Tabnetics Synthetic Worlds & Population Sidecars
Consolidated catalog for tabnetics world bundles + per-world population sidecars.
Paired with:
klokedm/tabnetics-fsready— FS-ready episode shards (per-episode supervision)klokedm/tabnetics-synt-ground-truth— world introspection (per-world generative-process metadata)
The data here supplies the clean population truth that the trainer uses as
supervision for its population-reconstruction auxiliaries
(population_reconstruction_targets, population_class_reconstruction_targets).
Repository layout
catalog_manifest.json Top-level v3 manifest
slices/
expanded_126/
population/train/w1024/ (added 2026-05-24)
stats/world=<world_id>/population_stats.npz
class_moments/world=<world_id>/population_class_moments.npz
population/train/w2048/ (scheduled by bsc-run/w2048_backfill_guard.sh)
worlds/train/lab{01,03}/synthetic/<archetype>/<world_id>/ (added 2026-05-24, all widths)
gap/
population/train/w1024/
stats/world=<world_id>/population_stats.npz
class_moments/world=<world_id>/population_class_moments.npz
population/validation/w1024/
stats/, class_moments/
baseline/ migration_pending — via tabnetics-synt-full-v2
unseen_validation/ planned
What each file contains
population_stats.npz
tabnetics_world_population_stats_v1 schema. Computed from clean row banks
(no corruption). Used as target for the population_reconstruction_targets
loss.
| Array | Dtype / shape |
|---|---|
marginal_stats |
float32 [F, 5] (mean, std, skew, kurt, median) |
class_stats |
float32 [H, F, 5] (fisher_log, mean_diff, std_diff, skew_diff, kurt_diff) |
marginal_channels, class_conditional_channels |
str channel names |
world_id, archetype_id, width_bucket, row_bank_rows, feature_count, feature_ids, head_ids, head_class_counts, schema_version |
scalars / arrays |
population_class_moments.npz
tabnetics_world_population_class_moments_v1 schema. Used as target for
population_class_reconstruction_targets.
| Array | Dtype / shape |
|---|---|
marginal_moments |
float32 [F, 5] |
marginal_quantiles |
float32 [F, 10] |
class_moments |
float32 [H, K, F, 5] |
class_quantiles |
float32 [H, K, F, 10] |
class_mean_rank |
float32 [H, K, F] |
class_n, class_present |
int64 [H, K] / bool [H, K] |
quantile_probabilities |
float32 [10] |
slices/expanded_126/worlds/train/lab{01,03}/synthetic/<archetype>/<world_id>/
The clean row-bank world bundles (metadata.json, parquet row banks, head
definitions). 1920 files / 13.9 GB across both labs and all widths.
Coverage matrix (w1024 closed 2026-05-24; w2048 scheduled)
| Slice | worlds | files | bytes | availability |
|---|---|---|---|---|
expanded_126:population_stats:train:w1024 |
48 | 97 | ~35 MB | available (added 2026-05-24) |
expanded_126:population_class_moments:train:w1024 |
48 | 97 | ~2.5 GB | available (added 2026-05-24) |
expanded_126:worlds:train:w1024-w8192 |
192 | 1920 | 13.9 GB | available (added 2026-05-24) |
expanded_126:population_stats:train:w2048 |
(192 expected) | TBD | TBD | scheduled by bsc-run/w2048_backfill_guard.sh |
expanded_126:population_class_moments:train:w2048 |
(192 expected) | TBD | TBD | scheduled |
expanded_126:worlds:validation:w1024-w8192 |
— | — | — | planned (no expanded_126 validation episodes yet) |
gap:population_stats:train:w1024 |
30 | 63 | ~12.5 MB | available (consolidated 2026-05-10) |
gap:population_class_moments:train:w1024 |
30 | 62 | ~0.7 GB | available |
gap:population_stats:validation:w1024 |
30 | 63 | ~12.5 MB | available |
gap:population_class_moments:validation:w1024 |
30 | 62 | ~0.7 GB | available |
baseline:fsready:train:w1024:quota, baseline:episodes:train:w1024, baseline:worlds:all:w1024-w8192 |
— | — | — | migration_pending (use tabnetics-synt-full-v2) |
baseline_v1:worlds:all:w1024-w8192 |
— | — | — | source_pending |
License
Apache-2.0.
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