Installation
To install roman_photoz, simply use pip:
pip install roman_photoz
Development
To install the development version of roman_photoz, you can clone the repository and install it in editable mode:
Clone the repository:
git clone https://github.com/spacetelescope/roman_photoz.git
Navigate to the project directory:
cd roman_photoz
Install package in editable mode. For example, on macOS:
pip install -e ".[dev]"
Bootstrap data/model setup
Run roman-photoz --setup to download the LePhare auxiliary data required
by the Roman config, create a simulated catalog and Roman filter files,
build the model (informer stage), trim LEPHAREDIR to the files needed by
the estimator, and verify that the required artifacts are present:
Set the environment variables (recommended).
roman-photozusesLEPHAREDIRandLEPHAREWORKto determine where to store the LePhare data and work directories:export LEPHAREDIR=/path/to/lephare_data export LEPHAREWORK=/path/to/lephare_work
If you don’t set them,
lepharefalls back to its own default cache directories (typically under~/Library/Caches/lephareon macOS, or the platform equivalent elsewhere) and prints a notice showing the full paths it chose. Setting the variables yourself gives you control over where these (potentially large) files are stored.roman-photozalso looks for anINFORMER_MODEL_PATHenvironment variable to determine where the informer model file (roman_model.pklby default) is read from/written to. It may point either at the model directory or directly at the pickle file. It defaults toLEPHAREWORKif not set, so you only need to set it explicitly if you want to read/store the model somewhere else:export INFORMER_MODEL_PATH=/path/to/model_dir # or: # export INFORMER_MODEL_PATH=/path/to/model_dir/roman_model.pkl
Run:
roman-photoz --setupOptions:
--nobj N– number of objects in the simulated catalog (default: 1000).--simulated-catalog-filename FILE– simulated catalog filename (default:roman_photoz_simulated_catalog.parquet).
This leaves a catalog behind at
$LEPHAREWORK/roman_photoz_simulated_catalog.parquet(it already has redshift estimates added by setup’s own model-building pass). This catalog isn’t meant to be your real input data – it’s a fallback you can use in step 3 below if you don’t have your own catalog yet (see “Creating a fresh simulated catalog” below for another option).Setup also creates a sibling informer run directory at
dirname($LEPHAREWORK)/inform_roman. That tree contains the SED libraries used by estimation (for examplelib_mag/QSO_COSMOS.doc) and must be packaged together withlephare_dataandlephare_workwhen the assets are copied to another host.Note
roman-photoz --setuponly needs to be run once perLEPHAREDIR/LEPHAREWORKlocation – it downloads the auxiliary data and builds the informer model, which are then reused for all subsequentroman-photozruns. There’s no need to run it again unless you delete/change those directories.Note
Relocatable packaging expects this layout (names can vary, sibling relationship matters):
package_root/ lephare_data/ # LEPHAREDIR lephare_work/ # LEPHAREWORK, includes roman_model.pkl inform_roman/ # informer run dir used by estimation
roman-photozrewrites absolute host paths fromroman_model.pklat runtime and forces estimation to use the localinform_romandirectory derived fromLEPHAREWORK. Still copy all three trees together;lephare_workalone is not sufficient.Run
roman-photoz. Assuming there is a folder namedOUTPUTin the current working directory where the updated catalog containing the redshift results will be saved to:roman-photoz \ --input-filename <path/to/your_catalog.parquet> \ --output-filename ./OUTPUT/<path/to/your_catalog.parquet>
--input-filenameshould point to your own input catalog. If you don’t have one, you can pass in the catalog created in step 2 instead:$LEPHAREWORK/roman_photoz_simulated_catalog.parquet.Creating a fresh simulated catalog (optional)
If you’d rather not reuse the catalog from step 2 – for example, you want a different number of objects or different physical parameters – generate a fresh one:
roman-photoz-create-simulated-catalog \ --output-filename roman_photoz_simulated_catalog.parquet \ --refresh-lib-mag
To change the physical parameters used to generate the simulated catalog (e.g. redshift range/step), edit
roman_photoz/default_config_file.py.