pyRBM/cifar_test_sub_image.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "id": "d6cb560a-707c-4c1e-b50f-2b9c8037a3c7",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2026-06-01T18:05:07.380499Z",
     "iopub.status.busy": "2026-06-01T18:05:07.380324Z",
     "iopub.status.idle": "2026-06-01T18:05:11.030587Z",
     "shell.execute_reply": "2026-06-01T18:05:11.029614Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-06-02T05:38:03.403264644Z",
     "start_time": "2026-06-02T05:37:58.800587439Z"
    }
   },
   "source": [
    "from PIL import Image\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import torch.optim as optim\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "import matplotlib.pyplot as plt\n",
    "from rbm.model import Model\n",
    "from rbm.entity import Entity, EntityParams, TrainingParams\n",
    "from rbm.matrix import Mat, np, rms_error_accu, sample_gaussian\n",
    "from rbm.torch import Optimizer\n",
    "from image.sub_image import SubImageExtract, SubImageCombine, normalize\n",
    "import math\n",
    "import random"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "cell_type": "code",
   "id": "4065302d-862f-4639-99d7-e396d055434c",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2026-06-01T18:05:11.032871Z",
     "iopub.status.busy": "2026-06-01T18:05:11.032546Z",
     "iopub.status.idle": "2026-06-01T18:05:11.036109Z",
     "shell.execute_reply": "2026-06-01T18:05:11.035245Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-06-02T05:38:03.455631319Z",
     "start_time": "2026-06-02T05:38:03.406111606Z"
    }
   },
   "source": [
    "transform = transforms.Compose([\n",
    "    transforms.ToTensor(),\n",
    "    transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))                            \n",
    "])                              "
   ],
   "outputs": [],
   "execution_count": 2
  },
  {
   "cell_type": "code",
   "id": "ffe48fc6-0f57-48a0-b5e9-aa68cbc8edf1",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2026-06-01T18:05:11.037686Z",
     "iopub.status.busy": "2026-06-01T18:05:11.037526Z",
     "iopub.status.idle": "2026-06-01T18:05:12.466249Z",
     "shell.execute_reply": "2026-06-01T18:05:12.465235Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-06-02T05:38:05.021664189Z",
     "start_time": "2026-06-02T05:38:03.458100201Z"
    }
   },
   "source": [
    "train_data = torchvision.datasets.CIFAR10(root='./data', train=True, transform=transform, download=True)\n",
    "test_data = torchvision.datasets.CIFAR10(root='./data', train=False, transform=transform, download=True)\n",
    "\n",
    "train_loader = torch.utils.data.DataLoader(train_data, batch_size=32, shuffle=True, num_workers=2)\n",
    "test_loader = torch.utils.data.DataLoader(test_data, batch_size=32, shuffle=True, num_workers=2)"
   ],
   "outputs": [],
   "execution_count": 3
  },
  {
   "cell_type": "code",
   "id": "33501c0f-6d78-43e9-b2ce-adbe40b6d95a",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2026-06-01T18:05:12.468794Z",
     "iopub.status.busy": "2026-06-01T18:05:12.468559Z",
     "iopub.status.idle": "2026-06-01T18:05:12.472474Z",
     "shell.execute_reply": "2026-06-01T18:05:12.471545Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-06-02T05:38:05.078679479Z",
     "start_time": "2026-06-02T05:38:05.023219613Z"
    }
   },
   "source": [
    "print(train_data)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset CIFAR10\n",
      "    Number of datapoints: 50000\n",
      "    Root location: ./data\n",
      "    Split: Train\n",
      "    StandardTransform\n",
      "Transform: Compose(\n",
      "               ToTensor()\n",
      "               Normalize(mean=(0.5, 0.5, 0.5), std=(0.5, 0.5, 0.5))\n",
      "           )\n"
     ]
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "code",
   "id": "aedf601a-9084-4047-98e8-481f4d41a2d9",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2026-06-01T18:05:12.474580Z",
     "iopub.status.busy": "2026-06-01T18:05:12.474238Z",
     "iopub.status.idle": "2026-06-01T18:05:12.748650Z",
     "shell.execute_reply": "2026-06-01T18:05:12.747714Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-06-02T05:38:05.423423054Z",
     "start_time": "2026-06-02T05:38:05.089269098Z"
    }
   },
   "source": [
    "N = 500\n",
    "n_side = 10\n",
    "PATCH  = 8\n",
    "STRIDE = 1\n",
    "N_VIS  = 3 * PATCH * PATCH\n",
    "\n",
    "image, label = train_data[0]\n",
    "size = len(torch.flatten(image))\n",
    "train_images = np.zeros(shape=(N, size))\n",
    "train_images_tensor = torch.Tensor(N, size)\n",
    "for i in range(N):\n",
    "    image, label = train_data[i]\n",
    "    flat_array = torch.flatten(image)\n",
    "    train_images[i, :] = np.asarray(flat_array.numpy())\n",
    "    train_images_tensor[i, :] = flat_array\n",
    "print(image.shape)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([3, 32, 32])\n"
     ]
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "code",
   "id": "5ee865c3-2af4-487f-a184-1291f99839b1",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2026-06-01T18:05:12.750649Z",
     "iopub.status.busy": "2026-06-01T18:05:12.750448Z",
     "iopub.status.idle": "2026-06-01T18:05:14.002882Z",
     "shell.execute_reply": "2026-06-01T18:05:14.002007Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-06-02T05:38:31.997395744Z",
     "start_time": "2026-06-02T05:38:05.427260889Z"
    }
   },
   "source": [
    "image_indices = np.array(random.sample(range(min(N, n_side*n_side)), n_side*n_side))\n",
    "print(f\"train_images.shape:{train_images.shape}\")\n",
    "mean_training_batch = np.reshape(np.repeat(np.mean(train_images, axis=1), 3072, axis=0), train_images.shape)\n",
    "var_training_batch  = np.reshape(np.repeat(np.std(train_images,  axis=1), 3072, axis=0), train_images.shape)\n",
    "train_images_norm = (train_images - mean_training_batch) / var_training_batch\n",
    "sub_generator = SubImageExtract(PATCH, PATCH, STRIDE, STRIDE)\n",
    "train_subimages = sub_generator(np.reshape(train_images, (N, 3, 32, 32)), 3)\n",
    "print(train_subimages.shape)\n",
    "train_subimages = np.reshape(train_subimages, (train_subimages.shape[0], N_VIS))\n",
    "print(train_subimages.shape)"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "train_images.shape:(500, 3072)\n",
      "(312500, 3, 8, 8)\n",
      "(312500, 192)\n"
     ]
    }
   ],
   "execution_count": 6
  },
  {
   "cell_type": "code",
   "id": "08143a53-12a1-4896-a4b2-166dedf0e021",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2026-06-01T18:05:15.452497Z",
     "iopub.status.busy": "2026-06-01T18:05:15.452325Z",
     "iopub.status.idle": "2026-06-01T18:05:15.456017Z",
     "shell.execute_reply": "2026-06-01T18:05:15.455418Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-06-02T05:38:32.049085581Z",
     "start_time": "2026-06-02T05:38:31.999246521Z"
    }
   },
   "source": [
    "class TestModel(Model):\n",
    "    def __init__(self, name: str, work_dir: str = '.'):\n",
    "        super().__init__(name, work_dir)\n",
    "        self.unit1 = Entity((N_VIS, 128), EntityParams(do_gaussian_visible=True, do_gaussian_hidden=False), TrainingParams(learning_rate=0.005, momentum=0.9, num_epochs=1000, mini_batch_size=1000, weight_decay=0.0, l1_lambda=0.02))\n",
    "    \n",
    "    def forward(self, x: Mat):\n",
    "        x = self.unit1.forward(x)\n",
    "        return x\n",
    "    \n",
    "    def backward(self, x: Mat):\n",
    "        x = self.unit1.reconstruct(x)\n",
    "        return x"
   ],
   "outputs": [],
   "execution_count": 7
  },
  {
   "cell_type": "code",
   "id": "6b3be9f6-38e1-442d-a7bd-1f3c164ec8d4",
   "metadata": {
    "editable": true,
    "execution": {
     "iopub.execute_input": "2026-06-01T18:05:15.457849Z",
     "iopub.status.busy": "2026-06-01T18:05:15.457672Z",
     "iopub.status.idle": "2026-06-01T18:05:40.787667Z",
     "shell.execute_reply": "2026-06-01T18:05:40.786713Z"
    },
    "slideshow": {
     "slide_type": ""
    },
    "tags": [],
    "ExecuteTime": {
     "end_time": "2026-06-02T05:47:23.451633187Z",
     "start_time": "2026-06-02T05:38:32.052539866Z"
    }
   },
   "source": [
    "work_dir = \"results\"\n",
    "prj_name = \"cifar_test\"\n",
    "prj_root = \"/home/jens/work/repos/Rbm\"\n",
    "\n",
    "# Create model\n",
    "model = TestModel(prj_name, \"results\")\n",
    "\n",
    "# Init state\n",
    "model.init(0.01)\n",
    "\n",
    "# load state\n",
    "model.load()\n",
    "\n",
    "# Train\n",
    "#model.train(normalize(train_subimages))\n",
    "model.train(train_subimages)\n",
    "\n",
    "# save state\n",
    "model.save()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-------------------------------------------\n",
      "Entity-192x128: progress              : 0%\n",
      "Entity-192x128: err_rms              : 0.02982608561419449\n",
      "Entity-192x128: l2_norm              : 0.5154587953841656\n",
      "-------------------------------------------\n",
      "Entity-192x128: progress              : 10%\n",
      "Entity-192x128: err_rms              : 0.028228882569056157\n",
      "Entity-192x128: l2_norm              : 0.5495957617469555\n",
      "-------------------------------------------\n",
      "Entity-192x128: progress              : 20%\n",
      "Entity-192x128: err_rms              : 0.027550804062706425\n",
      "Entity-192x128: l2_norm              : 0.5878319340382664\n",
      "-------------------------------------------\n",
      "Entity-192x128: progress              : 30%\n",
      "Entity-192x128: err_rms              : 0.02740561917531193\n",
      "Entity-192x128: l2_norm              : 0.5976701067086865\n",
      "-------------------------------------------\n",
      "Entity-192x128: progress              : 40%\n",
      "Entity-192x128: err_rms              : 0.027248082195068083\n",
      "Entity-192x128: l2_norm              : 0.5991757429205762\n",
      "-------------------------------------------\n",
      "Entity-192x128: progress              : 50%\n",
      "Entity-192x128: err_rms              : 0.026824203916998864\n",
      "Entity-192x128: l2_norm              : 0.6027710231695954\n",
      "-------------------------------------------\n",
      "Entity-192x128: progress              : 60%\n",
      "Entity-192x128: err_rms              : 0.02655947728844083\n",
      "Entity-192x128: l2_norm              : 0.6041359064549188\n",
      "-------------------------------------------\n",
      "Entity-192x128: progress              : 70%\n",
      "Entity-192x128: err_rms              : 0.026933387882988033\n",
      "Entity-192x128: l2_norm              : 0.603607961995845\n",
      "-------------------------------------------\n",
      "Entity-192x128: progress              : 80%\n",
      "Entity-192x128: err_rms              : 0.02728050450716867\n",
      "Entity-192x128: l2_norm              : 0.6036734185897112\n",
      "-------------------------------------------\n",
      "Entity-192x128: progress              : 90%\n",
      "Entity-192x128: err_rms              : 0.027154601608006385\n",
      "Entity-192x128: l2_norm              : 0.6046113788661706\n",
      "-------------------------------------------\n",
      "Entity-192x128: progress              : 100%\n",
      "Entity-192x128: err_rms              : 0.027059586883727227\n",
      "Entity-192x128: l2_norm              : 0.6035971257113926\n",
      "-------------------------------------------\n",
      "Entity-192x128: progress              : 100%\n",
      "Entity-192x128: err_rms_total              : 0.02683939309309671\n",
      "Entity-192x128: l2_norm              : 0.604365570485915\n"
     ]
    }
   ],
   "execution_count": 8
  },
  {
   "cell_type": "code",
   "id": "41430b5f",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-01T18:05:42.169881Z",
     "iopub.status.busy": "2026-06-01T18:05:42.169722Z",
     "iopub.status.idle": "2026-06-01T18:05:42.691947Z",
     "shell.execute_reply": "2026-06-01T18:05:42.691290Z"
    },
    "ExecuteTime": {
     "end_time": "2026-06-02T05:47:26.463266352Z",
     "start_time": "2026-06-02T05:47:23.454053601Z"
    }
   },
   "source": [
    "combiner = SubImageCombine(PATCH, PATCH, STRIDE, STRIDE, 32, 32, n_ch=3)\n",
    "n_images = n_side\n",
    "nx_steps = (32 - PATCH) // STRIDE + 1\n",
    "ny_steps = (32 - PATCH) // STRIDE + 1\n",
    "\n",
    "fig, axes = plt.subplots(n_images, 2, figsize=(6, n_images * 3))\n",
    "\n",
    "for img_idx in range(n_images):\n",
    "    orig = np.reshape(train_images[img_idx], (3, 32, 32))\n",
    "    orig_display = np.asnumpy((orig - np.min(orig)) / (np.max(orig) - np.min(orig)))\n",
    "\n",
    "    start = img_idx * nx_steps * ny_steps\n",
    "    patches = train_subimages[start : start + nx_steps * ny_steps]\n",
    "    recon_patches = np.array([model.backward(model.forward(p)) for p in patches])\n",
    "    recon_full = combiner(recon_patches)\n",
    "\n",
    "    axes[img_idx, 0].imshow(orig_display.transpose(1, 2, 0))\n",
    "    axes[img_idx, 0].axis('off')\n",
    "    if img_idx == 0:\n",
    "        axes[img_idx, 0].set_title('Original')\n",
    "\n",
    "    axes[img_idx, 1].imshow(recon_full)\n",
    "    axes[img_idx, 1].axis('off')\n",
    "    if img_idx == 0:\n",
    "        axes[img_idx, 1].set_title('Reconstructed')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 600x3000 with 20 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 9
  },
  {
   "cell_type": "code",
   "id": "9adce292-cae6-455c-9409-c57ae71a36d5",
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-01T18:05:42.694095Z",
     "iopub.status.busy": "2026-06-01T18:05:42.693875Z",
     "iopub.status.idle": "2026-06-01T18:05:44.224681Z",
     "shell.execute_reply": "2026-06-01T18:05:44.223717Z"
    },
    "scrolled": true,
    "ExecuteTime": {
     "end_time": "2026-06-02T05:47:27.823225543Z",
     "start_time": "2026-06-02T05:47:26.465459324Z"
    }
   },
   "source": [
    "# Plot weights\n",
    "weights = model.unit1.state.w_hv\n",
    "n, n_hid = weights.shape\n",
    "weight_indices = np.array(random.sample(range(n_hid), n_side*n_side))\n",
    "w = np.reshape(weights, (3, PATCH, PATCH, n_hid))\n",
    "print(w.shape)\n",
    "fig, axes = plt.subplots(n_side, n_side, figsize=(30,30))\n",
    "\n",
    "index = 0\n",
    "for x in range(n_side):\n",
    "    for y in range(n_side):\n",
    "        inp = np.asnumpy(w[:,:,:, weight_indices[index]])\n",
    "        inp -= np.min(inp)\n",
    "        inp = inp / np.max(inp)\n",
    "        img = inp.transpose((1,2,0))\n",
    "        axes[x,y].imshow(np.asnumpy(img))\n",
    "        axes[x,y].axis('off')\n",
    "        index += 1\n",
    "\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(3, 8, 8, 128)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 3000x3000 with 100 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-01T18:05:14.004890Z",
     "iopub.status.busy": "2026-06-01T18:05:14.004617Z",
     "iopub.status.idle": "2026-06-01T18:05:15.450743Z",
     "shell.execute_reply": "2026-06-01T18:05:15.449902Z"
    },
    "ExecuteTime": {
     "end_time": "2026-06-02T05:47:29.498973694Z",
     "start_time": "2026-06-02T05:47:27.824789556Z"
    }
   },
   "cell_type": "code",
   "source": [
    "fig, axes = plt.subplots(n_side, n_side, figsize=(30,30))\n",
    "index = 0\n",
    "for x in range(n_side):\n",
    "    for y in range(n_side):\n",
    "        inp = train_subimages[image_indices[index]]\n",
    "        img = (1+np.reshape(inp, (3, PATCH, PATCH)))/2\n",
    "        img = img.transpose((1,2,0))\n",
    "        axes[x,y].imshow(np.asnumpy(img))\n",
    "        axes[x,y].axis('off')\n",
    "        index += 1\n",
    "\n",
    "plt.show()"
   ],
   "id": "deddee55057a193c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 3000x3000 with 100 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 11
  },
  {
   "cell_type": "code",
   "id": "c976fed5-162c-4a70-8219-fc6c68c1fb66",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-06-02T05:47:29.546682653Z",
     "start_time": "2026-06-02T05:47:29.500214253Z"
    }
   },
   "source": [],
   "outputs": [],
   "execution_count": 11
  },
  {
   "cell_type": "code",
   "id": "661dfc9d-e58a-4994-a5fa-c377d7f743e5",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-06-02T05:47:29.594759213Z",
     "start_time": "2026-06-02T05:47:29.548216752Z"
    }
   },
   "source": [],
   "outputs": [],
   "execution_count": 11
  },
  {
   "metadata": {
    "execution": {
     "iopub.execute_input": "2026-06-01T18:05:40.789519Z",
     "iopub.status.busy": "2026-06-01T18:05:40.789280Z",
     "iopub.status.idle": "2026-06-01T18:05:42.168103Z",
     "shell.execute_reply": "2026-06-01T18:05:42.167459Z"
    },
    "ExecuteTime": {
     "end_time": "2026-06-02T05:47:31.761626427Z",
     "start_time": "2026-06-02T05:47:29.596363431Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# Plot reconstructions\n",
    "fig, axes = plt.subplots(n_side, n_side, figsize=(30,30))\n",
    "index = 0\n",
    "for x in range(n_side):\n",
    "    for y in range(n_side):\n",
    "        inp = train_subimages[image_indices[index]]\n",
    "        recon = model.backward(model.forward(inp))\n",
    "        recon -= np.min(recon)\n",
    "        recon = recon / np.max(recon)\n",
    "        img = np.reshape(recon, (3, PATCH, PATCH))\n",
    "        img = img.transpose((1,2,0))\n",
    "        axes[x,y].imshow(np.asnumpy(img))\n",
    "        axes[x,y].axis('off')\n",
    "        index += 1\n",
    "\n",
    "plt.show()"
   ],
   "id": "bb342d25fa0ab4a4",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 3000x3000 with 100 Axes>"
      ],
      "image/png": "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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 12
  },
  {
   "cell_type": "code",
   "id": "c1a67046-17e4-4924-8067-da23481eb6d3",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2026-06-02T05:47:31.811677110Z",
     "start_time": "2026-06-02T05:47:31.764068701Z"
    }
   },
   "source": [],
   "outputs": [],
   "execution_count": 12
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}