lars da5f54ea1c Add learnable per-expert width and shared temperature to EnergyRouter ...

EnergyRouter's gate sharpness was a single fixed temperature shared by
every expert, with no way for an expert to independently learn how much
of the energy axis it covers. Adds two mutually exclusive, default-off
modes: learn_width (per-expert learnable width) and learn_temperature
(single learnable shared scalar), both bounded via a sigmoid
interpolation warm-started to reproduce today's fixed-temperature gate
exactly at init, to compare against each other without risking the
unbounded-width collapse failure mode. Also promotes gate_stats's
entropy into a generic, optional Router.entropy_loss (lambda_entropy) as
a secondary guard against all experts' widths co-inflating together.

Co-Authored-By: Claude Sonnet 5 <noreply@anthropic.com>

2026-07-30 15:33:52 +02:00

..

test_analysis_reduce.py

Rewrite analysis as streaming rollout-vs-reference plotting pipeline

2026-07-23 17:38:09 +02:00

test_bump_dataset_version.py

Fix ruff, ty, and pytest failures; apply ruff format

2026-07-02 16:59:22 +02:00

test_catalog.py

analyze: chunk per-plot aggregation across HTCondor jobs

2026-07-27 09:24:19 +02:00

test_cli_new_run.py

Add giant new-run to scaffold a config.toml + run dir ahead of training

2026-07-30 12:56:22 +02:00

test_cli_predict.py

Add --comment option to predict, recorded in YAML sidecar

2026-07-06 09:37:48 +02:00

test_condor.py

analyze: default run directory to <repo>/analysis_runs, gitignored

2026-07-27 11:29:35 +02:00

test_config.py

Make default checkpoint out_dir name reflect only non-default hyperparams

2026-07-29 11:21:02 +02:00

test_create_root_files.py

Support --energy-gev in dwarf make-root for the new minicalosim energy arg

2026-07-13 13:59:09 +02:00

test_dataset.py

Offset event_id per file to avoid cross-file collisions

2026-07-30 11:36:48 +02:00

test_dwarf.py

Add dwarf warm-cache to precompute the setup-stage sidecar

2026-07-30 10:53:31 +02:00

test_flow.py

Implement Phase 2: secondary particle prediction

2026-06-29 11:34:31 +02:00

test_geometry.py

Add fast slab lookup for the GeometryOracle, replacing knn as the default

2026-07-08 11:42:12 +02:00

test_loader.py

Offset event_id per file to avoid cross-file collisions

2026-07-30 11:36:48 +02:00

test_materials.py

Condition on material/particle physical properties instead of learned embeddings

2026-07-17 15:12:54 +02:00

test_network.py

Implement Phase 2: secondary particle prediction

2026-06-29 11:34:31 +02:00

test_particles.py

Fix crashes in physical-property conditioning edge cases

2026-07-20 10:36:25 +02:00

test_phase2.py

Speed up giant train's setup stage

2026-07-29 13:34:32 +02:00

test_pipeline.py

Cache giant train's setup stage in a sidecar file

2026-07-30 10:28:37 +02:00

test_render.py

Rewrite analysis as streaming rollout-vs-reference plotting pipeline

2026-07-23 17:38:09 +02:00

test_rollout.py

Fix crashes in physical-property conditioning edge cases

2026-07-20 10:36:25 +02:00

test_router_gating.py

analyze: add MoE router gating/share diagnostic plots

2026-07-24 13:32:25 +02:00

test_router.py

Add learnable per-expert width and shared temperature to EnergyRouter

2026-07-30 15:33:52 +02:00

test_setup_cache.py

Store a quantile grid instead of a raw reservoir sample in the setup cache

2026-07-30 13:32:46 +02:00

test_steps_to_parquet_parallel.py

Fix ruff, ty, and pytest failures; apply ruff format

2026-07-02 16:59:22 +02:00

test_steps_to_parquet.py

Apply ruff format after merging phase2-secondary-prediction

2026-07-15 10:00:36 +02:00

test_transforms.py

Speed up _WelfordAccumulator's per-chunk update

2026-07-29 13:55:07 +02:00

test_validate.py

Fix crashes in physical-property conditioning edge cases

2026-07-20 10:36:25 +02:00

test_wgan.py

Add WGAN-GP mode as a throwaway fast-eval experiment

2026-07-22 11:20:28 +02:00