Source code for generate_simtel_array_histograms

#!/usr/bin/python3

r"""
    Write sim_telarray histograms into pdf and hdf5 files.

    It accepts multiple lists of histograms files, a single list or a histogram file.
    Each histogram is plotted in a page of the pdf file if the --pdf option is activated.


    Command line arguments
    ----------------------
    hist_file_names (str, optional)
        Name of the histogram files to be plotted.
        It can be given as the histogram file names (more than one option allowed) or as a text
        file with the names of the histogram files in it.
    figure_name (str, required)
        File name for the pdf output (without extension).
    pdf (bool, optional)
        If set, histograms are saved into pdf files.
        One pdf file contains all the histograms found in the file.
        The name of the file is controlled via output_file_name.
    hdf5: bool
        If true, histograms are saved into hdf5 files.
        At least one of pdf and hdf5 has to be activated.
    output_file_name (str, optional)
        The name of the output hdf5 (and/or pdf) files (without the path).
        If not given, output_file_name takes the name from the (first) input file
        (hist_file_names).
        If the output output_file_name.hdf5 file already exists and hdf5 is set, the tables
        associated to hdf5 will be overwritten. The remaining tables, if any, will stay
        untouched.

    Raises
    ------
    TypeError:
        if argument passed through hist_file_names is not a file.

    Example
    -------
    .. code-block:: console

        simtools-generate-simtel-array-histograms --hist_file_names tests/resources/ \\
            run2_gamma_za20deg_azm0deg-North-Prod5_test-production-5.hdata.zst \\
            --output_file_name test_hist_hdata --hdf5 --pdf

"""

import logging
from pathlib import Path

import matplotlib.pyplot as plt
from matplotlib.backends.backend_pdf import PdfPages

import simtools.utils.general as gen
from simtools.configuration import configurator
from simtools.io_operations import io_handler
from simtools.simtel.simtel_io_histograms import SimtelIOHistograms


def _parse(label, description):
    """
    Parse command line configuration.

    Parameters
    ----------
    label: str
        Label describing the application.
    description: str
        Description of the application.

    Returns
    -------
    CommandLineParser
        Command line parser object

    """
    config = configurator.Configurator(label=label, description=description)

    config.parser.add_argument(
        "--hist_file_names",
        help="Name of the histogram files to be plotted or the text file containing the list of "
        "histogram files.",
        nargs="+",
        required=True,
        type=str,
    )

    config.parser.add_argument(
        "--hdf5", help="Save histograms into a hdf5 file.", action="store_true", required=False
    )

    config.parser.add_argument(
        "--pdf", help="Save histograms into a pdf file.", action="store_true", required=False
    )

    config.parser.add_argument(
        "--output_file_name",
        help="Name of the hdf5 (and/or pdf) file where to save the histograms.",
        type=str,
        required=False,
        default=None,
    )

    config_parser, _ = config.initialize(db_config=False, paths=True)
    if not config_parser["pdf"] and not config_parser["hdf5"]:
        config.parser.error("At least one argument is required: --pdf or --hdf5.")

    return config_parser


[docs] def build_histogram_files(config_parser, logger): """ Build a list of histogram files from command line arguments. Parameters ---------- config_parser: dict Parsed command line arguments. logger: logging.Logger Logger object for logging messages. Returns ------- list List of histogram file paths. """ histogram_files = [] for one_file in config_parser["hist_file_names"]: try: if Path(one_file).suffix in [".zst", ".simtel", ".hdata"]: histogram_files.append(one_file) else: with open(one_file, encoding="utf-8") as file: for line in file: histogram_files.append(line.strip()) except FileNotFoundError as exc: msg = f"{one_file} is not a file." logger.error(msg) raise FileNotFoundError from exc return histogram_files
[docs] def check_and_log_overwrite(config_parser, logger): """ Check if the output hdf5 file already exists and log a warning if it does. Parameters ---------- config_parser: dict Parsed command line arguments. logger: logging.Logger Logger object for logging messages. Returns ------- bool True if the hdf5 file exists and should be overwritten, False otherwise. """ if Path(f"{config_parser['output_file_name']}.hdf5").exists() and config_parser["hdf5"]: msg = ( f"Output hdf5 file {config_parser['output_file_name']}.hdf5 already exists. " f"Overwriting it." ) logger.warning(msg) return True return False
[docs] def create_pdf(simtel_histograms, output_file_name, config_parser, logger): """ Create a PDF file containing histograms. Parameters ---------- simtel_histograms: SimtelIOHistograms SimtelIOHistograms object containing histograms to plot. output_file_name: str Base name for the output PDF file. config_parser: dict Parsed command line arguments. logger: logging.Logger Logger object for logging messages. """ if config_parser["pdf"]: logger.debug(f"Creating the pdf file {output_file_name}.pdf") pdf_pages = PdfPages(f"{output_file_name}.pdf") number_of_histograms = 2 if config_parser["test"] else len(simtel_histograms.combined_hists) for i_hist in range(number_of_histograms): logger.debug(f"Processing: {i_hist + 1} histogram.") fig, ax = plt.subplots(1, 1, figsize=(6, 6)) simtel_histograms.plot_one_histogram(i_hist, ax) plt.tight_layout() pdf_pages.savefig(fig) plt.clf() plt.close() pdf_pages.close() logger.info(f"Wrote histograms to the pdf file {output_file_name}.pdf")
[docs] def export_to_hdf5(simtel_histograms, output_file_name, overwrite, config_parser, logger): """Export histograms to an HDF5 file.""" if config_parser["hdf5"]: logger.info(f"Wrote histograms to the hdf5 file {output_file_name}.hdf5") simtel_histograms.export_histograms(f"{output_file_name}.hdf5", overwrite=overwrite)
def main(): # noqa: D103 label = Path(__file__).stem description = "Display the simtel_array histograms." io_handler_instance = io_handler.IOHandler() config_parser = _parse(label, description) output_path = io_handler_instance.get_output_directory(label, sub_dir="application-plots") logger = logging.getLogger() logger.setLevel(gen.get_log_level_from_user(config_parser["log_level"])) logger.info("Starting the application.") histogram_files = build_histogram_files(config_parser, logger) # If no output name is passed, the tool gets the name of the first histogram of the list if config_parser["output_file_name"] is None: config_parser["output_file_name"] = Path(histogram_files[0]).absolute().name output_file_name = Path(output_path).joinpath(f"{config_parser['output_file_name']}") # If the hdf5 output file already exists, it is overwritten overwrite = check_and_log_overwrite(config_parser, logger) simtel_histograms = SimtelIOHistograms(histogram_files) create_pdf(simtel_histograms, output_file_name, config_parser, logger) export_to_hdf5(simtel_histograms, output_file_name, overwrite, config_parser, logger) if __name__ == "__main__": main()