{ "cells": [ { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "from datasets import load_dataset, DatasetDict" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "{'letter': 0, 'form': 1, 'email': 2, 'handwritten': 3, 'advertissement': 4, 'scientific report': 5, 'scientific publication': 6, 'specification': 7, 'file folder': 8, 'news article': 9, 'budget': 10, 'invoice': 11, 'presentation': 12, 'questionnaire': 13, 'resume': 14, 'memo': 15}\n" ] } ], "source": [ "labels = [\n", " \"letter\", \n", " \"form\", \n", " \"email\", \n", " \"handwritten\", \n", " \"advertissement\", \n", " \"scientific report\", \n", " \"scientific publication\", \n", " \"specification\",\n", " \"file folder\", \n", " \"news article\", \n", " \"budget\", \n", " \"invoice\", \n", " \"presentation\", \n", " \"questionnaire\", \n", " \"resume\", \n", " \"memo\",\n", "]\n", "id2label = {i: label for i, label in enumerate(labels)}\n", "label2id = {label: i for i, label in enumerate(labels)}\n", "\n", "print(label2id)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Resolving data files: 100%|██████████| 319999/319999 [00:01<00:00, 179922.60it/s]\n", "Using custom data configuration default-92674f9f14bd5f68\n", "Reusing dataset image_folder (/home/chainyo/.cache/huggingface/datasets/image_folder/default-92674f9f14bd5f68/0.0.0/ee92df8e96c6907f3c851a987be3fd03d4b93b247e727b69a8e23ac94392a091)\n", "100%|██████████| 1/1 [00:00<00:00, 1.10it/s]\n" ] } ], "source": [ "train_dataset = load_dataset(\"imagefolder\", data_dir=\"data/train\")\n", "train_dataset = train_dataset[\"train\"]" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Resolving data files: 100%|██████████| 40000/40000 [00:00<00:00, 42366.47it/s] \n", "Using custom data configuration default-3ddea2d6bbc33b4c\n", "Reusing dataset image_folder (/home/chainyo/.cache/huggingface/datasets/image_folder/default-3ddea2d6bbc33b4c/0.0.0/ee92df8e96c6907f3c851a987be3fd03d4b93b247e727b69a8e23ac94392a091)\n", "100%|██████████| 1/1 [00:00<00:00, 8.93it/s]\n" ] } ], "source": [ "test_dataset = load_dataset(\"imagefolder\", data_dir=\"data/test\")\n", "test_dataset = test_dataset[\"train\"]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Resolving data files: 100%|██████████| 40000/40000 [00:00<00:00, 127231.79it/s]\n", "Using custom data configuration default-8c91b9b2f12e1b5f\n", "Reusing dataset image_folder (/home/chainyo/.cache/huggingface/datasets/image_folder/default-8c91b9b2f12e1b5f/0.0.0/ee92df8e96c6907f3c851a987be3fd03d4b93b247e727b69a8e23ac94392a091)\n", "100%|██████████| 1/1 [00:00<00:00, 7.66it/s]\n" ] } ], "source": [ "val_dataset = load_dataset(\"imagefolder\", data_dir=\"data/val\")\n", "val_dataset = val_dataset[\"train\"]" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "dataset = DatasetDict({\n", " \"train\": train_dataset,\n", " \"val\": val_dataset,\n", " \"test\": test_dataset\n", "})" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DatasetDict({\n", " train: Dataset({\n", " features: ['image', 'label'],\n", " num_rows: 319999\n", " })\n", " val: Dataset({\n", " features: ['image', 'label'],\n", " num_rows: 40000\n", " })\n", " test: Dataset({\n", " features: ['image', 'label'],\n", " num_rows: 40000\n", " })\n", "})" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dataset" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Pushing split train to the Hub.\n", "The repository already exists: the `private` keyword argument will be ignored.\n", "100%|██████████| 3/3 [00:02<00:00, 1.41ba/s]0%| | 0/119 [00:00