCXZbWps9erDmugchwMAQCwJelZRaWmpHn74YT3++OPavXu3brzxRrndbq1atUqStGLFCq1evTqw/3333ae77rpLjzzyiIqKilRbW6va2lq1trZKklpbW/W9731Pb731lg4ePKjy8nJdcsklmjRpkpYuXRqir2kOe5xV8ydmSZLe2NdocjUAAMS+oIPL8uXLdf/992vNmjWaPXu2du7cqS1btgQG7FZXV6umpiaw/6ZNm+T1enXllVcqPz8/8Lj//vslSTabTbt27dJXv/pVTZkyRddee63mzJmjN954Qw6HI0Rf0zwLp+RIkl7/qMHkSgAAiH0WwzBifvCFy+VSWlqampubo268y4FGt/7l/grF2yzauWaJkhwRHQ8NAEDUGszfb+5VFGZFWYkqzExQp8/QtgOnXpsGAACcGcElzCwWixZO7u0uYpwLAABDQXCJgAWTGecCAEAoEFwi4AuTsmSzWvRxo1uHjraZXQ4AADGL4BIBqc54nTs2XRLTogEAGAqCS4TQXQQAwNARXCKkdz2Xv1Y1qsvnN7kaAABiE8ElQmaMTlN6YrxaOrr0j8PHzS4HAICYRHCJEJvVoi9OypYkbWVaNAAAg0JwiaALGOcCAMCQEFwiaMGU7haXXYeP63ib1+RqAACIPQSXCMpPS9DkUcnyG9Jf97P8PwAAwSK4RBh3iwYAYPAILhHWG1ze2NegYXBjbgAAIorgEmHzijJlj7PqSHOHqhpazS4HAICYQnCJsAS7TcXjMyUxLRoAgGARXEywkGnRAAAMCsHFBL3TorcdaFJHp8/kagAAiB0EFxNMzU1RbqpDHZ1+vX3wmNnlAAAQMwguJrBYLH13i95HdxEAAANFcDHJgsnd3UWMcwEAYOAILiZZMDlHFou0p7ZF9a4Os8sBACAmEFxMkplk14zRaZKk1/cxLRoAgIEguJiot7voDca5AAAwIAQXE/Wu5/LGvkb5/Sz/DwDAmRBcTHTuuAwl2W066vbqgyMus8sBACDqEVxMFG+zav7EntlFdBcBAHBGBBeTXTCFadEAAAwUwcVkC6d0j3PZ8ckxtXq6TK4GAIDoRnAx2bisJI3NTFSX31BlVZPZ5QAAENUILlFg4RSmRQMAMBAElyjQOy2acS4AAJwewSUKzJ+YpTirRQeb2lTd1GZ2OQAARC2CSxRIccbr3LEZkpgWDQDA6RBcosRCpkUDAHBGBJcosaBnnMvfqprU6fObXA0AANGJ4BIlzhmdpozEeLV6urTz0HGzywEAICoRXKKEzWrR+cwuAgDgtAguUWTBZMa5AABwOgSXKNK7nsuuT5t11O01uRoAAKIPwSWK5KU5NTU3RYYh/XV/o9nlAAAQdQguUYbuIgAATo3gEmV67xb9+r4GGYZhcjUAAEQXgkuUmTc+U444q+pcHu2rbzW7HAAAogrBJco4420qnpAlie4iAAA+i+AShRb2jHPZSnABAKAfgksU6h3nsv3AUXV0+kyuBgCA6EFwiUKTRyUrL9UpT5df2w8cNbscAACiBsElClksFqZFAwBwEgSXKHXitGgAANCN4BKlzp+ULYtF+qiuVR/VtZhdDgAAUYHgEqUykuwqOStXkvSD596T389idAAAEFyi2N1fPVuJdpve/uSY/nt7tdnlAABgOoJLFBudnqDbl0yVJN335z2qbe4wuSIAAMw1qOCyceNGFRUVyel0qri4WNu3bz/lvg8//LAWLFigjIwMZWRkqKSk5HP7G4ahNWvWKD8/XwkJCSopKdG+ffsGU9qws/ILRZpVmK4WT5fu/v0HZpcDAICpgg4uzz77rEpLS7V27Vq98847mjVrlpYuXar6+vqT7l9RUaGrr75ar732miorK1VYWKglS5bo008/Deyzfv16Pfjgg9q8ebO2bdumpKQkLV26VB0dtDDYrBatu3yG4qwWbfmgVi99UGt2SQAAmMZiBHkL4uLiYp133nl66KGHJEl+v1+FhYX69re/rTvvvPOMn/f5fMrIyNBDDz2kFStWyDAMFRQU6Lvf/a5uv/12SVJzc7Nyc3P12GOP6aqrrjrjMV0ul9LS0tTc3KzU1NRgvk7MuG/LHm2qqFJuqkN/Kb1Aqc54s0sCAGBIBvP3O6gWF6/Xqx07dqikpKTvAFarSkpKVFlZOaBjtLW1qbOzU5mZmZKkAwcOqLa2tt8x09LSVFxcfMpjejweuVyufo/h7tbFk1WUlag6l0c/3bLX7HIAADBFUMGlsbFRPp9Pubm5/bbn5uaqtnZgXRjf//73VVBQEAgqvZ8L5phlZWVKS0sLPAoLC4P5GjHJGW/T/71shiTpqW2faMcn3AoAADDyRHRW0bp16/TMM8/o+eefl9PpHPRxVq9erebm5sDj0KFDIawyen1hUraunDNGhiHd+T/vydPFDRgBACNLUMElOztbNptNdXV1/bbX1dUpLy/vtJ+9//77tW7dOr388suaOXNmYHvv54I5psPhUGpqar/HSPHDL5+lrCS79tW36j+3fmx2OQAARFRQwcVut2vOnDkqLy8PbPP7/SovL9f8+fNP+bn169fr3nvv1ZYtWzR37tx+740fP155eXn9julyubRt27bTHnOkykiya81XpkuSHnp1v/bXt5pcEQAAkRN0V1FpaakefvhhPf7449q9e7duvPFGud1urVq1SpK0YsUKrV69OrD/fffdp7vuukuPPPKIioqKVFtbq9raWrW2dv/BtVgsuu222/TjH/9Yv//97/Xee+9pxYoVKigo0KWXXhqabznMfHVWgRZNzZHX5+d2AACAESUu2A8sX75cDQ0NWrNmjWprazV79mxt2bIlMLi2urpaVmtfHtq0aZO8Xq+uvPLKfsdZu3at7r77bknSHXfcIbfbreuvv17Hjx/X+eefry1btgxpHMxwZrFYdO8l52jJf7yu7QeP6tm3D+nqeWPNLgsAgLALeh2XaDQS1nE5mV++8bF+/KfdSnHGqbz0Ao1KJegBAGJH2NdxQXRZ9cXxmjkmTS0dXbr7D9wOAAAw/BFcYpjNalHZ5TNks1r04nu1+suHdWf+EAAAMYzgEuPOLkjTvy0YL0la87v31dLRaXJFAACED8FlGLht8RSNzUxUTXOH7n+J2wEAAIYvgsswkGDvux3AE299oneqj5lcEQAA4UFwGSbOn5yty88dLcOQVv/Pe/J2+c0uCQCAkCO4DCM/uni6MpPs2lvXov96vcrscgAACDmCyzCSmWTXmv/VfTuAB1/dr48buB0AAGB4IbgMM5fMLtDCKTnydvm1+rn3NAzWFwQAIIDgMsxYLBb95NJzlBBv07YDR/Xf26vNLgkAgJAhuAxDhZmJKr1wiiTp7t9/oDf2NZhcEQAAoUFwGaauPX+8Lp6Zr06foRue3KH3P202uyQAAIaM4DJMWa0WPfCvs/SFiVlye3265tHt+qTJbXZZAAAMCcFlGHPE2fSf35yjs/JT1djq1YpHtquhxWN2WQAADBrBZZhLccbr8VXnaUxGgj5patO3Hvu7Wj1dZpcFAMCgEFxGgFGpTj3xrXnKTLLrvU+bdeNTO1hZFwAQkwguI8SEnGQ9es15Soi36Y19jbrjt/+Q388aLwCA2EJwGUFmFaZr0zfOVZzVohd2HlHZn3ebXRIAAEEhuIwwi6aO0vorZ0qSHn7jgB5+/WOTKwIAYOAILiPQ5eeO0eqLpkmSfvLibr3w7qcmVwQAwMAQXEao6xdO0Le+OF6SdPtv/qHXP2J1XQBA9CO4jFAWi0U/uvgsfWVWgbr8hm54aod2HT5udlkAAJwWwWUEs1otuv9/z9QXJ2WpzevTqkf/roONrK4LAIheBJcRzhFn0+ZvzNHZBalqcnevrlvf0mF2WQAAnBTBBUpxxuuxVfM0NjNR1UfbtOpRVtcFAEQnggskSTkpDj3xrXnKSrLrgyMu3fAkq+sCAKIPwQUBRdlJenTVeUq02/Tm/kZ99zf/ILwAAKIKwQX9zByTrs3fmKM4q0V/+McRXbrxr9pd4zK7LAAAJBFccBILp+Ro0zfmKD0xXh/WuPTVh97UQ6/uU5eP1hcAgLkILjipC6fn6uXvLNSF03PV6TN0/8sf6fJNf9O+uhazSwMAjGAEF5zSqBSn/uubc/Qfy2cp1RmnXYebdfHP39R/bq2SjztLAwBMQHDBaVksFl32T2P0l9IL9C9Tc+Tt8qvsz3t05ea/qaqh1ezyAAAjDMEFA5Kb6tQj15yn9VfOVIojTu9WH9eXf/aGfvnGx/LT+gIAiBCCCwbMYrHoX+cW6qXvLNSCydnydPn14z/t1lX/9ZY+aeJWAQCA8CO4IGgF6Ql64lvz9H8vm6Eku03bDx7Vsg1v6InKg7S+AADCiuCCQbFYLPpa8VhtuW2h5k/IUnunT2t+94G+8f+26dDRNrPLAwAMUwQXDElhZqJ+9W/FuuerZysh3qa/VTVp2YbX9d/bqmUYtL4AAEKL4IIhs1otWvmFIv351gU6ryhDbq9PP3j+PX3z/21XdROtLwCA0CG4IGSKspP0zPXzddf/mi5HnFVv7m/U0g2v65dvfMyquwCAkCC4IKRsVouuPX+8Xjph7MuP/7Rbl2/6mz48wj2PAABDQ3BBWBRlJ+m/ryvW+itmBlbd/cpDb2r9lj3q6PSZXR4AIEYRXBA2FotF/3peoV4pvUBfnpEnn9/QLyqqdNHP3tBbHzeZXR4AIAYRXBB2o1Kd+sXX5+g/vzlHuakOHWh066r/ekurn9ul5vZOs8sDAMQQggsiZunZefpL6QX6evFYSdLT2w/pwge2asv7NSZXBgCIFQQXRFSqM14/uWyGfv1/5mtCdpLqWzy64al39H+efFt1rg6zywMARDmCC0wxb3ymXrx1gW75l0mKs1r00gd1Knlgq57eXs1tAwAAp0RwgWmc8TbdvnSq/vDt8zVrTJpaOrq0+rn3dPXDb+njhlazywMARCGLMQzWZXe5XEpLS1Nzc7NSU1PNLgeD4PMbeuxvB3X/S3vV3ulTvM2iBZNz9OUZ+bpweq7SEuLNLhEAEGKD+ftNcEFUOXS0TT964X1t/aghsC3eZtH5k7L15Rn5WjI9T2mJhBgAGA4ILgSXYWN/fYv+tKtWL75Xo711LYHt8TaLvtgTYpYSYgAgphFcCC7D0qlCTJy1O8RcPCNfS87OVXqi3cQqAQDBIrgQXIa9/fWtevG9Gr34Xo321PYPMV+YlK2LZ+RpyfQ8ZSQRYgAg2hFcCC4jSlVDq17cVaM/nSTEXDAlR1fPG6tFU3MUZ2PyHABEI4ILwWXE+rihuyXmT+/VandN312o89Oc+te5hVp+XqEK0hNMrBAA8FmD+fs9qH+Kbty4UUVFRXI6nSouLtb27dtPue8HH3ygK664QkVFRbJYLNqwYcPn9rn77rtlsVj6PaZNmzaY0jBCTchJ1i1fmqw/37pAr5ReoOsXTlBmkl01zR36Wfk+nX/fq7r2sb/rlQ/r1OXzm10uAGCQgg4uzz77rEpLS7V27Vq98847mjVrlpYuXar6+vqT7t/W1qYJEyZo3bp1ysvLO+Vxzz77bNXU1AQeb775ZrClAZKkSaOS9YMvn6XK1V/Sg1f/k/55Qqb8hlS+p17/9sTbWrD+Nf3HXz7SkePtZpcKAAhS0F1FxcXFOu+88/TQQw9Jkvx+vwoLC/Xtb39bd95552k/W1RUpNtuu0233XZbv+133323XnjhBe3cuTOo4nvRVYQzqWpo1TPbq/XbHYd1rK37jtRWi/QvU0fpa8VjtWjqKNmsFpOrBICRJexdRV6vVzt27FBJSUnfAaxWlZSUqLKyMrhqP2Pfvn0qKCjQhAkT9PWvf13V1dWn3Nfj8cjlcvV7AKczMSdZP7x4ut76wWL97KrZ/Vphrn38bZ1/36va8AqtMAAQ7eKC2bmxsVE+n0+5ubn9tufm5mrPnj2DLqK4uFiPPfaYpk6dqpqaGt1zzz1asGCB3n//faWkpHxu/7KyMt1zzz2D/n0YuRxxNl0ye7QumT26XytMTXOHNryyTw+W79MFU3I0tyhTZ+Wn6Kz8VOWlOmWx0BoDANEgqOASLhdddFHg9cyZM1VcXKxx48bp17/+ta699trP7b969WqVlpYGfna5XCosLIxIrRg+elthvrtkql76oFZPb6/WWx8f1Wt7G/Ta3r5bDqQnxmtaXoqm5aVqen6qpuWnaEpuipzxNhOrB4CRKajgkp2dLZvNprq6un7b6+rqTjvwNljp6emaMmWK9u/ff9L3HQ6HHA5HyH4fRjZnfP9WmJc/qNOeWpd217hU1eDW8bZOvfXxUb318dHAZ6wWaXx2ks7KT+15dAeb/DRaZwAgnIIKLna7XXPmzFF5ebkuvfRSSd2Dc8vLy3XLLbeErKjW1lZVVVXpm9/8ZsiOCQzExJxk3bgoOfCzp8unfXWt2lPboj01Lu2udWl3TYuOur2qanCrqsGtP+6qCeyflhCvfxqbriXT81QyfZRGpTjN+BoAMGwF3VVUWlqqlStXau7cuZo3b542bNggt9utVatWSZJWrFih0aNHq6ysTFL3gN4PP/ww8PrTTz/Vzp07lZycrEmTJkmSbr/9dn3lK1/RuHHjdOTIEa1du1Y2m01XX311qL4nMCiOOJvOGZ2mc0anBbYZhqGGFo9217Zod42rO9DUtKiqoVXN7Z2q2Nugir0N+uEL0rljM7Rkeq6Wnp2nouwk874IAAwTg1o596GHHtJPf/pT1dbWavbs2XrwwQdVXFwsSVq0aJGKior02GOPSZIOHjyo8ePHf+4YF1xwgSoqKiRJV111lV5//XU1NTUpJydH559/vn7yk59o4sSJA6qH6dCIBr2tM1s/atDLH9bpH4eO93t/Sm6ylp7dfS+lc0an0qUEYMRjyX+CC6JITXO7XvmwTi99UKe3Pm5Sl7/vP7WCNKeWnJ2nJdNzNW98JvdTAjAiEVwILohSzW2denVvnV7+oE4VexvU3ukLvJeeGK8vTRulpWfnaeHkHCXYma0EYGQguBBcEAM6On16c1+jXv6wVq/srtdRtzfwnt1mVU6KQ+mJ8cpMsis90a6MxPjAc0aiXek9z93vxyvZEUe3E4CYRHAhuCDGdPn82vHJMb30QZ1e+qBWnw5i5d54m0VpCd3BZkxGguYWZWruuAzNKkxnrRkAUY3gQnBBDDMMQ4ePtaux1aNjbV4dc3fqWJtXx9v6Px9r69TxNq+OtXnV0XnqO13H2yw6Z3SazusJMnPGZSgrmfWPAEQPggvBBSNMR6evX8j5qK5Fbx88pr8fPKr6Fs/n9p+Qk6TzxmVqblGG5hZlqigrkW4mAKYhuBBcAEl9rTd/P3hUb39yTG8fPKqP6lo/t192sl1ze4LMnHEZGpeVpPSEeFm5UzaACCC4EFyAUzre5tWOT44Fgsw/DjXL6/t8V1Oc1aKsZLtyUhzKTnYoJ9nR9zql/+tUJwODAQwewYXgAgxYR6dP73/aHAgyOw8dV2Or98wfPIE9zqqcZIeyUxzKSbYrO9mhrMCzQ9nJduX0vKYlB8BnEVwILsCQdPr8amr1qqHFo8ZWjxpaPGr4zHPv9paOrqCObbNalJVkDwSa7J7n7p8dGpORoKKsJI1KcRBwgBFiMH+/g75XEYDhK95mVV6aU3lpZ745ZEenry/ctHjU2OpVY6tHTa19rxt7Xje3d8rnN1Tf4jnpoOETOeKsGpeVqHFZSSrKStTYnueirCTlpzlZZRgY4QguAAbFGW/TmIxEjclIPOO+3i6/jrr7h5mmntdNrV7Vt3h06FibDh9rl6fLr4/qWk86mDjeZtGYjESN6wky3QGnO+SMzUxUPKEGGPYILgDCzh43sJacTp9fR46362BTmz5pcuuTnueDTW2qbmqT1+fXgUa3DjS6JTX0+2yc1aKxmYmakJOkCTnJmpDd85yTpKwkO4OIgWGC4AIgasTbrBqXlaRxWUmScvq95/MbqnV1BALNwSa3Pmls0ydH23Sw0a32Tp8+bnTr40a3tLu+32dTnXGBEDPxhFAzLiuR1YWBGMPgXAAxz98Taj5ucOvjxlZ93OBWVUP385Hmdp3q/3JWizQ6I0HZyQ4l2eOUYLcpyW5Tgj1OSXabEh1xSvzMtgS7TUk92xPt3c92m1X2uO5HnNVC6w4wQAzOBTAiWa0WFaQnqCA9QedPzu73XkenTwca3d2hpqG1u1WmJ9S0eLp06Gi7Dh0N/h5Rp6zF0t011h1mbHL0BJrecBP4uWdbTopDk0Yla2JOsiaOSlZ+qpNZVcBpEFwADGvOeJvOyk/VWfn9/zVnGIYaWj060OBWc3un2rw+ub1davf65Pb41NbZpTaPT21en9q8XXJ7fWr3dsnt8am90ye3p2dfb5f8J7To+A2po9Pfcx+p4KaMS1Ki3Rbo0pqYkxwINUXZiXLE0a0FEFwAjEgWi0WjUpwalXLmqd9n0uXzy+vzy9vV/fB09f3s6erb7vX5Att6HzXH21XV0KqqBrcONrrV5vXp/U9dev9TV7/fYbVIYzMTAy0zk3rG6CQ74+SIs8kZb5UzvruFxxlvY4YVhi2CCwAMUZzNqjibVYn2oR2n0+dX9dE2VdV3B5n99a3doaa+VS2eLh1satPBpjaV76k/47FsVouccVY54m1y9oQZe89zb8jJSLSrMDNRY094sAAgoh3BBQCiRLzNGugiOlFvt9b+nkBT1RNoDh1tU3unr6dryidPV9+9p3x+Q26vT26vL6ga7HFWFWYkBIJMINhkJaowI1FJDv5swFxcgQAQ5U7s1vrCxOxT7mcYRncXVKdfHV2+wHNHT7jxdPWFnO6Vj72qPtqmQ0fbVH20TZ8eb5e3y98djhrcJ/0d2cndrTRjMhKV4oxTQrxNCSe04iTYbSdss51km1VOu01J9jjZaNnBIBBcAGCYsFgsgbCQpvigP9/l86umuUPVPUGm99EbbI63dfbczsGrd6uPD6nWE1dBHpeZ2LN+T/fPYzJYXwenRnABAEjqHqtT2NM99MWTvN/c3qlDPUHm0+PtavN2z7Bq93a34LR39j771dH7Xs/7nq7u5/ZOn/yG1OkzTlgFuT+LRcpPdQbCzNieWzyMzewONinO04cyv9+QzzDk8xvq8hvy+Qx1+f2Bn+1xVlZTjmEsQAcAiJje7qwmt1efNLlV3TPguPqoWwcbu1t2Wj2nn0aekRiveJu1L5ic8Ojy+/tNTz8VR5xVYzISerq9ElTYc9+twswEjclIVEZiPMEmAgbz95vgAgCIGoZh9ISavvtVVR/tvsVDdVObmtzeQR/bZrXIZrWo0+c/5WrKvZLstn5BZkxG33OC3dbzeaOn5u5Xvcc0ZPS9Nvr/HG+zalSKQ+kEI0msnAsAiHEWi0XZyQ5lJzs0Z1zG595v6ejU4WPdt3GIs3UHkThr77NVVqsUZ7V+Znv3c29Q8Hb5VdPcrsPH2nXoaPddyQ8fa9Ohnuc6l0dur09761q0t64lLN/TEWdVbqpTuakO5aY6lZfafRPS3N7nFKdGpTqCGuvj8xtq9XSppaOz57n7dfdzlzo6fYq3WeWMt8oR17fmjyPOKkfPtsB7J+zjiLNGVciixQUAgBN0dPp05Hh7IMgcOtoXbD491i5vV/cUc4vFIotFsvS8lnpf977SCe9LFlnk6fLpWFvngGvJSIzvF2YsFnUHEU9fKGntCSjBTn0PhiPOqiRHnN6568KQHpcWFwAAhsgZb+u5m3jymXceBE+XT/Uuj2pdHapt7lCdq/tR6/Korrmje7urQ94uv461depYW6f21A685cceZ1WqM07JjjilOOOV0vM6wW5Tp6//dHlPV98aQL3T5Xuf+9fsl80avmAUDIILAAAR5IizBWZvnYphGDre1qm6lhPDjUcWqTuI9ASSFGecUhx9r3tvATFUhmHI6/P3rQvU6VOnz3/mD0YAwQUAgChjsViUkWRXRpJd0/IiPwTCYrH0jHGxSUO/nVdIcRcuAAAQMwguAAAgZhBcAABAzCC4AACAmEFwAQAAMYPgAgAAYgbBBQAAxAyCCwAAiBkEFwAAEDMILgAAIGYQXAAAQMwguAAAgJhBcAEAADFjWNwd2jAMSZLL5TK5EgAAMFC9f7d7/44PxLAILi0tLZKkwsJCkysBAADBamlpUVpa2oD2tRjBxJwo5ff7deTIEaWkpMhisYT02C6XS4WFhTp06JBSU1NDeuzhjPM2OJy34HHOBofzNjict+Cd7pwZhqGWlhYVFBTIah3Y6JVh0eJitVo1ZsyYsP6O1NRULtJB4LwNDucteJyzweG8DQ7nLXinOmcDbWnpxeBcAAAQMwguAAAgZhBczsDhcGjt2rVyOBxmlxJTOG+Dw3kLHudscDhvg8N5C16oz9mwGJwLAABGBlpcAABAzCC4AACAmEFwAQAAMYPgAgAAYgbB5Qw2btyooqIiOZ1OFRcXa/v27WaXFLXuvvtuWSyWfo9p06aZXVbUef311/WVr3xFBQUFslgseuGFF/q9bxiG1qxZo/z8fCUkJKikpET79u0zp9gocqbzds0113zu+lu2bJk5xUaJsrIynXfeeUpJSdGoUaN06aWXau/evf326ejo0M0336ysrCwlJyfriiuuUF1dnUkVR4eBnLdFixZ97nq74YYbTKo4OmzatEkzZ84MLDQ3f/58/fnPfw68H6prjeByGs8++6xKS0u1du1avfPOO5o1a5aWLl2q+vp6s0uLWmeffbZqamoCjzfffNPskqKO2+3WrFmztHHjxpO+v379ej344IPavHmztm3bpqSkJC1dulQdHR0RrjS6nOm8SdKyZcv6XX9PP/10BCuMPlu3btXNN9+st956S3/5y1/U2dmpJUuWyO12B/b5zne+oz/84Q/6zW9+o61bt+rIkSO6/PLLTazafAM5b5J03XXX9bve1q9fb1LF0WHMmDFat26dduzYobfffltf+tKXdMkll+iDDz6QFMJrzcApzZs3z7j55psDP/t8PqOgoMAoKyszsarotXbtWmPWrFlmlxFTJBnPP/984Ge/32/k5eUZP/3pTwPbjh8/bjgcDuPpp582ocLo9NnzZhiGsXLlSuOSSy4xpZ5YUV9fb0gytm7dahhG97UVHx9v/OY3vwnss3v3bkOSUVlZaVaZUeez580wDOOCCy4wbr31VvOKihEZGRnGL3/5y5Bea7S4nILX69WOHTtUUlIS2Ga1WlVSUqLKykoTK4tu+/btU0FBgSZMmKCvf/3rqq6uNrukmHLgwAHV1tb2u+7S0tJUXFzMdTcAFRUVGjVqlKZOnaobb7xRTU1NZpcUVZqbmyVJmZmZkqQdO3aos7Oz3/U2bdo0jR07luvtBJ89b71+9atfKTs7W+ecc45Wr16ttrY2M8qLSj6fT88884zcbrfmz58f0mttWNxkMRwaGxvl8/mUm5vbb3tubq727NljUlXRrbi4WI899pimTp2qmpoa3XPPPVqwYIHef/99paSkmF1eTKitrZWkk153ve/h5JYtW6bLL79c48ePV1VVlX7wgx/ooosuUmVlpWw2m9nlmc7v9+u2227TF7/4RZ1zzjmSuq83u92u9PT0fvtyvfU52XmTpK997WsaN26cCgoKtGvXLn3/+9/X3r179dxzz5lYrfnee+89zZ8/Xx0dHUpOTtbzzz+v6dOna+fOnSG71gguCJmLLroo8HrmzJkqLi7WuHHj9Otf/1rXXnutiZVhJLjqqqsCr2fMmKGZM2dq4sSJqqio0OLFi02sLDrcfPPNev/99xl3FqRTnbfrr78+8HrGjBnKz8/X4sWLVVVVpYkTJ0a6zKgxdepU7dy5U83Nzfrtb3+rlStXauvWrSH9HXQVnUJ2drZsNtvnRjzX1dUpLy/PpKpiS3p6uqZMmaL9+/ebXUrM6L22uO6GbsKECcrOzub6k3TLLbfoj3/8o1577TWNGTMmsD0vL09er1fHjx/vtz/XW7dTnbeTKS4ulqQRf73Z7XZNmjRJc+bMUVlZmWbNmqWf/exnIb3WCC6nYLfbNWfOHJWXlwe2+f1+lZeXa/78+SZWFjtaW1tVVVWl/Px8s0uJGePHj1deXl6/687lcmnbtm1cd0E6fPiwmpqaRvT1ZxiGbrnlFj3//PN69dVXNX78+H7vz5kzR/Hx8f2ut71796q6unpEX29nOm8ns3PnTkka0dfbyfj9fnk8ntBea6EdPzy8PPPMM4bD4TAee+wx48MPPzSuv/56Iz093aitrTW7tKj03e9+16ioqDAOHDhg/PWvfzVKSkqM7Oxso76+3uzSokpLS4vx7rvvGu+++64hyXjggQeMd9991/jkk08MwzCMdevWGenp6cbvfvc7Y9euXcYll1xijB8/3mhvbze5cnOd7ry1tLQYt99+u1FZWWkcOHDAeOWVV4xzzz3XmDx5stHR0WF26aa58cYbjbS0NKOiosKoqakJPNra2gL73HDDDcbYsWONV1991Xj77beN+fPnG/PnzzexavOd6bzt37/f+Pd//3fj7bffNg4cOGD87ne/MyZMmGAsXLjQ5MrNdeeddxpbt241Dhw4YOzatcu48847DYvFYrz88suGYYTuWiO4nMHPf/5zY+zYsYbdbjfmzZtnvPXWW2aXFLWWL19u5OfnG3a73Rg9erSxfPlyY//+/WaXFXVee+01Q9LnHitXrjQMo3tK9F133WXk5uYaDofDWLx4sbF3715zi44CpztvbW1txpIlS4ycnBwjPj7eGDdunHHdddeN+H9knOx8STIeffTRwD7t7e3GTTfdZGRkZBiJiYnGZZddZtTU1JhXdBQ403mrrq42Fi5caGRmZhoOh8OYNGmS8b3vfc9obm42t3CTfetb3zLGjRtn2O12Iycnx1i8eHEgtBhG6K41i2EYxiBbgAAAACKKMS4AACBmEFwAAEDMILgAAICYQXABAAAxg+ACAABiBsEFAADEDIILAACIGQQXAAAQMwguAAAgZhBcAABAzCC4AACAmEFwAQAAMeP/AySwCvHSC7MVAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(losses)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "R721VQC6RicZ"
   },
   "source": [
    "## Sampling\n",
    "\n",
    "<img src=\"https://raw.githubusercontent.com/metamath1/imgs/main/diffusion/alg_sampling.png\" style=\"width: 60%;\" alt=\"ddpm algorithm2 Sampling\">\n",
    "\n",
    "학습된 모델을 이용해서 샘플링 알고리즘을 따라 모든 시간 단계에 대한 샘플을 샘플링합니다.\n",
    "\n",
    "샘플링 과정에서 사용할  $\\beta_t$, $\\alpha_t$, $\\bar\\alpha_t$를 클래스 외부 변수로 빼둡니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "executionInfo": {
     "elapsed": 5,
     "status": "ok",
     "timestamp": 1736220744786,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "qP9f6Ata6B2G"
   },
   "outputs": [],
   "source": [
    "alpha = MyDataset.alpha.to(device)\n",
    "alpha_bar = MyDataset.alpha_bar.to(device)\n",
    "beta = MyDataset.beta.to(device)\n",
    "T = MyDataset.T"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "executionInfo": {
     "elapsed": 1332,
     "status": "ok",
     "timestamp": 1736220747874,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "85a5ksHPXKZ4"
   },
   "outputs": [],
   "source": [
    "interval = 20 # 20 시간 단계마다 한장씩 생성 결과 기록 [en]Record generation results every 20 time steps\n",
    "X = [] # 생성된 중간 단계 이미지를 저장할 리스트 [en]List to store generated intermediate images\n",
    "saved_frame = [] # 이미지를 저장한 시간 단계를 저장할 리스트 [en]List to store time steps of saved images\n",
    "N = 5 # 모델에 입력할 샘플 개수 [en]Number of samples to input into the model\n",
    "\n",
    "# Initial noise\n",
    "x = torch.randn(size=(N, C, H, W)).to(device)\n",
    "\n",
    "# Arbitrary context\n",
    "ctx = F.one_hot(torch.randint(0, 5, (N,)), 5).to(device=device).float()\n",
    "\n",
    "for t in range(T, 0, -1):\n",
    "    # No noise added in the final step\n",
    "    if t > 1:\n",
    "        z = torch.randn(size=(N,C,H,W)).to(device)\n",
    "    else:\n",
    "        z = torch.zeros((N,C,H,W)).to(device)\n",
    "\n",
    "    t_torch = torch.tensor([[t]]*N, dtype=torch.float32).to(device)\n",
    "\n",
    "    # predict noise\n",
    "    eps_theta = model(x, t_torch, ctx)\n",
    "\n",
    "    # previous sample x_{t-1}\n",
    "    x = (1 / torch.sqrt(alpha[t])) * \\\n",
    "        (x - ((1-alpha[t])/torch.sqrt(1-alpha_bar[t]))*eps_theta) + torch.sqrt(beta[t])*z\n",
    "\n",
    "    # Save intermediate images\n",
    "    if (T - t) % interval == 0  or t == 1:\n",
    "        saved_frame.append(t)\n",
    "        x_np = x.detach().cpu().numpy()\n",
    "\n",
    "        # (N,C,H,W) -> (H,N,W,C)\n",
    "        x_np = x_np.transpose(2,0,3,1).reshape(H,-1,C)\n",
    "\n",
    "        # 0 ~ 1 -> 0 ~ 255\n",
    "        x_np = ((x_np - x_np.min()) / (x_np.max() - x_np.min())).clip(0,1)\n",
    "        X.append( x_np*255.0 )\n",
    "\n",
    "X = np.array(X, dtype=np.uint8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "GWAYItpo3dsu"
   },
   "source": [
    "샘플링 과정동안 수집한 이미지를 애니메이션으로 표현합니다.\n",
    "\n",
    "`plotly`로 애니메이션을 표시하는 예제 코드는 이곳 [https://plotly.com/python/animations/](https://plotly.com/python/animations/)과 이곳 [https://plotly.com/python/imshow/](https://plotly.com/python/imshow/)을 참고 하여 작성하였습니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 417
    },
    "executionInfo": {
     "elapsed": 1216,
     "status": "ok",
     "timestamp": 1736220754638,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "3mCMpsXMoXlW",
    "outputId": "b9939378-5a8f-4366-d24c-b9b801fadaf9"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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Image: x_0\"}}},\"name\":\"25\"}]);\n",
       "                        }).then(function(){\n",
       "                            \n",
       "var gd = document.getElementById('469af26f-6ca5-4c1e-86e9-9acbef7afd43');\n",
       "var x = new MutationObserver(function (mutations, observer) {{\n",
       "        var display = window.getComputedStyle(gd).display;\n",
       "        if (!display || display === 'none') {{\n",
       "            console.log([gd, 'removed!']);\n",
       "            Plotly.purge(gd);\n",
       "            observer.disconnect();\n",
       "        }}\n",
       "}});\n",
       "\n",
       "// Listen for the removal of the full notebook cells\n",
       "var notebookContainer = gd.closest('#notebook-container');\n",
       "if (notebookContainer) {{\n",
       "    x.observe(notebookContainer, {childList: true});\n",
       "}}\n",
       "\n",
       "// Listen for the clearing of the current output cell\n",
       "var outputEl = gd.closest('.output');\n",
       "if (outputEl) {{\n",
       "    x.observe(outputEl, {childList: true});\n",
       "}}\n",
       "\n",
       "                        })                };                            </script>        </div>\n",
       "</body>\n",
       "</html>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = go.Figure(\n",
    "    data = [ go.Image(z=X[0]) ],\n",
    "    layout = go.Layout(\n",
    "        # title=\"Generated image\",\n",
    "        autosize = False,\n",
    "        width = 800, height = 400,\n",
    "        margin = dict(l=0, r=0, b=0, t=30),\n",
    "        xaxis = {\"title\": f\"Generated Image: x_{T-1}\"},\n",
    "        updatemenus = [\n",
    "            dict(\n",
    "                type=\"buttons\",\n",
    "                buttons=[\n",
    "                    # play button\n",
    "                    dict(\n",
    "                        label=\"Play\", method=\"animate\",\n",
    "                        args=[\n",
    "                            None,\n",
    "                            {\n",
    "                                \"frame\": {\"duration\": 50, \"redraw\": True},\n",
    "                                \"fromcurrent\": True,\n",
    "                                \"transition\": {\"duration\": 50, \"easing\": \"quadratic-in-out\"}\n",
    "                            }\n",
    "                        ]\n",
    "                    ),\n",
    "                    # pause button\n",
    "                    dict(\n",
    "                        label=\"Pause\", method=\"animate\",\n",
    "                        args=[\n",
    "                            [None],\n",
    "                            {\n",
    "                                \"frame\": {\"duration\": 0, \"redraw\": False},\n",
    "                                \"mode\": \"immediate\",\n",
    "                                \"transition\": {\"duration\": 0}\n",
    "                            }\n",
    "                        ]\n",
    "                    )\n",
    "                ],\n",
    "                direction=\"left\", pad={\"r\": 10, \"t\": 87}, showactive=False,\n",
    "                x=0.1, xanchor=\"right\", y=0, yanchor=\"top\"\n",
    "            )\n",
    "        ], # updatemenus = [\n",
    "    ), # layout = go.Layout(\n",
    "    frames = [\n",
    "        {\n",
    "            'data':[go.Image(z=X[t])],\n",
    "            'name': t,\n",
    "            'layout': {\n",
    "                'xaxis': {'title': f\"Generated Image: x_{saved_frame[t]-1}\"}\n",
    "            }\n",
    "        } for t in range(len(X))\n",
    "    ]\n",
    ")\n",
    "\n",
    "################################################################################\n",
    "# Set slider\n",
    "sliders_dict = {\n",
    "    \"active\": 0, \"yanchor\": \"top\", \"xanchor\": \"left\",\n",
    "    \"currentvalue\": {\n",
    "        \"font\": {\"size\": 15}, \"prefix\": \"input time:\",\n",
    "        \"visible\": True, \"xanchor\": \"right\"\n",
    "    },\n",
    "    \"transition\": {\"duration\": 100, \"easing\": \"cubic-in-out\"},\n",
    "    \"pad\": {\"b\": 10, \"t\": 50},\n",
    "    \"len\": 0.9, \"x\": 0.1, \"y\": 0,\n",
    "    \"steps\": []\n",
    "}\n",
    "\n",
    "for t in range(len(X)):\n",
    "    slider_step = {\n",
    "        \"label\": f\"{saved_frame[t]}\", \"method\": \"animate\",\n",
    "        \"args\": [\n",
    "            [t],\n",
    "            {\n",
    "                \"frame\": {\"duration\": 100, \"redraw\": True},\n",
    "                \"mode\": \"immediate\",\n",
    "                \"transition\": {\"duration\": 100}\n",
    "            }\n",
    "        ],\n",
    "    }\n",
    "\n",
    "    sliders_dict[\"steps\"].append(slider_step)\n",
    "\n",
    "fig[\"layout\"][\"sliders\"] = [sliders_dict]\n",
    "################################################################################\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "0mSCDAgI03jY"
   },
   "source": [
    "위 그림에서 play를 누르거나 슬라이드 바를 이동 시키면 시간 단계에 따라 노이즈가 제거되는 이미지를 확인할 수 있습니다. 완전히 깨끗하고 정교하게 노이즈가 제거되진 않지만 무작위 노이즈로부터 게임 아이템과 캐릭터 처럼 생긴 물체들이 약 200단계에서부터 서서히 생겨나는것을 확인할 수 있습니다.\n",
    "\n",
    "이제 생성된 이미지가 `ctx`에 따라 잘 생성되었는지 확인합니다."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 36
    },
    "executionInfo": {
     "elapsed": 263,
     "status": "ok",
     "timestamp": 1736220890559,
     "user": {
      "displayName": "조준우",
      "userId": "07581913480846489655"
     },
     "user_tz": -540
    },
    "id": "rpNvU67pTg6p",
    "outputId": "9553b065-fda6-4cd8-8403-de65a549bab3"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.google.colaboratory.intrinsic+json": {
       "type": "string"
      },
      "text/plain": [
       "'hero,  food,  spell,  spell,  spell'"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "',  '.join(np.array(MyDataset.labels)[ctx.argmax(axis=1).cpu()])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "VteD15722x4F"
   },
   "source": [
    "매우 간단한 네트워크로 충분히 납득할만한 결과를 생성할 수 있었습니다. 이제 여러분들이 네트워크를 더 정교하게 다듬어 생생한 캐릭터 이미지를 생성해보시기 바랍니다.\n",
    "\n",
    "\n",
    "\n"
   ]
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