feat: experimental data calibration pipeline with ROOT I/O

- Fix chi2 calculation bug in calibration.py (remove incorrect
  coeffs[::-1] reversal in np.polyval)
- Fix broken beta_spectrum/cli.py (remove orphaned detector response
  add_argument calls and unused imports)
- Add ExpSpectrum.apply_calibration() and EnergyCalibrator.from_am241_spectrum()
- Add LivetimeDetermination class for pulser-based livetime
- Add SpectrumPipeline orchestration (read→subtract→calibrate→livetime→validate)
- Add ROOT I/O with PyROOT primary + uproot fallback
- Add bs_exp CLI with process, livetime, export subcommands
- Add exp_calibration notebook with pre-calibration visualization
- Add comprehensive tests (73 passing)
- Add bs_exp console script and [root] extra to pyproject.toml
- Remove obsolete detector_response module and unused notebooks
This commit is contained in:
2026-05-21 16:01:25 +03:00
parent caa4a77ebd
commit 5c2b12c0e6
27 changed files with 3065 additions and 773 deletions
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"""Unit tests for ROOT I/O (skip if no ROOT library available)."""
from __future__ import annotations
import numpy as np
import pytest
from exp_data.spectrum import ExpSpectrum
def _has_root_io():
"""Check if any ROOT I/O library is available."""
try:
import ROOT # noqa: F401
return True
except ImportError:
pass
try:
import uproot # noqa: F401
return True
except ImportError:
return False
@pytest.fixture
def sample_spectrum():
"""Create a sample ExpSpectrum for testing."""
return ExpSpectrum(
energies=np.arange(100, dtype=np.float64),
counts=np.random.poisson(10, 100).astype(np.float64),
source="Tc99",
run_id="test_run",
dead_time=0.05,
live_time=3420.0,
date="2025-01-15",
metadata={
"calibration": {"type": "linear", "coefficients": [0.1, 0.4]},
"livetime": {"fraction": 0.95},
},
)
@pytest.mark.skipif(
not _has_root_io(),
reason="Neither PyROOT nor uproot available",
)
class TestRootIOWriteRead:
def test_round_trip(self, sample_spectrum, tmp_path):
"""Test write and read round-trip."""
from exp_data.root_io import write_spectrum, read_spectrum
root_path = tmp_path / "test.root"
write_spectrum(str(root_path), sample_spectrum)
read_back = read_spectrum(str(root_path))
np.testing.assert_array_equal(read_back.energies, sample_spectrum.energies)
np.testing.assert_array_equal(read_back.counts, sample_spectrum.counts)
def test_scalar_fields(self, sample_spectrum, tmp_path):
"""Test that scalar fields survive round-trip."""
from exp_data.root_io import write_spectrum, read_spectrum
root_path = tmp_path / "test.root"
write_spectrum(str(root_path), sample_spectrum)
read_back = read_spectrum(str(root_path))
assert read_back.dead_time == sample_spectrum.dead_time
assert read_back.source == sample_spectrum.source
assert read_back.run_id == sample_spectrum.run_id
def test_metadata(self, sample_spectrum, tmp_path):
"""Test that metadata survives round-trip."""
from exp_data.root_io import write_spectrum, read_spectrum
root_path = tmp_path / "test.root"
write_spectrum(str(root_path), sample_spectrum)
read_back = read_spectrum(str(root_path))
assert "calibration" in read_back.metadata
assert read_back.metadata["calibration"]["type"] == "linear"
assert read_back.metadata["livetime"]["fraction"] == 0.95