diff --git a/cifar_test_sub_image.ipynb b/cifar_test_sub_image.ipynb index 13cc20e..18c63cc 100644 --- a/cifar_test_sub_image.ipynb +++ b/cifar_test_sub_image.ipynb @@ -2,13 +2,8 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, "id": "d6cb560a-707c-4c1e-b50f-2b9c8037a3c7", "metadata": { - "ExecuteTime": { - "end_time": "2026-06-01T17:57:32.767132702Z", - "start_time": "2026-06-01T17:57:30.130629821Z" - }, "editable": true, "execution": { "iopub.execute_input": "2026-06-01T18:05:07.380499Z", @@ -19,9 +14,12 @@ "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [], + "ExecuteTime": { + "end_time": "2026-06-02T05:38:03.403264644Z", + "start_time": "2026-06-02T05:37:58.800587439Z" + } }, - "outputs": [], "source": [ "from PIL import Image\n", "import torch\n", @@ -35,20 +33,17 @@ "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 rbm.image import SubImage, normalize\n", + "from image.sub_image import SubImage, normalize\n", "import math\n", "import random" - ] + ], + "outputs": [], + "execution_count": 1 }, { "cell_type": "code", - "execution_count": 2, "id": "4065302d-862f-4639-99d7-e396d055434c", "metadata": { - "ExecuteTime": { - "end_time": "2026-06-01T17:57:32.821169932Z", - "start_time": "2026-06-01T17:57:32.769072543Z" - }, "editable": true, "execution": { "iopub.execute_input": "2026-06-01T18:05:11.032871Z", @@ -59,25 +54,25 @@ "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [], + "ExecuteTime": { + "end_time": "2026-06-02T05:38:03.455631319Z", + "start_time": "2026-06-02T05:38:03.406111606Z" + } }, - "outputs": [], "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", - "execution_count": 3, "id": "ffe48fc6-0f57-48a0-b5e9-aa68cbc8edf1", "metadata": { - "ExecuteTime": { - "end_time": "2026-06-01T17:57:34.110409687Z", - "start_time": "2026-06-01T17:57:32.822368553Z" - }, "editable": true, "execution": { "iopub.execute_input": "2026-06-01T18:05:11.037686Z", @@ -88,26 +83,26 @@ "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [], + "ExecuteTime": { + "end_time": "2026-06-02T05:38:05.021664189Z", + "start_time": "2026-06-02T05:38:03.458100201Z" + } }, - "outputs": [], "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", - "execution_count": 4, "id": "33501c0f-6d78-43e9-b2ce-adbe40b6d95a", "metadata": { - "ExecuteTime": { - "end_time": "2026-06-01T17:57:34.177330992Z", - "start_time": "2026-06-01T17:57:34.116314258Z" - }, "editable": true, "execution": { "iopub.execute_input": "2026-06-01T18:05:12.468794Z", @@ -118,8 +113,15 @@ "slideshow": { "slide_type": "" }, - "tags": [] + "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", @@ -137,19 +139,12 @@ ] } ], - "source": [ - "print(train_data)" - ] + "execution_count": 4 }, { "cell_type": "code", - "execution_count": 5, "id": "aedf601a-9084-4047-98e8-481f4d41a2d9", "metadata": { - "ExecuteTime": { - "end_time": "2026-06-01T17:57:34.398042393Z", - "start_time": "2026-06-01T17:57:34.180536787Z" - }, "editable": true, "execution": { "iopub.execute_input": "2026-06-01T18:05:12.474580Z", @@ -160,22 +155,17 @@ "slideshow": { "slide_type": "" }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "torch.Size([3, 32, 32])\n" - ] + "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 = 6\n", + "STRIDE = 1\n", "N_VIS = 3 * PATCH * PATCH\n", "\n", "image, label = train_data[0]\n", @@ -188,17 +178,22 @@ " 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", - "execution_count": 6, "id": "5ee865c3-2af4-487f-a184-1291f99839b1", "metadata": { - "ExecuteTime": { - "end_time": "2026-06-01T17:57:36.333225542Z", - "start_time": "2026-06-01T17:57:34.399658692Z" - }, "editable": true, "execution": { "iopub.execute_input": "2026-06-01T18:05:12.750649Z", @@ -209,25 +204,12 @@ "slideshow": { "slide_type": "" }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "train_images.shape:(500, 3072)\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "(12500, 3, 8, 8)\n", - "(12500, 192)\n" - ] + "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", @@ -239,60 +221,24 @@ "print(train_subimages.shape)\n", "train_subimages = np.reshape(train_subimages, (train_subimages.shape[0], N_VIS))\n", "print(train_subimages.shape)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "id": "b4310933-d850-4128-a2dd-27d88c004846", - "metadata": { - "ExecuteTime": { - "end_time": "2026-06-01T17:57:37.735621606Z", - "start_time": "2026-06-01T17:57:36.334036265Z" - }, - "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" - } - }, + ], "outputs": [ { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" + "name": "stdout", + "output_type": "stream", + "text": [ + "train_images.shape:(500, 3072)\n", + "(312500, 3, 8, 8)\n", + "(312500, 192)\n" + ] } ], - "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()" - ] + "execution_count": 6 }, { "cell_type": "code", - "execution_count": 8, "id": "08143a53-12a1-4896-a4b2-166dedf0e021", "metadata": { - "ExecuteTime": { - "end_time": "2026-06-01T17:57:37.786193706Z", - "start_time": "2026-06-01T17:57:37.737050952Z" - }, "editable": true, "execution": { "iopub.execute_input": "2026-06-01T18:05:15.452497Z", @@ -303,14 +249,17 @@ "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [], + "ExecuteTime": { + "end_time": "2026-06-02T05:38:32.049085581Z", + "start_time": "2026-06-02T05:38:31.999246521Z" + } }, - "outputs": [], "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, 200), 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", + " 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", @@ -319,17 +268,14 @@ " def backward(self, x: Mat):\n", " x = self.unit1.reconstruct(x)\n", " return x" - ] + ], + "outputs": [], + "execution_count": 7 }, { "cell_type": "code", - "execution_count": 9, "id": "6b3be9f6-38e1-442d-a7bd-1f3c164ec8d4", "metadata": { - "ExecuteTime": { - "end_time": "2026-06-01T17:58:19.592702084Z", - "start_time": "2026-06-01T17:57:37.787975671Z" - }, "editable": true, "execution": { "iopub.execute_input": "2026-06-01T18:05:15.457849Z", @@ -340,124 +286,12 @@ "slideshow": { "slide_type": "" }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-------------------------------------------\n", - "Entity-192x200: progress : 0%\n", - "Entity-192x200: err_rms : 0.025838447616614947\n", - "Entity-192x200: l2_norm : 0.3199044091714827\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-------------------------------------------\n", - "Entity-192x200: progress : 10%\n", - "Entity-192x200: err_rms : 0.025831811280644126\n", - "Entity-192x200: l2_norm : 0.315564451149696\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-------------------------------------------\n", - "Entity-192x200: progress : 20%\n", - "Entity-192x200: err_rms : 0.025911035266241764\n", - "Entity-192x200: l2_norm : 0.31571057476532316\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-------------------------------------------\n", - "Entity-192x200: progress : 30%\n", - "Entity-192x200: err_rms : 0.02590101076840089\n", - "Entity-192x200: l2_norm : 0.31632907820940576\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-------------------------------------------\n", - "Entity-192x200: progress : 40%\n", - "Entity-192x200: err_rms : 0.026241090192976175\n", - "Entity-192x200: l2_norm : 0.3161115791596577\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-------------------------------------------\n", - "Entity-192x200: progress : 50%\n", - "Entity-192x200: err_rms : 0.025513378728358904\n", - "Entity-192x200: l2_norm : 0.3160825991470746\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-------------------------------------------\n", - "Entity-192x200: progress : 60%\n", - "Entity-192x200: err_rms : 0.025746118590822126\n", - "Entity-192x200: l2_norm : 0.31645051288108683\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-------------------------------------------\n", - "Entity-192x200: progress : 70%\n", - "Entity-192x200: err_rms : 0.025845673803099854\n", - "Entity-192x200: l2_norm : 0.3161200059309051\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-------------------------------------------\n", - "Entity-192x200: progress : 80%\n", - "Entity-192x200: err_rms : 0.025871357051162402\n", - "Entity-192x200: l2_norm : 0.315978706204221\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-------------------------------------------\n", - "Entity-192x200: progress : 90%\n", - "Entity-192x200: err_rms : 0.026120424786220082\n", - "Entity-192x200: l2_norm : 0.31644273994809974\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "-------------------------------------------\n", - "Entity-192x200: progress : 100%\n", - "Entity-192x200: err_rms : 0.025589037563306043\n", - "Entity-192x200: l2_norm : 0.3167808254022048\n", - "-------------------------------------------\n", - "Entity-192x200: progress : 100%\n", - "Entity-192x200: err_rms_total : 0.025522490420863866\n", - "Entity-192x200: l2_norm : 0.31626854660711595\n" - ] + "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", @@ -478,83 +312,80 @@ "\n", "# save state\n", "model.save()" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "id": "d036b106-77a3-4993-bc2a-5fb164b8ec46", - "metadata": { - "ExecuteTime": { - "end_time": "2026-06-01T17:58:20.910856706Z", - "start_time": "2026-06-01T17:58:19.594628552Z" - }, - "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" - } - }, + ], "outputs": [ { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" + "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" + ] } ], - "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()" - ] + "execution_count": 8 }, { "cell_type": "code", - "execution_count": 11, "id": "41430b5f", "metadata": { - "ExecuteTime": { - "end_time": "2026-06-01T17:58:21.585629663Z", - "start_time": "2026-06-01T17:58:20.912692545Z" - }, "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" } }, - "outputs": [ - { - "data": { - "image/png": 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", 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "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", @@ -656,46 +483,165 @@ " index += 1\n", "\n", "plt.show()" - ] + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(3, 8, 8, 128)\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ], + "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": [ + "
" + ], + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 11 }, { "cell_type": "code", - "execution_count": 12, "id": "c976fed5-162c-4a70-8219-fc6c68c1fb66", "metadata": { "ExecuteTime": { - "end_time": "2026-06-01T17:58:23.367461323Z", - "start_time": "2026-06-01T17:58:23.322515679Z" + "end_time": "2026-06-02T05:47:29.546682653Z", + "start_time": "2026-06-02T05:47:29.500214253Z" } }, + "source": [], "outputs": [], - "source": [] + "execution_count": 11 }, { "cell_type": "code", - "execution_count": 12, "id": "661dfc9d-e58a-4994-a5fa-c377d7f743e5", "metadata": { "ExecuteTime": { - "end_time": "2026-06-01T17:58:23.416025632Z", - "start_time": "2026-06-01T17:58:23.370109432Z" + "end_time": "2026-06-02T05:47:29.594759213Z", + "start_time": "2026-06-02T05:47:29.548216752Z" } }, + "source": [], "outputs": [], - "source": [] + "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": [ + "
" + ], + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 12 }, { "cell_type": "code", - "execution_count": 12, "id": "c1a67046-17e4-4924-8067-da23481eb6d3", "metadata": { "ExecuteTime": { - "end_time": "2026-06-01T17:58:23.463714862Z", - "start_time": "2026-06-01T17:58:23.418192823Z" + "end_time": "2026-06-02T05:47:31.811677110Z", + "start_time": "2026-06-02T05:47:31.764068701Z" } }, + "source": [], "outputs": [], - "source": [] + "execution_count": 12 } ], "metadata": { @@ -719,4 +665,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file diff --git a/mnist_test_sub_image.ipynb b/mnist_test_sub_image.ipynb index 4ec2ab1..b693dd8 100644 --- a/mnist_test_sub_image.ipynb +++ b/mnist_test_sub_image.ipynb @@ -2,16 +2,18 @@ "cells": [ { "cell_type": "code", - "execution_count": 1, "id": "d6cb560a-707c-4c1e-b50f-2b9c8037a3c7", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [], + "ExecuteTime": { + "end_time": "2026-06-01T17:25:02.468488183Z", + "start_time": "2026-06-01T17:24:59.818547800Z" + } }, - "outputs": [], "source": [ "from PIL import Image\n", "import torch\n", @@ -25,59 +27,75 @@ "from rbm.entity import Entity, EntityParams, TrainingParams\n", "from rbm.matrix import Mat, np, rms_error_accu\n", "from rbm.torch import Optimizer\n", - "from rbm.image import SubImage\n", + "from image.sub_image import SubImage\n", "import math" - ] + ], + "outputs": [], + "execution_count": 1 }, { "cell_type": "code", - "execution_count": 2, "id": "4065302d-862f-4639-99d7-e396d055434c", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [], + "ExecuteTime": { + "end_time": "2026-06-01T17:25:02.521845424Z", + "start_time": "2026-06-01T17:25:02.471136649Z" + } }, - "outputs": [], "source": [ "transform = transforms.Compose([\n", " transforms.ToTensor()\n", "]) " - ] + ], + "outputs": [], + "execution_count": 2 }, { "cell_type": "code", - "execution_count": 3, "id": "ffe48fc6-0f57-48a0-b5e9-aa68cbc8edf1", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [], + "ExecuteTime": { + "end_time": "2026-06-01T17:25:02.683839424Z", + "start_time": "2026-06-01T17:25:02.525782641Z" + } }, - "outputs": [], "source": [ "train_data = torchvision.datasets.MNIST(root='./data', train=True, transform=transform, download=True)\n", "test_data = torchvision.datasets.MNIST(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", - "execution_count": 4, "id": "51b90664-e470-4c9a-884d-374a2ece61b2", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [], + "ExecuteTime": { + "end_time": "2026-06-01T17:25:02.742126868Z", + "start_time": "2026-06-01T17:25:02.686272854Z" + } }, + "source": [ + "print(len(train_data))" + ], "outputs": [ { "name": "stdout", @@ -87,21 +105,25 @@ ] } ], - "source": [ - "print(len(train_data))" - ] + "execution_count": 4 }, { "cell_type": "code", - "execution_count": 5, "id": "33501c0f-6d78-43e9-b2ce-adbe40b6d95a", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [], + "ExecuteTime": { + "end_time": "2026-06-01T17:25:02.804493066Z", + "start_time": "2026-06-01T17:25:02.751117881Z" + } }, + "source": [ + "print(list(train_data[1][0].size()[1:3]))" + ], "outputs": [ { "name": "stdout", @@ -111,22 +133,22 @@ ] } ], - "source": [ - "print(list(train_data[1][0].size()[1:3]))" - ] + "execution_count": 5 }, { "cell_type": "code", - "execution_count": 6, "id": "aedf601a-9084-4047-98e8-481f4d41a2d9", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [], + "ExecuteTime": { + "end_time": "2026-06-01T17:25:03.010993756Z", + "start_time": "2026-06-01T17:25:02.812544491Z" + } }, - "outputs": [], "source": [ "N = 600\n", "size = 784\n", @@ -136,19 +158,34 @@ " image = train_data[i][0]\n", " flat_array = torch.flatten(image)\n", " train_images[i, :] = np.asarray(flat_array.numpy())\n" - ] + ], + "outputs": [], + "execution_count": 6 }, { "cell_type": "code", - "execution_count": 7, "id": "5ee865c3-2af4-487f-a184-1291f99839b1", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [], + "ExecuteTime": { + "end_time": "2026-06-01T17:25:03.769094335Z", + "start_time": "2026-06-01T17:25:03.018548532Z" + } }, + "source": [ + "print(train_images.shape)\n", + "image_indices = np.random.randint(0, N-1, n_side*n_side)\n", + "sub_generator = SubImage(8,8,4,4)\n", + "train_subimages = sub_generator(np.reshape(train_images, (N, 28,28)), 1)\n", + "print(train_subimages.shape)\n", + "train_subimages = np.reshape(train_subimages, (train_subimages.shape[0], 8*8))\n", + "print(train_subimages.shape)\n", + "\n" + ], "outputs": [ { "name": "stdout", @@ -160,34 +197,17 @@ ] } ], - "source": [ - "print(train_images.shape)\n", - "image_indices = np.random.randint(0, N-1, n_side*n_side)\n", - "sub_generator = SubImage(8,8,4,4)\n", - "train_subimages = sub_generator(np.reshape(train_images, (N, 28,28)), 1)\n", - "print(train_subimages.shape)\n", - "train_subimages = np.reshape(train_subimages, (train_subimages.shape[0], 8*8))\n", - "print(train_subimages.shape)\n", - "\n" - ] + "execution_count": 7 }, { "cell_type": "code", - "execution_count": 8, "id": "b4310933-d850-4128-a2dd-27d88c004846", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "metadata": { + "ExecuteTime": { + "end_time": "2026-06-01T17:25:05.423011339Z", + "start_time": "2026-06-01T17:25:03.772675280Z" } - ], + }, "source": [ "fig, axes = plt.subplots(n_side, n_side, figsize=(30,30))\n", "index = 0 \n", @@ -200,20 +220,38 @@ " index += 1\n", "\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 8 }, { "cell_type": "code", - "execution_count": 27, "id": "08143a53-12a1-4896-a4b2-166dedf0e021", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, - "tags": [] + "tags": [], + "ExecuteTime": { + "end_time": "2026-06-01T17:25:05.475638255Z", + "start_time": "2026-06-01T17:25:05.425538899Z" + } }, - "outputs": [], "source": [ "class TestModel(Model):\n", "\tdef __init__(self, name: str, work_dir: str = '.'):\n", @@ -230,77 +268,24 @@ "#\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", - "execution_count": 28, "id": "6b3be9f6-38e1-442d-a7bd-1f3c164ec8d4", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, - "tags": [] - }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "results/mnist_test-0-state.npz loaded successfully!\n", - "-------------------------------------------\n", - "Entity-64x100: progress : 0%\n", - "Entity-64x100: err_rms : 0.024087360493395618\n", - "Entity-64x100: l2_norm : 2.219515084302837\n", - "-------------------------------------------\n", - "Entity-64x100: progress : 10%\n", - "Entity-64x100: err_rms : 0.024087574912824674\n", - "Entity-64x100: l2_norm : 2.2194888190481685\n", - "-------------------------------------------\n", - "Entity-64x100: progress : 20%\n", - "Entity-64x100: err_rms : 0.024087919379101833\n", - "Entity-64x100: l2_norm : 2.2194870955413335\n", - "-------------------------------------------\n", - "Entity-64x100: progress : 30%\n", - "Entity-64x100: err_rms : 0.024087942825825905\n", - "Entity-64x100: l2_norm : 2.219534308807407\n", - "-------------------------------------------\n", - "Entity-64x100: progress : 40%\n", - "Entity-64x100: err_rms : 0.024042384646303646\n", - "Entity-64x100: l2_norm : 2.2195894277856496\n", - "-------------------------------------------\n", - "Entity-64x100: progress : 50%\n", - "Entity-64x100: err_rms : 0.024041466725057314\n", - "Entity-64x100: l2_norm : 2.2197195273850814\n", - "-------------------------------------------\n", - "Entity-64x100: progress : 60%\n", - "Entity-64x100: err_rms : 0.024040405323427216\n", - "Entity-64x100: l2_norm : 2.2198444305397143\n", - "-------------------------------------------\n", - "Entity-64x100: progress : 70%\n", - "Entity-64x100: err_rms : 0.024039784875438938\n", - "Entity-64x100: l2_norm : 2.219909023670248\n", - "-------------------------------------------\n", - "Entity-64x100: progress : 80%\n", - "Entity-64x100: err_rms : 0.02403942671645985\n", - "Entity-64x100: l2_norm : 2.219946545104668\n", - "-------------------------------------------\n", - "Entity-64x100: progress : 90%\n", - "Entity-64x100: err_rms : 0.024039308052210866\n", - "Entity-64x100: l2_norm : 2.219962717516235\n", - "-------------------------------------------\n", - "Entity-64x100: progress : 100%\n", - "Entity-64x100: err_rms : 0.024084667999288347\n", - "Entity-64x100: l2_norm : 2.2200209587243482\n", - "-------------------------------------------\n", - "Entity-64x100: progress : 100%\n", - "Entity-64x100: err_rms_total : 0.024127661529827732\n", - "Entity-64x100: l2_norm : 2.220215071737446\n", - "results/mnist_test-0-state.npz saved successfully!\n" - ] + "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", @@ -320,25 +305,74 @@ "\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", - "execution_count": 29, "id": "d036b106-77a3-4993-bc2a-5fb164b8ec46", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "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", @@ -355,32 +389,33 @@ " index += 1\n", "\n", "plt.show()" - ] + ], + "outputs": [ + { + "data": { + "text/plain": [ + "
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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "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", @@ -399,23 +434,56 @@ " index += 1\n", "\n", "plt.show()" - ] + ], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(8, 8, 100)\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ], + "image/png": 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+ }, + "metadata": {}, + "output_type": "display_data", + "jetTransient": { + "display_id": null + } + } + ], + "execution_count": 12 }, { "cell_type": "code", - "execution_count": null, "id": "2a44660c-6ce7-4363-b345-5745f9b6f2d0", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2026-06-01T17:25:45.288367317Z", + "start_time": "2026-06-01T17:25:45.242175443Z" + } + }, + "source": [], "outputs": [], - "source": [] + "execution_count": 12 }, { "cell_type": "code", - "execution_count": null, "id": "2018dea4-61d9-4fe3-8a35-a9921e029e3d", - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2026-06-01T17:25:45.338662080Z", + "start_time": "2026-06-01T17:25:45.289946986Z" + } + }, + "source": [], "outputs": [], - "source": [] + "execution_count": 12 } ], "metadata": { @@ -439,4 +507,4 @@ }, "nbformat": 4, "nbformat_minor": 5 -} +} \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index d79635d..2a04827 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -21,4 +21,4 @@ readme = "README.md" [tool.setuptools] package-dir = {"" = "src"} -packages = ["rbm"] +packages = ["rbm", "image"] diff --git a/src/image/__init__.py b/src/image/__init__.py new file mode 100644 index 0000000..e69de29 diff --git a/src/rbm/image.py b/src/image/sub_image.py similarity index 99% rename from src/rbm/image.py rename to src/image/sub_image.py index cc98493..9b382a9 100644 --- a/src/rbm/image.py +++ b/src/image/sub_image.py @@ -72,4 +72,4 @@ def conv2d(image: Mat, kernel: Mat, stride: tuple[int,int]): result[:, c] += np.convolve(image_padded[:,c], kernel[:,k]) k += 1 - return result + return result \ No newline at end of file diff --git a/src/tests/test_conv2d.py b/src/tests/test_conv2d.py index 3bb30cb..15e3835 100644 --- a/src/tests/test_conv2d.py +++ b/src/tests/test_conv2d.py @@ -1,4 +1,4 @@ -from rbm.image import conv2d +from image.sub_image import conv2d from rbm.matrix import np diff --git a/src/tests/test_faces_sub_image.py b/src/tests/test_faces_sub_image.py index 05ab829..bcf5298 100644 --- a/src/tests/test_faces_sub_image.py +++ b/src/tests/test_faces_sub_image.py @@ -5,7 +5,7 @@ import matplotlib.pyplot as plt from rbm.model import Model from rbm.entity import Entity, EntityParams, TrainingParams -from rbm.image import SubImage, normalize +from image.sub_image import SubImage, normalize from rbm.matrix import Mat, np, convert from rbm.status import CheckpointStatus diff --git a/src/tests/test_gaussian_autoencoder.py b/src/tests/test_gaussian_autoencoder.py index e042186..12dc57a 100644 --- a/src/tests/test_gaussian_autoencoder.py +++ b/src/tests/test_gaussian_autoencoder.py @@ -3,7 +3,7 @@ import matplotlib.pyplot as plt from rbm.model import Model from rbm.entity import Entity, EntityParams, TrainingParams -from rbm.image import normalize +from image.sub_image import normalize from rbm.matrix import Mat, np N = 8 diff --git a/src/tests/test_linear.py b/src/tests/test_linear.py index 1796eb7..777e3be 100644 --- a/src/tests/test_linear.py +++ b/src/tests/test_linear.py @@ -1,7 +1,7 @@ from rbm.matrix import Mat, np from rbm.entity import Entity, EntityParams, TrainingParams from rbm.model import Model -from rbm.image import normalize +from image.sub_image import normalize WORK_DIR = "../../results" USE_OPTIMIZER = True diff --git a/src/tests/test_sub_image.py b/src/tests/test_sub_image.py index 338c9dc..07969bc 100644 --- a/src/tests/test_sub_image.py +++ b/src/tests/test_sub_image.py @@ -1,4 +1,4 @@ -from rbm.image import SubImage +from image.sub_image import SubImage from rbm.matrix import np