510 lines
172 KiB
Plaintext
510 lines
172 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"id": "d6cb560a-707c-4c1e-b50f-2b9c8037a3c7",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": ""
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},
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"tags": [],
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"ExecuteTime": {
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"end_time": "2026-06-01T17:25:02.468488183Z",
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"start_time": "2026-06-01T17:24:59.818547800Z"
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}
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},
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"source": [
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"from PIL import Image\n",
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"import torch\n",
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"import torch.nn as nn\n",
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"import torch.nn.functional as F\n",
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"import torch.optim as optim\n",
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"import torchvision\n",
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"import torchvision.transforms as transforms\n",
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"import matplotlib.pyplot as plt\n",
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"from model.model import Model\n",
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"from rbm.entity import Entity, EntityParams, TrainingParams\n",
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"from rbm.matrix import Mat, np, rms_error_accu\n",
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"from compat.torch import Optimizer\n",
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"from image.sub_image import SubImageExtract\n",
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"import math"
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],
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"outputs": [],
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"execution_count": 1
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},
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{
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"cell_type": "code",
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"id": "4065302d-862f-4639-99d7-e396d055434c",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": ""
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},
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"tags": [],
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"ExecuteTime": {
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"end_time": "2026-06-01T17:25:02.521845424Z",
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"start_time": "2026-06-01T17:25:02.471136649Z"
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}
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},
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"source": [
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"transform = transforms.Compose([\n",
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" transforms.ToTensor()\n",
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"]) "
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],
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"outputs": [],
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"execution_count": 2
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},
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{
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"cell_type": "code",
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"id": "ffe48fc6-0f57-48a0-b5e9-aa68cbc8edf1",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": ""
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},
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"tags": [],
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"ExecuteTime": {
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"end_time": "2026-06-01T17:25:02.683839424Z",
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"start_time": "2026-06-01T17:25:02.525782641Z"
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}
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},
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"source": [
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"train_data = torchvision.datasets.MNIST(root='./data', train=True, transform=transform, download=True)\n",
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"test_data = torchvision.datasets.MNIST(root='./data', train=False, transform=transform, download=True)\n",
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"\n",
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"train_loader = torch.utils.data.DataLoader(train_data, batch_size=32, shuffle=True, num_workers=2)\n",
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"test_loader = torch.utils.data.DataLoader(test_data, batch_size=32, shuffle=True, num_workers=2)"
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],
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"outputs": [],
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"execution_count": 3
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},
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{
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"cell_type": "code",
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"id": "51b90664-e470-4c9a-884d-374a2ece61b2",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": ""
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},
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"tags": [],
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"ExecuteTime": {
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"end_time": "2026-06-01T17:25:02.742126868Z",
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"start_time": "2026-06-01T17:25:02.686272854Z"
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}
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},
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"source": [
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"print(len(train_data))"
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],
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"60000\n"
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]
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}
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],
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"execution_count": 4
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},
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{
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"cell_type": "code",
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"id": "33501c0f-6d78-43e9-b2ce-adbe40b6d95a",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": ""
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},
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"tags": [],
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"ExecuteTime": {
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"end_time": "2026-06-01T17:25:02.804493066Z",
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"start_time": "2026-06-01T17:25:02.751117881Z"
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}
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},
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"source": [
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"print(list(train_data[1][0].size()[1:3]))"
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],
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"[28, 28]\n"
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]
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}
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],
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"execution_count": 5
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},
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{
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"cell_type": "code",
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"id": "aedf601a-9084-4047-98e8-481f4d41a2d9",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": ""
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},
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"tags": [],
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"ExecuteTime": {
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"end_time": "2026-06-01T17:25:03.010993756Z",
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"start_time": "2026-06-01T17:25:02.812544491Z"
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}
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},
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"source": [
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"N = 600\n",
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"size = 784\n",
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"n_side = 10\n",
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"train_images = np.zeros(shape=(N,size))\n",
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"for i in range(N):\n",
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" image = train_data[i][0]\n",
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" flat_array = torch.flatten(image)\n",
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" train_images[i, :] = np.asarray(flat_array.numpy())\n"
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],
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"outputs": [],
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"execution_count": 6
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},
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{
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"cell_type": "code",
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"id": "5ee865c3-2af4-487f-a184-1291f99839b1",
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"metadata": {
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"editable": true,
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"slideshow": {
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"slide_type": ""
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},
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"tags": [],
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"ExecuteTime": {
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"end_time": "2026-06-01T17:25:03.769094335Z",
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"start_time": "2026-06-01T17:25:03.018548532Z"
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}
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},
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"source": [
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"print(train_images.shape)\n",
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"image_indices = np.random.randint(0, N-1, n_side*n_side)\n",
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"sub_generator = SubImageExtract(8,8,4,4)\n",
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"train_subimages = sub_generator(np.reshape(train_images, (N, 28,28)), 1)\n",
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"print(train_subimages.shape)\n",
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"train_subimages = np.reshape(train_subimages, (train_subimages.shape[0], 8*8))\n",
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"print(train_subimages.shape)\n",
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"\n"
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],
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"(600, 784)\n",
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"(21600, 1, 8, 8)\n",
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"(21600, 64)\n"
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]
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}
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],
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"execution_count": 7
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},
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{
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"cell_type": "code",
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"id": "b4310933-d850-4128-a2dd-27d88c004846",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2026-06-01T17:25:05.423011339Z",
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"start_time": "2026-06-01T17:25:03.772675280Z"
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}
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},
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"source": [
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"fig, axes = plt.subplots(n_side, n_side, figsize=(30,30))\n",
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"index = 0 \n",
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"for x in range(n_side):\n",
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" for y in range(n_side):\n",
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" inp = train_subimages[image_indices[index]]\n",
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" img = np.reshape(inp, (8, 8))\n",
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" axes[x,y].imshow(np.asnumpy(img))\n",
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" axes[x,y].axis('off')\n",
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" index += 1\n",
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"\n",
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"plt.show()"
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],
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"outputs": [
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{
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"data": {
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"text/plain": [
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"<Figure size 3000x3000 with 100 Axes>"
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],
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|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data",
|
|
"jetTransient": {
|
|
"display_id": null
|
|
}
|
|
}
|
|
],
|
|
"execution_count": 8
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"id": "08143a53-12a1-4896-a4b2-166dedf0e021",
|
|
"metadata": {
|
|
"editable": true,
|
|
"slideshow": {
|
|
"slide_type": ""
|
|
},
|
|
"tags": [],
|
|
"ExecuteTime": {
|
|
"end_time": "2026-06-01T17:25:05.475638255Z",
|
|
"start_time": "2026-06-01T17:25:05.425538899Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"class TestModel(Model):\n",
|
|
"\tdef __init__(self, name: str, work_dir: str = '.'):\n",
|
|
"\t\tsuper().__init__(name, work_dir)\n",
|
|
"\t\tself.unit1 = Entity((8*8, 100), EntityParams(do_gaussian_visible=False, do_gaussian_hidden=False), TrainingParams(learning_rate=0.1, momentum=0.9, num_epochs=1000, mini_batch_size=1000, l1_lambda=0.04, do_rao_blackwell=True), True)\n",
|
|
"#\t\tself.unit2 = Entity((500, 64), EntityParams(do_gaussian_visible=False, do_gaussian_hidden=False), TrainingParams(learning_rate=0.04, momentum=0.9, num_epochs=1000, mini_batch_size=100, l2_lambda=0.01, do_rao_blackwell=True), True)\n",
|
|
"\n",
|
|
"\tdef forward(self, x: Mat):\n",
|
|
"\t\tx = self.unit1.forward(x)\n",
|
|
"#\t\tx = self.unit2.forward(x)\n",
|
|
"\t\treturn x\n",
|
|
"\n",
|
|
"\tdef backward(self, x: Mat):\n",
|
|
"#\t\tx = self.unit2.reconstruct(x)\n",
|
|
"\t\tx = self.unit1.reconstruct(x)\n",
|
|
"\t\treturn x\n"
|
|
],
|
|
"outputs": [],
|
|
"execution_count": 9
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"id": "6b3be9f6-38e1-442d-a7bd-1f3c164ec8d4",
|
|
"metadata": {
|
|
"editable": true,
|
|
"slideshow": {
|
|
"slide_type": ""
|
|
},
|
|
"tags": [],
|
|
"ExecuteTime": {
|
|
"end_time": "2026-06-01T17:25:42.222008903Z",
|
|
"start_time": "2026-06-01T17:25:05.478778200Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"work_dir = \"results\"\n",
|
|
"prj_name = \"mnist_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(train_subimages)\n",
|
|
"\n",
|
|
"# save state\n",
|
|
"model.save()"
|
|
],
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"-------------------------------------------\n",
|
|
"Entity-64x100: progress : 0%\n",
|
|
"Entity-64x100: err_rms : 0.024593278436815722\n",
|
|
"Entity-64x100: l2_norm : 2.1721602103616884\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-64x100: progress : 10%\n",
|
|
"Entity-64x100: err_rms : 0.0024668303211456636\n",
|
|
"Entity-64x100: l2_norm : 15.108631041174913\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-64x100: progress : 20%\n",
|
|
"Entity-64x100: err_rms : 0.0019642582244151804\n",
|
|
"Entity-64x100: l2_norm : 17.682007788367823\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-64x100: progress : 30%\n",
|
|
"Entity-64x100: err_rms : 0.0018990980869732475\n",
|
|
"Entity-64x100: l2_norm : 18.254273597749567\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-64x100: progress : 40%\n",
|
|
"Entity-64x100: err_rms : 0.0018084020821888338\n",
|
|
"Entity-64x100: l2_norm : 18.578546067444886\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-64x100: progress : 50%\n",
|
|
"Entity-64x100: err_rms : 0.0017997921578530268\n",
|
|
"Entity-64x100: l2_norm : 18.708539116146536\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-64x100: progress : 60%\n",
|
|
"Entity-64x100: err_rms : 0.0017720193133826786\n",
|
|
"Entity-64x100: l2_norm : 18.719519836176545\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-64x100: progress : 70%\n",
|
|
"Entity-64x100: err_rms : 0.0018343015627015383\n",
|
|
"Entity-64x100: l2_norm : 18.74884148274389\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-64x100: progress : 80%\n",
|
|
"Entity-64x100: err_rms : 0.00177616642566865\n",
|
|
"Entity-64x100: l2_norm : 18.800847250979384\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-64x100: progress : 90%\n",
|
|
"Entity-64x100: err_rms : 0.001816204815664636\n",
|
|
"Entity-64x100: l2_norm : 18.8517263479615\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-64x100: progress : 100%\n",
|
|
"Entity-64x100: err_rms : 0.00179711377602289\n",
|
|
"Entity-64x100: l2_norm : 18.90726806055687\n",
|
|
"-------------------------------------------\n",
|
|
"Entity-64x100: progress : 100%\n",
|
|
"Entity-64x100: err_rms_total : 0.001800342915790187\n",
|
|
"Entity-64x100: l2_norm : 18.912132328950666\n"
|
|
]
|
|
}
|
|
],
|
|
"execution_count": 10
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"id": "d036b106-77a3-4993-bc2a-5fb164b8ec46",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2026-06-01T17:25:43.708216199Z",
|
|
"start_time": "2026-06-01T17:25:42.225204141Z"
|
|
}
|
|
},
|
|
"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, (8, 8))\n",
|
|
" axes[x,y].imshow(np.asnumpy(img))\n",
|
|
" axes[x,y].axis('off')\n",
|
|
" index += 1\n",
|
|
"\n",
|
|
"plt.show()"
|
|
],
|
|
"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": "9adce292-cae6-455c-9409-c57ae71a36d5",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2026-06-01T17:25:45.240751088Z",
|
|
"start_time": "2026-06-01T17:25:43.710557Z"
|
|
}
|
|
},
|
|
"source": [
|
|
"# Plot weights\n",
|
|
"weights = model.unit1.state.w_hv\n",
|
|
"n, n_hid = weights.shape\n",
|
|
"weight_indices = np.random.randint(0, N-1, n_hid)\n",
|
|
"w = np.reshape(weights, (8, 8, 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",
|
|
" axes[x,y].imshow(inp)\n",
|
|
" axes[x,y].axis('off')\n",
|
|
" index += 1\n",
|
|
"\n",
|
|
"plt.show()"
|
|
],
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"(8, 8, 100)\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": 12
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"id": "2a44660c-6ce7-4363-b345-5745f9b6f2d0",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2026-06-01T17:25:45.288367317Z",
|
|
"start_time": "2026-06-01T17:25:45.242175443Z"
|
|
}
|
|
},
|
|
"source": [],
|
|
"outputs": [],
|
|
"execution_count": 12
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"id": "2018dea4-61d9-4fe3-8a35-a9921e029e3d",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2026-06-01T17:25:45.338662080Z",
|
|
"start_time": "2026-06-01T17:25:45.289946986Z"
|
|
}
|
|
},
|
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"source": [],
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"outputs": [],
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"execution_count": 12
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}
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],
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"metadata": {
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"kernelspec": {
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