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DESHIMA merge code for observed datasets

Project description

de:merge

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DESHIMA merge code for observed datasets

Installation

pip install demerge==2024.7.3

Command line interface

de:merge ships with three commands, demerge, reduce, and merge. demerge is a main command that (1) reduces raw data of KID measurements into a single "reduced" FITS and (2) merge datasets of a DESHIMA observation (including the reduced FITS) into a single DEMS file. reduce and merge are subcommands that perform (1) and (2), respectively, and they should be used only for debugging.

Here is (part of) the demerge command help:

SYNOPSIS
    demerge OBSID <flags>

DESCRIPTION
    Run reduce and merge commands to create a single DEMS.

POSITIONAL ARGUMENTS
    OBSID
        Type: str
        Observation ID (YYYYmmddHHMMSS).

FLAGS
    --data_dir=DATA_DIR
        Type: Path
        Default: PosixPath('.')
        Path of directory where data packages are placed,
        i.e. expecting ``${data_dir}/cosmos_YYYYmmddHHMMSS``.
    --dems_dir=DEMS_DIR
        Type: Path
        Default: PosixPath('.')
        Path of directory where merged DEMS will be placed,
        i.e. expecting ``${dems_dir}/dems_YYYYmmddHHMMSS.zarr.zip``.
    --reduced_dir=REDUCED_DIR
        Type: Path
        Default: PosixPath('.')
        Path of directory where reduced packages are placed,
        i.e. expecting ``${reduced_dir}/reduced_YYYYmmddHHMMSS``.
        If not specified, a temporary directory will be used.
    --ddb=DDB
        Type: Path
        Default: PosixPath('/path/to/demerge/data/ddb_20240713.fits')
        Path of DDB (DESHIMA database) file.
    --measure=MEASURE
        Type: Literal
        Default: 'df/f'
        Measure of the DEMS (either df/f or brightness).
    --overwrite=OVERWRITE
        Type: bool
        Default: False
        If True, the reduced package and the merged DEMS file
        will be overwritten even if they exist.
    --debug=DEBUG
        Type: bool
        Default: False
        If True, detailed logs for debugging will be printed.

A typical command run is as follows:

demerge YYYYmmddHHMMSS --data_dir /path/to/data --reduced_dir .cache

where a raw data directory, /path/to/data/cosmos_YYYYmmddHHMMSS, will be specified, then an intermediate reduced data directory will be created as ./.cache/reduced_YYYYmmddHHMMSS, and finally a merged DEMS file will be placed as ./dems_YYYYmmddHHMMSS.zarr.zip.

Raw data directory

The name and the file structure of a raw data directory must be as follows:

cosmos_YYYYmmddHHMMSS/
├── YYYYmmddHHMMSS.ant
├── YYYYmmddHHMMSS.cabin (optional)
├── YYYYmmddHHMMSS.fits
├── YYYYmmddHHMMSS.misti (optional)
├── YYYYmmddHHMMSS.obs
├── YYYYmmddHHMMSS.skychopper.dat.xz
├── YYYYmmddHHMMSS.wea
├── YYYYmmddHHMMSS_info.txt
├── kid_corresp.json
├── kids.list
├── localsweep.sweep
├── localsweep_info.txt
└── pretune
    ├── kids.list
    ├── localsweep.sweep
    └── localsweep_info.txt

Use as a Python package

All (sub)commands are also available as Python functions of the same names in the demerge package. For example, the following two runs are equivalent:

# run by a shell script
demerge YYYYmmddHHMMSS --data_dir /path/to/data --reduced_dir .cache
# run by a Python script
from demerge import demerge
demerge("YYYYmmddHHMMSS", data_dir="/path/to/data", reduced_dir=".cache")

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