Created
October 7, 2025 03:39
-
-
Save UmarZein/c2ef11fb68b9242ad93610711621f338 to your computer and use it in GitHub Desktop.
This file contains hidden or bidirectional Unicode text that may be interpreted or compiled differently than what appears below. To review, open the file in an editor that reveals hidden Unicode characters.
Learn more about bidirectional Unicode characters
| { | |
| "cells": [ | |
| { | |
| "cell_type": "code", | |
| "execution_count": 1, | |
| "id": "01eb0017-cd25-436c-9689-b72964acba9f", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import torch\n", | |
| "from torch.utils.data import Dataset, DataLoader\n", | |
| "from torchvision import transforms\n", | |
| "import os\n", | |
| "from torch import nn\n", | |
| "import torchvision\n", | |
| "from torchvision.models.resnet import ResNet,Bottleneck\n", | |
| "import matplotlib.pyplot as plt\n", | |
| "import pytorch_lightning as pl\n", | |
| "from tqdm.auto import tqdm\n", | |
| "cuda=torch.device('cuda:0' if torch.cuda.is_available else 'cpu')" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 2, | |
| "id": "8e68cc3a-d821-4d51-82cb-c1bb364ce2e9", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "def imshow(img, *args, **kwargs):\n", | |
| " plt.imshow(img.permute(1,-1,0).detach().cpu(), *args, **kwargs)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "4dfc8020-6e1f-41d0-8f9e-05259707371d", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "\n", | |
| "def auto_save_hyperparams(init_fn):\n", | |
| " import inspect\n", | |
| " def wrapper(self, *args, **kwargs):\n", | |
| " # Bind the arguments to the function signature and apply defaults\n", | |
| " sig = inspect.signature(init_fn)\n", | |
| " bound_args = sig.bind(self, *args, **kwargs)\n", | |
| " bound_args.apply_defaults()\n", | |
| " # Save all parameters except 'self'\n", | |
| " self.hparams = {\n", | |
| " name: value \n", | |
| " for name, value in bound_args.arguments.items() \n", | |
| " if name != \"self\"\n", | |
| " }\n", | |
| " return init_fn(self, *args, **kwargs)\n", | |
| " return wrapper\n", | |
| "_Resnet=ResNet\n", | |
| "class ResNet(_Resnet):\n", | |
| " @auto_save_hyperparams\n", | |
| " def __init__(self, *args, **kwargs):\n", | |
| " super().__init__(*args, **kwargs)\n", | |
| " @classmethod\n", | |
| " def from_config(cls, config):\n", | |
| " return cls(**config)\n", | |
| " \n", | |
| " def get_config(self):\n", | |
| " return self.hparams" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "3a15dfdf-35ae-4b17-9b3e-a66a89f19463", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "7" | |
| ] | |
| }, | |
| "execution_count": 4, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "wa_prefix=\"./data/wa/\"\n", | |
| "wa_filenames=!ls \"$wa_prefix\"\n", | |
| "wa_filenames=[\n", | |
| " wa_prefix+fname for fname in wa_filenames\n", | |
| "]\n", | |
| "len(wa_filenames)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "id": "0ed2deac-a7d6-4ac8-beeb-0f618d6b0daf", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "5108" | |
| ] | |
| }, | |
| "execution_count": 5, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "forest_aerial_prefix=\"./data/forest_aerial/Forest Segmented/Forest Segmented/images/\"\n", | |
| "forest_aerial_filenames=!ls \"$forest_aerial_prefix\"\n", | |
| "forest_aerial_filenames=[\n", | |
| " forest_aerial_prefix+fname for fname in forest_aerial_filenames\n", | |
| "]\n", | |
| "len(forest_aerial_filenames)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "id": "7214cc90-3543-44ad-94e1-0cf515ba269c", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "1010" | |
| ] | |
| }, | |
| "execution_count": 6, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "illegal_mining_garimpo_prefix='./data/illegal_mining/Imagens_Dateset_Garimpo/Imagens - Garimpo/'\n", | |
| "illegal_mining_garimpo_filenames=!ls \"$illegal_mining_garimpo_prefix\"\n", | |
| "illegal_mining_garimpo_filenames=[\n", | |
| " illegal_mining_garimpo_prefix+fname for fname in illegal_mining_garimpo_filenames\n", | |
| "]\n", | |
| "len(illegal_mining_garimpo_filenames)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 7, | |
| "id": "b45fcc3d-0c4b-481e-b57a-cf6835f1c2ae", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "996" | |
| ] | |
| }, | |
| "execution_count": 7, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "illegal_mining_rios_floresta_prefix='./data/illegal_mining/Imagens_Dateset_Garimpo/Imagens - Rios_Floresta/'\n", | |
| "illegal_mining_rios_floresta_filenames=!ls \"$illegal_mining_rios_floresta_prefix\"\n", | |
| "illegal_mining_rios_floresta_filenames=[\n", | |
| " illegal_mining_rios_floresta_prefix+fname for fname in illegal_mining_rios_floresta_filenames\n", | |
| "]\n", | |
| "len(illegal_mining_rios_floresta_filenames)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "5f6e76db-3eff-45c5-87b3-3aabb760f00d", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "2006" | |
| ] | |
| }, | |
| "execution_count": 8, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "1010+996" | |
| ] | |
| }, | |
| { | |
| "cell_type": "raw", | |
| "id": "e443222a-684c-4cf4-8866-a1866b80cbb8", | |
| "metadata": {}, | |
| "source": [ | |
| "tested on illegal mining dataset (rios floresta + garimpo, combined)\n", | |
| "-no augmentation\n", | |
| "mean = [0.2641, 0.3312, 0.3688]\n", | |
| "std = [0.1955, 0.1925, 0.1587]" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 9, | |
| "id": "358b6b30-97fe-437d-9f4e-36a569b60cd3", | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "82551968b31c44e08983c66dc1d5ac57", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| " 0%| | 0/2006 [00:00<?, ?it/s]" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "d8d7a2fd81284660900b33f049513c75", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "0it [00:00, ?it/s]" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "\n", | |
| "\n", | |
| "class ImageDataset(Dataset):\n", | |
| " def __init__(self, file_paths, labels=None, transform=None):\n", | |
| " self.file_paths = file_paths\n", | |
| " self.transform = transform\n", | |
| " if labels is not None:\n", | |
| " self.labels = torch.tensor(labels).to(torch.long).to(torch.float32)\n", | |
| " else:\n", | |
| " self.labels = None\n", | |
| " total_bytes = 0\n", | |
| " self.sizes = []\n", | |
| " for path in tqdm(file_paths):\n", | |
| " data=torchvision.io.read_file(path)\n", | |
| " self.sizes.append(len(data))\n", | |
| " assert data.dtype==torch.uint8\n", | |
| " self.sizes=torch.tensor(self.sizes)\n", | |
| " \n", | |
| " self.cache = torch.empty(self.sizes.sum(),dtype=torch.uint8)\n", | |
| " i=0\n", | |
| " for path,size in tqdm(zip(file_paths, self.sizes)):\n", | |
| " data=torchvision.io.read_file(path)\n", | |
| " self.cache[i:i+size]=data\n", | |
| " i=i+size\n", | |
| " \n", | |
| " def __len__(self):\n", | |
| " return len(self.file_paths)\n", | |
| "\n", | |
| " def __getitem__(self, idx):\n", | |
| " img_path = self.file_paths[idx]\n", | |
| " offset = self.sizes[:idx].sum()\n", | |
| " size = self.sizes[idx]\n", | |
| " image = torchvision.io.decode_image(self.cache[offset:offset+size],mode=torchvision.io.ImageReadMode.RGB)\n", | |
| " \n", | |
| " if transform and self.transform:\n", | |
| " image = self.transform(image)\n", | |
| " if self.labels is not None:\n", | |
| " return image, self.labels[idx]\n", | |
| " return image\n", | |
| "\n", | |
| "# Example usage\n", | |
| "\n", | |
| "from torchvision.transforms import v2\n", | |
| "\n", | |
| "transform = v2.Compose([\n", | |
| " v2.Resize((224, 224)),\n", | |
| " v2.RandomHorizontalFlip(p=1/2),\n", | |
| " v2.RandomVerticalFlip(p=1/2),\n", | |
| " v2.RandomRotation(15),\n", | |
| " v2.ColorJitter(\n", | |
| " brightness=0.2, contrast=0.2, saturation=0.2, hue=0.1\n", | |
| " ),\n", | |
| " v2.ToDtype(torch.float32, scale=True), # convert [0,255] -> [0,1]\n", | |
| " v2.Normalize(mean=[0.2641, 0.3312, 0.3688],\n", | |
| " std=[0.1955, 0.1925, 0.1587]),\n", | |
| "])\n", | |
| "combined = illegal_mining_rios_floresta_filenames+illegal_mining_garimpo_filenames\n", | |
| "labels = [\n", | |
| " 0 for _ in illegal_mining_rios_floresta_filenames\n", | |
| "] + [\n", | |
| " 1 for _ in illegal_mining_garimpo_filenames\n", | |
| "]\n", | |
| "dataset = ImageDataset(combined, labels, transform=transform)\n", | |
| "train_dataset,test_dataset=torch.utils.data.random_split(dataset, [.8,.2])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 22, | |
| "id": "df6bb216-2310-498b-bb4c-69b1d30caebd", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "ae=" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 24, | |
| "id": "b1f3b048-ad19-41ea-bfdd-b4c7dac00334", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(torch.Size([7, 3, 224, 224]), torch.Size([7, 3, 224, 224]))" | |
| ] | |
| }, | |
| "execution_count": 24, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "bx.shape,by.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 27, | |
| "id": "2992f2e3-1a1f-47b2-affb-52c9f99fea4a", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": "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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "imshow(bx[3])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 28, | |
| "id": "5017664b-2437-4372-9cf4-af42b2a784ed", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": "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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "imshow(by[3])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 10, | |
| "id": "77371e4a-d704-409e-b274-14a9b3007712", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "transform_eval = v2.Compose([\n", | |
| " v2.Resize((224, 224)),\n", | |
| " v2.ToDtype(torch.float32, scale=True), # convert [0,255] -> [0,1]\n", | |
| " v2.Normalize(mean=[0.2641, 0.3312, 0.3688],\n", | |
| " std=[0.1955, 0.1925, 0.1587]),\n", | |
| "])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 14, | |
| "id": "b3f9cd44-4e16-419f-8054-3a09eb014325", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "transformA = \n", | |
| "transformB = \n", | |
| "transformC = " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 11, | |
| "id": "20343117-5e79-413e-93cc-a60dc58edeb7", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from utils import *" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 16, | |
| "id": "0c1a3876-36b0-48e1-a0ca-201261327b22", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "checkpoint=torch.load(os.path.join(\"saves\",\"resnet50_best\"+'.pth'))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 17, | |
| "id": "a79af7e0-9d36-4f45-abd7-e34b193504c4", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "{'args': (torchvision.models.resnet.Bottleneck, [3, 4, 6, 3]), 'kwargs': {}}" | |
| ] | |
| }, | |
| "execution_count": 17, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "checkpoint['config']" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 18, | |
| "id": "d3803be5-aa0e-4b6c-9759-7b28e10ea7de", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "ctx=TrainingContext.load(\"resnet50_best\",ResNet)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 21, | |
| "id": "25bd9271-1d20-4c50-933b-d24263cee523", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "torch.Size([3, 224, 224])" | |
| ] | |
| }, | |
| "execution_count": 21, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "dataset[0][0].shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 25, | |
| "id": "52da8012-da2f-49d1-9cf1-2702675570aa", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "torch.Size([1, 3, 224, 224])" | |
| ] | |
| }, | |
| "execution_count": 25, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "dataset[0][0].unsqueeze(0).shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 27, | |
| "id": "4c8ac53a-148c-4901-a5da-3771905fd855", | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "tensor(7.1366, device='cuda:0', grad_fn=<MeanBackward0>)" | |
| ] | |
| }, | |
| "execution_count": 27, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "ctx.inner(dataset[0][0].unsqueeze(0).to(cuda)).mean()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 28, | |
| "id": "3ccc4e86-77e9-4381-8217-a4398ff5ed8d", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "ctx=TrainingContext(\n", | |
| " ResNet,\n", | |
| " Bottleneck, [2,2,2,2],\n", | |
| " num_classes=1\n", | |
| ")\n", | |
| "\n", | |
| "NAME=\"resnet18\"\n", | |
| "BATCH_SIZE=20\n", | |
| "N_EPOCHS=1\n", | |
| "TARGET_NAME=\"hasMiningSite\"\n", | |
| "DATASET_NAME=\"illegal_mining_dataset_kaggle\"\n", | |
| "\n", | |
| "ctx.second_init(\n", | |
| " name=NAME,\n", | |
| " batch_size=BATCH_SIZE,\n", | |
| " target_name=TARGET_NAME,\n", | |
| " dataset_name=DATASET_NAME,\n", | |
| " y_mean=float('nan'),\n", | |
| " y_std=float('nan'),\n", | |
| ")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 29, | |
| "id": "ba691300-f393-44b2-bc72-9354916f9237", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "ef9b3fc14aa74fedb9438ce4528ae2fb", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| " 0%| | 0/401 [00:00<?, ?it/s]" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "6587d282eef44ea78efdbeda7057ed00", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| " 0%| | 0/80 [00:00<?, ?it/s]" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "ename": "KeyboardInterrupt", | |
| "evalue": "", | |
| "output_type": "error", | |
| "traceback": [ | |
| "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", | |
| "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", | |
| "Cell \u001b[1;32mIn[29], line 34\u001b[0m\n\u001b[0;32m 32\u001b[0m model\u001b[38;5;241m.\u001b[39mrunning_loss \u001b[38;5;241m=\u001b[39m model\u001b[38;5;241m.\u001b[39mrunning_loss\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m.3\u001b[39m\u001b[38;5;241m+\u001b[39mloss\u001b[38;5;241m.\u001b[39mitem()\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m.7\u001b[39m\n\u001b[0;32m 33\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m---> 34\u001b[0m model\u001b[38;5;241m.\u001b[39mrunning_loss \u001b[38;5;241m=\u001b[39m model\u001b[38;5;241m.\u001b[39mrunning_loss\u001b[38;5;241m*\u001b[39m(\u001b[38;5;241m1\u001b[39m\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m100\u001b[39m)\u001b[38;5;241m+\u001b[39m\u001b[43mloss\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mitem\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m/\u001b[39m\u001b[38;5;241m100\u001b[39m\n\u001b[0;32m 36\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m model\u001b[38;5;241m.\u001b[39mtotal_iters\u001b[38;5;241m+\u001b[39m\u001b[38;5;241m.2\u001b[39m\u001b[38;5;241m>\u001b[39m\u001b[38;5;241m1.1\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m\u001b[38;5;28mlen\u001b[39m(model\u001b[38;5;241m.\u001b[39mtrain_loss_record):\n\u001b[0;32m 37\u001b[0m model\u001b[38;5;241m.\u001b[39mtrain_loss_record[model\u001b[38;5;241m.\u001b[39mtotal_iters]\u001b[38;5;241m=\u001b[39mmodel\u001b[38;5;241m.\u001b[39mrunning_loss\n", | |
| "\u001b[1;31mKeyboardInterrupt\u001b[0m: " | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "models=[ctx]\n", | |
| "BATCH_SIZE=BATCH_SIZE\n", | |
| "N_mols=len(train_dataset)\n", | |
| "long_bar=tqdm(range(N_EPOCHS*N_mols//BATCH_SIZE),smoothing=0)\n", | |
| "e_bar=tqdm(range(N_mols//BATCH_SIZE),smoothing=0)\n", | |
| "Q=10000\n", | |
| "for model in models:\n", | |
| " model.inner=model.inner.train()\n", | |
| " model.stopped=False\n", | |
| "loss_fn = nn.BCEWithLogitsLoss()\n", | |
| "_iters=0\n", | |
| "for epoch in range(N_EPOCHS):\n", | |
| " e_bar.refresh()\n", | |
| " e_bar.reset(N_mols//BATCH_SIZE)\n", | |
| " train_bl=DataLoader(train_dataset, batch_size=BATCH_SIZE, shuffle=True)\n", | |
| " for i, (bx,by) in zip(range(N_mols//BATCH_SIZE), train_bl):\n", | |
| " long_bar.update(1)\n", | |
| " e_bar.update(1)\n", | |
| " \n", | |
| " try:\n", | |
| " (bx)=(bx.to(cuda))\n", | |
| " (by)=(by.to(cuda))\n", | |
| " \n", | |
| " for model in models:\n", | |
| " if model.stopped or not model.training: continue\n", | |
| " model.inner=model.inner.train()\n", | |
| " out = model.inner(bx).mean(-1)\n", | |
| " loss = loss_fn(out, by)\n", | |
| " model.inner.zero_grad(set_to_none=True)\n", | |
| " \n", | |
| " if model.total_iters<5:\n", | |
| " model.running_loss = model.running_loss*.3+loss.item()*.7\n", | |
| " else:\n", | |
| " model.running_loss = model.running_loss*(1-1/100)+loss.item()/100\n", | |
| " \n", | |
| " if model.total_iters+.2>1.1**len(model.train_loss_record):\n", | |
| " model.train_loss_record[model.total_iters]=model.running_loss\n", | |
| " loss.backward()\n", | |
| " model.optim.step()\n", | |
| " model.total_iters+=1\n", | |
| " if model.total_iters%100_000==0:\n", | |
| " model.sched.step()\n", | |
| " _iters+=1\n", | |
| " \n", | |
| "\n", | |
| " ### evaluation\n", | |
| " if _iters%256==0:\n", | |
| " e_bar.set_description(f'{model.name} => evaluating...')\n", | |
| " for model in models:\n", | |
| " if model.stopped or not model.training: continue\n", | |
| " model.inner=model.inner.eval()\n", | |
| " test_bl=DataLoader(test_dataset, batch_size=BATCH_SIZE, shuffle=True)\n", | |
| " all_eval_y=list()\n", | |
| " model.test_loss_record[model.total_iters]=0\n", | |
| " count=0\n", | |
| " for bx,by in test_bl:\n", | |
| " (bx)=(bx.to(cuda))\n", | |
| " (by)=(by.to(cuda))\n", | |
| " with torch.no_grad():\n", | |
| " out = model.inner(bx).mean(-1)\n", | |
| " acc= ((out>0)^(by<1)).to(float).mean()\n", | |
| " loss = - acc\n", | |
| " count+=1\n", | |
| " model.test_loss_record[model.total_iters]+=loss\n", | |
| " model.test_loss_record[model.total_iters]/=count\n", | |
| " if model.test_loss_record[model.total_iters]<model.best_eval_loss:\n", | |
| " model.best_eval_loss=model.test_loss_record[model.total_iters]\n", | |
| " model.save()\n", | |
| "\n", | |
| " ###logging\n", | |
| " logstr=''\n", | |
| " for model in models:\n", | |
| " if model.stopped:\n", | |
| " logstr+=f'{model.name}(stopped) => running MSE: {int(Q*model.running_loss)/Q}(best eval MAE: {int(Q*model.best_eval_loss)/Q}). '\n", | |
| " else:\n", | |
| " logstr+=f'{model.name} => running MSE: {int(Q*model.running_loss)/Q} (best eval MAE: {int(Q*model.best_eval_loss)/Q}). '\n", | |
| " e_bar.set_description(logstr)\n", | |
| " except Exception as e:\n", | |
| " raise e" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 8, | |
| "id": "28f97d48-50e3-4719-9743-27dd2de21388", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from torchvision.transforms import v2\n", | |
| "class AutoencoderDataset(Dataset):\n", | |
| " \"\"\"\n", | |
| " Custom Dataset for unsupervised learning with an autoencoder.\n", | |
| " It returns a tuple (x, y) where:\n", | |
| " - x is the augmented input image.\n", | |
| " - y is the original, non-augmented target image.\n", | |
| " \"\"\"\n", | |
| " def __init__(self, file_paths, resize_transform, augment_transform, final_transform):\n", | |
| " self.file_paths = file_paths\n", | |
| " self.resize_transform = resize_transform\n", | |
| " self.augment_transform = augment_transform\n", | |
| " self.final_transform = final_transform\n", | |
| "\n", | |
| " # --- The caching logic from your original code remains the same ---\n", | |
| " print(\"Pre-loading images into memory cache...\")\n", | |
| " self.sizes = []\n", | |
| " for path in tqdm(file_paths, desc=\"Reading file sizes\"):\n", | |
| " with open(path, 'rb') as f:\n", | |
| " self.sizes.append(f.seek(0, 2))\n", | |
| " \n", | |
| " self.sizes = torch.tensor(self.sizes)\n", | |
| " self.cache = torch.empty(self.sizes.sum(), dtype=torch.uint8)\n", | |
| " \n", | |
| " i = 0\n", | |
| " for path, size in tqdm(zip(file_paths, self.sizes), total=len(file_paths), desc=\"Caching images\"):\n", | |
| " data = torchvision.io.read_file(path)\n", | |
| " self.cache[i:i+size] = data\n", | |
| " i += size\n", | |
| " print(\"Image caching complete.\")\n", | |
| "\n", | |
| " def __len__(self):\n", | |
| " return len(self.file_paths)\n", | |
| "\n", | |
| " def __getitem__(self, idx):\n", | |
| " # 1. Get the compressed image data from the cache\n", | |
| " offset = self.sizes[:idx].sum()\n", | |
| " size = self.sizes[idx]\n", | |
| " image_bytes = self.cache[offset:offset+size]\n", | |
| " \n", | |
| " # 2. Decode the image into a tensor (C, H, W) with dtype=torch.uint8\n", | |
| " image_uint8 = torchvision.io.decode_image(image_bytes, mode=torchvision.io.ImageReadMode.RGB)\n", | |
| " \n", | |
| " # 3. Apply the common resize transform to get the base image\n", | |
| " base_image = self.resize_transform(image_uint8)\n", | |
| " \n", | |
| " # 4. Create the augmented input `x` and the clean target `y`\n", | |
| " # `x` gets the extra augmentation\n", | |
| " x = self.augment_transform(base_image)\n", | |
| " \n", | |
| " # `y` is just the resized base image\n", | |
| " y = base_image\n", | |
| " \n", | |
| " # 5. Apply the final transform (e.g., ToTensor, Normalize) to both\n", | |
| " x = self.final_transform(x)\n", | |
| " y = self.final_transform(y)\n", | |
| " \n", | |
| " return x, y" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 62, | |
| "id": "19440119-9ec7-41e3-894c-ae0c7cbca292", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import torch\n", | |
| "import torch.nn as nn\n", | |
| "\n", | |
| "class ConvAutoencoderVectorLatent(pl.LightningModule):\n", | |
| " \"\"\"\n", | |
| " A convolutional autoencoder that compresses images into a flat latent vector.\n", | |
| "\n", | |
| " Architecture:\n", | |
| " - Convolutional Encoder: Extracts spatial features and downsamples the image.\n", | |
| " - FC Encoder: Flattens the features and maps them to a latent vector (B, E).\n", | |
| " - FC Decoder: Maps the latent vector back to the spatial feature dimension.\n", | |
| " - Convolutional Decoder: Reconstructs the image using transposed convolutions.\n", | |
| " \"\"\"\n", | |
| " def __init__(self, latent_dim=256):\n", | |
| " super(ConvAutoencoderVectorLatent, self).__init__()\n", | |
| " self.latent_dim = latent_dim\n", | |
| "\n", | |
| " # --- Convolutional Encoder ---\n", | |
| " # Same as before, responsible for feature extraction\n", | |
| " self.conv_encoder = nn.Sequential(\n", | |
| " # Input: (B, 3, 224, 224)\n", | |
| " nn.Conv2d(3, 16, kernel_size=3, stride=2, padding=1), # -> (B, 16, 112, 112)\n", | |
| " nn.ReLU(True),\n", | |
| " nn.Conv2d(16, 32, kernel_size=3, stride=2, padding=1), # -> (B, 32, 56, 56)\n", | |
| " nn.ReLU(True),\n", | |
| " nn.Conv2d(32, 64, kernel_size=3, stride=2, padding=1), # -> (B, 64, 28, 28)\n", | |
| " nn.ReLU(True),\n", | |
| " nn.Conv2d(64, 128, kernel_size=3, stride=2, padding=1), # -> (B, 128, 14, 14)\n", | |
| " nn.ReLU(True)\n", | |
| " )\n", | |
| "\n", | |
| " # --- Flatten and FC Encoder ---\n", | |
| " # This is the new part that creates the flat vector bottleneck\n", | |
| " self.fc_encoder = nn.Sequential(\n", | |
| " nn.Flatten(),\n", | |
| " nn.Linear(128 * 14 * 14, self.latent_dim) # Project to latent space\n", | |
| " )\n", | |
| "\n", | |
| " # --- FC Decoder and Unflatten ---\n", | |
| " # This part maps the vector back to the spatial feature map shape\n", | |
| " self.fc_decoder = nn.Linear(self.latent_dim, 128 * 14 * 14)\n", | |
| "\n", | |
| " # --- Convolutional Decoder ---\n", | |
| " # Same as before, responsible for image reconstruction\n", | |
| " self.conv_decoder = nn.Sequential(\n", | |
| " nn.ConvTranspose2d(128, 64, kernel_size=3, stride=2, padding=1, output_padding=1),\n", | |
| " nn.ReLU(True),\n", | |
| " nn.ConvTranspose2d(64, 32, kernel_size=3, stride=2, padding=1, output_padding=1),\n", | |
| " nn.ReLU(True),\n", | |
| " nn.ConvTranspose2d(32, 16, kernel_size=3, stride=2, padding=1, output_padding=1),\n", | |
| " nn.ReLU(True),\n", | |
| " nn.ConvTranspose2d(16, 3, kernel_size=3, stride=2, padding=1, output_padding=1),\n", | |
| " nn.Sigmoid()\n", | |
| " )\n", | |
| "\n", | |
| " def encode(self, x):\n", | |
| " \"\"\"Encodes an image into a latent vector.\"\"\"\n", | |
| " x = self.conv_encoder(x)\n", | |
| " latent_vector = self.fc_encoder(x)\n", | |
| " return latent_vector\n", | |
| "\n", | |
| " def forward(self, x):\n", | |
| " # Encode the image to a latent vector\n", | |
| " latent_vector = self.encode(x)\n", | |
| " \n", | |
| " # Decode the latent vector back to an image\n", | |
| " x = self.fc_decoder(latent_vector)\n", | |
| " # Reshape to the shape before flattening\n", | |
| " x = x.view(-1, 128, 14, 14) \n", | |
| " x = self.conv_decoder(x)\n", | |
| " return x\n", | |
| "\n", | |
| " def configure_optimizers(self):\n", | |
| " return torch.optim.AdamW(self.parameters())\n", | |
| "\n", | |
| " def training_step(self, train_batch, batch_idx):\n", | |
| " x,y = train_batch\n", | |
| " loss = ((self(x)-y)**2).mean()\n", | |
| " self.log('train_loss',loss, on_step=True)\n", | |
| " return loss\n", | |
| "\n", | |
| " def validation_step(self, val_batch, batch_idx):\n", | |
| " x,y = val_batch\n", | |
| " loss = ((self(x)-y)**2).mean()\n", | |
| " self.log('val_loss',loss, on_step=True)\n", | |
| " return loss" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 63, | |
| "id": "afd74482-de5f-426f-a157-50920e188fc1", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "💡 Tip: For seamless cloud uploads and versioning, try installing [litmodels](https://pypi.org/project/litmodels/) to enable LitModelCheckpoint, which syncs automatically with the Lightning model registry.\n", | |
| "GPU available: True (cuda), used: True\n", | |
| "TPU available: False, using: 0 TPU cores\n", | |
| "HPU available: False, using: 0 HPUs\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "model = ConvAutoencoderVectorLatent()\n", | |
| "trainer = pl.Trainer()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 64, | |
| "id": "680c6229-6573-4f82-8eaf-b648d28e2bb7", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "7" | |
| ] | |
| }, | |
| "execution_count": 64, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "len(wa_filenames)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 65, | |
| "id": "854a190d-5729-4d1d-a62d-2887dc6bbf3e", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Pre-loading images into memory cache...\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "87b7d548b8d74ccab3b0b21728df11ba", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Reading file sizes: 0%| | 0/700 [00:00<?, ?it/s]" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "85ff87e7a2bd4e669ede2b797482c03d", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Caching images: 0%| | 0/700 [00:00<?, ?it/s]" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Image caching complete.\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "ae_ds=AutoencoderDataset(\n", | |
| " wa_filenames*100,\n", | |
| " v2.Compose([\n", | |
| " v2.Resize((224, 224)),\n", | |
| " ]),\n", | |
| " v2.Compose([\n", | |
| " v2.RandomHorizontalFlip(p=1/2),\n", | |
| " v2.RandomVerticalFlip(p=1/2),\n", | |
| " v2.RandomRotation(15),\n", | |
| " v2.ColorJitter(\n", | |
| " brightness=0.2, contrast=0.2, saturation=0.2, hue=0.1\n", | |
| " ),\n", | |
| " ]),\n", | |
| " v2.Compose([\n", | |
| " v2.ToDtype(torch.float32, scale=True), # convert [0,255] -> [0,1]\n", | |
| " v2.Normalize(mean=[0.2641, 0.3312, 0.3688],\n", | |
| " std=[0.1955, 0.1925, 0.1587]),\n", | |
| " ])\n", | |
| ")" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "b3bf9b18-c4c9-4722-8f92-0d91507138d3", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 66, | |
| "id": "629d9d28-3f45-409b-a643-1729f4c81440", | |
| "metadata": { | |
| "scrolled": true | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "C:\\Users\\umarzein\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\loops\\utilities.py:73: `max_epochs` was not set. Setting it to 1000 epochs. To train without an epoch limit, set `max_epochs=-1`.\n", | |
| "LOCAL_RANK: 0 - CUDA_VISIBLE_DEVICES: [0]\n", | |
| "\n", | |
| " | Name | Type | Params | Mode \n", | |
| "----------------------------------------------------\n", | |
| "0 | conv_encoder | Sequential | 97.4 K | train\n", | |
| "1 | fc_encoder | Sequential | 6.4 M | train\n", | |
| "2 | fc_decoder | Linear | 6.4 M | train\n", | |
| "3 | conv_decoder | Sequential | 97.3 K | train\n", | |
| "----------------------------------------------------\n", | |
| "13.1 M Trainable params\n", | |
| "0 Non-trainable params\n", | |
| "13.1 M Total params\n", | |
| "52.261 Total estimated model params size (MB)\n", | |
| "22 Modules in train mode\n", | |
| "0 Modules in eval mode\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Sanity Checking: | …" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "C:\\Users\\umarzein\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\trainer\\connectors\\data_connector.py:433: The 'val_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=7` in the `DataLoader` to improve performance.\n", | |
| "C:\\Users\\umarzein\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\trainer\\connectors\\data_connector.py:433: The 'train_dataloader' does not have many workers which may be a bottleneck. Consider increasing the value of the `num_workers` argument` to `num_workers=7` in the `DataLoader` to improve performance.\n", | |
| "C:\\Users\\umarzein\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\loops\\fit_loop.py:310: The number of training batches (18) is smaller than the logging interval Trainer(log_every_n_steps=50). Set a lower value for log_every_n_steps if you want to see logs for the training epoch.\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "4a70948b66e3467c8b60b3165546de6a", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Training: | …" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Validation: | …" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Validation: | …" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Validation: | …" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Validation: | …" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Validation: | …" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Validation: | …" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Validation: | …" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Validation: | …" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Validation: | …" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Validation: | …" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "\n", | |
| "Detected KeyboardInterrupt, attempting graceful shutdown ...\n" | |
| ] | |
| }, | |
| { | |
| "ename": "AttributeError", | |
| "evalue": "'tuple' object has no attribute 'tb_frame'", | |
| "output_type": "error", | |
| "traceback": [ | |
| "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", | |
| "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\trainer\\call.py:49\u001b[0m, in \u001b[0;36m_call_and_handle_interrupt\u001b[1;34m(trainer, trainer_fn, *args, **kwargs)\u001b[0m\n\u001b[0;32m 48\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m trainer\u001b[38;5;241m.\u001b[39mstrategy\u001b[38;5;241m.\u001b[39mlauncher\u001b[38;5;241m.\u001b[39mlaunch(trainer_fn, \u001b[38;5;241m*\u001b[39margs, trainer\u001b[38;5;241m=\u001b[39mtrainer, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[1;32m---> 49\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m trainer_fn(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m 51\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m _TunerExitException:\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\trainer\\trainer.py:598\u001b[0m, in \u001b[0;36mTrainer._fit_impl\u001b[1;34m(self, model, train_dataloaders, val_dataloaders, datamodule, ckpt_path)\u001b[0m\n\u001b[0;32m 592\u001b[0m ckpt_path \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_checkpoint_connector\u001b[38;5;241m.\u001b[39m_select_ckpt_path(\n\u001b[0;32m 593\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstate\u001b[38;5;241m.\u001b[39mfn,\n\u001b[0;32m 594\u001b[0m ckpt_path,\n\u001b[0;32m 595\u001b[0m model_provided\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[0;32m 596\u001b[0m model_connected\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlightning_module \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m 597\u001b[0m )\n\u001b[1;32m--> 598\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mckpt_path\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mckpt_path\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 600\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mstate\u001b[38;5;241m.\u001b[39mstopped\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\trainer\\trainer.py:1011\u001b[0m, in \u001b[0;36mTrainer._run\u001b[1;34m(self, model, ckpt_path)\u001b[0m\n\u001b[0;32m 1008\u001b[0m \u001b[38;5;66;03m# ----------------------------\u001b[39;00m\n\u001b[0;32m 1009\u001b[0m \u001b[38;5;66;03m# RUN THE TRAINER\u001b[39;00m\n\u001b[0;32m 1010\u001b[0m \u001b[38;5;66;03m# ----------------------------\u001b[39;00m\n\u001b[1;32m-> 1011\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_run_stage\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1013\u001b[0m \u001b[38;5;66;03m# ----------------------------\u001b[39;00m\n\u001b[0;32m 1014\u001b[0m \u001b[38;5;66;03m# POST-Training CLEAN UP\u001b[39;00m\n\u001b[0;32m 1015\u001b[0m \u001b[38;5;66;03m# ----------------------------\u001b[39;00m\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\trainer\\trainer.py:1055\u001b[0m, in \u001b[0;36mTrainer._run_stage\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 1054\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m torch\u001b[38;5;241m.\u001b[39mautograd\u001b[38;5;241m.\u001b[39mset_detect_anomaly(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_detect_anomaly):\n\u001b[1;32m-> 1055\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit_loop\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1056\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\loops\\fit_loop.py:216\u001b[0m, in \u001b[0;36m_FitLoop.run\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 215\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mon_advance_start()\n\u001b[1;32m--> 216\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43madvance\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 217\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mon_advance_end()\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\loops\\fit_loop.py:458\u001b[0m, in \u001b[0;36m_FitLoop.advance\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 457\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_data_fetcher \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m--> 458\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mepoch_loop\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mrun\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_data_fetcher\u001b[49m\u001b[43m)\u001b[49m\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\loops\\training_epoch_loop.py:152\u001b[0m, in \u001b[0;36m_TrainingEpochLoop.run\u001b[1;34m(self, data_fetcher)\u001b[0m\n\u001b[0;32m 151\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 152\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43madvance\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata_fetcher\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 153\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mon_advance_end(data_fetcher)\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\loops\\training_epoch_loop.py:310\u001b[0m, in \u001b[0;36m_TrainingEpochLoop.advance\u001b[1;34m(self, data_fetcher)\u001b[0m\n\u001b[0;32m 309\u001b[0m dataloader_iter \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m--> 310\u001b[0m batch, _, __ \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mnext\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mdata_fetcher\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 311\u001b[0m \u001b[38;5;66;03m# TODO: we should instead use the batch_idx returned by the fetcher, however, that will require saving the\u001b[39;00m\n\u001b[0;32m 312\u001b[0m \u001b[38;5;66;03m# fetcher state so that the batch_idx is correct after restarting\u001b[39;00m\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\loops\\fetchers.py:134\u001b[0m, in \u001b[0;36m_PrefetchDataFetcher.__next__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 132\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdone:\n\u001b[0;32m 133\u001b[0m \u001b[38;5;66;03m# this will run only when no pre-fetching was done.\u001b[39;00m\n\u001b[1;32m--> 134\u001b[0m batch \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__next__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 135\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 136\u001b[0m \u001b[38;5;66;03m# the iterator is empty\u001b[39;00m\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\loops\\fetchers.py:61\u001b[0m, in \u001b[0;36m_DataFetcher.__next__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 60\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m---> 61\u001b[0m batch \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mnext\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43miterator\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 62\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m:\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\utilities\\combined_loader.py:341\u001b[0m, in \u001b[0;36mCombinedLoader.__next__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 340\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_iterator \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m--> 341\u001b[0m out \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mnext\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_iterator\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 342\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_iterator, _Sequential):\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\utilities\\combined_loader.py:78\u001b[0m, in \u001b[0;36m_MaxSizeCycle.__next__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 77\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m---> 78\u001b[0m out[i] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mnext\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43miterators\u001b[49m\u001b[43m[\u001b[49m\u001b[43mi\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 79\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mStopIteration\u001b[39;00m:\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\torch\\utils\\data\\dataloader.py:631\u001b[0m, in \u001b[0;36m_BaseDataLoaderIter.__next__\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 630\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reset() \u001b[38;5;66;03m# type: ignore[call-arg]\u001b[39;00m\n\u001b[1;32m--> 631\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_next_data\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 632\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_num_yielded \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\torch\\utils\\data\\dataloader.py:675\u001b[0m, in \u001b[0;36m_SingleProcessDataLoaderIter._next_data\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m 674\u001b[0m index \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_next_index() \u001b[38;5;66;03m# may raise StopIteration\u001b[39;00m\n\u001b[1;32m--> 675\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_dataset_fetcher\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfetch\u001b[49m\u001b[43m(\u001b[49m\u001b[43mindex\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# may raise StopIteration\u001b[39;00m\n\u001b[0;32m 676\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_pin_memory:\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\torch\\utils\\data\\_utils\\fetch.py:49\u001b[0m, in \u001b[0;36m_MapDatasetFetcher.fetch\u001b[1;34m(self, possibly_batched_index)\u001b[0m\n\u001b[0;32m 48\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m__getitems__\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset\u001b[38;5;241m.\u001b[39m__getitems__:\n\u001b[1;32m---> 49\u001b[0m data \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdataset\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m__getitems__\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpossibly_batched_index\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 50\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\torch\\utils\\data\\dataset.py:399\u001b[0m, in \u001b[0;36mSubset.__getitems__\u001b[1;34m(self, indices)\u001b[0m\n\u001b[0;32m 398\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 399\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mdataset[\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mindices[idx]] \u001b[38;5;28;01mfor\u001b[39;00m idx \u001b[38;5;129;01min\u001b[39;00m indices]\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\torch\\utils\\data\\dataset.py:399\u001b[0m, in \u001b[0;36m<listcomp>\u001b[1;34m(.0)\u001b[0m\n\u001b[0;32m 398\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m--> 399\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdataset\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindices\u001b[49m\u001b[43m[\u001b[49m\u001b[43midx\u001b[49m\u001b[43m]\u001b[49m\u001b[43m]\u001b[49m \u001b[38;5;28;01mfor\u001b[39;00m idx \u001b[38;5;129;01min\u001b[39;00m indices]\n", | |
| "Cell \u001b[1;32mIn[8], line 42\u001b[0m, in \u001b[0;36mAutoencoderDataset.__getitem__\u001b[1;34m(self, idx)\u001b[0m\n\u001b[0;32m 41\u001b[0m \u001b[38;5;66;03m# 2. Decode the image into a tensor (C, H, W) with dtype=torch.uint8\u001b[39;00m\n\u001b[1;32m---> 42\u001b[0m image_uint8 \u001b[38;5;241m=\u001b[39m \u001b[43mtorchvision\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mio\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecode_image\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimage_bytes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtorchvision\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mio\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mImageReadMode\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mRGB\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 44\u001b[0m \u001b[38;5;66;03m# 3. Apply the common resize transform to get the base image\u001b[39;00m\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\torchvision\\io\\image.py:236\u001b[0m, in \u001b[0;36mdecode_image\u001b[1;34m(input, mode)\u001b[0m\n\u001b[0;32m 235\u001b[0m _log_api_usage_once(decode_image)\n\u001b[1;32m--> 236\u001b[0m output \u001b[38;5;241m=\u001b[39m \u001b[43mtorch\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mops\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mimage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdecode_image\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43minput\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmode\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 237\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m output\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\torch\\_ops.py:755\u001b[0m, in \u001b[0;36mOpOverloadPacket.__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 750\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m 751\u001b[0m \u001b[38;5;66;03m# overloading __call__ to ensure torch.ops.foo.bar()\u001b[39;00m\n\u001b[0;32m 752\u001b[0m \u001b[38;5;66;03m# is still callable from JIT\u001b[39;00m\n\u001b[0;32m 753\u001b[0m \u001b[38;5;66;03m# We save the function ptr as the `op` attribute on\u001b[39;00m\n\u001b[0;32m 754\u001b[0m \u001b[38;5;66;03m# OpOverloadPacket to access it here.\u001b[39;00m\n\u001b[1;32m--> 755\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_op(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39m(kwargs \u001b[38;5;129;01mor\u001b[39;00m {}))\n", | |
| "\u001b[1;31mKeyboardInterrupt\u001b[0m: ", | |
| "\nDuring handling of the above exception, another exception occurred:\n", | |
| "\u001b[1;31mSystemExit\u001b[0m Traceback (most recent call last)", | |
| " \u001b[1;31m[... skipping hidden 1 frame]\u001b[0m\n", | |
| "Cell \u001b[1;32mIn[66], line 5\u001b[0m\n\u001b[0;32m 4\u001b[0m test_dl \u001b[38;5;241m=\u001b[39m DataLoader(test_dataset,batch_size\u001b[38;5;241m=\u001b[39mBS)\n\u001b[1;32m----> 5\u001b[0m \u001b[43mtrainer\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mfit\u001b[49m\u001b[43m(\u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtrain_dl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtest_dl\u001b[49m\u001b[43m)\u001b[49m\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\trainer\\trainer.py:560\u001b[0m, in \u001b[0;36mTrainer.fit\u001b[1;34m(self, model, train_dataloaders, val_dataloaders, datamodule, ckpt_path)\u001b[0m\n\u001b[0;32m 559\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mshould_stop \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m--> 560\u001b[0m \u001b[43mcall\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_call_and_handle_interrupt\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 561\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_fit_impl\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmodel\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtrain_dataloaders\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mval_dataloaders\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mdatamodule\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mckpt_path\u001b[49m\n\u001b[0;32m 562\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\pytorch_lightning\\trainer\\call.py:66\u001b[0m, in \u001b[0;36m_call_and_handle_interrupt\u001b[1;34m(trainer, trainer_fn, *args, **kwargs)\u001b[0m\n\u001b[0;32m 65\u001b[0m launcher\u001b[38;5;241m.\u001b[39mkill(_get_sigkill_signal())\n\u001b[1;32m---> 66\u001b[0m \u001b[43msys\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mexit\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m 68\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mBaseException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m exception:\n", | |
| "\u001b[1;31mSystemExit\u001b[0m: 1", | |
| "\nDuring handling of the above exception, another exception occurred:\n", | |
| "\u001b[1;31mAttributeError\u001b[0m Traceback (most recent call last)", | |
| " \u001b[1;31m[... skipping hidden 1 frame]\u001b[0m\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\IPython\\core\\interactiveshell.py:2145\u001b[0m, in \u001b[0;36mInteractiveShell.showtraceback\u001b[1;34m(self, exc_tuple, filename, tb_offset, exception_only, running_compiled_code)\u001b[0m\n\u001b[0;32m 2142\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m exception_only:\n\u001b[0;32m 2143\u001b[0m stb \u001b[38;5;241m=\u001b[39m [\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mAn exception has occurred, use \u001b[39m\u001b[38;5;124m%\u001b[39m\u001b[38;5;124mtb to see \u001b[39m\u001b[38;5;124m'\u001b[39m\n\u001b[0;32m 2144\u001b[0m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mthe full traceback.\u001b[39m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m]\n\u001b[1;32m-> 2145\u001b[0m stb\u001b[38;5;241m.\u001b[39mextend(\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mInteractiveTB\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_exception_only\u001b[49m\u001b[43m(\u001b[49m\u001b[43metype\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 2146\u001b[0m \u001b[43m \u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[0;32m 2147\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 2149\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mcontains_exceptiongroup\u001b[39m(val):\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\IPython\\core\\ultratb.py:710\u001b[0m, in \u001b[0;36mListTB.get_exception_only\u001b[1;34m(self, etype, value)\u001b[0m\n\u001b[0;32m 702\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mget_exception_only\u001b[39m(\u001b[38;5;28mself\u001b[39m, etype, value):\n\u001b[0;32m 703\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Only print the exception type and message, without a traceback.\u001b[39;00m\n\u001b[0;32m 704\u001b[0m \n\u001b[0;32m 705\u001b[0m \u001b[38;5;124;03m Parameters\u001b[39;00m\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 708\u001b[0m \u001b[38;5;124;03m value : exception value\u001b[39;00m\n\u001b[0;32m 709\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[1;32m--> 710\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mListTB\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstructured_traceback\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43metype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m)\u001b[49m\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\IPython\\core\\ultratb.py:568\u001b[0m, in \u001b[0;36mListTB.structured_traceback\u001b[1;34m(self, etype, evalue, etb, tb_offset, context)\u001b[0m\n\u001b[0;32m 565\u001b[0m chained_exc_ids\u001b[38;5;241m.\u001b[39madd(\u001b[38;5;28mid\u001b[39m(exception[\u001b[38;5;241m1\u001b[39m]))\n\u001b[0;32m 566\u001b[0m chained_exceptions_tb_offset \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[0;32m 567\u001b[0m out_list \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m--> 568\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstructured_traceback\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 569\u001b[0m \u001b[43m \u001b[49m\u001b[43metype\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 570\u001b[0m \u001b[43m \u001b[49m\u001b[43mevalue\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 571\u001b[0m \u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[43metb\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mchained_exc_ids\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;66;43;03m# type: ignore\u001b[39;49;00m\n\u001b[0;32m 572\u001b[0m \u001b[43m \u001b[49m\u001b[43mchained_exceptions_tb_offset\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 573\u001b[0m \u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 574\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 575\u001b[0m \u001b[38;5;241m+\u001b[39m chained_exception_message\n\u001b[0;32m 576\u001b[0m \u001b[38;5;241m+\u001b[39m out_list)\n\u001b[0;32m 578\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m out_list\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\IPython\\core\\ultratb.py:1454\u001b[0m, in \u001b[0;36mAutoFormattedTB.structured_traceback\u001b[1;34m(self, etype, evalue, etb, tb_offset, number_of_lines_of_context)\u001b[0m\n\u001b[0;32m 1452\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 1453\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mtb \u001b[38;5;241m=\u001b[39m etb\n\u001b[1;32m-> 1454\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mFormattedTB\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstructured_traceback\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 1455\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43metype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mevalue\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43metb\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtb_offset\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnumber_of_lines_of_context\u001b[49m\n\u001b[0;32m 1456\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\IPython\\core\\ultratb.py:1345\u001b[0m, in \u001b[0;36mFormattedTB.structured_traceback\u001b[1;34m(self, etype, value, tb, tb_offset, number_of_lines_of_context)\u001b[0m\n\u001b[0;32m 1342\u001b[0m mode \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mmode\n\u001b[0;32m 1343\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mode \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mverbose_modes:\n\u001b[0;32m 1344\u001b[0m \u001b[38;5;66;03m# Verbose modes need a full traceback\u001b[39;00m\n\u001b[1;32m-> 1345\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mVerboseTB\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mstructured_traceback\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 1346\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43metype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mvalue\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtb\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtb_offset\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnumber_of_lines_of_context\u001b[49m\n\u001b[0;32m 1347\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1348\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m mode \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mMinimal\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[0;32m 1349\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m ListTB\u001b[38;5;241m.\u001b[39mget_exception_only(\u001b[38;5;28mself\u001b[39m, etype, value)\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\IPython\\core\\ultratb.py:1192\u001b[0m, in \u001b[0;36mVerboseTB.structured_traceback\u001b[1;34m(self, etype, evalue, etb, tb_offset, number_of_lines_of_context)\u001b[0m\n\u001b[0;32m 1183\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mstructured_traceback\u001b[39m(\n\u001b[0;32m 1184\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[0;32m 1185\u001b[0m etype: \u001b[38;5;28mtype\u001b[39m,\n\u001b[1;32m (...)\u001b[0m\n\u001b[0;32m 1189\u001b[0m number_of_lines_of_context: \u001b[38;5;28mint\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m5\u001b[39m,\n\u001b[0;32m 1190\u001b[0m ):\n\u001b[0;32m 1191\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Return a nice text document describing the traceback.\"\"\"\u001b[39;00m\n\u001b[1;32m-> 1192\u001b[0m formatted_exception \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mformat_exception_as_a_whole\u001b[49m\u001b[43m(\u001b[49m\u001b[43metype\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mevalue\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43metb\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnumber_of_lines_of_context\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1193\u001b[0m \u001b[43m \u001b[49m\u001b[43mtb_offset\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1195\u001b[0m colors \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mColors \u001b[38;5;66;03m# just a shorthand + quicker name lookup\u001b[39;00m\n\u001b[0;32m 1196\u001b[0m colorsnormal \u001b[38;5;241m=\u001b[39m colors\u001b[38;5;241m.\u001b[39mNormal \u001b[38;5;66;03m# used a lot\u001b[39;00m\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\IPython\\core\\ultratb.py:1082\u001b[0m, in \u001b[0;36mVerboseTB.format_exception_as_a_whole\u001b[1;34m(self, etype, evalue, etb, number_of_lines_of_context, tb_offset)\u001b[0m\n\u001b[0;32m 1079\u001b[0m \u001b[38;5;28;01massert\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(tb_offset, \u001b[38;5;28mint\u001b[39m)\n\u001b[0;32m 1080\u001b[0m head \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mprepare_header(\u001b[38;5;28mstr\u001b[39m(etype), \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlong_header)\n\u001b[0;32m 1081\u001b[0m records \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m-> 1082\u001b[0m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_records\u001b[49m\u001b[43m(\u001b[49m\u001b[43metb\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnumber_of_lines_of_context\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtb_offset\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;28;01mif\u001b[39;00m etb \u001b[38;5;28;01melse\u001b[39;00m []\n\u001b[0;32m 1083\u001b[0m )\n\u001b[0;32m 1085\u001b[0m frames \u001b[38;5;241m=\u001b[39m []\n\u001b[0;32m 1086\u001b[0m skipped \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n", | |
| "File \u001b[1;32m~\\micromamba\\envs\\textmining\\lib\\site-packages\\IPython\\core\\ultratb.py:1150\u001b[0m, in \u001b[0;36mVerboseTB.get_records\u001b[1;34m(self, etb, number_of_lines_of_context, tb_offset)\u001b[0m\n\u001b[0;32m 1148\u001b[0m \u001b[38;5;28;01mwhile\u001b[39;00m cf \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 1149\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 1150\u001b[0m mod \u001b[38;5;241m=\u001b[39m inspect\u001b[38;5;241m.\u001b[39mgetmodule(\u001b[43mcf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mtb_frame\u001b[49m)\n\u001b[0;32m 1151\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m mod \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[0;32m 1152\u001b[0m mod_name \u001b[38;5;241m=\u001b[39m mod\u001b[38;5;241m.\u001b[39m\u001b[38;5;18m__name__\u001b[39m\n", | |
| "\u001b[1;31mAttributeError\u001b[0m: 'tuple' object has no attribute 'tb_frame'" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "BS=32\n", | |
| "train_dataset,test_dataset=torch.utils.data.random_split(ae_ds, [.8,.2])\n", | |
| "train_dl = DataLoader(train_dataset,batch_size=BS)\n", | |
| "test_dl = DataLoader(test_dataset,batch_size=BS)\n", | |
| "trainer.fit(model, train_dl, test_dl)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 57, | |
| "id": "f003361d-5235-4f55-bfc4-f58c3169a2bf", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "torch.Size([128, 14, 14])" | |
| ] | |
| }, | |
| "execution_count": 57, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "model.encoder(_x).shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 100, | |
| "id": "e8ee1a4b-4811-41c0-8d7f-2d6f654470f1", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Pre-loading images into memory cache...\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "354c05e7f49549a196afd74cd83391e3", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Reading file sizes: 0%| | 0/7 [00:00<?, ?it/s]" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "data": { | |
| "application/vnd.jupyter.widget-view+json": { | |
| "model_id": "abba0d0d12774608abbe33d72778de6a", | |
| "version_major": 2, | |
| "version_minor": 0 | |
| }, | |
| "text/plain": [ | |
| "Caching images: 0%| | 0/7 [00:00<?, ?it/s]" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| }, | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "Image caching complete.\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "ae_ds0=AutoencoderDataset(\n", | |
| " wa_filenames,\n", | |
| " v2.Compose([\n", | |
| " v2.Resize((224, 224)),\n", | |
| " ]),\n", | |
| " v2.Compose([\n", | |
| " v2.RandomHorizontalFlip(p=1/2),\n", | |
| " v2.RandomVerticalFlip(p=1/2),\n", | |
| " v2.RandomRotation(15),\n", | |
| " v2.ColorJitter(\n", | |
| " brightness=0.2, contrast=0.2, saturation=0.2, hue=0.1\n", | |
| " ),\n", | |
| " ]),\n", | |
| " v2.Compose([\n", | |
| " v2.ToDtype(torch.float32, scale=True), # convert [0,255] -> [0,1]\n", | |
| " v2.Normalize(mean=[0.2641, 0.3312, 0.3688],\n", | |
| " std=[0.1955, 0.1925, 0.1587]),\n", | |
| " ])\n", | |
| ")\n", | |
| "for _x, _y in DataLoader(ae_ds0, batch_size=len(wa_filenames), shuffle=False):\n", | |
| " break" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 101, | |
| "id": "a6406988-20ba-49ce-be19-95005d65d522", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "torch.Size([7, 256])" | |
| ] | |
| }, | |
| "execution_count": 101, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "model.encode(_x).shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 102, | |
| "id": "9772333e-286c-4631-8362-0ddd4e782b3d", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from sklearn.cluster import KMeans" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 103, | |
| "id": "7c7cd52b-b90a-4cba-8e03-3e2f1d964e7a", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "model.eval()\n", | |
| "with torch.no_grad():\n", | |
| " data=model.encode(_x).detach().cpu().numpy()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 107, | |
| "id": "5a26bbfb-8081-4746-82a5-715f342375b0", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "(7, 256)" | |
| ] | |
| }, | |
| "execution_count": 107, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "data.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 106, | |
| "id": "a504371d-4784-43e6-bb28-f340f76688fa", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "C:\\Users\\umarzein\\micromamba\\envs\\textmining\\lib\\site-packages\\sklearn\\cluster\\_kmeans.py:1426: UserWarning: KMeans is known to have a memory leak on Windows with MKL, when there are less chunks than available threads. You can avoid it by setting the environment variable OMP_NUM_THREADS=1.\n", | |
| " warnings.warn(\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "array([2, 0, 3, 1, 1, 1, 0])" | |
| ] | |
| }, | |
| "execution_count": 106, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "km=KMeans(4)\n", | |
| "km.fit_predict(data)" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 99, | |
| "id": "4566e8cf-ff4d-4119-9851-36068a1ee07f", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": "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", | |
| "text/plain": [ | |
| "<Figure size 640x480 with 1 Axes>" | |
| ] | |
| }, | |
| "metadata": {}, | |
| "output_type": "display_data" | |
| } | |
| ], | |
| "source": [ | |
| "imshow(_y[2])" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "67cc6db6-3bc9-4caa-85e1-4bbaf5d55a80", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "imshow()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 95, | |
| "id": "d0dd5597-9b23-4284-b20d-129d941d106f", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "['./data/wa/IMG-20251004-WA0014.jpg',\n", | |
| " './data/wa/IMG-20251004-WA0015.jpg',\n", | |
| " './data/wa/IMG-20251004-WA0016.jpg',\n", | |
| " './data/wa/IMG-20251004-WA0017.jpg',\n", | |
| " './data/wa/IMG-20251004-WA0018.jpg',\n", | |
| " './data/wa/IMG-20251004-WA0019.jpg',\n", | |
| " './data/wa/IMG-20251004-WA0020.jpg']" | |
| ] | |
| }, | |
| "execution_count": 95, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "wa_filenames" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": null, | |
| "id": "f082bb2d-6773-414d-bf2f-7f01211e0c89", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "from tqdm.auto import tqdm\n", | |
| "for _ in tqdm(range(100)):\n", | |
| " \n", | |
| " " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 31, | |
| "id": "03d03dad-d118-4bed-abfa-c16b366f2c95", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "for model in models:\n", | |
| " if model.stopped or not model.training: continue\n", | |
| " model.inner=model.inner.eval()\n", | |
| " test_bl=DataLoader(test_dataset, batch_size=BATCH_SIZE, shuffle=True)\n", | |
| " all_eval_y=list()\n", | |
| " model.test_loss_record[model.total_iters]=0\n", | |
| " count=0\n", | |
| " for bx,by in test_bl:\n", | |
| " (bx)=(bx.to(cuda))\n", | |
| " (by)=(by.to(cuda))\n", | |
| " with torch.no_grad():\n", | |
| " out = model.inner(bx).mean(-1)\n", | |
| " acc= ((out>0)^(by<1)).to(float).mean()\n", | |
| " loss = - acc\n", | |
| " count+=1\n", | |
| " break" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 40, | |
| "id": "c36358e0-121c-4df7-befe-f19f099141e3", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "['./data/wa/IMG-20251004-WA0014.jpg',\n", | |
| " './data/wa/IMG-20251004-WA0015.jpg',\n", | |
| " './data/wa/IMG-20251004-WA0016.jpg',\n", | |
| " './data/wa/IMG-20251004-WA0017.jpg',\n", | |
| " './data/wa/IMG-20251004-WA0018.jpg',\n", | |
| " './data/wa/IMG-20251004-WA0019.jpg',\n", | |
| " './data/wa/IMG-20251004-WA0020.jpg']" | |
| ] | |
| }, | |
| "execution_count": 40, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "wa_filenames" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 42, | |
| "id": "f86ec754-dc7c-4dd2-b06e-8a943b776cfb", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "torch.Size([3, 720, 1280])" | |
| ] | |
| }, | |
| "execution_count": 42, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 54, | |
| "id": "b9f82d00-f953-448b-9ddc-d8ad27bdb022", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "data": { | |
| "text/plain": [ | |
| "torch.Size([3, 224, 224])" | |
| ] | |
| }, | |
| "execution_count": 54, | |
| "metadata": {}, | |
| "output_type": "execute_result" | |
| } | |
| ], | |
| "source": [ | |
| "tmp=torchvision.io.decode_image(torchvision.io.read_file(wa_filenames[0]),mode=torchvision.io.ImageReadMode.RGB)\n", | |
| "tmp=transform_eval(tmp)\n", | |
| "tmp.shape" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 52, | |
| "id": "67e6fe5c-bb19-4374-9b24-9cfe08df2638", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "tensor([[-2.4923]], device='cuda:0')\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "with torch.no_grad():\n", | |
| " print(ctx.inner(tmp.cuda().unsqueeze(0)))" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 55, | |
| "id": "9445e765-1b11-4980-a6b4-81aa8fa1397e", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "Clipping input data to the valid range for imshow with RGB data ([0..1] for floats or [0..255] for integers).\n" | |
| ] | |
| }, | |
| { | |
| "data": { | |
| "image/png": "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 |
Sign up for free
to join this conversation on GitHub.
Already have an account?
Sign in to comment