{ "cells": [ { "cell_type": "markdown", "id": "90dd3cc7", "metadata": {}, "source": [ "# Read columns in order" ] }, { "cell_type": "code", "execution_count": 1, "id": "2ee3977b", "metadata": { "execution": { "iopub.execute_input": "2026-11-01T08:12:16.928309Z", "iopub.status.busy": "2026-11-01T08:12:16.928217Z", "iopub.status.idle": "2026-11-01T08:12:17.517916Z", "shell.execute_reply": "2026-11-01T08:12:17.516750Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "\n", "image = plt.imread(\"columns.png\")\n", "plt.figure(figsize=(10, 4))\n", "plt.imshow(image[:600])\n", "plt.title(\"Input — upper part of both columns\")\n", "plt.axis(\"off\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 2, "id": "5e7ccc56", "metadata": { "execution": { "iopub.execute_input": "2026-11-01T08:12:17.519405Z", "iopub.status.busy": "2026-11-01T08:12:17.519167Z", "iopub.status.idle": "2026-11-01T08:12:37.500528Z", "shell.execute_reply": "2026-11-01T08:12:37.500015Z" }, "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Loaded DBNet detector (CPU, threads=8)\n", "Loaded SVTR recognizer (vocab=185 chars, CPU, threads=8)\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "[occular] LM (pure Python): compact_lm.npz (268 MB), unigrams=2010937, alpha=0.5 beta=1.0 beam=100\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "TOP TO BOTTOM — first 8 lines\n", "ВЕСТНИК ПРИВОЛЖЬЯ\n", "Выпуск № 7 (412) - четверг. 19 февраля 2026 года - цена свободная\n", "Автомобилистовросят учитывать гололедицу на\n", "Речной вокзал откроют после ремонта в\n", "мостах и подъезда к городу\n", "мае\n", "Дорожникизакончат развязкунагод\n", "Работы на здании речного вокзала, закрытого для\n", "\n", "READING ORDER — first 8 lines\n", "ВЕСТНИК ПРИВОЛЖЬЯ\n", "Выпуск № 7 (412) - четверг. 19 февраля 2026 года - цена свободная\n", "Речной вокзал откроют после ремонта в\n", "мае\n", "Работы на здании речного вокзала, закрытого для\n", "пассажиров два года назад, выходят на финальную\n", "стадию, Подрядчик заменил кровлю восстановил\n", "лепнину центрального зала и смонтировал новую\n" ] } ], "source": [ "from occular import ocr\n", "\n", "plain = ocr(\"columns.png\", reading_order=False)\n", "ordered = ocr(\"columns.png\", reading_order=True)\n", "print(\"TOP TO BOTTOM — first 8 lines\")\n", "print(\"\\n\".join(plain.splitlines()[:8]))\n", "print(\"\\nREADING ORDER — first 8 lines\")\n", "print(\"\\n\".join(ordered.splitlines()[:8]))" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }