{ "cells": [ { "metadata": {}, "cell_type": "markdown", "source": [ "# Tutorial 8. Batch Processing\n", "\n", "If the number of frames (files) to process exceeds the defined `batch_size` (default: 32),\n", "the `Batch()` mode is activated automatically.\n", "\n", "At the initialization step (`analysis = pygid.Conversion(...)`), **images are not loaded into memory**.\n", "When conversion functions (`det2q_gid`, `det2pol_gid`, etc.) are called, the raw data paths are\n", "split into batches and processed sequentially.\n", "\n", "In batch mode:\n", "\n", "- Converted images **are not plotted**.\n", "- Results **cannot be returned** directly to the workspace, except when `average_all=True`\n", " or `sum_all=True`.\n", "- Only **saving to disk** is supported, except for the averaged or summed result when\n", " `average_all=True` or `sum_all=True`.\n", "\n", "#### Parameters\n", "\n", "- `batch_size` – maximum number of frames or files processed per batch. Default: `32`.\n", "- `multiprocessing` – enables multiprocessing for faster batch execution.\n", "- `plot_result` – must be `False` (plotting is disabled in batch mode).\n", "- `save_result` – must be `True` to store converted data in HDF5/NXsas format.\n", "- `path_to_save` – path where converted data will be saved.\n", "- `overwrite_file` – whether to overwrite an existing result file.\n", "\n", "#### Example\n", "\n", "In the example below, `batch_size` is set to `2` to explicitly activate batch processing. Total number of frames in the raw data file: 13.\n" ], "id": "5f0ff8d9434374c5" }, { "metadata": { "ExecuteTime": { "end_time": "2026-02-09T18:13:42.376802Z", "start_time": "2026-02-09T18:13:42.372687Z" } }, "cell_type": "code", "source": [ "from pygid.datasets import get_dataset\n", "\n", "# Download example dataset from Zenodo\n", "try:\n", " files = get_dataset(\"tutorial_07\")\n", " poni_path = files[\"poni\"]\n", " mask_path = files[\"mask\"]\n", " # several files for batch processing\n", " data_path = files[\"data\"]\n", "except:\n", " print(\"Dataset download skipped on Read the Docs.\")" ], "id": "e27066e7eea7ae5a", "outputs": [], "execution_count": 19 }, { "metadata": { "ExecuteTime": { "end_time": "2026-02-09T18:13:44.155445Z", "start_time": "2026-02-09T18:13:44.136185Z" } }, "cell_type": "code", "source": [ "import pygid\n", "\n", "params = pygid.ExpParams(\n", " poni_path=poni_path,\n", " mask_path=mask_path,\n", " ai=0.004,\n", " fliplr=True,\n", " flipud=True\n", ")\n", "\n", "matrix = pygid.CoordMaps(\n", " params,\n", " vert_positive=True,\n", " hor_positive=True,\n", ")\n", "\n", "analysis = pygid.Conversion(\n", " matrix=matrix,\n", " path=data_path,\n", " dataset='/entry_0000/ESRF-ID10/eiger4m/data',\n", " frame_num = None, # all image\n", " batch_size=2, # limit of the batch size\n", ")\n", "print(f\"loaded images: {analysis.img_raw}\")" ], "id": "7a4c782c224db2b9", "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "INFO - Number of frames (13) is more than 2. The batch processing has been activated.\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "loaded images: None\n" ] } ], "execution_count": 20 }, { "metadata": {}, "cell_type": "markdown", "source": "NOTE: images are not loaded", "id": "6db4106553f365e6" }, { "metadata": { "ExecuteTime": { "end_time": "2026-02-09T18:13:47.670924Z", "start_time": "2026-02-09T18:13:44.597734Z" } }, "cell_type": "code", "source": [ "analysis.det2q_gid(save_result=True,\n", " path_to_save='result.h5')" ], "id": "265e13043d10b829", "outputs": [ { "data": { "text/plain": [ "Progress: 0%| | 0/7 [00:00" ], "image/png": 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" }, "metadata": {}, "output_type": "display_data" } ], "execution_count": 23, "source": [ "analysis = pygid.Conversion(\n", " matrix=matrix,\n", " path=data_path,\n", " dataset='/entry_0000/ESRF-ID10/eiger4m/data',\n", " frame_num = None, # all image\n", " batch_size=2, # limit of the batch size\n", " average_all=True, # average all frames\n", ")\n", "analysis.det2q_gid(save_result=True,\n", " path_to_save='result.h5',\n", " plot_result=True)" ], "id": "cef1c258b84a31c8" } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.6" } }, "nbformat": 4, "nbformat_minor": 5 }