Datasets:
Search is not available for this dataset
particle listlengths 0 320 | particle_extra listlengths 0 320 | pi0 listlengths 0 12 | pi0_extra listlengths 0 16 |
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End of preview. Expand in Data Studio
Truth for oracle-dataset-v1
The truth and the detector conditions behind
DeepLearnPhysics/oracle-dataset-v1.
It is for evaluating submissions. Never give it to an agent being evaluated.
Files
| path | contents |
|---|---|
truth/{test,train,val}/truth_*.h5 |
one file per observable file; row i is event i of that file |
conditions/*.json |
the detector constants each file was built with |
file_mapping.json |
observable file name → its truth and conditions files |
reference/ |
a reference submission and the report card it scores |
The observable files are named obs_0000 to obs_0011; truth and conditions
keep their production names. file_mapping.json connects them:
| observable | truth and conditions |
|---|---|
obs_0000 |
test_0000 |
obs_0001 … obs_0010 |
train_0000 … train_0009 |
obs_0011 |
val_0000 |
Truth file
| dataset | reshape | columns |
|---|---|---|
particle |
(M, 8) int32 |
obs_index, orig_index, pid, semantic, start_x, start_y, start_z, src_group_id |
particle_extra |
(M, 8) float32 |
mass_MeV, px, py, pz (GeV), E_true_MeV, E_dep_MeV, q_in_electrons, start_t_ns |
pi0 |
(K, 3) int32 |
obs_index_a, obs_index_b, parent_track_id |
pi0_extra |
(K, 4) float32 |
m_true_MeV, E1_MeV, E2_MeV, opening_angle_deg |
obs_index is the particle's row in the observable file's particle table, or
−1 if it left no voxels above threshold. A submission's
(file, event, particle index) matches a truth row through
file_mapping.json, then event row i, then obs_index.
pi0 lists every π⁰ whose two photons are both visible: 546,935 in total. Every
pair reconstructs to 134.977 MeV from its stored momenta.
Conditions
Each JSON gives lifetime_ms, D_T_cm2_per_s, D_L_cm2_per_s,
electrons_per_adc, adc_bits, threshold_electrons, drift_velocity_cm_per_us,
W_ion_eV, recomb_alpha, recomb_beta, the source shard it came from, and
production statistics. All twelve files share one set of constants.
The data records positions but no times, so the drift velocity is not measurable from it. Lifetime and diffusion are constrained only as λ = v·τ and D/v.
Scoring
The scorer is Challenge Evaluation/score.py in the Genesis-Mission-ORACLE
repository. It expects this repository's contents under a private/ folder:
hf download DeepLearnPhysics/oracle-dataset-v1-truth --repo-type dataset --local-dir X/private
python score.py --submission <dir> --dataset X # run on all twelve files
python score.py --submission <dir> --dataset X --files obs_0000 # run on one file
Reference submission
reference/ holds the outputs (no code) of a deliberately simple pipeline that
uses no truth, run over all twelve files, and report.json, the card it
scores. Scoring it should reproduce that card exactly, which confirms the setup:
efficiency 1.000, purity 0.417, true-pair peak 120.69 ± 1.18 MeV, width
24.94 MeV, pull −349.6. It is a setup check, not a target.
Source
Derived from PILArNet-M
(branch v3_extra, Apache-2.0).
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