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|
{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"%load_ext autoreload\n",
"%autoreload 2\n",
"\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"from PIL import Image\n",
"import torch\n",
"from importlib.util import find_spec\n",
"if find_spec(\"text_recognizer\") is None:\n",
" import sys\n",
" sys.path.append('..')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from text_recognizer.datasets import EmnistDataset, EmnistLinesDataset, Transpose, construct_image_from_string, get_samples_by_character"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"transform = [{\"type\": \"ToTensor\", \"args\": None}, \n",
" {\"type\": \"ApplyContrast\", \"args\": {\"low\": 0.0, \"high\": 0.15}},\n",
" {\"type\": \"RandomAffine\", \"args\": {\"degrees\": [-0.25, 0.25], \"scale\": [0.9, 1.0]}}\n",
" ]"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"emnist_lines = EmnistLinesDataset(train=True,\n",
" max_length = 60,\n",
" min_overlap = 0.0,\n",
" max_overlap = 0.3,\n",
" num_samples = 50_000,\n",
" transform=transform,\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"2021-01-02 22:02:47.979 | DEBUG | text_recognizer.datasets.emnist_lines_dataset:_load_data:152 - EmnistLinesDataset loading data from HDF5...\n"
]
}
],
"source": [
"emnist_lines.load_or_generate_data()"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"def convert_y_label_to_string(y, emnist_lines=emnist_lines):\n",
" return ''.join([emnist_lines.mapper(i) for i in y])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/akternurra/.pyenv/versions/3.8.2/envs/text-recognizer/lib/python3.8/site-packages/torchvision/transforms/functional_tensor.py:876: UserWarning: Argument fill/fillcolor is not supported for Tensor input. Fill value is zero\n",
" warnings.warn(\"Argument fill/fillcolor is not supported for Tensor input. Fill value is zero\")\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"412 We______________________________________________________\n",
"new structure that for supporting the basic_________________\n",
"expect______________________________________________________\n",
"you come out when you saw them gang up on___________________\n",
"fashion Passing_____________________________________________\n",
"life________________________________________________________\n",
"in__________________________________________________________\n",
"that________________________________________________________\n",
"a dilution of the intermediate sera to______________________\n",
"and Wilson remaining ashore determined to catch_____________\n",
"are of two types participation______________________________\n",
"nonetheless_________________________________________________\n",
"will begin as soon as the shelter is occupied_______________\n",
"their orbits but allows the wind to bend a blade____________\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
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"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1440x1440 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"num_samples_to_plot = 14\n",
"\n",
"for i in range(num_samples_to_plot):\n",
" plt.figure(figsize=(20, 20))\n",
" data, target = emnist_lines[i]\n",
" sentence = convert_y_label_to_string(target.numpy()) \n",
" print(sentence)\n",
" plt.title(sentence)\n",
" plt.imshow(data.squeeze(0), cmap='gray')\n",
" plt.xticks([])\n",
" plt.yticks([])"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"EMNIST Lines Dataset\n",
"Max length: 50\n",
"Min overlap: 0.0\n",
"Max overlap: 0.2\n",
"Num classes: 80\n",
"Input shape: (28, 1400)\n",
"Data: (35000, 28, 952)\n",
"Tagets: (35000, 50)\n",
"\n"
]
}
],
"source": [
"print(emnist_lines)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
|