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BEvAn — COSI activation simulations
MEGAlib simulation files backing cosi-betadecay/BEvAn,
a physics-based likelihood classifier that tags each simulated COSI event as a
β⁺ / positron-annihilation signal (back-to-back 511 keV photons) or background
from its Compton kinematics.
All events come from a cosima activation simulation (BeamType Activation,
DecayMode ActivationBuildup): cosmic-ray protons irradiate the instrument, the
activated isotopes decay, and the β⁺ emitters among them produce the 511 keV
annihilation signal the classifier is trained to find. The three-step cosima
source files that generate this are in the GitHub repo under
data/cosima/
and are not duplicated here. Produced with MEGAlib 4.00.00.
Datasets
One folder per detector geometry. The geometries ship with MEGAlib under
$MEGALIB/resource/examples/geomega/:
| Folder | Geometry (.geo.setup) |
Size |
|---|---|---|
SPILike/ |
special/SPILike |
382 MB |
NCT/ |
special/Simple_Ge_NCT_try1_040721 |
848 MB |
Max/ |
special/Max |
1.2 GB |
GeACT/ |
special/GeACT |
3.8 GB |
COSIBalloon_9det/ |
cosiballoon/COSIBalloon.9Detector |
1.0 GB |
COSIBalloon_10det/ |
cosiballoon/COSIBalloon.10Detector |
980 MB |
COSIBalloon_12det/ |
cosiballoon/COSIBalloon.12Detector |
1.1 GB |
Files in each folder
For a dataset {name}:
| File | What it is |
|---|---|
{name}.sim |
Concatenation file written by mcosima — it holds no events. It is a short header plus IN {name}.incN.id1.sim.gz lines pointing at the chunks below. This is the path you pass to the pipeline; MEGAlib follows the pointers. |
{name}.incN.id1.sim.gz |
The actual simulated events, one chunk per parallel mcosima thread (N = 1…4). Required — {name}.sim is useless without them. |
{name}.tra |
Compton-reconstructed events (revan output) for {name}.sim. |
{name}_P1.*, {name}_P2.* |
Two dedicated prior simulations against the same geometry, each a full .sim (+ .tra) set of its own. Their ANNI-labeled events, counted per hit-multiplicity bucket, form the classifier's class priors. The training split is never used for the prior, which is why these are separate runs. Passed via --prior-sim. _P1 files are self-contained .sim files from an earlier run; _P2 files use the same mcosima concatenation layout as above. |
The COSIBalloon_* folders additionally carry a crossections/ directory —
MEGAlib-generated cross-section tables. They are regenerated on demand by
MEGAlib and are included only so the folders are a byte-exact mirror.
Results
results/ holds the outputs of the ablation study over the datasets above —
a mirror of ablations/results/ in the GitHub repo (which remains the source of
truth; these are generated files, published here so the figures and numbers are
citable alongside the inputs they came from). 25 MB total.
One folder per run, named by timestamp:
| Run | Contents |
|---|---|
2026-07-14_09-33-32/ |
includes a no_calibration ablation, since removed |
2026-07-15_00-45-23/ |
|
2026-07-15_05-06-29/ |
most recent; adds deployment and label_window |
Each run folder has:
tables/— one CSV per ablation (factor_contributions,learned_weights,no_ckd_order,gt_tolerance/label_window, …) plus asummary.csv.deployment.csvis the champion deployed per dataset at the dedicated-prior operating point.figures/— one PNG per ablation at the top level, plus a per-dataset subfolder (SPILike/,NCT/,Max/,GeACT/,COSIBalloon_*/) of the per-run plots for that geometry.
Regenerate with python ablations/main.py from the GitHub repo.
Download
hf download aryaraeesi/BEvAn-data --repo-type dataset --local-dir data/
Note this pulls results/ into data/ too. For just the simulation inputs, or
a single dataset (remember to take its .inc* chunks along with the .sim):
hf download aryaraeesi/BEvAn-data --repo-type dataset \
--include "SPILike/*" --local-dir data/
Or just the results, without the multi-GB simulations:
hf download aryaraeesi/BEvAn-data --repo-type dataset \
--include "results/*" --local-dir .
Gotcha: the geometry path is absolute
The Geometry line inside every .sim header is an absolute path from the
machine that ran the simulation (/home/arya/Documents/megalib/...). MEGAlib
will not find the geometry on your machine unless you either point that line at
your own $MEGALIB checkout or pass the geometry explicitly — which is what the
BEvAn entry scripts do via --geo-file:
python src/BEvAn/analysis.py \
--geo-file $MEGALIB/resource/examples/geomega/special/SPILike.geo.setup \
--sim-file data/SPILike/SPILike.sim \
--tra-file data/SPILike/SPILike.tra \
--prior-sim data/SPILike/SPILike_P1.sim data/SPILike/SPILike_P2.sim
License
Apache-2.0, matching the BEvAn repository.
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