RAIL_Lephare example on LSST data

Author: Raphael Shirley, Edited by Tianqing Zhang

Last successfully run: Feb 9, 2026

Note: If you’re interested in running this in pipeline mode, see 14_LePhare_LSST.ipynb in the pipeline_examples/estimation_examples/ folder.

This example notebook uses synthetic data produced by PZFlow in combination with several predefined SED templates and filter definition files.

import lephare as lp
import matplotlib.pyplot as plt
import numpy as np
import tables_io
from rail.utils.path_utils import find_rail_file

from rail import interactive as ri

LEPHAREDIR is being set to the default cache directory:
/home/runner/.cache/lephare/data
More than 1Gb may be written there.
LEPHAREWORK is being set to the default cache directory:
/home/runner/.cache/lephare/work
Default work cache is already linked.
This is linked to the run directory:
/home/runner/.cache/lephare/runs/20260504T123336

Install FSPS with the following commands:
pip uninstall fsps
git clone --recursive https://github.com/dfm/python-fsps.git
cd python-fsps
python -m pip install .
export SPS_HOME=$(pwd)/src/fsps/libfsps

A module that was compiled using NumPy 1.x cannot be run in
NumPy 2.2.6 as it may crash. To support both 1.x and 2.x
versions of NumPy, modules must be compiled with NumPy 2.0.
Some module may need to rebuild instead e.g. with 'pybind11>=2.12'.

If you are a user of the module, the easiest solution will be to
downgrade to 'numpy<2' or try to upgrade the affected module.
We expect that some modules will need time to support NumPy 2.

Traceback (most recent call last):  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/runpy.py", line 196, in _run_module_as_main
    return _run_code(code, main_globals, None,
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/runpy.py", line 86, in _run_code
    exec(code, run_globals)
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/ipykernel_launcher.py", line 18, in <module>
    app.launch_new_instance()
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/traitlets/config/application.py", line 1075, in launch_instance
    app.start()
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/ipykernel/kernelapp.py", line 758, in start
    self.io_loop.start()
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/tornado/platform/asyncio.py", line 211, in start
    self.asyncio_loop.run_forever()
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/asyncio/base_events.py", line 603, in run_forever
    self._run_once()
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/asyncio/base_events.py", line 1909, in _run_once
    handle._run()
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/asyncio/events.py", line 80, in _run
    self._context.run(self._callback, *self._args)
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/ipykernel/utils.py", line 71, in preserve_context
    return await f(*args, **kwargs)
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/ipykernel/kernelbase.py", line 621, in shell_main
    await self.dispatch_shell(msg, subshell_id=subshell_id)
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/ipykernel/kernelbase.py", line 478, in dispatch_shell
    await result
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/ipykernel/ipkernel.py", line 372, in execute_request
    await super().execute_request(stream, ident, parent)
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/ipykernel/kernelbase.py", line 834, in execute_request
    reply_content = await reply_content
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/ipykernel/ipkernel.py", line 464, in do_execute
    res = shell.run_cell(
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/ipykernel/zmqshell.py", line 663, in run_cell
    return super().run_cell(*args, **kwargs)
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/IPython/core/interactiveshell.py", line 3077, in run_cell
    result = self._run_cell(
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/IPython/core/interactiveshell.py", line 3132, in _run_cell
    result = runner(coro)
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/IPython/core/async_helpers.py", line 128, in _pseudo_sync_runner
    coro.send(None)
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/IPython/core/interactiveshell.py", line 3336, in run_cell_async
    has_raised = await self.run_ast_nodes(code_ast.body, cell_name,
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/IPython/core/interactiveshell.py", line 3519, in run_ast_nodes
    if await self.run_code(code, result, async_=asy):
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/IPython/core/interactiveshell.py", line 3579, in run_code
    exec(code_obj, self.user_global_ns, self.user_ns)
  File "/tmp/ipykernel_4149/761637239.py", line 7, in <module>
    from rail import interactive as ri
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/rail/interactive/__init__.py", line 3, in <module>
    from . import calib, creation, estimation, evaluation, tools
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/rail/interactive/calib/__init__.py", line 3, in <module>
    from rail.utils.interactive.initialize_utils import _initialize_interactive_module
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/rail/utils/interactive/initialize_utils.py", line 17, in <module>
    from rail.utils.interactive.base_utils import (
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/rail/utils/interactive/base_utils.py", line 10, in <module>
    rail.stages.import_and_attach_all(silent=True)
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/rail/stages/__init__.py", line 74, in import_and_attach_all
    RailEnv.import_all_packages(silent=silent)
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/rail/core/introspection.py", line 541, in import_all_packages
    _imported_module = importlib.import_module(pkg)
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/importlib/__init__.py", line 126, in import_module
    return _bootstrap._gcd_import(name[level:], package, level)
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/rail/som/__init__.py", line 1, in <module>
    from rail.creation.degraders.specz_som import *
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/rail/creation/degraders/specz_som.py", line 15, in <module>
    from somoclu import Somoclu
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/somoclu/__init__.py", line 11, in <module>
    from .train import Somoclu
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/somoclu/train.py", line 25, in <module>
    from .somoclu_wrap import train as wrap_train
  File "/opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/somoclu/somoclu_wrap.py", line 11, in <module>
    import _somoclu_wrap

---------------------------------------------------------------------------

ImportError                               Traceback (most recent call last)

File /opt/hostedtoolcache/Python/3.10.20/x64/lib/python3.10/site-packages/numpy/core/_multiarray_umath.py:44, in __getattr__(attr_name)
     39     # Also print the message (with traceback).  This is because old versions
     40     # of NumPy unfortunately set up the import to replace (and hide) the
     41     # error.  The traceback shouldn't be needed, but e.g. pytest plugins
     42     # seem to swallow it and we should be failing anyway...
     43     sys.stderr.write(msg + tb_msg)
---> 44     raise ImportError(msg)
     46 ret = getattr(_multiarray_umath, attr_name, None)
     47 if ret is None:


ImportError:
A module that was compiled using NumPy 1.x cannot be run in
NumPy 2.2.6 as it may crash. To support both 1.x and 2.x
versions of NumPy, modules must be compiled with NumPy 2.0.
Some module may need to rebuild instead e.g. with 'pybind11>=2.12'.

If you are a user of the module, the easiest solution will be to
downgrade to 'numpy<2' or try to upgrade the affected module.
We expect that some modules will need time to support NumPy 2.

Warning: the binary library cannot be imported. You cannot train maps, but you can load and analyze ones that you have already saved.
The problem occurs because either compilation failed when you installed Somoclu or a path is missing from the dependencies when you are trying to import it. Please refer to the documentation to see your options.

Here we load previously created synthetic data

trainFile = find_rail_file("examples_data/testdata/output_table_conv_train.hdf5")
testFile = find_rail_file("examples_data/testdata/output_table_conv_test.hdf5")
traindata_io = tables_io.read(trainFile)
testdata_io = tables_io.read(testFile)

Retrieve all the required filter and template files

One could add or take out bandpasses by editing the configuration file.

lephare_config_file = find_rail_file("examples_data/estimation_data/data/lsst.para")
lephare_config = lp.read_config(lephare_config_file)

lp.data_retrieval.get_auxiliary_data(keymap=lephare_config)

Number of keywords read in the config file: 86

Registry file downloaded and saved as data_registry.txt.

Downloading file 'examples/output.para' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/examples/output.para' to '/home/runner/.cache/lephare/data'.

Downloading file 'alloutputkeys.txt' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/alloutputkeys.txt' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau01.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau01.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau00.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau00.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau03.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau03.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/OPACITY.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/OPACITY.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau04.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau04.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau02.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau02.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau05.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau05.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau06.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau06.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau07.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau07.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau08.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau08.out' to '/home/runner/.cache/lephare/data'.

Created directory: /home/runner/.cache/lephare/data/opa
Created directory: /home/runner/.cache/lephare/data/sed/STAR
Created directory: /home/runner/.cache/lephare/data/ext
Created directory: /home/runner/.cache/lephare/data/sed/GAL/COSMOS_SED
Created directory: /home/runner/.cache/lephare/data/sed/QSO/SALVATO09
Created directory: /home/runner/.cache/lephare/data/filt/lsst
Created directory: /home/runner/.cache/lephare/data/examples
Created directory: /home/runner/.cache/lephare/data/sed/STAR/PICKLES
Created directory: /home/runner/.cache/lephare/data/sed/STAR/BD
Created directory: /home/runner/.cache/lephare/data/vega
Created directory: /home/runner/.cache/lephare/data/sed/STAR/WD
Created directory: /home/runner/.cache/lephare/data/sed/STAR/LAGET
Created directory: /home/runner/.cache/lephare/data/sed/GAL/BETHERMIN12
Checking/downloading 421 files...

Downloading file 'opa/tau09.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau09.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau10.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau10.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau11.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau11.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau12.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau12.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau13.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau13.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau14.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau14.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau15.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau15.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau16.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau16.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau17.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau17.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau18.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau18.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau19.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau19.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau20.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau20.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau21.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau21.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau22.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau22.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau23.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau23.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau24.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau24.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau25.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau25.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau26.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau26.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau27.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau27.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau28.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau28.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau29.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau29.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau30.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau30.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau31.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau31.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau32.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau32.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau33.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau33.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau34.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau34.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau35.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau35.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau36.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau36.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau37.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau37.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau38.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau38.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau39.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau39.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau40.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau40.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau41.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau41.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau42.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau42.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau43.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau43.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau44.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau44.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau45.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau45.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau46.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau46.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau47.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau47.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau48.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau48.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau49.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau49.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau50.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau50.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau51.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau51.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau52.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau52.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau53.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau53.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau54.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau54.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau55.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau55.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau56.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau56.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau57.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau57.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau58.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau58.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau59.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau59.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau60.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau60.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau61.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau61.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau62.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau62.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau63.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau63.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau64.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau64.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau65.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau65.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau66.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau66.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau67.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau67.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau68.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau68.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau69.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau69.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau70.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau70.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau71.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau71.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau72.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau72.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau73.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau73.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau74.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau74.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau75.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau75.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau76.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau76.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau77.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau77.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau78.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau78.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau79.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau79.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'opa/tau80.out' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/opa/tau80.out' to '/home/runner/.cache/lephare/data'.

Downloading file 'vega/BD+17.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/vega/BD+17.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'vega/BD+17o4708.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/vega/BD+17o4708.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'vega/SunLCB.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/vega/SunLCB.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'vega/VegaLCB.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/vega/VegaLCB.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'vega/a0v.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/vega/a0v.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'filt/lsst/total_u.pb' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/filt/lsst/total_u.pb' to '/home/runner/.cache/lephare/data'.

Downloading file 'vega/a0v_n.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/vega/a0v_n.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'filt/lsst/total_g.pb' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/filt/lsst/total_g.pb' to '/home/runner/.cache/lephare/data'.

Downloading file 'filt/lsst/total_r.pb' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/filt/lsst/total_r.pb' to '/home/runner/.cache/lephare/data'.

Downloading file 'filt/lsst/total_i.pb' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/filt/lsst/total_i.pb' to '/home/runner/.cache/lephare/data'.

Downloading file 'filt/lsst/total_z.pb' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/filt/lsst/total_z.pb' to '/home/runner/.cache/lephare/data'.

Downloading file 'filt/lsst/total_y.pb' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/filt/lsst/total_y.pb' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/STAR_MOD_ALL.list' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/STAR_MOD_ALL.list' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/o5v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/o5v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/o8iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/o8iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/o9v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/o9v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b0i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b0i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b0v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b0v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b12iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b12iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b1i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b1i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b1v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b1v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b2ii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b2ii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b2iv.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b2iv.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b3i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b3i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b3iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b3iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b3v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b3v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b57v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b57v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b5i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b5i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b5ii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b5ii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b5iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b5iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b6iv.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b6iv.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b8i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b8i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b8v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b8v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b9iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b9iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/b9v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/b9v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/a0i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/a0i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/a0iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/a0iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/a0iv.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/a0iv.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/a0v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/a0v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/a2i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/a2i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/a2v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/a2v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/a3iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/a3iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/a3v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/a3v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/a47iv.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/a47iv.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/a5iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/a5iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/a5v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/a5v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/a7iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/a7iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/a7v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/a7v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f02iv.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f02iv.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f0i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f0i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f0ii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f0ii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f0iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f0iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f0v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f0v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f2ii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f2ii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f2iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f2iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f2v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f2v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f5i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f5i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f5iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f5iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f5iv.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f5iv.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f5v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f5v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/wf5v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/wf5v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f6v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f6v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/rf6v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/rf6v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f8i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f8i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f8iv.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f8iv.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/f8v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/f8v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/wf8v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/wf8v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/rf8v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/rf8v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g0i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g0i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g0iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g0iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g0iv.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g0iv.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g0v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g0v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/wg0v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/wg0v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/rg0v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/rg0v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g2i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g2i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g2iv.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g2iv.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g2v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g2v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g5i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g5i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g5ii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g5ii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g5iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g5iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/wg5iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/wg5iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/rg5iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/rg5iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g5iv.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g5iv.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g5v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g5v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/wg5v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/wg5v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/rg5v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/rg5v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g8i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g8i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g8iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g8iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/wg8iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/wg8iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g8iv.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g8iv.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/g8v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/g8v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k01ii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k01ii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k0iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k0iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/wk0iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/wk0iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/rk0iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/rk0iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k0iv.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k0iv.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k0v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k0v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/rk0v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/rk0v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k1iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k1iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/wk1iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/wk1iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/rk1iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/rk1iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k1iv.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k1iv.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k2i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k2i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k2iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k2iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/wk2iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/wk2iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/rk2iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/rk2iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k2v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k2v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k34ii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k34ii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k3i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k3i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k3iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k3iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/wk3iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/wk3iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/rk3iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/rk3iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k3iv.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k3iv.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k3v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k3v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k4i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k4i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k4iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k4iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/wk4iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/wk4iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/rk4iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/rk4iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k4v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k4v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k5iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k5iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/rk5iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/rk5iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k5v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k5v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/k7v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/k7v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m0iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m0iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m0v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m0v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m1iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m1iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m1v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m1v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m2i.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m2i.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m2iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m2iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m2p5v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m2p5v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m2v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m2v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m3ii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m3ii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m3iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m3iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m3v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m3v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m4iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m4iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m4v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m4v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m5iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m5iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m5v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m5v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m6iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m6iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m6v.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m6v.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m7iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m7iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m8iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m8iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m9iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m9iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/PICKLES/m10iii.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/PICKLES/m10iii.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/WD/WDg191b2b.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/WD/WDg191b2b.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/WD/WDgd153.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/WD/WDgd153.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/WD/WDgd71.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/WD/WDgd71.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/WD/WDhz43.sed.ext' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/WD/WDhz43.sed.ext' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T3500G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T3500G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T3750G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T3750G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T4000G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T4000G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T4250G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T4250G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T4500G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T4500G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T4750G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T4750G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T5000G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T5000G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T5250G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T5250G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T5500G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T5500G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T5750G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T5750G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T6000G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T6000G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T6250G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T6250G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T6500G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T6500G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T6750G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T6750G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T7000G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T7000G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T7250G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T7250G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T7500G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T7500G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T7750G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T7750G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/LAGET/T8000G400.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/LAGET/T8000G400.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte05-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte05-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte06-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte06-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte07-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte07-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte08-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte08-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte08-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte08-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte09-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte09-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte09-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte09-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte10-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte10-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte10-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte10-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte11-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte11-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte12-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte12-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte12-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte12-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte13-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte13-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte13-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte13-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte14-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte14-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte14-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte14-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte15-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte15-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte15-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte15-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte16-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte16-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte16-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte16-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte17-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte17-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte17-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte17-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte18-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte18-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte18-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte18-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte19-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte19-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte19-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte19-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte20-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte20-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte20-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte20-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte21-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte21-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte22-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte22-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte22-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte22-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte23-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte23-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte23-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte23-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte24-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte24-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte24-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte24-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte25-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte25-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte25-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte25-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte26-4.5-0.0.AMES-cond.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte26-4.5-0.0.AMES-cond.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte26-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte26-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte27-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte27-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte28-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte28-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte29-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte29-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte30-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte30-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte32-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte32-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte31-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte31-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte33-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte33-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte34-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte34-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte35-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte35-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte36-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte36-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte37-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte37-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte38-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte38-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte39-4.5-0.0.AMES-dusty.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte39-4.5-0.0.AMES-dusty.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte22-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte22-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte23-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte23-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte24-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte24-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte25-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte25-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte26-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte26-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte27-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte27-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte28-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte28-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte29-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte29-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte30-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte30-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte31-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte31-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte32-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte32-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte33-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte33-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte34-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte34-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte35-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte35-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte36-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte36-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte37-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte37-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte38-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte38-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte39-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte39-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte40-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte40-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte42-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte42-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte44-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte44-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte46-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte46-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte48-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte48-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte50-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte50-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte52-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte52-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte54-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte54-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte56-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte56-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte58-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte58-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte60-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte60-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte62-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte62-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte64-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte64-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte66-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte66-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte68-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte68-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte70-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte70-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte72-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte72-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte74-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte74-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte76-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte76-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte78-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte78-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte80-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte80-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte82-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte82-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte84-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte84-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte86-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte86-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte88-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte88-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte90-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte90-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte92-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte92-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte94-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte94-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte96-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte96-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/STAR/BD/lte98-4.5-0.0.NextGen.7.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/STAR/BD/lte98-4.5-0.0.NextGen.7.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/COSMOS_MOD.list' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/COSMOS_MOD.list' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Ell1_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Ell1_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Ell2_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Ell2_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Ell3_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Ell3_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Ell4_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Ell4_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Ell5_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Ell5_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Ell6_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Ell6_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Ell7_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Ell7_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/S0_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/S0_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Sa_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Sa_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Sa_A_1.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Sa_A_1.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Sb_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Sb_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Sb_A_1.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Sb_A_1.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Sc_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Sc_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Sc_A_1.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Sc_A_1.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Sc_A_2.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Sc_A_2.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Sd_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Sd_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Sd_A_1.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Sd_A_1.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Sd_A_2.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Sd_A_2.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/Sdm_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/Sdm_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/SB0_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/SB0_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/SB1_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/SB1_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/SB2_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/SB2_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/SB3_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/SB3_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/SB4_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/SB4_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/SB5_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/SB5_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/SB6_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/SB6_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/SB7_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/SB7_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/SB8_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/SB8_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/SB9_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/SB9_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/SB10_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/SB10_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/COSMOS_SED/SB11_A_0.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/COSMOS_SED/SB11_A_0.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/AGN_MOD.list' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/AGN_MOD.list' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/CB1_0_LOIII4.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/CB1_0_LOIII4.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/S0_template_norm.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/S0_template_norm.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/Sb_template_norm.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/Sb_template_norm.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/Spi4_template_norm.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/Spi4_template_norm.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/M82_template_norm.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/M82_template_norm.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/I22491_template_norm.sed.save' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/I22491_template_norm.sed.save' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/Sey18_template_norm.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/Sey18_template_norm.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/Sey2_template_norm.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/Sey2_template_norm.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/S0_10_QSO2_90.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/S0_10_QSO2_90.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/S0_20_QSO2_80.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/S0_20_QSO2_80.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/S0_30_QSO2_70.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/S0_30_QSO2_70.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/S0_40_QSO2_60.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/S0_40_QSO2_60.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/S0_50_QSO2_50.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/S0_50_QSO2_50.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/S0_60_QSO2_40.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/S0_60_QSO2_40.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/S0_70_QSO2_30.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/S0_70_QSO2_30.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/S0_80_QSO2_20.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/S0_80_QSO2_20.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/S0_90_QSO2_10.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/S0_90_QSO2_10.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/Mrk231_template_norm.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/Mrk231_template_norm.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/I22491_90_TQSO1_10.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/I22491_90_TQSO1_10.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/I22491_80_TQSO1_20.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/I22491_80_TQSO1_20.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/I22491_70_TQSO1_30.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/I22491_70_TQSO1_30.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/I22491_60_TQSO1_40.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/I22491_60_TQSO1_40.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/I22491_50_TQSO1_50.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/I22491_50_TQSO1_50.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/I22491_40_TQSO1_60.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/I22491_40_TQSO1_60.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/pl_I22491_30_TQSO1_70.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/pl_I22491_30_TQSO1_70.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/pl_I22491_20_TQSO1_80.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/pl_I22491_20_TQSO1_80.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/pl_I22491_10_TQSO1_90.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/pl_I22491_10_TQSO1_90.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/pl_QSOH_template_norm.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/pl_QSOH_template_norm.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/pl_QSO_DR2_029_t0.spec' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/pl_QSO_DR2_029_t0.spec' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/QSO/SALVATO09/pl_TQSO1_template_norm.sed' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/QSO/SALVATO09/pl_TQSO1_template_norm.sed' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/BETHERMIN12/BETHERMIN12_MOD.list' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/BETHERMIN12/BETHERMIN12_MOD.list' to '/home/runner/.cache/lephare/data'.

Downloading file 'sed/GAL/BETHERMIN12/sed_z1_MS.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/sed/GAL/BETHERMIN12/sed_z1_MS.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'ext/SMC_prevot.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/ext/SMC_prevot.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'ext/SB_calzetti.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/ext/SB_calzetti.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'ext/SB_calzetti_bump1.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/ext/SB_calzetti_bump1.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'ext/SB_calzetti_bump2.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/ext/SB_calzetti_bump2.dat' to '/home/runner/.cache/lephare/data'.

Downloading file 'ext/MW_seaton.dat' from 'https://raw.githubusercontent.com/lephare-photoz/lephare-data/main/ext/MW_seaton.dat' to '/home/runner/.cache/lephare/data'.

421 completed.
All files downloaded successfully and are non-empty.

We use the inform stage to create the library of SEDs with various redshifts, extinction parameters, and reddening values. This typically takes ~3-4 minutes.

lephare_model = ri.estimation.algos.lephare.lephare_informer(
    training_data=traindata_io,
    name="lephare",
    nondetect_val=np.nan,
    hdf5_groupname="",
    # Use a sparse redshift grid to speed up the notebook
    zmin=0,
    zmax=3,
    nzbins=31,
    lephare_config=lephare_config,  # this is important if you want to modify your default setup with the parameter file
)

Inserting handle into data store.  input: None, lephare
rail_lephare is setting the Z_STEP config to 0.1,0.0,3.0 based on the informer params.
User defined LEPHAREDIR is set. Code runs depend on all required
auxiliary data being present at /home/runner/.cache/lephare/data.
User defined LEPHAREWORK is set. All intermediate files will be written to:
 /home/runner/.cache/lephare/runs/lephare
# NAME                        IDENT      Lbda_mean Lbeff(Vega)       FWHM     AB-cor    TG-cor      VEGA M_sun(AB)   CALIB      Lb_eff    Fac_corr
total_u.pb                    1             0.3717      0.3767      0.0446    0.6034   -0.2606  -20.8561    6.2709       0      0.3703      1.0000
total_g.pb                    2             0.4844      0.4746      0.1423   -0.0854   -0.2506  -20.7225    5.0868       0      0.4767      1.0000
total_r.pb                    3             0.6249      0.6162      0.1383    0.1515    0.2644  -21.5241    4.6488       0      0.6194      1.0000
total_i.pb                    4             0.7579      0.7517      0.1278    0.3729    0.5879  -22.1705    4.5353       0      0.7539      1.0000
total_z.pb                    5             0.8692      0.8670      0.1047    0.5178    0.7624  -22.6171    4.5165       0      0.8669      1.0000
total_y.pb                    6             0.9768      0.9732      0.0898    0.5512    0.7770  -22.9043    4.5084       0      0.9744      1.0000

#######################################
# It s translating SEDs to binary library #
# with the following options :
# Config file     :
# Library type     : STAR
# STAR_SED    :/home/runner/.cache/lephare/data/sed/STAR/STAR_MOD_ALL.list
# STAR_LIB    :LSST_STAR_BIN
# STAR_LIB doc:/home/runner/.cache/lephare/runs/lephare/lib_bin/LSST_STAR_BIN.doc
# STAR_FSCALE :0.0000
#######################################
Number of SED in the list 254
WRONG NUMBER OF ARGUMENTS FOR OPTION MOD_EXTINC
We have 2 instead of 8
Use default value 0,0 for all filters
#######################################
# It s computing the SYNTHETIC MAGNITUDES #
# For Gal/QSO libraries with these OPTIONS #
# with the following options :
# Config file     :
# Filter file     : filter_lsst
# Magnitude type     : AB
# COSMOLOGY   :70.0000,0.3000,0.7000
# STAR_LIB_IN    :/home/runner/.cache/lephare/runs/lephare/lib_bin/LSST_STAR_BIN(.doc & .bin)
# STAR_LIB_OUT   :/home/runner/.cache/lephare/runs/lephare/lib_mag/LSST_STAR_MAG(.doc & .bin)
# LIB_ASCII   YES
# CREATION_DATE Mon May  4 12:35:41 2026
#############################################

#######################################
# It s translating SEDs to binary library #
# with the following options :
# Config file     :
# Library type     : GAL
# GAL_SED    :/home/runner/.cache/lephare/data/sed/GAL/COSMOS_SED/COSMOS_MOD.list
# GAL_LIB    :LSST_GAL_BIN
# GAL_LIB doc:/home/runner/.cache/lephare/runs/lephare/lib_bin/LSST_GAL_BIN.doc
# GAL_LIB phys:/home/runner/.cache/lephare/runs/lephare/lib_bin/LSST_GAL_BIN.phys
# SEL_AGE    :none
# GAL_FSCALE :1.0000
# AGE_RANGE   0.0000 15000000000.0000
#######################################
Number of SED in the list 31
#######################################
# It s computing the SYNTHETIC MAGNITUDES #
# For Gal/QSO libraries with these OPTIONS #
# with the following options :
# Config file     :
# Filter file     : filter_lsst
# Magnitude type     : AB
# GAL_LIB_IN    :/home/runner/.cache/lephare/runs/lephare/lib_bin/LSST_GAL_BIN(.doc & .bin)
# GAL_LIB_OUT   :/home/runner/.cache/lephare/runs/lephare/lib_mag/LSST_GAL_MAG(.doc & .bin)
# Z_STEP   :0.1000 0.0000 3.0000
# COSMOLOGY   :70.0000,0.3000,0.7000
# EXTINC_LAW   :SMC_prevot.dat SB_calzetti.dat SB_calzetti_bump1.dat SB_calzetti_bump2.dat
# MOD_EXTINC   :18 26 26 33 26 33 26 33
# EB_V   :0.0000 0.0500 0.1000 0.1500 0.2000 0.2500 0.3000 0.3500 0.4000 0.5000
# EM_LINES   EMP_UV
# EM_DISPERSION   0.5000,0.7500,1.0000,1.5000,2.0000,
# LIB_ASCII   YES
# CREATION_DATE Mon May  4 12:35:41 2026
#############################################

#######################################
# It s translating SEDs to binary library #
# with the following options :
# Config file     :
# Library type     : QSO
# QSO_SED    :/home/runner/.cache/lephare/data/sed/QSO/SALVATO09/AGN_MOD.list
# QSO_LIB    :LSST_QSO_BIN
# QSO_LIB doc:/home/runner/.cache/lephare/runs/lephare/lib_bin/LSST_QSO_BIN.doc
# QSO_FSCALE :1.0000
#######################################
Number of SED in the list 30

#######################################
# It s computing the SYNTHETIC MAGNITUDES #
# For Gal/QSO libraries with these OPTIONS #
# with the following options :
# Config file     :
# Filter file     : filter_lsst
# Magnitude type     : AB
# QSO_LIB_IN    :/home/runner/.cache/lephare/runs/lephare/lib_bin/LSST_QSO_BIN(.doc & .bin)
# QSO_LIB_OUT   :/home/runner/.cache/lephare/runs/lephare/lib_mag/LSST_QSO_MAG(.doc & .bin)
# Z_STEP   :0.1000 0.0000 3.0000
# COSMOLOGY   :70.0000,0.3000,0.7000
# EXTINC_LAW   :SB_calzetti.dat
# MOD_EXTINC   :0 1000
# EB_V   :0.0000 0.1000 0.2000 0.3000 # LIB_ASCII   YES
# CREATION_DATE Mon May  4 12:38:10 2026
#############################################
Using user columns from input table assuming they are in the standard order.
Processing 70 objects with 6 bands
Offsets from auto-adapt: 0.0,0.0,0.0,0.0,0.0,0.0

#######################################
# PHOTOMETRIC REDSHIFT with OPTIONS   #
# Config file            :
# CAT_IN                 : bidon
# CAT_OUT                : zphot.out
# CAT_LINES              : 0 1000000000
# PARA_OUT               : /home/runner/.cache/lephare/data/examples/output.para
# INP_TYPE               : M
# CAT_FMT[0:MEME 1:MMEE] : 0
# CAT_MAG                : AB
# ZPHOTLIB               : LSST_STAR_MAG LSST_GAL_MAG LSST_QSO_MAG
# FIR_LIB                :
# FIR_LMIN               : 7.000000
# FIR_CONT               : -1.000000
# FIR_SCALE              : -1.000000
# FIR_FREESCALE          : YES
# FIR_SUBSTELLAR         : NO
# ERR_SCALE              : 0.020000 0.020000 0.020000 0.020000 0.020000 0.020000
# ERR_FACTOR             : 1.500000
# GLB_CONTEXT            : 63
# FORB_CONTEXT           : -1
# DZ_WIN                 : 1.000000
# MIN_THRES              : 0.020000
# MAG_ABS                : -24.000000 -5.000000
# MAG_ABS_AGN            : -30.000000 -10.000000
# MAG_REF                : 3
# NZ_PRIOR               : -1 -1
# Z_INTERP               : YES
# Z_METHOD               : BEST
# MABS_METHOD            : 1
# MABS_CONTEXT           : 63
# MABS_REF               : 1
# AUTO_ADAPT             : NO
# ADAPT_BAND             : 5
# ADAPT_LIM              : 1.500000 23.000000
# ADAPT_ZBIN             : 0.010000 6.000000
# ZFIX                   : NO
# SPEC_OUT               : NO
# CHI_OUT                : NO
# PDZ_OUT                : test
#######################################
Reading input librairies ...
Read lib
Number of keywords to be read in the doc: 13
Number of keywords read at the command line (excluding -c config): 0
Reading keywords from /home/runner/.cache/lephare/runs/lephare/lib_mag/LSST_QSO_MAG.doc
Number of keywords read in the config file: 16
Keyword NUMBER_ROWS not provided
Keyword NUMBER_SED not provided
Keyword Z_FORM not provided
Reading library: /home/runner/.cache/lephare/runs/lephare/lib_mag/LSST_QSO_MAG.bin
 Done with the library reading with 3720 SED read.
Number of keywords to be read in the doc: 13
Number of keywords read at the command line (excluding -c config): 0
Reading keywords from /home/runner/.cache/lephare/runs/lephare/lib_mag/LSST_GAL_MAG.doc
Number of keywords read in the config file: 16
Keyword NUMBER_ROWS not provided
Keyword NUMBER_SED not provided
Keyword Z_FORM not provided
Reading library: /home/runner/.cache/lephare/runs/lephare/lib_mag/LSST_GAL_MAG.bin
 Done with the library reading with 46190 SED read.
Number of keywords to be read in the doc: 13
Number of keywords read at the command line (excluding -c config): 0
Reading keywords from /home/runner/.cache/lephare/runs/lephare/lib_mag/LSST_STAR_MAG.doc
Number of keywords read in the config file: 16
Keyword NUMBER_ROWS not provided
Keyword NUMBER_SED not provided
Keyword Z_FORM not provided
Reading library: /home/runner/.cache/lephare/runs/lephare/lib_mag/LSST_STAR_MAG.bin
 Done with the library reading with 46444 SED read.
Read lib out
Read filt
# NAME                        IDENT      Lbda_mean Lbeff(Vega)       FWHM     AB-cor      VEGA   CALIB    Fac_corr
total_u.pb                    1             0.3717      0.3767      0.0446    0.6034  -20.8600       0      1.0000
total_g.pb                    2             0.4844      0.4746      0.1423   -0.0854  -20.7200       0      1.0000
total_r.pb                    3             0.6249      0.6162      0.1383    0.1515  -21.5200       0      1.0000
total_i.pb                    4             0.7579      0.7517      0.1278    0.3729  -22.1700       0      1.0000
total_z.pb                    5             0.8692      0.8670      0.1047    0.5178  -22.6200       0      1.0000
total_y.pb                    6             0.9768      0.9732      0.0898    0.5512  -22.9000       0      1.0000
Inserting handle into data store.  model_lephare: inprogress_model_lephare.pkl, lephare

Now we take the sythetic test data, and find the best fits from the library. This results in a PDF, zmode, and zmean for each input test data. Takes ~2 minutes to run on 1500 inputs.

lephare_estimated = ri.estimation.algos.lephare.lephare_estimator(
    input_data=testdata_io,
    nondetect_val=np.nan,
    model=lephare_model["model"],
    hdf5_groupname="",
    aliases=dict(input="test_data", output="lephare_estim"),
)

Inserting handle into data store.  test_data: None, LephareEstimator
Inserting handle into data store.  model: {'lephare_version': '0.3.1', 'lephare_config': {'ADAPT_BAND': '5', 'ADAPT_CONTEXT': '-1', 'ADAPT_LIM': '1.5,23.0', 'ADAPT_MODBIN': '1,1000', 'ADAPT_ZBIN': '0.01,6', 'ADDITIONAL_MAG': 'none', 'ADD_DUSTEM': 'NO', 'ADD_EMLINES': '0,10000', 'AGE_RANGE': '0.,15.e9', 'AUTO_ADAPT': 'NO', 'CAT_FMT': 'MEME', 'CAT_IN': 'bidon', 'CAT_LINES': '0,1000000000', 'CAT_MAG': 'AB', 'CAT_OUT': 'zphot.out', 'CAT_TYPE': 'LONG', 'CHI2_OUT': 'NO', 'COSMOLOGY': '70,0.3,0.7', 'DZ_WIN': '1.0', 'EBV_RANGE': '0,9', 'EB_V': '0.,0.05,0.1,0.15,0.2,0.25,0.3,0.35,0.4,0.5', 'EM_DISPERSION': '0.5,0.75,1.,1.5,2.', 'EM_LINES': 'EMP_UV', 'ERR_FACTOR': '1.5', 'ERR_SCALE': '0.02,0.02,0.02,0.02,0.02,0.02', 'EXTERNALZ_FILE': 'NONE', 'EXTINC_LAW': 'SMC_prevot.dat,SB_calzetti.dat,SB_calzetti_bump1.dat,SB_calzetti_bump2.dat', 'FILTER_CALIB': '0,0,0,0,0,0', 'FILTER_FILE': 'filter_lsst', 'FILTER_LIST': 'lsst/total_u.pb,lsst/total_g.pb,lsst/total_r.pb,lsst/total_i.pb,lsst/total_z.pb,lsst/total_y.pb', 'FILTER_REP': '/home/runner/.cache/lephare/data/filt', 'FIR_CONT': '-1', 'FIR_FREESCALE': 'YES', 'FIR_LIB': 'NONE', 'FIR_LMIN': '7.0', 'FIR_SCALE': '-1', 'FIR_SUBSTELLAR': 'NO', 'FORB_CONTEXT': '-1', 'GAL_FSCALE': '1.', 'GAL_LIB': 'LSST_GAL_BIN', 'GAL_LIB_IN': 'LSST_GAL_BIN', 'GAL_LIB_OUT': 'LSST_GAL_MAG', 'GAL_SED': 'sed/GAL/COSMOS_SED/COSMOS_MOD.list', 'GLB_CONTEXT': '63', 'INP_TYPE': 'M', 'LIB_ASCII': 'NO', 'LIMITS_MAPP_CUT': '90', 'LIMITS_MAPP_REF': '1', 'LIMITS_MAPP_SEL': '1', 'LIMITS_ZBIN': '0,99', 'MABS_CONTEXT': '63', 'MABS_FILT': '1,2,3,4', 'MABS_METHOD': '1', 'MABS_REF': '1', 'MABS_ZBIN': '0,0.5,2,4,6', 'MAGTYPE': 'AB', 'MAG_ABS': '-24,-5', 'MAG_ABS_QSO': '-30,-10', 'MAG_REF': '3', 'MIN_THRES': '0.02', 'MOD_EXTINC': '0,0', 'PARA_OUT': '/home/runner/.cache/lephare/data/examples/output.para', 'PDZ_OUT': 'test', 'PDZ_TYPE': 'BAY_ZG', 'QSO_FSCALE': '1.', 'QSO_LIB': 'LSST_QSO_BIN', 'QSO_LIB_IN': 'LSST_QSO_BIN', 'QSO_LIB_OUT': 'LSST_QSO_MAG', 'QSO_SED': 'sed/QSO/SALVATO09/AGN_MOD.list', 'RF_COLORS': '32,4,4,13', 'RM_DISCREPANT_BD': '500', 'SPEC_OUT': 'NO', 'STAR_FSCALE': '3.432E-09', 'STAR_LIB': 'LSST_STAR_BIN', 'STAR_LIB_IN': 'LSST_STAR_BIN', 'STAR_LIB_OUT': 'LSST_STAR_MAG', 'STAR_SED': 'sed/STAR/STAR_MOD_ALL.list', 'TRANS_TYPE': '1', 'VERBOSE': 'NO', 'ZFIX': 'NO', 'ZGRID_TYPE': '0', 'ZPHOTLIB': 'LSST_STAR_MAG,LSST_GAL_MAG,LSST_QSO_MAG', 'Z_INTERP': 'YES', 'Z_METHOD': 'BEST', 'Z_RANGE': '0.,99.99', 'Z_STEP': '0.1,0.0,3.0'}, 'offsets': [0.0, 0.0, 0.0, 0.0, 0.0, 0.0], 'run_dir': '/home/runner/.cache/lephare/runs/lephare', 'star_config': {'LIB_ASCII': 'YES'}, 'gal_config': {'LIB_ASCII': 'YES', 'MOD_EXTINC': '18,26,26,33,26,33,26,33', 'EXTINC_LAW': 'SMC_prevot.dat,SB_calzetti.dat,SB_calzetti_bump1.dat,SB_calzetti_bump2.dat', 'EM_LINES': 'EMP_UV', 'EM_DISPERSION': '0.5,0.75,1.,1.5,2.'}, 'qso_config': {'LIB_ASCII': 'YES', 'MOD_EXTINC': '0,1000', 'EB_V': '0.,0.1,0.2,0.3', 'EXTINC_LAW': 'SB_calzetti.dat'}}, LephareEstimator
User defined LEPHAREDIR is set. Code runs depend on all required
auxiliary data being present at /home/runner/.cache/lephare/data.
User defined LEPHAREWORK is set. All intermediate files will be written to:
 /home/runner/.cache/lephare/runs/lephare
Process 0 running estimator on chunk 0 - 1,500
Using user columns from input table assuming they are in the standard order.
Processing 1500 objects with 6 bands
#######################################
# PHOTOMETRIC REDSHIFT with OPTIONS   #
# Config file            :
# CAT_IN                 : bidon
# CAT_OUT                : zphot.out
# CAT_LINES              : 0 1000000000
# PARA_OUT               : /home/runner/.cache/lephare/data/examples/output.para
# INP_TYPE               : M
# CAT_FMT[0:MEME 1:MMEE] : 0
# CAT_MAG                : AB
# ZPHOTLIB               : LSST_STAR_MAG LSST_GAL_MAG LSST_QSO_MAG
# FIR_LIB                :
# FIR_LMIN               : 7.000000
# FIR_CONT               : -1.000000
# FIR_SCALE              : -1.000000
# FIR_FREESCALE          : YES
# FIR_SUBSTELLAR         : NO
# ERR_SCALE              : 0.020000 0.020000 0.020000 0.020000 0.020000 0.020000
# ERR_FACTOR             : 1.500000
# GLB_CONTEXT            : 63
# FORB_CONTEXT           : -1
# DZ_WIN                 : 1.000000
# MIN_THRES              : 0.020000
# MAG_ABS                : -24.000000 -5.000000
# MAG_ABS_AGN            : -30.000000 -10.000000
# MAG_REF                : 3
# NZ_PRIOR               : -1 -1
# Z_INTERP               : YES
# Z_METHOD               : BEST
# MABS_METHOD            : 1
# MABS_CONTEXT           : 63
# MABS_REF               : 1
# AUTO_ADAPT             : NO
# ADAPT_BAND             : 5
# ADAPT_LIM              : 1.500000 23.000000
# ADAPT_ZBIN             : 0.010000 6.000000
# ZFIX                   : NO
# SPEC_OUT               : NO
# CHI_OUT                : NO
# PDZ_OUT                : test
#######################################
Reading input librairies ...
Read lib
Number of keywords to be read in the doc: 13
Number of keywords read at the command line (excluding -c config): 0
Reading keywords from /home/runner/.cache/lephare/runs/lephare/lib_mag/LSST_QSO_MAG.doc
Number of keywords read in the config file: 16
Keyword NUMBER_ROWS not provided
Keyword NUMBER_SED not provided
Keyword Z_FORM not provided
Reading library: /home/runner/.cache/lephare/runs/lephare/lib_mag/LSST_QSO_MAG.bin
 Done with the library reading with 3720 SED read.
Number of keywords to be read in the doc: 13
Number of keywords read at the command line (excluding -c config): 0
Reading keywords from /home/runner/.cache/lephare/runs/lephare/lib_mag/LSST_GAL_MAG.doc
Number of keywords read in the config file: 16
Keyword NUMBER_ROWS not provided
Keyword NUMBER_SED not provided
Keyword Z_FORM not provided
Reading library: /home/runner/.cache/lephare/runs/lephare/lib_mag/LSST_GAL_MAG.bin
 Done with the library reading with 46190 SED read.
Number of keywords to be read in the doc: 13
Number of keywords read at the command line (excluding -c config): 0
Reading keywords from /home/runner/.cache/lephare/runs/lephare/lib_mag/LSST_STAR_MAG.doc
Number of keywords read in the config file: 16
Keyword NUMBER_ROWS not provided
Keyword NUMBER_SED not provided
Keyword Z_FORM not provided
Reading library: /home/runner/.cache/lephare/runs/lephare/lib_mag/LSST_STAR_MAG.bin
 Done with the library reading with 46444 SED read.
Read lib out
Read filt
# NAME                        IDENT      Lbda_mean Lbeff(Vega)       FWHM     AB-cor      VEGA   CALIB    Fac_corr
total_u.pb                    1             0.3717      0.3767      0.0446    0.6034  -20.8600       0      1.0000
total_g.pb                    2             0.4844      0.4746      0.1423   -0.0854  -20.7200       0      1.0000
total_r.pb                    3             0.6249      0.6162      0.1383    0.1515  -21.5200       0      1.0000
total_i.pb                    4             0.7579      0.7517      0.1278    0.3729  -22.1700       0      1.0000
total_z.pb                    5             0.8692      0.8670      0.1047    0.5178  -22.6200       0      1.0000
total_y.pb                    6             0.9768      0.9732      0.0898    0.5512  -22.9000       0      1.0000
AUTO_ADAPT is set to YES. Computing offsets.

# Offsets added to the modeled magnitudes (or substracted to the observed): 0.0,0.0,0.0,0.0,0.0,0.0

Source 113 // Band 0 removed to improve the chi2, with old and new chi2 1703.4709 470.1358

Source 425 // Band 5 removed to improve the chi2, with old and new chi2 1233.4076 0.0679
Source 449 // Band 0 removed to improve the chi2, with old and new chi2 1769.2671 535.9139
Source 449 // Band 1 removed to improve the chi2, with old and new chi2 1769.2671 233.6168
Source 492 // Band 1 removed to improve the chi2, with old and new chi2 3289.6386 2056.3348
Source 492 // Band 0 removed to improve the chi2, with old and new chi2 3289.6386 823.0952
Source 789 // Band 5 removed to improve the chi2, with old and new chi2 1213.6508 1.7374
Source 898 // Band 1 removed to improve the chi2, with old and new chi2 2183.3132 1054.9139
Source 898 // Band 0 removed to improve the chi2, with old and new chi2 2183.3132 0.1129
Source 1140 // Band 5 removed to improve the chi2, with old and new chi2 703.2486 0.8348
Source 1160 // Band 1 removed to improve the chi2, with old and new chi2 2674.1035 1441.1565
Source 1160 // Band 0 removed to improve the chi2, with old and new chi2 2674.1035 208.4284
Source 1251 // Band 2 removed to improve the chi2, with old and new chi2 3699.9778 2466.6408
Source 1251 // Band 1 removed to improve the chi2, with old and new chi2 3699.9778 1233.3110
Source 1302 // Band 5 removed to improve the chi2, with old and new chi2 1236.4875 3.1952
Source 1427 // Band 5 removed to improve the chi2, with old and new chi2 1151.7123 0.0671
Source 1451 // Band 5 removed to improve the chi2, with old and new chi2 1227.1517 0.0367
Inserting handle into data store.  lephare_estim: inprogress_lephare_estim.hdf5, LephareEstimator

An example lephare PDF and comparison to the true value

indx = 0
zgrid = np.linspace(0, 3, 31)
plt.plot(
    zgrid,
    np.squeeze(lephare_estimated["output"][indx].pdf(zgrid)),
    label="Estimated PDF",
)
plt.axvline(x=testdata_io["redshift"][indx], color="r", label="True redshift")
plt.legend()
plt.xlabel("z")
plt.show()

More example fits

indxs = [8, 16, 32, 64, 128, 256, 512, 1024]
zgrid = np.linspace(0, 3, 31)
fig, axs = plt.subplots(2, 4, figsize=(20, 6))
for i, indx in enumerate(indxs):
    ax = axs[i // 4, i % 4]
    ax.plot(
        zgrid,
        np.squeeze(lephare_estimated["output"][indx].pdf(zgrid)),
        label="Estimated PDF",
    )
    ax.axvline(x=testdata_io["redshift"][indx], color="r", label="True redshift")
    ax.set_xlabel("z")

Histogram of the absolute difference between lephare estimate and true redshift

estimate_diff_from_truth = np.abs(
    lephare_estimated["output"].ancil["zmode"] - testdata_io["redshift"]
)

plt.figure()
plt.hist(estimate_diff_from_truth, 100)
plt.xlabel("abs(z_estimated - z_true)")
plt.show()

Let’s compare the estimated median redshift vs. the true redshift in a scatter plot.

truez = testdata_io["redshift"]

plt.figure(figsize=(8, 8))
plt.scatter(truez, lephare_estimated["output"].median(), s=3)
plt.plot([-1, 3], [-1, 3], "k--")
plt.xlim([-0.1, 3])
plt.ylim([-0.1, 3])

plt.xlabel("redshift", fontsize=12)
plt.ylabel("z mode", fontsize=12)

Text(0, 0.5, 'z mode')