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Tabnetics Synthetic Worlds Full V2

This README describes the tabnetics-synt-full-v2 synthetic-world catalog as an all-in trainer source-of-truth repo (klokedm/tabnetics-synt-full-v2) and, where mirrored, as a versioned slice in klokedm/tabnetics-synthetic-worlds.

Catalog Identity

  • Catalog key: full-v2
  • Catalog name: tabnetics-synt-full-v2
  • Canonical slice id: baseline:worlds:all:w1024-w8192
  • Consolidated storage path: slices/baseline_v2/worlds/all/w1024-w8192
  • All-in trainer repo: klokedm/tabnetics-synt-full-v2
  • Training contract artifact: catalog/training_contracts/synthetic_v2_training_contract.json
  • Availability: migration_pending
  • Role: Current pre-#126 baseline synthetic-world catalog used by existing HDLSS episode and FS-ready bundles.

Shape

  • Worlds: 120
  • Archetypes: 10
  • Width buckets: 1024, 2048, 4096, 8192
  • Seeds per archetype/width: 0, 1, 2
  • Task heads per world: 20
  • Total task heads: 2400

Consolidated Layout

The catalog is published under the lifecycle-stage repository tabnetics-synthetic-worlds, not as a standalone dated repo. Each world remains a structured directory under the slice path with clean row banks, metadata, generator state, labels, feature stats, and ground truth.

Expected root-level files for the staged slice:

  • README.md
  • manifest.json
  • catalog_version.json
  • ground_truth_index.json
  • holdout_gates.json
  • training_contract.json in packaged consolidated repos
  • selectors/{all,train,validation}/all.json
  • teacher_meta_features.parquet and teacher_meta_features_summary.json
  • sidecars/population_stats/... and sidecars/population_class_moments/...
  • synthetic/<archetype>/<world_id>/...

Training Row Roles

Same-world train-time validation rows are drawn from each training world, disjoint from sample and classifier-OOS rows; the validation package may also include existing extra held-out validation worlds. Every FS-ready shard derived from this catalog must carry support/sample rows, 200 classifier out-of-sample rows from the same world, and train-time validation rows from the same world. These row groups must be mutually disjoint within each episode.

Reproducibility

  • Manifest schema version: 3
  • Migration/publish command template: python -m scripts.training.publish_hf_catalog_slices --slice-id baseline:worlds:all:w1024-w8192 --download-legacy ...
  • Source refs: [{"legacy_repo_id": "klokedm/tabnetics-synt", "legacy_role": "full-v2 worlds"}]

Additive V3 Sidecars

The world rows, feature IDs, task heads, labels, and generator metadata are preserved exactly from the source catalog. The v3 consolidation only adds derived sidecars for training-time statistics:

  • population_stats.npz from scripts/training/precompute_world_population_stats.py.
  • population_class_moments.npz from scripts/training/precompute_world_population_class_moments.py.
  • FS-ready sample/observed sidecars are generated in the tabnetics-fsready lifecycle repo with scripts/training/precompute_fsready_sidecars_v2.py.
  • FS-ready target-v2 addenda are generated with scripts/training/precompute_fsready_targets_v2.py.
  • Promotion requires scripts/training/verify_v3_sidecar_stats.py to confirm the new population and sample statistics are present.
  • Promotion also requires scripts/training/verify_synthetic_world_repo_contract.py to confirm ground truth, labels, row banks, selectors, holdout gates, teacher meta-features, and train/validation split metadata are present.

Status

Migration-pending consolidated slice sourced from the legacy full-v2 HF repo.

Promotion to available requires content-bound slice signatures, file counts, byte totals, and the catalog manifest update to be verified by the #143 integrity tooling.

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