From 3c98961bd284e667e088b9c5e2af91092c2f6414 Mon Sep 17 00:00:00 2001 From: Jammy2211 Date: Sat, 17 Oct 2026 15:10:07 +0100 Subject: [PATCH 1/8] insight: slice hst_mass_samplers_wave1 (autolens_inference#28); campaign hst-imaging-mass-samplers ready Wave cleanslate_2026_10_17_wave1 identities, settings, seeds, run-id grammar and submits recorded; no base or wave job exists yet (RAL checkout ff pending). Co-Authored-By: Claude Fable 5.1 Claude-Session: https://claude.ai/code/session_015KxQzEhy93XdCA9cRZ8Ry6 --- campaigns.yaml | 37 ++++++++++++----------- dashboard.html | 46 ++++++++++++++--------------- dashboard.md | 37 +++++------------------ tasks/hst_mass_samplers_wave1.md | 50 ++++++++++++++++++++++++++++---- 4 files changed, 95 insertions(+), 75 deletions(-) diff --git a/campaigns.yaml b/campaigns.yaml index ec0606c..f498372 100644 --- a/campaigns.yaml +++ b/campaigns.yaml @@ -37,19 +37,22 @@ campaigns: - id: hst-imaging-mass-samplers title: 'HST imaging, clean slate: Nautilus base on A100 and jax_cpu at a pinned release, mass stage with linear lens light and with it fixed, then other samplers on the mass stage' - status: needs-slicing + status: ready updated: '2026-10-17' - next: 'Phase 1 via Mind start_dev: lens-light mode as a run variant (--lens-light linear|fixed|both, fixed = ordinary - profiles with intensities from the light[1] fit), both rows from one chain, --export-prepared for both modes, - library revisions and SLURM job id recorded in every row, submit scripts for A100 dense/sparse and ral jax_cpu - dense/sparse against a private pinned checkout; then phase 2 compute by separate authorisation.' - recent_progress: 'Opened 2026-10-17 as a fresh start by human decision: the base is re-measured from scratch on - PyAuto release 2026.10.17.1 (PyAutoLens tag v2026.10.17.1, released 2026-10-17) in fresh output trees; the - 2026-09-24 rows and both earlier campaigns are superseded history.' - blockers: Phase 1 runner change not started (Mind start_dev pending); no pinned private checkout exists on RAL - yet; compute not authorised until phase 1 ships. - job_status: none submitted - evidence: https://github.com/PyAutoLabs/autolens_inference/pull/23 + next: 'Phase 2: update the RAL autolens_inference checkout to main (dabb652 or later) and submit the four pinned + clean-slate base arrays (submit_hst_cleanslate_jax_{gpu,cpu}_{dense,sparse}). Then queue the phase-3 wave-1 + GPU array: hpc/sync submit --dependency afterok: submit_hst_cleanslate_mass_samplers_jax_gpu_dense. + The CPU wave (submit_hst_cleanslate_mass_samplers_jax_cpu_dense) waits for the CPU dense base rows.' + recent_progress: 'Phase 1 (lens-light mode, --export-prepared, pinned submits) merged in autolens_inference#26. Phase + 3 wave 1 sliced and merged in autolens_inference#28 (issue #27): wave cleanslate_2026_10_17_wave1, nautilus/emcee/nuts/smc + cold x sampler seeds 0-2 x both light modes on the base-seed-0 problems, 24 arms per config, arm table and + row/failed/missing accounting in scripts/misc/experiments/wave.py. Pin directory /mnt/ral/jnightin/inference/pins/2026.10.17.1 + built and verified 2026-10-17.' + blockers: The RAL project checkout is still at df5fd2c with untracked results/slam/imaging/ (rows main now tracks); + its fast-forward needs a human-approved move-aside, so no base array is submitted and the wave has nothing + to depend on. + job_status: 'none submitted: squeue --me read 2026-10-17T14:09Z shows no hst_cleanslate base or wave job' + evidence: https://github.com/PyAutoLabs/autolens_inference/pull/28 project: autolens_inference checkin_report: checkins/2026-10-17T111853Z.md - id: point-source-admission @@ -242,11 +245,11 @@ tasks: - id: hst_mass_samplers_wave1 campaign: hst-imaging-mass-samplers title: 'HST imaging mass stage: sampler comparison, wave 1' - status: needs-slicing + status: ready priority: normal path: tasks/hst_mass_samplers_wave1.md updated: '2026-10-17' - next: Depends on the frozen mass_total[1] problems (both light modes, A100 and jax_cpu) from the pinned base - in hst_mass_base_light_modes; candidate samplers from the experiments runner (nautilus, emcee, nuts, smc) and - the promoted PyAutoFit catalogue (NSS, DynestyStatic/Dynamic, Zeus) are not yet sliced. - evidence: https://github.com/PyAutoLabs/autolens_inference/pull/23 + next: Sliced and shipped (autolens_inference#28). Submit the GPU wave with --dependency afterok on the phase-2 + GPU dense base array once that array is queued; the CPU wave waits for the CPU dense base rows. Account with + wave.py --account --config . + evidence: https://github.com/PyAutoLabs/autolens_inference/pull/28 diff --git a/dashboard.html b/dashboard.html index 453377f..c4c202f 100644 --- a/dashboard.html +++ b/dashboard.html @@ -368,8 +368,8 @@ Work on GitHub: - PyAutoInsight: https://github.com/PyAutoLabs/PyAutoInsight - autolens_inference: https://github.com/PyAutoLabs/autolens_inference -- autofit_inference: https://github.com/PyAutoLabs/autofit_inference
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Last check-in: 2026-10-17T11:18:53Z.

Active campaigns

CampaignRecent progressNext steps
HST imaging, clean slate: Nautilus base on A100 and jax_cpu at a pinned release, mass stage with linear lens light and with it fixed, then other samplers on the mass stageOpened 2026-10-17 as a fresh start by human decision: the base is re-measured from scratch on PyAuto release 2026.10.17.1 (PyAutoLens tag v2026.10.17.1, released 2026-10-17) in fresh output trees; the 2026-09-24 rows and both earlier campaigns are superseded history.Phase 1 via Mind start_dev: lens-light mode as a run variant (--lens-light linear|fixed|both, fixed = ordinary profiles with intensities from the light[1] fit), both rows from one chain, --export-prepared for both modes, library revisions and SLURM job id recorded in every row, submit scripts for A100 dense/sparse and ral jax_cpu dense/sparse against a private pinned checkout; then phase 2 compute by separate authorisation.
Point-source sampler admission2 October project record reports five Nautilus seeds; no gradient-sampler admission measurement.Assess a bounded gradient-sampler admission proposal with the human; no new job is authorized.
Graphical and EP inference coordinationMind campaign map and two scoping contracts preserved verbatim; implementation work remains in Mind.Reconcile current Cortex observations and shipped fixes, then select one bounded phase.
Analytic Gaussian ensemble and control calibrationCortex records accepted wave-1 baseline and 30 September independent-review caveats.Use Cortex planned diagnostic on passing, edge and worst seeds; retain the human conclusion there.
N=50 NUTS versus three EP repeatsCortex records failed wave 1 (EMFILE/OOM), wave-2 preparation and no submission.Present the existing wave-2 proposal with current dependency evidence for decision.
Hierarchical slope recovery at scaleCortex retains graphical baseline, post-processing OOM and stale EP hierarchical factor; Mind records later moments fix.Verify the moments fix release and project mirror; recover missing summaries from existing samples before a proposed rerun.
IC50 EP and graphical scale ladderCortex records N=5/10/25 results, failed N=50 EP rung and width-interpretation caveat.Check implementation close-outs, then propose a seeded ladder with appropriate output and mean-field diagnostics.
PyAutoFit search benchmark on gaussian_x3 (autofit_inference)Wave 2 closed (B5b-2, 2026-10-15, autofit_inference#12) — RAL 409930 pulled, 12,750 rows admitted at the pin df6d218f10cd with 0 missing; NSS 50-step leads both evidence rankings; the catalogue ranks only legs with success rate >= 50 % over >= 20 attempts (post-hoc presentation convention); fit records published as inference-summary@3 (101 record shards).B5c-2b (draft/research/autofit_inference/search_ext_b5c2b_scored_wave_submit.md): realisations 2-3 and their exact references, the correlated_nd@2 scored-wave manifest (83 cells x 50 seeds x 3 realisations, 12 450 runs) and its probe for 8 probe-first cells, then the submit on RAL --partition=ral from a private pinned copy with the A2 memory requests; correlated_nd@2 is frozen (autofit_inference 44c5e77f1fb0); the family is catalogued apart from gaussian_x3 and ranks nothing across families.

Active tasks

TaskCampaignStatusPriorityNext steps
Drop the 1e-3 prior centring for shear / multipole / ell_comps in the benchmarkslam-hst-baseblockednormalVerify the release containing Galaxy#634 and Lens#754 before changing priors; retain zero-centre gradient witness. Carried into hst-imaging-mass-samplers phase 1 as a prior-identity question for the frozen model.
EP campaign — phase map for the 2026 Q3 graphical/EP pushgraphical-epneeds-decisionhighReconcile current Cortex records and human gates; this campaign map is never issued or bulk scheduled.
Expectation Propagation Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile completed wrapper work and Pulse profiling ownership before selecting a bounded remaining inference phase.
Graphical Model Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile current Cortex scale results and library dependencies; select one bounded inference phase with a witness.
NUTS/HMC trial on validated likelihoodspoint-source-admissionneeds-decisionnormalAn unscoped idea, not permission to submit: reconcile point-source admission with imaging and weak-lensing candidate targets.
gaussian_x3 search benchmark — wave 1 (the pilot)gaussian-x3-search-benchmarkblockednormalPilot stopped at 223 of 520 runs and is not restarted; freeze gaussian_x3@2 from its 17-row calibration before any scored run; the deferred cells move to scored wave 2 (after A2 and A4).
gaussian_x3 search benchmark — wave 2 (scored)gaussian-x3-search-benchmarkrunninghighWave 2 is closed and judged (B5b-2); the fit snapshot is captured from main under inference-summary@3 after the B5b-2 PRs merge.
HST imaging mass stage, clean slate: Nautilus base on A100 and jax_cpu at release 2026.10.17.1, linear and fixed lens lighthst-imaging-mass-samplersneeds-slicinghighPhase 1 via Mind start_dev: --lens-light linear|fixed|both, both rows from one chain, --export-prepared for both modes, library revisions and SLURM job id in every row, A100 and ral jax_cpu submit scripts against a private pinned checkout; no compute until phase 1 ships and phase 2 is authorised.
HST imaging mass stage: sampler comparison, wave 1hst-imaging-mass-samplersneeds-slicingnormalDepends on the frozen mass_total[1] problems (both light modes, A100 and jax_cpu) from the pinned base in hst_mass_base_light_modes; candidate samplers from the experiments runner (nautilus, emcee, nuts, smc) and the promoted PyAutoFit catalogue (NSS, DynestyStatic/Dynamic, Zeus) are not yet sliced.

Ledger

Inference Results

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PyAutoLens
Imaging
Delaunay (JAX) (opens in a new tab)Delaunay (Numba) (opens in a new tab)Rectangular (JAX) (opens in a new tab)Rectangular (Numba) (opens in a new tab)
Point Source
Simple (JAX) (opens in a new tab)
PyAutoFit

Integrity: ok · Freshness: freshness policy unspecified · evidence 2026-10-15T16:38:44Z · Scientific qualification: 5129/12973 accepted by producer; remaining assessments shown below

Project dashboard · Ingest receipt

Record shards

inference-summary@3: the records are held in one file per protocol and leg, each verified against the index's sha256 at the captured commit. Counts are the producer's assertions, shown without ranking; each shard file holds every record's diagnostics, timings and provenance.

ProtocolShardRecordsExecutionConvergenceAcceptanceEvidence
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 2, failed 8not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_numpy_fp6410failed 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2failed 2not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 1, failed 1not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 1, failed 9not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_numpy_fp6410complete 2, failed 8not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_numpy_fp642complete 1, failed 1converged 1, not_converged 1accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/smc/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_numpy_fp642complete 1, failed 1not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1complete 1not_converged 1accepted 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10accepted 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/smc/default/local_jax_cpu_fp64_cache_warm1complete 1not_assessed 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2accepted 2records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_jax_cpu_fp64_cache_warm250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_numpy_fp64250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250failed 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_numpy_fp64250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 152, rejected 98records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 158, rejected 92records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250converged 21, not_converged 229accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 210, rejected 40records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250accepted 190, rejected 60records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250accepted 198, rejected 52records

Comparisons and parity groups

Targets, seeds and stages are retained. No best-seed selection, cross-target ranking or automatic convergence threshold. Declared groups do not themselves certify parity.

No certified comparison pairs supplied by this producer.

Decision History

No decisions recorded yet.

Sampler candidates

Literature expectations, not measured PyAuto recommendations. Review a candidate and copy its investigation prompt.

dynesty

dynamic nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior baseline with adjustable effort allocation.

Limitations

  • Prior transforms and likelihood-contour exploration need validation; no universal dimensional scaling advantage.

Integration: integrated: DynestyStatic and DynestyDynamic

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
Last updated 2026-10-17 13:20:13 UTC
↻ Update

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Last check-in: 2026-10-17T11:18:53Z.

Active campaigns

CampaignRecent progressNext steps
HST imaging, clean slate: Nautilus base on A100 and jax_cpu at a pinned release, mass stage with linear lens light and with it fixed, then other samplers on the mass stagePhase 1 (lens-light mode, --export-prepared, pinned submits) merged in autolens_inference#26. Phase 3 wave 1 sliced and merged in autolens_inference#28 (issue #27): wave cleanslate_2026_10_17_wave1, nautilus/emcee/nuts/smc cold x sampler seeds 0-2 x both light modes on the base-seed-0 problems, 24 arms per config, arm table and row/failed/missing accounting in scripts/misc/experiments/wave.py. Pin directory /mnt/ral/jnightin/inference/pins/2026.10.17.1 built and verified 2026-10-17.Phase 2: update the RAL autolens_inference checkout to main (dabb652 or later) and submit the four pinned clean-slate base arrays (submit_hst_cleanslate_jax_{gpu,cpu}_{dense,sparse}). Then queue the phase-3 wave-1 GPU array: hpc/sync submit --dependency afterok:<GPU dense base array id> submit_hst_cleanslate_mass_samplers_jax_gpu_dense. The CPU wave (submit_hst_cleanslate_mass_samplers_jax_cpu_dense) waits for the CPU dense base rows.
Point-source sampler admission2 October project record reports five Nautilus seeds; no gradient-sampler admission measurement.Assess a bounded gradient-sampler admission proposal with the human; no new job is authorized.
Graphical and EP inference coordinationMind campaign map and two scoping contracts preserved verbatim; implementation work remains in Mind.Reconcile current Cortex observations and shipped fixes, then select one bounded phase.
Analytic Gaussian ensemble and control calibrationCortex records accepted wave-1 baseline and 30 September independent-review caveats.Use Cortex planned diagnostic on passing, edge and worst seeds; retain the human conclusion there.
N=50 NUTS versus three EP repeatsCortex records failed wave 1 (EMFILE/OOM), wave-2 preparation and no submission.Present the existing wave-2 proposal with current dependency evidence for decision.
Hierarchical slope recovery at scaleCortex retains graphical baseline, post-processing OOM and stale EP hierarchical factor; Mind records later moments fix.Verify the moments fix release and project mirror; recover missing summaries from existing samples before a proposed rerun.
IC50 EP and graphical scale ladderCortex records N=5/10/25 results, failed N=50 EP rung and width-interpretation caveat.Check implementation close-outs, then propose a seeded ladder with appropriate output and mean-field diagnostics.
PyAutoFit search benchmark on gaussian_x3 (autofit_inference)Wave 2 closed (B5b-2, 2026-10-15, autofit_inference#12) — RAL 409930 pulled, 12,750 rows admitted at the pin df6d218f10cd with 0 missing; NSS 50-step leads both evidence rankings; the catalogue ranks only legs with success rate >= 50 % over >= 20 attempts (post-hoc presentation convention); fit records published as inference-summary@3 (101 record shards).B5c-2b (draft/research/autofit_inference/search_ext_b5c2b_scored_wave_submit.md): realisations 2-3 and their exact references, the correlated_nd@2 scored-wave manifest (83 cells x 50 seeds x 3 realisations, 12 450 runs) and its probe for 8 probe-first cells, then the submit on RAL --partition=ral from a private pinned copy with the A2 memory requests; correlated_nd@2 is frozen (autofit_inference 44c5e77f1fb0); the family is catalogued apart from gaussian_x3 and ranks nothing across families.

Active tasks

TaskCampaignStatusPriorityNext steps
Drop the 1e-3 prior centring for shear / multipole / ell_comps in the benchmarkslam-hst-baseblockednormalVerify the release containing Galaxy#634 and Lens#754 before changing priors; retain zero-centre gradient witness. Carried into hst-imaging-mass-samplers phase 1 as a prior-identity question for the frozen model.
EP campaign — phase map for the 2026 Q3 graphical/EP pushgraphical-epneeds-decisionhighReconcile current Cortex records and human gates; this campaign map is never issued or bulk scheduled.
Expectation Propagation Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile completed wrapper work and Pulse profiling ownership before selecting a bounded remaining inference phase.
Graphical Model Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile current Cortex scale results and library dependencies; select one bounded inference phase with a witness.
NUTS/HMC trial on validated likelihoodspoint-source-admissionneeds-decisionnormalAn unscoped idea, not permission to submit: reconcile point-source admission with imaging and weak-lensing candidate targets.
gaussian_x3 search benchmark — wave 1 (the pilot)gaussian-x3-search-benchmarkblockednormalPilot stopped at 223 of 520 runs and is not restarted; freeze gaussian_x3@2 from its 17-row calibration before any scored run; the deferred cells move to scored wave 2 (after A2 and A4).
gaussian_x3 search benchmark — wave 2 (scored)gaussian-x3-search-benchmarkrunninghighWave 2 is closed and judged (B5b-2); the fit snapshot is captured from main under inference-summary@3 after the B5b-2 PRs merge.
HST imaging mass stage, clean slate: Nautilus base on A100 and jax_cpu at release 2026.10.17.1, linear and fixed lens lighthst-imaging-mass-samplersneeds-slicinghighPhase 1 via Mind start_dev: --lens-light linear|fixed|both, both rows from one chain, --export-prepared for both modes, library revisions and SLURM job id in every row, A100 and ral jax_cpu submit scripts against a private pinned checkout; no compute until phase 1 ships and phase 2 is authorised.
HST imaging mass stage: sampler comparison, wave 1hst-imaging-mass-samplersreadynormalSliced and shipped (autolens_inference#28). Submit the GPU wave with --dependency afterok on the phase-2 GPU dense base array once that array is queued; the CPU wave waits for the CPU dense base rows. Account with wave.py --account --config <config>.

Ledger

Inference Results

PyAutoLens
Imaging
Delaunay (JAX) (opens in a new tab)Delaunay (Numba) (opens in a new tab)Rectangular (JAX) (opens in a new tab)Rectangular (Numba) (opens in a new tab)
Point Source
Simple (JAX) (opens in a new tab)
PyAutoFit

Integrity: ok · Freshness: freshness policy unspecified · evidence 2026-10-15T16:38:44Z · Scientific qualification: 5129/12973 accepted by producer; remaining assessments shown below

Project dashboard · Ingest receipt

Record shards

inference-summary@3: the records are held in one file per protocol and leg, each verified against the index's sha256 at the captured commit. Counts are the producer's assertions, shown without ranking; each shard file holds every record's diagnostics, timings and provenance.

ProtocolShardRecordsExecutionConvergenceAcceptanceEvidence
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 2, failed 8not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_numpy_fp6410failed 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2failed 2not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 1, failed 1not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 1, failed 9not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_numpy_fp6410complete 2, failed 8not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_numpy_fp642complete 1, failed 1converged 1, not_converged 1accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/smc/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_numpy_fp642complete 1, failed 1not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1complete 1not_converged 1accepted 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10accepted 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/smc/default/local_jax_cpu_fp64_cache_warm1complete 1not_assessed 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2accepted 2records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_jax_cpu_fp64_cache_warm250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_numpy_fp64250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250failed 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_numpy_fp64250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 152, rejected 98records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 158, rejected 92records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250converged 21, not_converged 229accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 210, rejected 40records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250accepted 190, rejected 60records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250accepted 198, rejected 52records

Comparisons and parity groups

Targets, seeds and stages are retained. No best-seed selection, cross-target ranking or automatic convergence threshold. Declared groups do not themselves certify parity.

No certified comparison pairs supplied by this producer.

Decision History

No decisions recorded yet.

Sampler candidates

Literature expectations, not measured PyAuto recommendations. Review a candidate and copy its investigation prompt.

dynesty

dynamic nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior baseline with adjustable effort allocation.

Limitations

  • Prior transforms and likelihood-contour exploration need validation; no universal dimensional scaling advantage.

Integration: integrated: DynestyStatic and DynestyDynamic

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
Nautilus

neural-network importance nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior estimation for expensive gradient-free likelihoods.

Limitations

  • Learned proposal coverage and importance-weight stability need checking on unseen modes.

Integration: integrated: Nautilus

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
pocoMC

flow-preconditioned Monte Carlo · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Posterior and evidence investigation for strongly correlated nonlinear targets.

Limitations

  • Flow training, population coverage and evidence uncertainty need validation; check the pinned implementation against the 2022 method.

Integration: prospective: no PyAutoFit search wrapper found

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
HST Delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 24 records
single search / pipeline parent · unknown · jax_gpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
+Code: https://github.com/minaskar/pocomc
HST Delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 24 records
single search / pipeline parent · unknown · jax_gpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
   "archived": false,
   "backend": "jax_gpu",
   "comparison": {
@@ -10269,7 +10269,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -10282,7 +10282,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -10295,7 +10295,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -10308,7 +10308,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -10321,7 +10321,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
HST Delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 12 records
single search / pipeline parent · unknown · numba_cpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
HST Delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 12 records
single search / pipeline parent · unknown · numba_cpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
   "archived": false,
   "backend": "numba_cpu",
   "comparison": {
@@ -12790,7 +12790,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -12803,7 +12803,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -12816,7 +12816,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -12829,7 +12829,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -12842,7 +12842,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
HST rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 24 records
single search / pipeline parent · unknown · jax_gpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
HST rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 24 records
single search / pipeline parent · unknown · jax_gpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
   "archived": false,
   "backend": "jax_gpu",
   "comparison": {
@@ -23130,7 +23130,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -23143,7 +23143,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -23156,7 +23156,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -23169,7 +23169,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -23182,7 +23182,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
HST rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 12 records
single search / pipeline parent · unknown · numba_cpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
HST rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 12 records
single search / pipeline parent · unknown · numba_cpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
   "archived": false,
   "backend": "numba_cpu",
   "comparison": {
@@ -25711,7 +25711,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -25724,7 +25724,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -25737,7 +25737,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -25750,7 +25750,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -25763,7 +25763,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
Simple point source← All inference setups

Simple (JAX)

PyAutoLens / Point Source

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

nautilus · 6 records
single search / pipeline parent · unknown · jax_cpu · seed 0 · complete
Sampling
56.6 s
Fit call
1.09 min (65.2 s)
Preparation
unknown
Initialization
unknown
Compilation
1.9 s
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
5
Maximum log likelihood
16.48568552789147

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
Simple point source← All inference setups

Simple (JAX)

PyAutoLens / Point Source

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

nautilus · 6 records
single search / pipeline parent · unknown · jax_cpu · seed 0 · complete
Sampling
56.6 s
Fit call
1.09 min (65.2 s)
Preparation
unknown
Initialization
unknown
Compilation
1.9 s
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
5
Maximum log likelihood
16.48568552789147

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
   "archived": false,
   "backend": "jax_cpu",
   "comparison": {
diff --git a/dashboard.md b/dashboard.md
index 4c1fe81..92a2838 100644
--- a/dashboard.md
+++ b/dashboard.md
@@ -1,16 +1,16 @@
 # PyAutoInsight — inference control room
 
-
+
 
 | Where | Count |
 |---|---:|
 | [Projects](#evidence) | 2 |
 | [Records](#evidence) | 13101 |
 | [Comparisons](#evidence) | 0 |
-| [Cached](#evidence) | 1 |
+| [Cached](#evidence) | 0 |
 | [Failed](#evidence) | 0 |
 
-
+
 ## Check in on all inference work
 
 Copy this into one chat. Add a campaign focus or idea before or after it, or leave it unchanged.
@@ -39,7 +39,7 @@ Last check-in: 2026-10-17T11:18:53Z.
 
 | Campaign | Recent progress | Next steps |
 |---|---|---|
-| [HST imaging, clean slate: Nautilus base on A100 and jax_cpu at a pinned release, mass stage with linear lens light and with it fixed, then other samplers on the mass stage](https://github.com/PyAutoLabs/autolens_inference/pull/23) | Opened 2026-10-17 as a fresh start by human decision: the base is re-measured from scratch on PyAuto release 2026.10.17.1 (PyAutoLens tag v2026.10.17.1, released 2026-10-17) in fresh output trees; the 2026-09-24 rows and both earlier campaigns are superseded history. | Phase 1 via Mind start_dev: lens-light mode as a run variant (--lens-light linear\|fixed\|both, fixed = ordinary profiles with intensities from the light[1] fit), both rows from one chain, --export-prepared for both modes, library revisions and SLURM job id recorded in every row, submit scripts for A100 dense/sparse and ral jax_cpu dense/sparse against a private pinned checkout; then phase 2 compute by separate authorisation. |
+| [HST imaging, clean slate: Nautilus base on A100 and jax_cpu at a pinned release, mass stage with linear lens light and with it fixed, then other samplers on the mass stage](https://github.com/PyAutoLabs/autolens_inference/pull/28) | Phase 1 (lens-light mode, --export-prepared, pinned submits) merged in autolens_inference#26. Phase 3 wave 1 sliced and merged in autolens_inference#28 (issue #27): wave cleanslate_2026_10_17_wave1, nautilus/emcee/nuts/smc cold x sampler seeds 0-2 x both light modes on the base-seed-0 problems, 24 arms per config, arm table and row/failed/missing accounting in scripts/misc/experiments/wave.py. Pin directory /mnt/ral/jnightin/inference/pins/2026.10.17.1 built and verified 2026-10-17. | Phase 2: update the RAL autolens_inference checkout to main (dabb652 or later) and submit the four pinned clean-slate base arrays (submit_hst_cleanslate_jax_{gpu,cpu}_{dense,sparse}). Then queue the phase-3 wave-1 GPU array: hpc/sync submit --dependency afterok:<GPU dense base array id> submit_hst_cleanslate_mass_samplers_jax_gpu_dense. The CPU wave (submit_hst_cleanslate_mass_samplers_jax_cpu_dense) waits for the CPU dense base rows. |
 | [Point-source sampler admission](https://github.com/PyAutoLabs/autolens_inference/blob/146a84346eaa51eda158634cae520d677f3e6213/wiki/project/state.md) | 2 October project record reports five Nautilus seeds; no gradient-sampler admission measurement. | Assess a bounded gradient-sampler admission proposal with the human; no new job is authorized. |
 | [Graphical and EP inference coordination](https://github.com/PyAutoLabs/PyAutoMind/blob/8dd1edc7e04c960daae3663513c61395823eddb0/draft/research/graphical_ep/ep_campaign.md) | Mind campaign map and two scoping contracts preserved verbatim; implementation work remains in Mind. | Reconcile current Cortex observations and shipped fixes, then select one bounded phase. |
 | [Analytic Gaussian ensemble and control calibration](https://github.com/PyAutoLabs/PyAutoCortex/blob/d45f198804615c090e6b6694cf725ddb0be2354e/projects/analytic_gaussian.md) | Cortex records accepted wave-1 baseline and 30 September independent-review caveats. | Use Cortex planned diagnostic on passing, edge and worst seeds; retain the human conclusion there. |
@@ -60,38 +60,17 @@ Last check-in: 2026-10-17T11:18:53Z.
 | [gaussian_x3 search benchmark — wave 1 (the pilot)](https://github.com/PyAutoLabs/PyAutoInsight/blob/main/tasks/gaussian_x3_search_wave1.md) | gaussian-x3-search-benchmark | blocked | normal | Pilot stopped at 223 of 520 runs and is not restarted; freeze gaussian_x3@2 from its 17-row calibration before any scored run; the deferred cells move to scored wave 2 (after A2 and A4). |
 | [gaussian_x3 search benchmark — wave 2 (scored)](https://github.com/PyAutoLabs/PyAutoInsight/blob/main/tasks/gaussian_x3_search_wave2.md) | gaussian-x3-search-benchmark | running | high | Wave 2 is closed and judged (B5b-2); the fit snapshot is captured from main under inference-summary@3 after the B5b-2 PRs merge. |
 | [HST imaging mass stage, clean slate: Nautilus base on A100 and jax_cpu at release 2026.10.17.1, linear and fixed lens light](https://github.com/PyAutoLabs/PyAutoInsight/blob/main/tasks/hst_mass_base_light_modes.md) | hst-imaging-mass-samplers | needs-slicing | high | Phase 1 via Mind start_dev: --lens-light linear\|fixed\|both, both rows from one chain, --export-prepared for both modes, library revisions and SLURM job id in every row, A100 and ral jax_cpu submit scripts against a private pinned checkout; no compute until phase 1 ships and phase 2 is authorised. |
-| [HST imaging mass stage: sampler comparison, wave 1](https://github.com/PyAutoLabs/PyAutoInsight/blob/main/tasks/hst_mass_samplers_wave1.md) | hst-imaging-mass-samplers | needs-slicing | normal | Depends on the frozen mass_total[1] problems (both light modes, A100 and jax_cpu) from the pinned base in hst_mass_base_light_modes; candidate samplers from the experiments runner (nautilus, emcee, nuts, smc) and the promoted PyAutoFit catalogue (NSS, DynestyStatic/Dynamic, Zeus) are not yet sliced. |
+| [HST imaging mass stage: sampler comparison, wave 1](https://github.com/PyAutoLabs/PyAutoInsight/blob/main/tasks/hst_mass_samplers_wave1.md) | hst-imaging-mass-samplers | ready | normal | Sliced and shipped (autolens_inference#28). Submit the GPU wave with --dependency afterok on the phase-2 GPU dense base array once that array is queued; the CPU wave waits for the CPU dense base rows. Account with wave.py --account --config <config>. |
 
 [Ledger](https://github.com/PyAutoLabs/PyAutoInsight/blob/main/campaigns.yaml)
 
 ## Inference Results
 
 
-
+
 ## autolens_inference
-Integrity: cached · latest fetch invalid. Freshness: freshness policy unspecified · evidence time unknown. Qualification: 0/128 accepted by producer; remaining assessments shown below.
-Capture source branch: main; revision: 26b099cb14d099ad7b8c9b20ec5098de5f93dbd7; fetched 2026-10-17T13:17:23Z; latest attempt 2026-10-17T17:55:04Z.
-results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text
-results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text
-Cached: original evidence and capture times retained.
+Integrity: ok. Freshness: freshness policy unspecified · evidence time unknown. Qualification: 0/128 accepted by producer; remaining assessments shown below.
+Capture source branch: main; revision: 26b099cb14d099ad7b8c9b20ec5098de5f93dbd7; fetched 2026-10-17T13:17:23Z; latest attempt 2026-10-17T13:17:23Z.
 - [imaging / rectangular / HST rectangular SLaM](https://pyautolabs.github.io/PyAutoInsight/?view=setup&instance=lens&setup=imaging%2Frectangular%2Fhst)
 - [imaging / delaunay / HST Delaunay SLaM](https://pyautolabs.github.io/PyAutoInsight/?view=setup&instance=lens&setup=imaging%2Fdelaunay%2Fhst)
 - [point_source / simple / Simple point source](https://pyautolabs.github.io/PyAutoInsight/?view=setup&instance=lens&setup=point_source%2Fsimple%2Fsimple)
diff --git a/tasks/hst_mass_samplers_wave1.md b/tasks/hst_mass_samplers_wave1.md
index d79a33f..7b6376f 100644
--- a/tasks/hst_mass_samplers_wave1.md
+++ b/tasks/hst_mass_samplers_wave1.md
@@ -3,7 +3,8 @@
 Type: research
 Target: autolens_inference
 Campaign: hst-imaging-mass-samplers
-Issue: none yet
+Issue: https://github.com/PyAutoLabs/autolens_inference/issues/27 (closed)
+PR: https://github.com/PyAutoLabs/autolens_inference/pull/28 (merged, dabb652)
 Filed: 2026-10-17
 Reframed: 2026-10-17 (clean slate, human decision)
 
@@ -40,13 +41,50 @@ are not ranked against posterior samplers.
 - Never rank incompatible runs (different problem, light mode, device, release or protocol).
 - Execution completion is never scientific acceptance.
 
+## Slice (wave 1, 2026-10-17)
+
+Wave id `cleanslate_2026_10_17_wave1`; the arm table is data in autolens_inference
+`scripts/misc/experiments/wave.py`.
+
+- **Problems:** the frozen `mass_total[1]` problems of base seed 0, both light modes
+  (`slam_base`, `slam_base_lightfixed`), read from
+  `output/prepared/cleanslate_2026_10_17//seed_0//manifest.json`. The
+  problem id is read from the manifest at run time; the leaf refuses any identity, artifact
+  digest or library-revision mismatch, and any existing run id.
+- **Configs:** `hpc_a100_jax_gpu_dense_fp64` (A100, hardware id `ral-a100-1gpu-4cpu`,
+  `hpc/batch_gpu/submit_hst_cleanslate_mass_samplers_jax_gpu_dense`, `0-23%4`, 6 h
+  containment) and `hpc_a100_jax_cpu_dense_fp64` (`ral`, `ral-cpu-8cpu`,
+  `hpc/batch_cpu/submit_hst_cleanslate_mass_samplers_jax_cpu_dense`, `0-23%6`, 24 h
+  containment). Both pinned to 2026.10.17.1.
+- **Samplers, all `--start cold --compilation cold --cache unknown`:** `nautilus --live 150
+  --batch 20` (the control, the base stage's own settings); `emcee --walkers 50 --steps
+  2000`; `nuts --chains 1 --warmup 500 --steps 1000`; `smc --particles 256 --steps 1000`.
+- **Seeds:** sampler seeds 0, 1, 2; 4 x 3 x 2 = 24 arms per config, indexed seed-major
+  (index = seed x 8 + variant x 4 + sampler), so the throttle starts one probe arm of each
+  sampler first.
+- **Run ids:** `cs1017____s`; rows land in
+  `results/searches/experiments/.json`, catalogued under their `problem_id` with no
+  ranking. `wave.py --account --config ` reports each arm as row, failed or missing.
+- **Out of wave 1:** NSS, DynestyStatic/Dynamic and Zeus need runner support first (wave 2).
+
+## Jobs
+
+- **GPU wave:** not yet submitted. It is submitted with
+  `hpc/sync submit --dependency afterok: submit_hst_cleanslate_mass_samplers_jax_gpu_dense`
+  once the phase-2 GPU dense base array is queued. As of 2026-10-17T14:09Z no base array
+  exists: the RAL project checkout still needs its fast-forward to main (blocked on a
+  human-approved move-aside of untracked rows).
+- **CPU wave:** waits for the CPU dense base rows (days), then the same submit with `--cpu`.
+
 ## Status
 
-needs-slicing. Depends on the frozen `mass_total[1]` problems from
-`tasks/hst_mass_base_light_modes.md`. The sampler menu, settings, seeds and devices are not
-yet sliced.
+ready. Sliced and shipped in autolens_inference#28 (issue #27); witnessed on the euclid
+test-mode cell (both light-mode problems exported, all 24 arms `--validate-only` through the
+resolver). Waits for the phase-2 base arrays.
 
 ## Authorisation
 
-This task authorises nothing: no compute, no default change. Opened 2026-10-17 from the
-human's direction in the Insight chat; reframed the same day for the clean slate.
+The human authorised on 2026-10-17 the GPU wave's submission `afterok` on the phase-2 GPU
+dense base array ("do whatever is needed to sort 3 and get some runs going"). The CPU wave
+is not yet authorised to be queued ahead of the CPU base rows. Execution completion is never
+scientific acceptance.

From c1343adfad20254ce710e23fc0b955a7da63f5b6 Mon Sep 17 00:00:00 2001
From: Jammy2211 
Date: Sat, 17 Oct 2026 17:48:04 +0100
Subject: [PATCH 2/8] =?UTF-8?q?insight:=20hst-imaging-mass-samplers=20runn?=
 =?UTF-8?q?ing=20=E2=80=94=20base=20arrays=20412535/412537=20(gpu),=204125?=
 =?UTF-8?q?39/412541=20(ral),=20GPU=20wave=20412543=20afterok:412535=5F0?=
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Content-Type: text/plain; charset=UTF-8
Content-Transfer-Encoding: 8bit

Co-Authored-By: Claude Opus 5.5 
Claude-Session: https://claude.ai/code/session_015KxQzEhy93XdCA9cRZ8Ry6
---
 campaigns.yaml                     | 36 +++++++++++------------
 dashboard.html                     | 46 +++++++++++++++---------------
 dashboard.md                       | 39 +++++++++++++++++++------
 tasks/hst_mass_base_light_modes.md | 20 +++++++++++--
 tasks/hst_mass_samplers_wave1.md   | 15 +++++-----
 5 files changed, 95 insertions(+), 61 deletions(-)

diff --git a/campaigns.yaml b/campaigns.yaml
index f498372..ee51ed2 100644
--- a/campaigns.yaml
+++ b/campaigns.yaml
@@ -37,21 +37,21 @@ campaigns:
 - id: hst-imaging-mass-samplers
   title: 'HST imaging, clean slate: Nautilus base on A100 and jax_cpu at a pinned release, mass stage with linear
     lens light and with it fixed, then other samplers on the mass stage'
-  status: ready
+  status: running
   updated: '2026-10-17'
-  next: 'Phase 2: update the RAL autolens_inference checkout to main (dabb652 or later) and submit the four pinned
-    clean-slate base arrays (submit_hst_cleanslate_jax_{gpu,cpu}_{dense,sparse}). Then queue the phase-3 wave-1
-    GPU array: hpc/sync submit --dependency afterok: submit_hst_cleanslate_mass_samplers_jax_gpu_dense.
-    The CPU wave (submit_hst_cleanslate_mass_samplers_jax_cpu_dense) waits for the CPU dense base rows.'
+  next: 'Pull when the base arrays finish (hpc/sync pull) and read both light-mode rows per config/seed; account
+    GPU wave 1 (412543) with wave.py --account --config hpc_a100_jax_gpu_dense_fp64 once it runs; queue the CPU
+    wave (submit_hst_cleanslate_mass_samplers_jax_cpu_dense) once the CPU dense base rows land (needs authorisation).'
   recent_progress: 'Phase 1 (lens-light mode, --export-prepared, pinned submits) merged in autolens_inference#26. Phase
     3 wave 1 sliced and merged in autolens_inference#28 (issue #27): wave cleanslate_2026_10_17_wave1, nautilus/emcee/nuts/smc
     cold x sampler seeds 0-2 x both light modes on the base-seed-0 problems, 24 arms per config, arm table and
     row/failed/missing accounting in scripts/misc/experiments/wave.py. Pin directory /mnt/ral/jnightin/inference/pins/2026.10.17.1
-    built and verified 2026-10-17.'
-  blockers: The RAL project checkout is still at df5fd2c with untracked results/slam/imaging/ (rows main now tracks);
-    its fast-forward needs a human-approved move-aside, so no base array is submitted and the wave has nothing
-    to depend on.
-  job_status: 'none submitted: squeue --me read 2026-10-17T14:09Z shows no hst_cleanslate base or wave job'
+    built and verified 2026-10-17. Phase 2 submitted 2026-10-17T16:46Z (412535, 412537, 412539, 412541)
+    and the GPU wave queued behind base seed 0 (412543).'
+  job_status: 'Submitted 2026-10-17T16:46Z, pin 2026.10.17.1: base arrays 412535 (jax_gpu dense) and 412537 (jax_gpu
+    sparse) RUNNING on gpu (gres/gpu:a100=1, euclid-ral-gpu-1), 412539 (jax_cpu dense) and 412541 (jax_cpu sparse)
+    RUNNING on ral (euclid-ral-compute-10-1), seeds 0-1 each; GPU wave 1 412543 (0-23%4) PD (Dependency) afterok:412535_0.
+    squeue read 2026-10-17T16:47Z.'
   evidence: https://github.com/PyAutoLabs/autolens_inference/pull/28
   project: autolens_inference
   checkin_report: checkins/2026-10-17T111853Z.md
@@ -234,22 +234,20 @@ tasks:
   campaign: hst-imaging-mass-samplers
   title: 'HST imaging mass stage, clean slate: Nautilus base on A100 and jax_cpu at release 2026.10.17.1, linear
     and fixed lens light'
-  status: needs-slicing
+  status: running
   priority: high
   path: tasks/hst_mass_base_light_modes.md
   updated: '2026-10-17'
-  next: 'Phase 1 via Mind start_dev: --lens-light linear|fixed|both, both rows from one chain, --export-prepared
-    for both modes, library revisions and SLURM job id in every row, A100 and ral jax_cpu submit scripts against
-    a private pinned checkout; no compute until phase 1 ships and phase 2 is authorised.'
-  evidence: https://github.com/PyAutoLabs/autolens_inference/pull/23
+  next: 'Phase 2 running since 2026-10-17T16:46Z: 412535/412537 on gpu, 412539/412541 on ral (pin 2026.10.17.1,
+    seeds 0-1, --lens-light both). Pull and read the rows when they finish.'
+  evidence: https://github.com/PyAutoLabs/autolens_inference/pull/26
 - id: hst_mass_samplers_wave1
   campaign: hst-imaging-mass-samplers
   title: 'HST imaging mass stage: sampler comparison, wave 1'
-  status: ready
+  status: running
   priority: normal
   path: tasks/hst_mass_samplers_wave1.md
   updated: '2026-10-17'
-  next: Sliced and shipped (autolens_inference#28). Submit the GPU wave with --dependency afterok on the phase-2
-    GPU dense base array once that array is queued; the CPU wave waits for the CPU dense base rows. Account with
-    wave.py --account --config .
+  next: GPU wave 412543 (24 arms, %4, 6 h) queued 2026-10-17T16:46Z afterok:412535_0 on gpu; account with wave.py
+    --account --config hpc_a100_jax_gpu_dense_fp64. The CPU wave waits for the CPU dense base rows (412539).
   evidence: https://github.com/PyAutoLabs/autolens_inference/pull/28
diff --git a/dashboard.html b/dashboard.html
index c4c202f..1cbe07e 100644
--- a/dashboard.html
+++ b/dashboard.html
@@ -368,8 +368,8 @@
 Work on GitHub:
 - PyAutoInsight: https://github.com/PyAutoLabs/PyAutoInsight
 - autolens_inference: https://github.com/PyAutoLabs/autolens_inference
-- autofit_inference: https://github.com/PyAutoLabs/autofit_inference
Last updated 2026-10-17 13:20:13 UTC
↻ Update

-

Last check-in: 2026-10-17T11:18:53Z.

Active campaigns

CampaignRecent progressNext steps
HST imaging, clean slate: Nautilus base on A100 and jax_cpu at a pinned release, mass stage with linear lens light and with it fixed, then other samplers on the mass stagePhase 1 (lens-light mode, --export-prepared, pinned submits) merged in autolens_inference#26. Phase 3 wave 1 sliced and merged in autolens_inference#28 (issue #27): wave cleanslate_2026_10_17_wave1, nautilus/emcee/nuts/smc cold x sampler seeds 0-2 x both light modes on the base-seed-0 problems, 24 arms per config, arm table and row/failed/missing accounting in scripts/misc/experiments/wave.py. Pin directory /mnt/ral/jnightin/inference/pins/2026.10.17.1 built and verified 2026-10-17.Phase 2: update the RAL autolens_inference checkout to main (dabb652 or later) and submit the four pinned clean-slate base arrays (submit_hst_cleanslate_jax_{gpu,cpu}_{dense,sparse}). Then queue the phase-3 wave-1 GPU array: hpc/sync submit --dependency afterok:<GPU dense base array id> submit_hst_cleanslate_mass_samplers_jax_gpu_dense. The CPU wave (submit_hst_cleanslate_mass_samplers_jax_cpu_dense) waits for the CPU dense base rows.
Point-source sampler admission2 October project record reports five Nautilus seeds; no gradient-sampler admission measurement.Assess a bounded gradient-sampler admission proposal with the human; no new job is authorized.
Graphical and EP inference coordinationMind campaign map and two scoping contracts preserved verbatim; implementation work remains in Mind.Reconcile current Cortex observations and shipped fixes, then select one bounded phase.
Analytic Gaussian ensemble and control calibrationCortex records accepted wave-1 baseline and 30 September independent-review caveats.Use Cortex planned diagnostic on passing, edge and worst seeds; retain the human conclusion there.
N=50 NUTS versus three EP repeatsCortex records failed wave 1 (EMFILE/OOM), wave-2 preparation and no submission.Present the existing wave-2 proposal with current dependency evidence for decision.
Hierarchical slope recovery at scaleCortex retains graphical baseline, post-processing OOM and stale EP hierarchical factor; Mind records later moments fix.Verify the moments fix release and project mirror; recover missing summaries from existing samples before a proposed rerun.
IC50 EP and graphical scale ladderCortex records N=5/10/25 results, failed N=50 EP rung and width-interpretation caveat.Check implementation close-outs, then propose a seeded ladder with appropriate output and mean-field diagnostics.
PyAutoFit search benchmark on gaussian_x3 (autofit_inference)Wave 2 closed (B5b-2, 2026-10-15, autofit_inference#12) — RAL 409930 pulled, 12,750 rows admitted at the pin df6d218f10cd with 0 missing; NSS 50-step leads both evidence rankings; the catalogue ranks only legs with success rate >= 50 % over >= 20 attempts (post-hoc presentation convention); fit records published as inference-summary@3 (101 record shards).B5c-2b (draft/research/autofit_inference/search_ext_b5c2b_scored_wave_submit.md): realisations 2-3 and their exact references, the correlated_nd@2 scored-wave manifest (83 cells x 50 seeds x 3 realisations, 12 450 runs) and its probe for 8 probe-first cells, then the submit on RAL --partition=ral from a private pinned copy with the A2 memory requests; correlated_nd@2 is frozen (autofit_inference 44c5e77f1fb0); the family is catalogued apart from gaussian_x3 and ranks nothing across families.

Active tasks

TaskCampaignStatusPriorityNext steps
Drop the 1e-3 prior centring for shear / multipole / ell_comps in the benchmarkslam-hst-baseblockednormalVerify the release containing Galaxy#634 and Lens#754 before changing priors; retain zero-centre gradient witness. Carried into hst-imaging-mass-samplers phase 1 as a prior-identity question for the frozen model.
EP campaign — phase map for the 2026 Q3 graphical/EP pushgraphical-epneeds-decisionhighReconcile current Cortex records and human gates; this campaign map is never issued or bulk scheduled.
Expectation Propagation Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile completed wrapper work and Pulse profiling ownership before selecting a bounded remaining inference phase.
Graphical Model Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile current Cortex scale results and library dependencies; select one bounded inference phase with a witness.
NUTS/HMC trial on validated likelihoodspoint-source-admissionneeds-decisionnormalAn unscoped idea, not permission to submit: reconcile point-source admission with imaging and weak-lensing candidate targets.
gaussian_x3 search benchmark — wave 1 (the pilot)gaussian-x3-search-benchmarkblockednormalPilot stopped at 223 of 520 runs and is not restarted; freeze gaussian_x3@2 from its 17-row calibration before any scored run; the deferred cells move to scored wave 2 (after A2 and A4).
gaussian_x3 search benchmark — wave 2 (scored)gaussian-x3-search-benchmarkrunninghighWave 2 is closed and judged (B5b-2); the fit snapshot is captured from main under inference-summary@3 after the B5b-2 PRs merge.
HST imaging mass stage, clean slate: Nautilus base on A100 and jax_cpu at release 2026.10.17.1, linear and fixed lens lighthst-imaging-mass-samplersneeds-slicinghighPhase 1 via Mind start_dev: --lens-light linear|fixed|both, both rows from one chain, --export-prepared for both modes, library revisions and SLURM job id in every row, A100 and ral jax_cpu submit scripts against a private pinned checkout; no compute until phase 1 ships and phase 2 is authorised.
HST imaging mass stage: sampler comparison, wave 1hst-imaging-mass-samplersreadynormalSliced and shipped (autolens_inference#28). Submit the GPU wave with --dependency afterok on the phase-2 GPU dense base array once that array is queued; the CPU wave waits for the CPU dense base rows. Account with wave.py --account --config <config>.

Ledger

Inference Results

PyAutoLens
Imaging
Delaunay (JAX) (opens in a new tab)Delaunay (Numba) (opens in a new tab)Rectangular (JAX) (opens in a new tab)Rectangular (Numba) (opens in a new tab)
Point Source
Simple (JAX) (opens in a new tab)
PyAutoFit

Integrity: ok · Freshness: freshness policy unspecified · evidence 2026-10-15T16:38:44Z · Scientific qualification: 5129/12973 accepted by producer; remaining assessments shown below

Project dashboard · Ingest receipt

Record shards

inference-summary@3: the records are held in one file per protocol and leg, each verified against the index's sha256 at the captured commit. Counts are the producer's assertions, shown without ranking; each shard file holds every record's diagnostics, timings and provenance.

ProtocolShardRecordsExecutionConvergenceAcceptanceEvidence
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 2, failed 8not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_numpy_fp6410failed 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2failed 2not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 1, failed 1not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 1, failed 9not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_numpy_fp6410complete 2, failed 8not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_numpy_fp642complete 1, failed 1converged 1, not_converged 1accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/smc/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_numpy_fp642complete 1, failed 1not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1complete 1not_converged 1accepted 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10accepted 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/smc/default/local_jax_cpu_fp64_cache_warm1complete 1not_assessed 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2accepted 2records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_jax_cpu_fp64_cache_warm250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_numpy_fp64250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250failed 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_numpy_fp64250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 152, rejected 98records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 158, rejected 92records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250converged 21, not_converged 229accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 210, rejected 40records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250accepted 190, rejected 60records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250accepted 198, rejected 52records

Comparisons and parity groups

Targets, seeds and stages are retained. No best-seed selection, cross-target ranking or automatic convergence threshold. Declared groups do not themselves certify parity.

No certified comparison pairs supplied by this producer.

Decision History

No decisions recorded yet.

Sampler candidates

Literature expectations, not measured PyAuto recommendations. Review a candidate and copy its investigation prompt.

dynesty

dynamic nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior baseline with adjustable effort allocation.

Limitations

  • Prior transforms and likelihood-contour exploration need validation; no universal dimensional scaling advantage.

Integration: integrated: DynestyStatic and DynestyDynamic

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
Last updated unavailable↻ Update

+

Last check-in: 2026-10-17T11:18:53Z.

Active campaigns

CampaignRecent progressNext steps
HST imaging, clean slate: Nautilus base on A100 and jax_cpu at a pinned release, mass stage with linear lens light and with it fixed, then other samplers on the mass stagePhase 1 (lens-light mode, --export-prepared, pinned submits) merged in autolens_inference#26. Phase 3 wave 1 sliced and merged in autolens_inference#28 (issue #27): wave cleanslate_2026_10_17_wave1, nautilus/emcee/nuts/smc cold x sampler seeds 0-2 x both light modes on the base-seed-0 problems, 24 arms per config, arm table and row/failed/missing accounting in scripts/misc/experiments/wave.py. Pin directory /mnt/ral/jnightin/inference/pins/2026.10.17.1 built and verified 2026-10-17. Phase 2 submitted 2026-10-17T16:46Z (412535, 412537, 412539, 412541) and the GPU wave queued behind base seed 0 (412543).Pull when the base arrays finish (hpc/sync pull) and read both light-mode rows per config/seed; account GPU wave 1 (412543) with wave.py --account --config hpc_a100_jax_gpu_dense_fp64 once it runs; queue the CPU wave (submit_hst_cleanslate_mass_samplers_jax_cpu_dense) once the CPU dense base rows land (needs authorisation).
Point-source sampler admission2 October project record reports five Nautilus seeds; no gradient-sampler admission measurement.Assess a bounded gradient-sampler admission proposal with the human; no new job is authorized.
Graphical and EP inference coordinationMind campaign map and two scoping contracts preserved verbatim; implementation work remains in Mind.Reconcile current Cortex observations and shipped fixes, then select one bounded phase.
Analytic Gaussian ensemble and control calibrationCortex records accepted wave-1 baseline and 30 September independent-review caveats.Use Cortex planned diagnostic on passing, edge and worst seeds; retain the human conclusion there.
N=50 NUTS versus three EP repeatsCortex records failed wave 1 (EMFILE/OOM), wave-2 preparation and no submission.Present the existing wave-2 proposal with current dependency evidence for decision.
Hierarchical slope recovery at scaleCortex retains graphical baseline, post-processing OOM and stale EP hierarchical factor; Mind records later moments fix.Verify the moments fix release and project mirror; recover missing summaries from existing samples before a proposed rerun.
IC50 EP and graphical scale ladderCortex records N=5/10/25 results, failed N=50 EP rung and width-interpretation caveat.Check implementation close-outs, then propose a seeded ladder with appropriate output and mean-field diagnostics.
PyAutoFit search benchmark on gaussian_x3 (autofit_inference)Wave 2 closed (B5b-2, 2026-10-15, autofit_inference#12) — RAL 409930 pulled, 12,750 rows admitted at the pin df6d218f10cd with 0 missing; NSS 50-step leads both evidence rankings; the catalogue ranks only legs with success rate >= 50 % over >= 20 attempts (post-hoc presentation convention); fit records published as inference-summary@3 (101 record shards).B5c-2b (draft/research/autofit_inference/search_ext_b5c2b_scored_wave_submit.md): realisations 2-3 and their exact references, the correlated_nd@2 scored-wave manifest (83 cells x 50 seeds x 3 realisations, 12 450 runs) and its probe for 8 probe-first cells, then the submit on RAL --partition=ral from a private pinned copy with the A2 memory requests; correlated_nd@2 is frozen (autofit_inference 44c5e77f1fb0); the family is catalogued apart from gaussian_x3 and ranks nothing across families.

Active tasks

TaskCampaignStatusPriorityNext steps
Drop the 1e-3 prior centring for shear / multipole / ell_comps in the benchmarkslam-hst-baseblockednormalVerify the release containing Galaxy#634 and Lens#754 before changing priors; retain zero-centre gradient witness. Carried into hst-imaging-mass-samplers phase 1 as a prior-identity question for the frozen model.
EP campaign — phase map for the 2026 Q3 graphical/EP pushgraphical-epneeds-decisionhighReconcile current Cortex records and human gates; this campaign map is never issued or bulk scheduled.
Expectation Propagation Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile completed wrapper work and Pulse profiling ownership before selecting a bounded remaining inference phase.
Graphical Model Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile current Cortex scale results and library dependencies; select one bounded inference phase with a witness.
NUTS/HMC trial on validated likelihoodspoint-source-admissionneeds-decisionnormalAn unscoped idea, not permission to submit: reconcile point-source admission with imaging and weak-lensing candidate targets.
gaussian_x3 search benchmark — wave 1 (the pilot)gaussian-x3-search-benchmarkblockednormalPilot stopped at 223 of 520 runs and is not restarted; freeze gaussian_x3@2 from its 17-row calibration before any scored run; the deferred cells move to scored wave 2 (after A2 and A4).
gaussian_x3 search benchmark — wave 2 (scored)gaussian-x3-search-benchmarkrunninghighWave 2 is closed and judged (B5b-2); the fit snapshot is captured from main under inference-summary@3 after the B5b-2 PRs merge.
HST imaging mass stage, clean slate: Nautilus base on A100 and jax_cpu at release 2026.10.17.1, linear and fixed lens lighthst-imaging-mass-samplersrunninghighPhase 2 running since 2026-10-17T16:46Z: 412535/412537 on gpu, 412539/412541 on ral (pin 2026.10.17.1, seeds 0-1, --lens-light both). Pull and read the rows when they finish.
HST imaging mass stage: sampler comparison, wave 1hst-imaging-mass-samplersrunningnormalGPU wave 412543 (24 arms, %4, 6 h) queued 2026-10-17T16:46Z afterok:412535_0 on gpu; account with wave.py --account --config hpc_a100_jax_gpu_dense_fp64. The CPU wave waits for the CPU dense base rows (412539).

Ledger

Inference Results

Latest refresh failed. Showing cached evidence.

PyAutoLens
Imaging
Delaunay (JAX) (opens in a new tab)Delaunay (Numba) (opens in a new tab)Rectangular (JAX) (opens in a new tab)Rectangular (Numba) (opens in a new tab)
Point Source
Simple (JAX) (opens in a new tab)
PyAutoFit

Integrity: ok · Freshness: freshness policy unspecified · evidence 2026-10-15T16:38:44Z · Scientific qualification: 5129/12973 accepted by producer; remaining assessments shown below

Project dashboard · Ingest receipt

Record shards

inference-summary@3: the records are held in one file per protocol and leg, each verified against the index's sha256 at the captured commit. Counts are the producer's assertions, shown without ranking; each shard file holds every record's diagnostics, timings and provenance.

ProtocolShardRecordsExecutionConvergenceAcceptanceEvidence
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 2, failed 8not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_numpy_fp6410failed 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2failed 2not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 1, failed 1not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 1, failed 9not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_numpy_fp6410complete 2, failed 8not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_numpy_fp642complete 1, failed 1converged 1, not_converged 1accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/smc/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_numpy_fp642complete 1, failed 1not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1complete 1not_converged 1accepted 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10accepted 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/smc/default/local_jax_cpu_fp64_cache_warm1complete 1not_assessed 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2accepted 2records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_jax_cpu_fp64_cache_warm250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_numpy_fp64250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250failed 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_numpy_fp64250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 152, rejected 98records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 158, rejected 92records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250converged 21, not_converged 229accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 210, rejected 40records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250accepted 190, rejected 60records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250accepted 198, rejected 52records

Comparisons and parity groups

Targets, seeds and stages are retained. No best-seed selection, cross-target ranking or automatic convergence threshold. Declared groups do not themselves certify parity.

No certified comparison pairs supplied by this producer.

Decision History

No decisions recorded yet.

Sampler candidates

Literature expectations, not measured PyAuto recommendations. Review a candidate and copy its investigation prompt.

dynesty

dynamic nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior baseline with adjustable effort allocation.

Limitations

  • Prior transforms and likelihood-contour exploration need validation; no universal dimensional scaling advantage.

Integration: integrated: DynestyStatic and DynestyDynamic

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
Nautilus

neural-network importance nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior estimation for expensive gradient-free likelihoods.

Limitations

  • Learned proposal coverage and importance-weight stability need checking on unseen modes.

Integration: integrated: Nautilus

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
pocoMC

flow-preconditioned Monte Carlo · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Posterior and evidence investigation for strongly correlated nonlinear targets.

Limitations

  • Flow training, population coverage and evidence uncertainty need validation; check the pinned implementation against the 2022 method.

Integration: prospective: no PyAutoFit search wrapper found

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
HST Delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 24 records
single search / pipeline parent · unknown · jax_gpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
+Code: https://github.com/minaskar/pocomc
HST Delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 24 records
single search / pipeline parent · unknown · jax_gpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
   "archived": false,
   "backend": "jax_gpu",
   "comparison": {
@@ -10269,7 +10269,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -10282,7 +10282,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -10295,7 +10295,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -10308,7 +10308,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW delaunay SLaM← All inference setups

Delaunay (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -10321,7 +10321,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
HST Delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 12 records
single search / pipeline parent · unknown · numba_cpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
HST Delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 12 records
single search / pipeline parent · unknown · numba_cpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
   "archived": false,
   "backend": "numba_cpu",
   "comparison": {
@@ -12790,7 +12790,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -12803,7 +12803,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -12816,7 +12816,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -12829,7 +12829,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW delaunay SLaM← All inference setups

Delaunay (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Delaunay (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -12842,7 +12842,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
HST rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 24 records
single search / pipeline parent · unknown · jax_gpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
HST rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 24 records
single search / pipeline parent · unknown · jax_gpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
   "archived": false,
   "backend": "jax_gpu",
   "comparison": {
@@ -23130,7 +23130,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -23143,7 +23143,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -23156,7 +23156,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -23169,7 +23169,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW rectangular SLaM← All inference setups

Rectangular (JAX)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (JAX) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -23182,7 +23182,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
HST rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 12 records
single search / pipeline parent · unknown · numba_cpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
HST rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

Sampler unknown · 12 records
single search / pipeline parent · unknown · numba_cpu · seed 0 · complete
Sampling
unknown
Fit call
unknown
Preparation
unknown
Initialization
unknown
Compilation
unknown
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
unknown
Maximum log likelihood
unknown

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
   "archived": false,
   "backend": "numba_cpu",
   "comparison": {
@@ -25711,7 +25711,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
AO rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -25724,7 +25724,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
EUCLID rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -25737,7 +25737,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -25750,7 +25750,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
JWST_LW rectangular SLaM← All inference setups

Rectangular (Numba)

PyAutoLens / Imaging

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No recorded Rectangular (Numba) results for this instrument.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

No current sampler measurements for this setup.

Historical project results · 0 records

No historical results.

Comparisons and parity groups

No comparison groups supplied for this setup.

Coverage and limitations
{
   "excluded": [],
   "expected": {
     "reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated",
@@ -25763,7 +25763,7 @@
     "records": 128,
     "runs": 27
   }
-}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
Simple point source← All inference setups

Simple (JAX)

PyAutoLens / Point Source

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

nautilus · 6 records
single search / pipeline parent · unknown · jax_cpu · seed 0 · complete
Sampling
56.6 s
Fit call
1.09 min (65.2 s)
Preparation
unknown
Initialization
unknown
Compilation
1.9 s
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
5
Maximum log likelihood
16.48568552789147

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
+}
  • No scientific acceptance or convergence inferred from process completion
  • Sample archives remain in project storage; current availability unknown
  • No evidence from the retired inference programme is imported
  • Archived rows belong to this project's September 2026 runs and are historical, not current baselines
Simple point source← All inference setups

Simple (JAX)

PyAutoLens / Point Source

results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text; results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text

Cached evidence: original capture and evidence times retained. This refresh has not made the evidence newer.

No accepted baseline selected

No explicitly accepted current baseline with frozen model/prior identities

Baseline runs and prepared problems
[]

Sampler results

nautilus · 6 records
single search / pipeline parent · unknown · jax_cpu · seed 0 · complete
Sampling
56.6 s
Fit call
1.09 min (65.2 s)
Preparation
unknown
Initialization
unknown
Compilation
1.9 s
Likelihood evaluations
unknown
Sampler iterations
unknown
ESS
unknown
Free parameters
5
Maximum log likelihood
16.48568552789147

Convergence: not_assessed · acceptance: not_assessed. Samples: unknown.

Sampler start: unknown · compilation: unknown · cache: unknown. Hardware: unknown.

Original evidence

Configuration, clock definitions and provenance
{
   "archived": false,
   "backend": "jax_cpu",
   "comparison": {
diff --git a/dashboard.md b/dashboard.md
index 92a2838..3e28de8 100644
--- a/dashboard.md
+++ b/dashboard.md
@@ -1,16 +1,16 @@
 # PyAutoInsight — inference control room
 
-
+
 
 | Where | Count |
 |---|---:|
 | [Projects](#evidence) | 2 |
 | [Records](#evidence) | 13101 |
 | [Comparisons](#evidence) | 0 |
-| [Cached](#evidence) | 0 |
+| [Cached](#evidence) | 1 |
 | [Failed](#evidence) | 0 |
 
-
+
 ## Check in on all inference work
 
 Copy this into one chat. Add a campaign focus or idea before or after it, or leave it unchanged.
@@ -39,7 +39,7 @@ Last check-in: 2026-10-17T11:18:53Z.
 
 | Campaign | Recent progress | Next steps |
 |---|---|---|
-| [HST imaging, clean slate: Nautilus base on A100 and jax_cpu at a pinned release, mass stage with linear lens light and with it fixed, then other samplers on the mass stage](https://github.com/PyAutoLabs/autolens_inference/pull/28) | Phase 1 (lens-light mode, --export-prepared, pinned submits) merged in autolens_inference#26. Phase 3 wave 1 sliced and merged in autolens_inference#28 (issue #27): wave cleanslate_2026_10_17_wave1, nautilus/emcee/nuts/smc cold x sampler seeds 0-2 x both light modes on the base-seed-0 problems, 24 arms per config, arm table and row/failed/missing accounting in scripts/misc/experiments/wave.py. Pin directory /mnt/ral/jnightin/inference/pins/2026.10.17.1 built and verified 2026-10-17. | Phase 2: update the RAL autolens_inference checkout to main (dabb652 or later) and submit the four pinned clean-slate base arrays (submit_hst_cleanslate_jax_{gpu,cpu}_{dense,sparse}). Then queue the phase-3 wave-1 GPU array: hpc/sync submit --dependency afterok:<GPU dense base array id> submit_hst_cleanslate_mass_samplers_jax_gpu_dense. The CPU wave (submit_hst_cleanslate_mass_samplers_jax_cpu_dense) waits for the CPU dense base rows. |
+| [HST imaging, clean slate: Nautilus base on A100 and jax_cpu at a pinned release, mass stage with linear lens light and with it fixed, then other samplers on the mass stage](https://github.com/PyAutoLabs/autolens_inference/pull/28) | Phase 1 (lens-light mode, --export-prepared, pinned submits) merged in autolens_inference#26. Phase 3 wave 1 sliced and merged in autolens_inference#28 (issue #27): wave cleanslate_2026_10_17_wave1, nautilus/emcee/nuts/smc cold x sampler seeds 0-2 x both light modes on the base-seed-0 problems, 24 arms per config, arm table and row/failed/missing accounting in scripts/misc/experiments/wave.py. Pin directory /mnt/ral/jnightin/inference/pins/2026.10.17.1 built and verified 2026-10-17. Phase 2 submitted 2026-10-17T16:46Z (412535, 412537, 412539, 412541) and the GPU wave queued behind base seed 0 (412543). | Pull when the base arrays finish (hpc/sync pull) and read both light-mode rows per config/seed; account GPU wave 1 (412543) with wave.py --account --config hpc_a100_jax_gpu_dense_fp64 once it runs; queue the CPU wave (submit_hst_cleanslate_mass_samplers_jax_cpu_dense) once the CPU dense base rows land (needs authorisation). |
 | [Point-source sampler admission](https://github.com/PyAutoLabs/autolens_inference/blob/146a84346eaa51eda158634cae520d677f3e6213/wiki/project/state.md) | 2 October project record reports five Nautilus seeds; no gradient-sampler admission measurement. | Assess a bounded gradient-sampler admission proposal with the human; no new job is authorized. |
 | [Graphical and EP inference coordination](https://github.com/PyAutoLabs/PyAutoMind/blob/8dd1edc7e04c960daae3663513c61395823eddb0/draft/research/graphical_ep/ep_campaign.md) | Mind campaign map and two scoping contracts preserved verbatim; implementation work remains in Mind. | Reconcile current Cortex observations and shipped fixes, then select one bounded phase. |
 | [Analytic Gaussian ensemble and control calibration](https://github.com/PyAutoLabs/PyAutoCortex/blob/d45f198804615c090e6b6694cf725ddb0be2354e/projects/analytic_gaussian.md) | Cortex records accepted wave-1 baseline and 30 September independent-review caveats. | Use Cortex planned diagnostic on passing, edge and worst seeds; retain the human conclusion there. |
@@ -59,18 +59,39 @@ Last check-in: 2026-10-17T11:18:53Z.
 | [NUTS/HMC trial on validated likelihoods](https://github.com/PyAutoLabs/PyAutoInsight/blob/main/tasks/gradient_sampler_validated_likelihoods.md) | point-source-admission | needs-decision | normal | An unscoped idea, not permission to submit: reconcile point-source admission with imaging and weak-lensing candidate targets. |
 | [gaussian_x3 search benchmark — wave 1 (the pilot)](https://github.com/PyAutoLabs/PyAutoInsight/blob/main/tasks/gaussian_x3_search_wave1.md) | gaussian-x3-search-benchmark | blocked | normal | Pilot stopped at 223 of 520 runs and is not restarted; freeze gaussian_x3@2 from its 17-row calibration before any scored run; the deferred cells move to scored wave 2 (after A2 and A4). |
 | [gaussian_x3 search benchmark — wave 2 (scored)](https://github.com/PyAutoLabs/PyAutoInsight/blob/main/tasks/gaussian_x3_search_wave2.md) | gaussian-x3-search-benchmark | running | high | Wave 2 is closed and judged (B5b-2); the fit snapshot is captured from main under inference-summary@3 after the B5b-2 PRs merge. |
-| [HST imaging mass stage, clean slate: Nautilus base on A100 and jax_cpu at release 2026.10.17.1, linear and fixed lens light](https://github.com/PyAutoLabs/PyAutoInsight/blob/main/tasks/hst_mass_base_light_modes.md) | hst-imaging-mass-samplers | needs-slicing | high | Phase 1 via Mind start_dev: --lens-light linear\|fixed\|both, both rows from one chain, --export-prepared for both modes, library revisions and SLURM job id in every row, A100 and ral jax_cpu submit scripts against a private pinned checkout; no compute until phase 1 ships and phase 2 is authorised. |
-| [HST imaging mass stage: sampler comparison, wave 1](https://github.com/PyAutoLabs/PyAutoInsight/blob/main/tasks/hst_mass_samplers_wave1.md) | hst-imaging-mass-samplers | ready | normal | Sliced and shipped (autolens_inference#28). Submit the GPU wave with --dependency afterok on the phase-2 GPU dense base array once that array is queued; the CPU wave waits for the CPU dense base rows. Account with wave.py --account --config <config>. |
+| [HST imaging mass stage, clean slate: Nautilus base on A100 and jax_cpu at release 2026.10.17.1, linear and fixed lens light](https://github.com/PyAutoLabs/PyAutoInsight/blob/main/tasks/hst_mass_base_light_modes.md) | hst-imaging-mass-samplers | running | high | Phase 2 running since 2026-10-17T16:46Z: 412535/412537 on gpu, 412539/412541 on ral (pin 2026.10.17.1, seeds 0-1, --lens-light both). Pull and read the rows when they finish. |
+| [HST imaging mass stage: sampler comparison, wave 1](https://github.com/PyAutoLabs/PyAutoInsight/blob/main/tasks/hst_mass_samplers_wave1.md) | hst-imaging-mass-samplers | running | normal | GPU wave 412543 (24 arms, %4, 6 h) queued 2026-10-17T16:46Z afterok:412535_0 on gpu; account with wave.py --account --config hpc_a100_jax_gpu_dense_fp64. The CPU wave waits for the CPU dense base rows (412539). |
 
 [Ledger](https://github.com/PyAutoLabs/PyAutoInsight/blob/main/campaigns.yaml)
 
 ## Inference Results
 
 
-
+
 ## autolens_inference
-Integrity: ok. Freshness: freshness policy unspecified · evidence time unknown. Qualification: 0/128 accepted by producer; remaining assessments shown below.
-Capture source branch: main; revision: 26b099cb14d099ad7b8c9b20ec5098de5f93dbd7; fetched 2026-10-17T13:17:23Z; latest attempt 2026-10-17T13:17:23Z.
+Integrity: cached · latest fetch invalid. Freshness: freshness policy unspecified · evidence time unknown. Qualification: 0/128 accepted by producer; remaining assessments shown below.
+Capture source branch: main; revision: 26b099cb14d099ad7b8c9b20ec5098de5f93dbd7; fetched 2026-10-17T13:17:23Z; latest attempt 2026-10-17T16:26:54Z.
+results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed0.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed1.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed2.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed3.json: dependency revisions must be text
+results/searches/point_source/multi_start_adam_n3000/simple/source_plane_solved/hpc_a100_jax_gpu_dense_fp64/search_seed4.json: dependency revisions must be text
+Cached: original evidence and capture times retained.
 - [imaging / rectangular / HST rectangular SLaM](https://pyautolabs.github.io/PyAutoInsight/?view=setup&instance=lens&setup=imaging%2Frectangular%2Fhst)
 - [imaging / delaunay / HST Delaunay SLaM](https://pyautolabs.github.io/PyAutoInsight/?view=setup&instance=lens&setup=imaging%2Fdelaunay%2Fhst)
 - [point_source / simple / Simple point source](https://pyautolabs.github.io/PyAutoInsight/?view=setup&instance=lens&setup=point_source%2Fsimple%2Fsimple)
diff --git a/tasks/hst_mass_base_light_modes.md b/tasks/hst_mass_base_light_modes.md
index ac4ee5e..ca1ceb5 100644
--- a/tasks/hst_mass_base_light_modes.md
+++ b/tasks/hst_mass_base_light_modes.md
@@ -65,7 +65,20 @@ their output trees.
      (`tasks/drop_1e3_prior_centring_after_631.md`) is dropped, stated before the pin.
 2. Compute, decision-gated and separately authorised: the base above (2 devices x 2
    inversions x 2 seeds, both light modes per job) plus the prepared-problem exports.
-   Nothing is submitted.
+   **Submitted 2026-10-17T16:45:58-16:46:08Z** (human-authorised "go on 2"), pin
+   `/mnt/ral/jnightin/inference/pins/2026.10.17.1` (tag commits verified), output root
+   `output/cleanslate_2026_10_17`, results tag `cleanslate_2026_10_17`, prepared export
+   `output/prepared/cleanslate_2026_10_17//seed_//`:
+
+   | array | submit | partition | node / device |
+   |---|---|---|---|
+   | 412535 | `submit_hst_cleanslate_jax_gpu_dense` | gpu | euclid-ral-gpu-1, gres/gpu:a100=1 |
+   | 412537 | `submit_hst_cleanslate_jax_gpu_sparse` | gpu | euclid-ral-gpu-1, gres/gpu:a100=1 |
+   | 412539 | `submit_hst_cleanslate_jax_cpu_dense` | ral | euclid-ral-compute-10-1 |
+   | 412541 | `submit_hst_cleanslate_jax_cpu_sparse` | ral | euclid-ral-compute-10-1 |
+
+   All four (seeds 0-1) were RUNNING at 16:47Z and had started a fresh `source_lp[1]` under
+   the pin.
 3. Sampler waves on the frozen problems: `tasks/hst_mass_samplers_wave1.md`.
 
 ## Decisions
@@ -86,5 +99,6 @@ autolens_inference.
 
 ## Authorisation
 
-This task authorises nothing: no compute, no default change. Phase 1 needs Mind
-`start_dev`; phase 2 needs a separate compute authorisation.
+This task authorises nothing: no compute, no default change. Phase 1 shipped through Mind
+`start_dev` (autolens_inference#26); phase 2 was separately authorised by the human on
+2026-10-17 and submitted as above.
diff --git a/tasks/hst_mass_samplers_wave1.md b/tasks/hst_mass_samplers_wave1.md
index 7b6376f..989cb8f 100644
--- a/tasks/hst_mass_samplers_wave1.md
+++ b/tasks/hst_mass_samplers_wave1.md
@@ -69,18 +69,19 @@ Wave id `cleanslate_2026_10_17_wave1`; the arm table is data in autolens_inferen
 
 ## Jobs
 
-- **GPU wave:** not yet submitted. It is submitted with
-  `hpc/sync submit --dependency afterok: submit_hst_cleanslate_mass_samplers_jax_gpu_dense`
-  once the phase-2 GPU dense base array is queued. As of 2026-10-17T14:09Z no base array
-  exists: the RAL project checkout still needs its fast-forward to main (blocked on a
-  human-approved move-aside of untracked rows).
+- **GPU wave:** array **412543** (`submit_hst_cleanslate_mass_samplers_jax_gpu_dense`,
+  `0-23%4`, 6 h containment, gpu), submitted 2026-10-17T16:46:15Z with
+  `--dependency afterok:412535_0`: it starts when seed 0 of the GPU dense base array
+  (412535) completes cleanly, because the base-seed-0 problems are the only ones the wave
+  reads. squeue at 16:47Z: PD (Dependency).
 - **CPU wave:** waits for the CPU dense base rows (days), then the same submit with `--cpu`.
 
 ## Status
 
-ready. Sliced and shipped in autolens_inference#28 (issue #27); witnessed on the euclid
+running. Sliced and shipped in autolens_inference#28 (issue #27); witnessed on the euclid
 test-mode cell (both light-mode problems exported, all 24 arms `--validate-only` through the
-resolver). Waits for the phase-2 base arrays.
+resolver). The GPU wave 412543 is queued behind base array 412535 seed 0; the base arrays
+412535, 412537 (gpu) and 412539, 412541 (ral) run since 2026-10-17T16:46Z.
 
 ## Authorisation
 

From d9279c0f867bc1aac83751cdb2ab13b7af995e15 Mon Sep 17 00:00:00 2001
From: Jammy2211 
Date: Sat, 17 Oct 2026 19:04:28 +0100
Subject: [PATCH 3/8] insight: hst-imaging-mass-samplers gains numba_cpu legs
 sharing the jax_cpu source_lp[1] (autolens_inference#32), not yet submitted

Co-Authored-By: Claude Fable 5.1 
Claude-Session: https://claude.ai/code/session_015KxQzEhy93XdCA9cRZ8Ry6
---
 campaigns.yaml                     | 15 ++++++----
 dashboard.html                     |  2 +-
 dashboard.md                       |  6 ++--
 tasks/hst_mass_base_light_modes.md | 45 ++++++++++++++++++++++++++++--
 4 files changed, 56 insertions(+), 12 deletions(-)

diff --git a/campaigns.yaml b/campaigns.yaml
index ee51ed2..b6f83e4 100644
--- a/campaigns.yaml
+++ b/campaigns.yaml
@@ -35,11 +35,13 @@ campaigns:
   project: autolens_inference
   checkin_report: checkins/2026-10-17T111853Z.md
 - id: hst-imaging-mass-samplers
-  title: 'HST imaging, clean slate: Nautilus base on A100 and jax_cpu at a pinned release, mass stage with linear
+  title: 'HST imaging, clean slate: Nautilus base on A100, jax_cpu and numba_cpu at a pinned release, mass stage with linear
     lens light and with it fixed, then other samplers on the mass stage'
   status: running
   updated: '2026-10-17'
-  next: 'Pull when the base arrays finish (hpc/sync pull) and read both light-mode rows per config/seed; account
+  next: 'Finish the RAL checkout fast-forward to b91ce9c (a timed-out pull left it half-applied; the human runs
+    git reset --mixed b91ce9c && git checkout -- .), then submit the numba_cpu legs (hpc/sync submit --cpu
+    submit_hst_cleanslate_numba_cpu_dense and _sparse; each waits in-job for the jax_cpu dense source_lp[1]). Pull when the base arrays finish (hpc/sync pull) and read both light-mode rows per config/seed; account
     GPU wave 1 (412543) with wave.py --account --config hpc_a100_jax_gpu_dense_fp64 once it runs; queue the CPU
     wave (submit_hst_cleanslate_mass_samplers_jax_cpu_dense) once the CPU dense base rows land (needs authorisation).'
   recent_progress: 'Phase 1 (lens-light mode, --export-prepared, pinned submits) merged in autolens_inference#26. Phase
@@ -47,12 +49,15 @@ campaigns:
     cold x sampler seeds 0-2 x both light modes on the base-seed-0 problems, 24 arms per config, arm table and
     row/failed/missing accounting in scripts/misc/experiments/wave.py. Pin directory /mnt/ral/jnightin/inference/pins/2026.10.17.1
     built and verified 2026-10-17. Phase 2 submitted 2026-10-17T16:46Z (412535, 412537, 412539, 412541)
-    and the GPU wave queued behind base seed 0 (412543).'
+    and the GPU wave queued behind base seed 0 (412543). numba_cpu dense and sparse legs (8 ral CPUs, seeds 0-1,
+    both light modes) merged in autolens_inference#32 (issue #31). They share the jax_cpu dense source_lp[1] via --stages-from,
+    with the stage marked shared_from_config and excluded from chain_wall_s (human decision 2026-10-17). Not yet submitted.'
   job_status: 'Submitted 2026-10-17T16:46Z, pin 2026.10.17.1: base arrays 412535 (jax_gpu dense) and 412537 (jax_gpu
     sparse) RUNNING on gpu (gres/gpu:a100=1, euclid-ral-gpu-1), 412539 (jax_cpu dense) and 412541 (jax_cpu sparse)
     RUNNING on ral (euclid-ral-compute-10-1), seeds 0-1 each; GPU wave 1 412543 (0-23%4) PD (Dependency) afterok:412535_0.
-    squeue read 2026-10-17T16:47Z.'
-  evidence: https://github.com/PyAutoLabs/autolens_inference/pull/28
+    squeue read 2026-10-17T16:47Z. At 17:58Z 412535 was no longer in squeue (exit state not read), 412537, 412539
+    and 412541 were RUNNING, and GPU wave tasks 412543_0-4 were RUNNING. numba_cpu legs not submitted.'
+  evidence: https://github.com/PyAutoLabs/autolens_inference/pull/32
   project: autolens_inference
   checkin_report: checkins/2026-10-17T111853Z.md
 - id: point-source-admission
diff --git a/dashboard.html b/dashboard.html
index 1cbe07e..ba3f030 100644
--- a/dashboard.html
+++ b/dashboard.html
@@ -369,7 +369,7 @@
 - PyAutoInsight: https://github.com/PyAutoLabs/PyAutoInsight
 - autolens_inference: https://github.com/PyAutoLabs/autolens_inference
 - autofit_inference: https://github.com/PyAutoLabs/autofit_inference
Last updated unavailable↻ Update

-

Last check-in: 2026-10-17T11:18:53Z.

Active campaigns

CampaignRecent progressNext steps
HST imaging, clean slate: Nautilus base on A100 and jax_cpu at a pinned release, mass stage with linear lens light and with it fixed, then other samplers on the mass stagePhase 1 (lens-light mode, --export-prepared, pinned submits) merged in autolens_inference#26. Phase 3 wave 1 sliced and merged in autolens_inference#28 (issue #27): wave cleanslate_2026_10_17_wave1, nautilus/emcee/nuts/smc cold x sampler seeds 0-2 x both light modes on the base-seed-0 problems, 24 arms per config, arm table and row/failed/missing accounting in scripts/misc/experiments/wave.py. Pin directory /mnt/ral/jnightin/inference/pins/2026.10.17.1 built and verified 2026-10-17. Phase 2 submitted 2026-10-17T16:46Z (412535, 412537, 412539, 412541) and the GPU wave queued behind base seed 0 (412543).Pull when the base arrays finish (hpc/sync pull) and read both light-mode rows per config/seed; account GPU wave 1 (412543) with wave.py --account --config hpc_a100_jax_gpu_dense_fp64 once it runs; queue the CPU wave (submit_hst_cleanslate_mass_samplers_jax_cpu_dense) once the CPU dense base rows land (needs authorisation).
Point-source sampler admission2 October project record reports five Nautilus seeds; no gradient-sampler admission measurement.Assess a bounded gradient-sampler admission proposal with the human; no new job is authorized.
Graphical and EP inference coordinationMind campaign map and two scoping contracts preserved verbatim; implementation work remains in Mind.Reconcile current Cortex observations and shipped fixes, then select one bounded phase.
Analytic Gaussian ensemble and control calibrationCortex records accepted wave-1 baseline and 30 September independent-review caveats.Use Cortex planned diagnostic on passing, edge and worst seeds; retain the human conclusion there.
N=50 NUTS versus three EP repeatsCortex records failed wave 1 (EMFILE/OOM), wave-2 preparation and no submission.Present the existing wave-2 proposal with current dependency evidence for decision.
Hierarchical slope recovery at scaleCortex retains graphical baseline, post-processing OOM and stale EP hierarchical factor; Mind records later moments fix.Verify the moments fix release and project mirror; recover missing summaries from existing samples before a proposed rerun.
IC50 EP and graphical scale ladderCortex records N=5/10/25 results, failed N=50 EP rung and width-interpretation caveat.Check implementation close-outs, then propose a seeded ladder with appropriate output and mean-field diagnostics.
PyAutoFit search benchmark on gaussian_x3 (autofit_inference)Wave 2 closed (B5b-2, 2026-10-15, autofit_inference#12) — RAL 409930 pulled, 12,750 rows admitted at the pin df6d218f10cd with 0 missing; NSS 50-step leads both evidence rankings; the catalogue ranks only legs with success rate >= 50 % over >= 20 attempts (post-hoc presentation convention); fit records published as inference-summary@3 (101 record shards).B5c-2b (draft/research/autofit_inference/search_ext_b5c2b_scored_wave_submit.md): realisations 2-3 and their exact references, the correlated_nd@2 scored-wave manifest (83 cells x 50 seeds x 3 realisations, 12 450 runs) and its probe for 8 probe-first cells, then the submit on RAL --partition=ral from a private pinned copy with the A2 memory requests; correlated_nd@2 is frozen (autofit_inference 44c5e77f1fb0); the family is catalogued apart from gaussian_x3 and ranks nothing across families.

Active tasks

TaskCampaignStatusPriorityNext steps
Drop the 1e-3 prior centring for shear / multipole / ell_comps in the benchmarkslam-hst-baseblockednormalVerify the release containing Galaxy#634 and Lens#754 before changing priors; retain zero-centre gradient witness. Carried into hst-imaging-mass-samplers phase 1 as a prior-identity question for the frozen model.
EP campaign — phase map for the 2026 Q3 graphical/EP pushgraphical-epneeds-decisionhighReconcile current Cortex records and human gates; this campaign map is never issued or bulk scheduled.
Expectation Propagation Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile completed wrapper work and Pulse profiling ownership before selecting a bounded remaining inference phase.
Graphical Model Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile current Cortex scale results and library dependencies; select one bounded inference phase with a witness.
NUTS/HMC trial on validated likelihoodspoint-source-admissionneeds-decisionnormalAn unscoped idea, not permission to submit: reconcile point-source admission with imaging and weak-lensing candidate targets.
gaussian_x3 search benchmark — wave 1 (the pilot)gaussian-x3-search-benchmarkblockednormalPilot stopped at 223 of 520 runs and is not restarted; freeze gaussian_x3@2 from its 17-row calibration before any scored run; the deferred cells move to scored wave 2 (after A2 and A4).
gaussian_x3 search benchmark — wave 2 (scored)gaussian-x3-search-benchmarkrunninghighWave 2 is closed and judged (B5b-2); the fit snapshot is captured from main under inference-summary@3 after the B5b-2 PRs merge.
HST imaging mass stage, clean slate: Nautilus base on A100 and jax_cpu at release 2026.10.17.1, linear and fixed lens lighthst-imaging-mass-samplersrunninghighPhase 2 running since 2026-10-17T16:46Z: 412535/412537 on gpu, 412539/412541 on ral (pin 2026.10.17.1, seeds 0-1, --lens-light both). Pull and read the rows when they finish.
HST imaging mass stage: sampler comparison, wave 1hst-imaging-mass-samplersrunningnormalGPU wave 412543 (24 arms, %4, 6 h) queued 2026-10-17T16:46Z afterok:412535_0 on gpu; account with wave.py --account --config hpc_a100_jax_gpu_dense_fp64. The CPU wave waits for the CPU dense base rows (412539).

Ledger

Inference Results

Latest refresh failed. Showing cached evidence.

PyAutoLens
Imaging
Delaunay (JAX) (opens in a new tab)Delaunay (Numba) (opens in a new tab)Rectangular (JAX) (opens in a new tab)Rectangular (Numba) (opens in a new tab)
Point Source
Simple (JAX) (opens in a new tab)
PyAutoFit

Integrity: ok · Freshness: freshness policy unspecified · evidence 2026-10-15T16:38:44Z · Scientific qualification: 5129/12973 accepted by producer; remaining assessments shown below

Project dashboard · Ingest receipt

Record shards

inference-summary@3: the records are held in one file per protocol and leg, each verified against the index's sha256 at the captured commit. Counts are the producer's assertions, shown without ranking; each shard file holds every record's diagnostics, timings and provenance.

ProtocolShardRecordsExecutionConvergenceAcceptanceEvidence
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 2, failed 8not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_numpy_fp6410failed 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2failed 2not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 1, failed 1not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 1, failed 9not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_numpy_fp6410complete 2, failed 8not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_numpy_fp642complete 1, failed 1converged 1, not_converged 1accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/smc/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_numpy_fp642complete 1, failed 1not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1complete 1not_converged 1accepted 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10accepted 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/smc/default/local_jax_cpu_fp64_cache_warm1complete 1not_assessed 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2accepted 2records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_jax_cpu_fp64_cache_warm250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_numpy_fp64250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250failed 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_numpy_fp64250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 152, rejected 98records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 158, rejected 92records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250converged 21, not_converged 229accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 210, rejected 40records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250accepted 190, rejected 60records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250accepted 198, rejected 52records

Comparisons and parity groups

Targets, seeds and stages are retained. No best-seed selection, cross-target ranking or automatic convergence threshold. Declared groups do not themselves certify parity.

No certified comparison pairs supplied by this producer.

Decision History

No decisions recorded yet.

Sampler candidates

Literature expectations, not measured PyAuto recommendations. Review a candidate and copy its investigation prompt.

dynesty

dynamic nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior baseline with adjustable effort allocation.

Limitations

  • Prior transforms and likelihood-contour exploration need validation; no universal dimensional scaling advantage.

Integration: integrated: DynestyStatic and DynestyDynamic

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
Nautilus

neural-network importance nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior estimation for expensive gradient-free likelihoods.

Limitations

  • Learned proposal coverage and importance-weight stability need checking on unseen modes.

Integration: integrated: Nautilus

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
Last updated unavailable↻ Update

-

Last check-in: 2026-10-17T11:18:53Z.

Active campaigns

CampaignRecent progressNext steps
HST imaging, clean slate: Nautilus base on A100, jax_cpu and numba_cpu at a pinned release, mass stage with linear lens light and with it fixed, then other samplers on the mass stagePhase 1 (lens-light mode, --export-prepared, pinned submits) merged in autolens_inference#26. Phase 3 wave 1 sliced and merged in autolens_inference#28 (issue #27): wave cleanslate_2026_10_17_wave1, nautilus/emcee/nuts/smc cold x sampler seeds 0-2 x both light modes on the base-seed-0 problems, 24 arms per config, arm table and row/failed/missing accounting in scripts/misc/experiments/wave.py. Pin directory /mnt/ral/jnightin/inference/pins/2026.10.17.1 built and verified 2026-10-17. Phase 2 submitted 2026-10-17T16:46Z (412535, 412537, 412539, 412541) and the GPU wave queued behind base seed 0 (412543). numba_cpu dense and sparse legs (8 ral CPUs, seeds 0-1, both light modes) merged in autolens_inference#32 (issue #31). They share the jax_cpu dense source_lp[1] via --stages-from, with the stage marked shared_from_config and excluded from chain_wall_s (human decision 2026-10-17). Not yet submitted.Finish the RAL checkout fast-forward to b91ce9c (a timed-out pull left it half-applied; the human runs git reset --mixed b91ce9c && git checkout -- .), then submit the numba_cpu legs (hpc/sync submit --cpu submit_hst_cleanslate_numba_cpu_dense and _sparse; each waits in-job for the jax_cpu dense source_lp[1]). Pull when the base arrays finish (hpc/sync pull) and read both light-mode rows per config/seed; account GPU wave 1 (412543) with wave.py --account --config hpc_a100_jax_gpu_dense_fp64 once it runs; queue the CPU wave (submit_hst_cleanslate_mass_samplers_jax_cpu_dense) once the CPU dense base rows land (needs authorisation).
Point-source sampler admission2 October project record reports five Nautilus seeds; no gradient-sampler admission measurement.Assess a bounded gradient-sampler admission proposal with the human; no new job is authorized.
Graphical and EP inference coordinationMind campaign map and two scoping contracts preserved verbatim; implementation work remains in Mind.Reconcile current Cortex observations and shipped fixes, then select one bounded phase.
Analytic Gaussian ensemble and control calibrationCortex records accepted wave-1 baseline and 30 September independent-review caveats.Use Cortex planned diagnostic on passing, edge and worst seeds; retain the human conclusion there.
N=50 NUTS versus three EP repeatsCortex records failed wave 1 (EMFILE/OOM), wave-2 preparation and no submission.Present the existing wave-2 proposal with current dependency evidence for decision.
Hierarchical slope recovery at scaleCortex retains graphical baseline, post-processing OOM and stale EP hierarchical factor; Mind records later moments fix.Verify the moments fix release and project mirror; recover missing summaries from existing samples before a proposed rerun.
IC50 EP and graphical scale ladderCortex records N=5/10/25 results, failed N=50 EP rung and width-interpretation caveat.Check implementation close-outs, then propose a seeded ladder with appropriate output and mean-field diagnostics.
PyAutoFit search benchmark on gaussian_x3 (autofit_inference)Wave 2 closed (B5b-2, 2026-10-15, autofit_inference#12) — RAL 409930 pulled, 12,750 rows admitted at the pin df6d218f10cd with 0 missing; NSS 50-step leads both evidence rankings; the catalogue ranks only legs with success rate >= 50 % over >= 20 attempts (post-hoc presentation convention); fit records published as inference-summary@3 (101 record shards).B5c-2b (draft/research/autofit_inference/search_ext_b5c2b_scored_wave_submit.md): realisations 2-3 and their exact references, the correlated_nd@2 scored-wave manifest (83 cells x 50 seeds x 3 realisations, 12 450 runs) and its probe for 8 probe-first cells, then the submit on RAL --partition=ral from a private pinned copy with the A2 memory requests; correlated_nd@2 is frozen (autofit_inference 44c5e77f1fb0); the family is catalogued apart from gaussian_x3 and ranks nothing across families.

Active tasks

TaskCampaignStatusPriorityNext steps
Drop the 1e-3 prior centring for shear / multipole / ell_comps in the benchmarkslam-hst-baseblockednormalVerify the release containing Galaxy#634 and Lens#754 before changing priors; retain zero-centre gradient witness. Carried into hst-imaging-mass-samplers phase 1 as a prior-identity question for the frozen model.
EP campaign — phase map for the 2026 Q3 graphical/EP pushgraphical-epneeds-decisionhighReconcile current Cortex records and human gates; this campaign map is never issued or bulk scheduled.
Expectation Propagation Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile completed wrapper work and Pulse profiling ownership before selecting a bounded remaining inference phase.
Graphical Model Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile current Cortex scale results and library dependencies; select one bounded inference phase with a witness.
NUTS/HMC trial on validated likelihoodspoint-source-admissionneeds-decisionnormalAn unscoped idea, not permission to submit: reconcile point-source admission with imaging and weak-lensing candidate targets.
gaussian_x3 search benchmark — wave 1 (the pilot)gaussian-x3-search-benchmarkblockednormalPilot stopped at 223 of 520 runs and is not restarted; freeze gaussian_x3@2 from its 17-row calibration before any scored run; the deferred cells move to scored wave 2 (after A2 and A4).
gaussian_x3 search benchmark — wave 2 (scored)gaussian-x3-search-benchmarkrunninghighWave 2 is closed and judged (B5b-2); the fit snapshot is captured from main under inference-summary@3 after the B5b-2 PRs merge.
HST imaging mass stage, clean slate: Nautilus base on A100 and jax_cpu at release 2026.10.17.1, linear and fixed lens lighthst-imaging-mass-samplersrunninghighPhase 2 running since 2026-10-17T16:46Z: 412535/412537 on gpu, 412539/412541 on ral (pin 2026.10.17.1, seeds 0-1, --lens-light both). Pull and read the rows when they finish.
HST imaging mass stage: sampler comparison, wave 1hst-imaging-mass-samplersrunningnormalGPU wave 412543 (24 arms, %4, 6 h) queued 2026-10-17T16:46Z afterok:412535_0 on gpu; account with wave.py --account --config hpc_a100_jax_gpu_dense_fp64. The CPU wave waits for the CPU dense base rows (412539).

Ledger

Inference Results

Latest refresh failed. Showing cached evidence.

PyAutoLens
Imaging
Delaunay (JAX) (opens in a new tab)Delaunay (Numba) (opens in a new tab)Rectangular (JAX) (opens in a new tab)Rectangular (Numba) (opens in a new tab)
Point Source
Simple (JAX) (opens in a new tab)
PyAutoFit

Integrity: ok · Freshness: freshness policy unspecified · evidence 2026-10-15T16:38:44Z · Scientific qualification: 5129/12973 accepted by producer; remaining assessments shown below

Project dashboard · Ingest receipt

Record shards

inference-summary@3: the records are held in one file per protocol and leg, each verified against the index's sha256 at the captured commit. Counts are the producer's assertions, shown without ranking; each shard file holds every record's diagnostics, timings and provenance.

ProtocolShardRecordsExecutionConvergenceAcceptanceEvidence
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 2, failed 8not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_numpy_fp6410failed 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2failed 2not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 1, failed 1not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 1, failed 9not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_numpy_fp6410complete 2, failed 8not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_numpy_fp642complete 1, failed 1converged 1, not_converged 1accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/smc/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_numpy_fp642complete 1, failed 1not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1complete 1not_converged 1accepted 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10accepted 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/smc/default/local_jax_cpu_fp64_cache_warm1complete 1not_assessed 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2accepted 2records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_jax_cpu_fp64_cache_warm250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_numpy_fp64250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250failed 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_numpy_fp64250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 152, rejected 98records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 158, rejected 92records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250converged 21, not_converged 229accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 210, rejected 40records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250accepted 190, rejected 60records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250accepted 198, rejected 52records

Comparisons and parity groups

Targets, seeds and stages are retained. No best-seed selection, cross-target ranking or automatic convergence threshold. Declared groups do not themselves certify parity.

No certified comparison pairs supplied by this producer.

Decision History

No decisions recorded yet.

Sampler candidates

Literature expectations, not measured PyAuto recommendations. Review a candidate and copy its investigation prompt.

dynesty

dynamic nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior baseline with adjustable effort allocation.

Limitations

  • Prior transforms and likelihood-contour exploration need validation; no universal dimensional scaling advantage.

Integration: integrated: DynestyStatic and DynestyDynamic

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
Nautilus

neural-network importance nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior estimation for expensive gradient-free likelihoods.

Limitations

  • Learned proposal coverage and importance-weight stability need checking on unseen modes.

Integration: integrated: Nautilus

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
Last updated unavailable↻ Update

-

Last check-in: 2026-10-17T11:18:53Z.

Active campaigns

CampaignRecent progressNext steps
HST imaging, clean slate: Nautilus base on A100, jax_cpu and numba_cpu at a pinned release, mass stage with linear lens light and with it fixed, then other samplers on the mass stagePhase 1 merged in autolens_inference#26; wave 1 sliced in #28; numba_cpu legs merged in #32 (b91ce9c). Base array 412535 (A100 jax_gpu dense, seeds 0-1, both light modes) COMPLETED 0:0 around 17:46Z, elapsed 01:00:33 and 00:58:35; rows and prepared problems are on RAL, not yet pulled or read. The numba_cpu dense and sparse legs (412563, 412565) were submitted 18:58Z from autolens_inference main b91ce9c and wait in-job on the shared jax_cpu dense source_lp[1]. GPU wave 1 (412543) attempt 1 started around 17:46Z and failed on every arm in two classes (row-writer TypeError after completed nautilus and emcee fits; A100 OOM for NUTS and SMC); pending arms 18-23 cancelled 19:40Z.Pull the A100 dense base rows of 412535 (hpc/sync pull) and read both light-mode rows per seed; pull and read 412537, 412539 and 412541 when they finish. GPU wave 1 attempt 2 (nautilus and emcee arms) after the row-writer fix in the filed Mind task draft/bug/autolens_inference/wave1_row_writer_tuple_keys_and_gpu_oom_reslice.md merges; NUTS and SMC deferred with the A100 OOM evidence (proposed, see tasks/hst_mass_samplers_wave1.md). Queue the CPU wave (submit_hst_cleanslate_mass_samplers_jax_cpu_dense) once the CPU dense base rows land (needs authorisation).
Point-source sampler admission2 October project record reports five Nautilus seeds; no gradient-sampler admission measurement.Assess a bounded gradient-sampler admission proposal with the human; no new job is authorized.
Graphical and EP inference coordinationMind campaign map and two scoping contracts preserved verbatim; implementation work remains in Mind.Reconcile current Cortex observations and shipped fixes, then select one bounded phase.
Analytic Gaussian ensemble and control calibrationCortex records accepted wave-1 baseline and 30 September independent-review caveats.Use Cortex planned diagnostic on passing, edge and worst seeds; retain the human conclusion there.
N=50 NUTS versus three EP repeatsCortex records failed wave 1 (EMFILE/OOM), wave-2 preparation and no submission.Present the existing wave-2 proposal with current dependency evidence for decision.
Hierarchical slope recovery at scaleCortex retains graphical baseline, post-processing OOM and stale EP hierarchical factor; Mind records later moments fix.Verify the moments fix release and project mirror; recover missing summaries from existing samples before a proposed rerun.
IC50 EP and graphical scale ladderCortex records N=5/10/25 results, failed N=50 EP rung and width-interpretation caveat.Check implementation close-outs, then propose a seeded ladder with appropriate output and mean-field diagnostics.
PyAutoFit search benchmark on gaussian_x3 (autofit_inference)Wave 2 closed (B5b-2, 2026-10-15, autofit_inference#12) — RAL 409930 pulled, 12,750 rows admitted at the pin df6d218f10cd with 0 missing; NSS 50-step leads both evidence rankings; the catalogue ranks only legs with success rate >= 50 % over >= 20 attempts (post-hoc presentation convention); fit records published as inference-summary@3 (101 record shards).B5c-2b (draft/research/autofit_inference/search_ext_b5c2b_scored_wave_submit.md): realisations 2-3 and their exact references, the correlated_nd@2 scored-wave manifest (83 cells x 50 seeds x 3 realisations, 12 450 runs) and its probe for 8 probe-first cells, then the submit on RAL --partition=ral from a private pinned copy with the A2 memory requests; correlated_nd@2 is frozen (autofit_inference 44c5e77f1fb0); the family is catalogued apart from gaussian_x3 and ranks nothing across families.

Active tasks

TaskCampaignStatusPriorityNext steps
Drop the 1e-3 prior centring for shear / multipole / ell_comps in the benchmarkslam-hst-baseblockednormalVerify the release containing Galaxy#634 and Lens#754 before changing priors; retain zero-centre gradient witness. Carried into hst-imaging-mass-samplers phase 1 as a prior-identity question for the frozen model.
EP campaign — phase map for the 2026 Q3 graphical/EP pushgraphical-epneeds-decisionhighReconcile current Cortex records and human gates; this campaign map is never issued or bulk scheduled.
Expectation Propagation Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile completed wrapper work and Pulse profiling ownership before selecting a bounded remaining inference phase.
Graphical Model Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile current Cortex scale results and library dependencies; select one bounded inference phase with a witness.
NUTS/HMC trial on validated likelihoodspoint-source-admissionneeds-decisionnormalAn unscoped idea, not permission to submit: reconcile point-source admission with imaging and weak-lensing candidate targets.
gaussian_x3 search benchmark — wave 1 (the pilot)gaussian-x3-search-benchmarkblockednormalPilot stopped at 223 of 520 runs and is not restarted; freeze gaussian_x3@2 from its 17-row calibration before any scored run; the deferred cells move to scored wave 2 (after A2 and A4).
gaussian_x3 search benchmark — wave 2 (scored)gaussian-x3-search-benchmarkrunninghighWave 2 is closed and judged (B5b-2); the fit snapshot is captured from main under inference-summary@3 after the B5b-2 PRs merge.
HST imaging mass stage, clean slate: Nautilus base on A100 and jax_cpu at release 2026.10.17.1, linear and fixed lens lighthst-imaging-mass-samplersrunninghigh412535 (A100 jax_gpu dense) COMPLETED 0:0 (seeds 0-1, ended around 17:46Z): pull and read its rows. 412537, 412539, 412541 RUNNING at 19:40Z. numba_cpu legs 412563 (dense) and 412565 (sparse) submitted 2026-10-17T18:58Z on ral, 8 CPUs, waiting in-job on the shared jax_cpu dense source_lp[1]; their rows mark the stage shared and exclude its wall from the numba chain wall. Pull and read each array's rows when it finishes.
HST imaging mass stage: sampler comparison, wave 1hst-imaging-mass-samplersblockednormalAttempt 1 of GPU wave 412543 failed on every arm: nautilus/emcee fits completed, then the row writer raised TypeError on tuple-keyed parameter names (no rows); NUTS and SMC ran out of A100 memory. Pending arms 18-23 cancelled 19:40Z. Blocked until the writer fix in Mind draft/bug/autolens_inference/wave1_row_writer_tuple_keys_and_gpu_oom_reslice.md merges; then attempt 2 re-runs nautilus and emcee, NUTS and SMC deferred with the OOM evidence.

Ledger

Inference Results

Latest refresh failed. Showing cached evidence.

PyAutoLens
Imaging
Delaunay (JAX) (opens in a new tab)Delaunay (Numba) (opens in a new tab)Rectangular (JAX) (opens in a new tab)Rectangular (Numba) (opens in a new tab)
Point Source
Simple (JAX) (opens in a new tab)
PyAutoFit

Integrity: ok · Freshness: freshness policy unspecified · evidence 2026-10-15T16:38:44Z · Scientific qualification: 5129/12973 accepted by producer; remaining assessments shown below

Project dashboard · Ingest receipt

Record shards

inference-summary@3: the records are held in one file per protocol and leg, each verified against the index's sha256 at the captured commit. Counts are the producer's assertions, shown without ranking; each shard file holds every record's diagnostics, timings and provenance.

ProtocolShardRecordsExecutionConvergenceAcceptanceEvidence
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 2, failed 8not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_numpy_fp6410failed 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2failed 2not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 1, failed 1not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 1, failed 9not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_numpy_fp6410complete 2, failed 8not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_numpy_fp642complete 1, failed 1converged 1, not_converged 1accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/smc/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_numpy_fp642complete 1, failed 1not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1complete 1not_converged 1accepted 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10accepted 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/smc/default/local_jax_cpu_fp64_cache_warm1complete 1not_assessed 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2accepted 2records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_jax_cpu_fp64_cache_warm250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_numpy_fp64250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250failed 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_numpy_fp64250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 152, rejected 98records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 158, rejected 92records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250converged 21, not_converged 229accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 210, rejected 40records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250accepted 190, rejected 60records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250accepted 198, rejected 52records

Comparisons and parity groups

Targets, seeds and stages are retained. No best-seed selection, cross-target ranking or automatic convergence threshold. Declared groups do not themselves certify parity.

No certified comparison pairs supplied by this producer.

Decision History

No decisions recorded yet.

Sampler candidates

Literature expectations, not measured PyAuto recommendations. Review a candidate and copy its investigation prompt.

dynesty

dynamic nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior baseline with adjustable effort allocation.

Limitations

  • Prior transforms and likelihood-contour exploration need validation; no universal dimensional scaling advantage.

Integration: integrated: DynestyStatic and DynestyDynamic

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
Nautilus

neural-network importance nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior estimation for expensive gradient-free likelihoods.

Limitations

  • Learned proposal coverage and importance-weight stability need checking on unseen modes.

Integration: integrated: Nautilus

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
Last updated unavailable↻ Update

-

Last check-in: 2026-10-18T17:00:00Z.

Active campaigns

CampaignRecent progressNext steps
HST imaging, clean slate: Nautilus base on A100, jax_cpu and numba_cpu at a pinned release, mass stage with linear lens light and with it fixed, then other samplers on the mass stageRead 2026-10-18 (checkins/2026-10-18T170000Z.md). A100 base complete: 412535 (dense) and 412537 (sparse) rows for both light modes and seeds read. Dense fixed-light mass_total[1] is the best-recovered row (worst abs delta-sigma 0.24 / 0.34). Sparse fixed-light mass_total[1] diverged on both seeds (log Z -43567 / -43202, max logL ~-43500 vs ~+31649 linear; slope pinned at 2.96); observation recorded in Cortex, human reading pending. jax_cpu dense seed 1 linear row written (chain ~21 h vs ~40 min on A100; worst 1.29 sigma). numba_cpu dense 412563 FAILED at the first source_pix[1] batch (two Nautilus pool workers SIGSEGV, MaxRSS 356 MB, not OOM). Wave-1 fix merged as autolens_inference#34 (ca505be) 2026-10-17T19:25Z; attempt 2 not submitted.(1) Human decision on filing a Mind bug task for the jax_gpu sparse fixed-light mass_total[1] divergence (both seeds) and reproducing it on the laptop from the exported prepared problem, before any CPU or sampler wave uses the sparse fixed-light problem. (2) Human authorisation for GPU wave 1 attempt 2 (nautilus+emcee, --array=0-11%4) after git pull of autolens_inference on the RAL login node to ca505be. (3) Human decision on the numba_cpu dense rerun (--cores 1, or NUMBA_THREADING_LAYER=workqueue before the fork). (4) Wait for 412539, 412541 and 412565 to finish (jax_cpu sparse source_pix[1] near its end), then pull and read.
Point-source sampler admission2 October project record reports five Nautilus seeds; no gradient-sampler admission measurement.Assess a bounded gradient-sampler admission proposal with the human; no new job is authorized.
Graphical and EP inference coordinationMind campaign map and two scoping contracts preserved verbatim; implementation work remains in Mind.Reconcile current Cortex observations and shipped fixes, then select one bounded phase.
Analytic Gaussian ensemble and control calibrationCortex records accepted wave-1 baseline and 30 September independent-review caveats.Use Cortex planned diagnostic on passing, edge and worst seeds; retain the human conclusion there.
N=50 NUTS versus three EP repeatsCortex records failed wave 1 (EMFILE/OOM), wave-2 preparation and no submission.Present the existing wave-2 proposal with current dependency evidence for decision.
Hierarchical slope recovery at scaleCortex retains graphical baseline, post-processing OOM and stale EP hierarchical factor; Mind records later moments fix.Verify the moments fix release and project mirror; recover missing summaries from existing samples before a proposed rerun.
IC50 EP and graphical scale ladderCortex records N=5/10/25 results, failed N=50 EP rung and width-interpretation caveat.Check implementation close-outs, then propose a seeded ladder with appropriate output and mean-field diagnostics.
PyAutoFit search benchmark on gaussian_x3 (autofit_inference)Wave 2 closed (B5b-2, 2026-10-15, autofit_inference#12) — RAL 409930 pulled, 12,750 rows admitted at the pin df6d218f10cd with 0 missing; NSS 50-step leads both evidence rankings; the catalogue ranks only legs with success rate >= 50 % over >= 20 attempts (post-hoc presentation convention); fit records published as inference-summary@3 (101 record shards).B5c-2b (draft/research/autofit_inference/search_ext_b5c2b_scored_wave_submit.md): realisations 2-3 and their exact references, the correlated_nd@2 scored-wave manifest (83 cells x 50 seeds x 3 realisations, 12 450 runs) and its probe for 8 probe-first cells, then the submit on RAL --partition=ral from a private pinned copy with the A2 memory requests; correlated_nd@2 is frozen (autofit_inference 44c5e77f1fb0); the family is catalogued apart from gaussian_x3 and ranks nothing across families.

Active tasks

TaskCampaignStatusPriorityNext steps
Drop the 1e-3 prior centring for shear / multipole / ell_comps in the benchmarkslam-hst-baseblockednormalVerify the release containing Galaxy#634 and Lens#754 before changing priors; retain zero-centre gradient witness. Carried into hst-imaging-mass-samplers phase 1 as a prior-identity question for the frozen model.
EP campaign — phase map for the 2026 Q3 graphical/EP pushgraphical-epneeds-decisionhighReconcile current Cortex records and human gates; this campaign map is never issued or bulk scheduled.
Expectation Propagation Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile completed wrapper work and Pulse profiling ownership before selecting a bounded remaining inference phase.
Graphical Model Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile current Cortex scale results and library dependencies; select one bounded inference phase with a witness.
NUTS/HMC trial on validated likelihoodspoint-source-admissionneeds-decisionnormalAn unscoped idea, not permission to submit: reconcile point-source admission with imaging and weak-lensing candidate targets.
gaussian_x3 search benchmark — wave 1 (the pilot)gaussian-x3-search-benchmarkblockednormalPilot stopped at 223 of 520 runs and is not restarted; freeze gaussian_x3@2 from its 17-row calibration before any scored run; the deferred cells move to scored wave 2 (after A2 and A4).
gaussian_x3 search benchmark — wave 2 (scored)gaussian-x3-search-benchmarkrunninghighWave 2 is closed and judged (B5b-2); the fit snapshot is captured from main under inference-summary@3 after the B5b-2 PRs merge.
HST imaging mass stage, clean slate: Nautilus base on A100 and jax_cpu at release 2026.10.17.1, linear and fixed lens lighthst-imaging-mass-samplersrunninghighA100 rows of 412535 and 412537 (both light modes, seeds 0-1) read 2026-10-18; jax_gpu sparse fixed-light mass_total[1] diverged on both seeds (Cortex observation, human reading pending). 412539 (jax_cpu dense) has the seed-1 linear row; 412541 (jax_cpu sparse) and 412565 (numba_cpu sparse) RUNNING in source_pix[1] at ~16:55Z; 412563 (numba_cpu dense) FAILED (pool-worker SIGSEGV, not OOM), rerun with --cores 1 or NUMBA_THREADING_LAYER=workqueue needs a human decision. Pull and read 412539, 412541 and 412565 when they finish.
HST imaging mass stage: sampler comparison, wave 1hst-imaging-mass-samplersblockednormalFix merged as autolens_inference#34 (ca505be, 2026-10-17T19:25Z): row writer keyed by dotted path, --attempt, --sampler-filter, NUTS/SMC deferred, GPU submit defaults attempt 2 nautilus+emcee --array=0-11%4 with no dependency. Attempt 2 NOT submitted; blocked on git pull of autolens_inference on the RAL login node (at b91ce9c) to ca505be and human authorisation. Attempt-1 NUTS/SMC rows exist on RAL as failed: RESOURCE_EXHAUSTED (385.32 GiB / 48.45 GiB); no nautilus/emcee rows.

Ledger

Inference Results

Latest refresh failed. Showing cached evidence.

PyAutoLens
Imaging
Delaunay (JAX) (opens in a new tab)Delaunay (Numba) (opens in a new tab)Rectangular (JAX) (opens in a new tab)Rectangular (Numba) (opens in a new tab)
Point Source
Simple (JAX) (opens in a new tab)
PyAutoFit

Integrity: ok · Freshness: freshness policy unspecified · evidence 2026-10-15T16:38:44Z · Scientific qualification: 5129/12973 accepted by producer; remaining assessments shown below

Project dashboard · Ingest receipt

Record shards

inference-summary@3: the records are held in one file per protocol and leg, each verified against the index's sha256 at the captured commit. Counts are the producer's assertions, shown without ranking; each shard file holds every record's diagnostics, timings and provenance.

ProtocolShardRecordsExecutionConvergenceAcceptanceEvidence
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 2, failed 8not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_numpy_fp6410failed 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2failed 2not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 1, failed 1not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 1, failed 9not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_numpy_fp6410complete 2, failed 8not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_numpy_fp642complete 1, failed 1converged 1, not_converged 1accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/smc/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_numpy_fp642complete 1, failed 1not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1complete 1not_converged 1accepted 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10accepted 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/smc/default/local_jax_cpu_fp64_cache_warm1complete 1not_assessed 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2accepted 2records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_jax_cpu_fp64_cache_warm250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_numpy_fp64250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250failed 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_numpy_fp64250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 152, rejected 98records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 158, rejected 92records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250converged 21, not_converged 229accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 210, rejected 40records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250accepted 190, rejected 60records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250accepted 198, rejected 52records

Comparisons and parity groups

Targets, seeds and stages are retained. No best-seed selection, cross-target ranking or automatic convergence threshold. Declared groups do not themselves certify parity.

No certified comparison pairs supplied by this producer.

Decision History

No decisions recorded yet.

Sampler candidates

Literature expectations, not measured PyAuto recommendations. Review a candidate and copy its investigation prompt.

dynesty

dynamic nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior baseline with adjustable effort allocation.

Limitations

  • Prior transforms and likelihood-contour exploration need validation; no universal dimensional scaling advantage.

Integration: integrated: DynestyStatic and DynestyDynamic

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
Nautilus

neural-network importance nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior estimation for expensive gradient-free likelihoods.

Limitations

  • Learned proposal coverage and importance-weight stability need checking on unseen modes.

Integration: integrated: Nautilus

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
Last updated unavailable↻ Update

-

Last check-in: 2026-10-18T17:00:00Z.

Active campaigns

CampaignRecent progressNext steps
HST imaging, clean slate: Nautilus base on A100, jax_cpu and numba_cpu at a pinned release, mass stage with linear lens light and with it fixed, then other samplers on the mass stageRead 2026-10-18 (checkins/2026-10-18T170000Z.md). A100 base complete: 412535 (dense) and 412537 (sparse) rows for both light modes and seeds read. Dense fixed-light mass_total[1] is the best-recovered row (worst abs delta-sigma 0.24 / 0.34). Sparse fixed-light mass_total[1] diverged on both seeds (log Z -43567 / -43202, max logL ~-43500 vs ~+31649 linear; slope pinned at 2.96); observation recorded in Cortex, human reading pending. jax_cpu dense seed 1 linear row written (chain ~21 h vs ~40 min on A100; worst 1.29 sigma). numba_cpu dense 412563 FAILED at the first source_pix[1] batch (two Nautilus pool workers SIGSEGV, MaxRSS 356 MB, not OOM). Wave-1 fix merged as autolens_inference#34 (ca505be) 2026-10-17T19:25Z; attempt 2 not submitted.(1) Human decision on filing a Mind bug task for the jax_gpu sparse fixed-light mass_total[1] divergence (both seeds) and reproducing it on the laptop from the exported prepared problem, before any CPU or sampler wave uses the sparse fixed-light problem. (2) Human authorisation for GPU wave 1 attempt 2 (nautilus+emcee, --array=0-11%4) after git pull of autolens_inference on the RAL login node to ca505be. (3) numba_cpu dense DROPPED by human decision 2026-10-18 (decisions/hst-cleanslate-drop-numba-dense.md): no rerun. (4) Wait for 412539, 412541 and 412565 to finish (jax_cpu sparse source_pix[1] near its end), then pull and read.
Point-source sampler admission2 October project record reports five Nautilus seeds; no gradient-sampler admission measurement.Assess a bounded gradient-sampler admission proposal with the human; no new job is authorized.
Graphical and EP inference coordinationMind campaign map and two scoping contracts preserved verbatim; implementation work remains in Mind.Reconcile current Cortex observations and shipped fixes, then select one bounded phase.
Analytic Gaussian ensemble and control calibrationCortex records accepted wave-1 baseline and 30 September independent-review caveats.Use Cortex planned diagnostic on passing, edge and worst seeds; retain the human conclusion there.
N=50 NUTS versus three EP repeatsCortex records failed wave 1 (EMFILE/OOM), wave-2 preparation and no submission.Present the existing wave-2 proposal with current dependency evidence for decision.
Hierarchical slope recovery at scaleCortex retains graphical baseline, post-processing OOM and stale EP hierarchical factor; Mind records later moments fix.Verify the moments fix release and project mirror; recover missing summaries from existing samples before a proposed rerun.
IC50 EP and graphical scale ladderCortex records N=5/10/25 results, failed N=50 EP rung and width-interpretation caveat.Check implementation close-outs, then propose a seeded ladder with appropriate output and mean-field diagnostics.
PyAutoFit search benchmark on gaussian_x3 (autofit_inference)Wave 2 closed (B5b-2, 2026-10-15, autofit_inference#12) — RAL 409930 pulled, 12,750 rows admitted at the pin df6d218f10cd with 0 missing; NSS 50-step leads both evidence rankings; the catalogue ranks only legs with success rate >= 50 % over >= 20 attempts (post-hoc presentation convention); fit records published as inference-summary@3 (101 record shards).B5c-2b (draft/research/autofit_inference/search_ext_b5c2b_scored_wave_submit.md): realisations 2-3 and their exact references, the correlated_nd@2 scored-wave manifest (83 cells x 50 seeds x 3 realisations, 12 450 runs) and its probe for 8 probe-first cells, then the submit on RAL --partition=ral from a private pinned copy with the A2 memory requests; correlated_nd@2 is frozen (autofit_inference 44c5e77f1fb0); the family is catalogued apart from gaussian_x3 and ranks nothing across families.

Active tasks

TaskCampaignStatusPriorityNext steps
Drop the 1e-3 prior centring for shear / multipole / ell_comps in the benchmarkslam-hst-baseblockednormalVerify the release containing Galaxy#634 and Lens#754 before changing priors; retain zero-centre gradient witness. Carried into hst-imaging-mass-samplers phase 1 as a prior-identity question for the frozen model.
EP campaign — phase map for the 2026 Q3 graphical/EP pushgraphical-epneeds-decisionhighReconcile current Cortex records and human gates; this campaign map is never issued or bulk scheduled.
Expectation Propagation Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile completed wrapper work and Pulse profiling ownership before selecting a bounded remaining inference phase.
Graphical Model Scale-Up — Scopinggraphical-epneeds-slicinghighReconcile current Cortex scale results and library dependencies; select one bounded inference phase with a witness.
NUTS/HMC trial on validated likelihoodspoint-source-admissionneeds-decisionnormalAn unscoped idea, not permission to submit: reconcile point-source admission with imaging and weak-lensing candidate targets.
gaussian_x3 search benchmark — wave 1 (the pilot)gaussian-x3-search-benchmarkblockednormalPilot stopped at 223 of 520 runs and is not restarted; freeze gaussian_x3@2 from its 17-row calibration before any scored run; the deferred cells move to scored wave 2 (after A2 and A4).
gaussian_x3 search benchmark — wave 2 (scored)gaussian-x3-search-benchmarkrunninghighWave 2 is closed and judged (B5b-2); the fit snapshot is captured from main under inference-summary@3 after the B5b-2 PRs merge.
HST imaging mass stage, clean slate: Nautilus base on A100 and jax_cpu at release 2026.10.17.1, linear and fixed lens lighthst-imaging-mass-samplersrunninghighA100 rows of 412535 and 412537 (both light modes, seeds 0-1) read 2026-10-18; jax_gpu sparse fixed-light mass_total[1] diverged on both seeds (Cortex observation, human reading pending). 412539 (jax_cpu dense) has the seed-1 linear row; 412541 (jax_cpu sparse) and 412565 (numba_cpu sparse) RUNNING in source_pix[1] at ~16:55Z; 412563 (numba_cpu dense) FAILED (pool-worker SIGSEGV, not OOM), rerun with --cores 1 or NUMBA_THREADING_LAYER=workqueue needs a human decision. Pull and read 412539, 412541 and 412565 when they finish.
HST imaging mass stage: sampler comparison, wave 1hst-imaging-mass-samplersblockednormalFix merged as autolens_inference#34 (ca505be, 2026-10-17T19:25Z): row writer keyed by dotted path, --attempt, --sampler-filter, NUTS/SMC deferred, GPU submit defaults attempt 2 nautilus+emcee --array=0-11%4 with no dependency. Attempt 2 NOT submitted; blocked on git pull of autolens_inference on the RAL login node (at b91ce9c) to ca505be and human authorisation. Attempt-1 NUTS/SMC rows exist on RAL as failed: RESOURCE_EXHAUSTED (385.32 GiB / 48.45 GiB); no nautilus/emcee rows.

Ledger

Inference Results

Latest refresh failed. Showing cached evidence.

PyAutoLens
Imaging
Delaunay (JAX) (opens in a new tab)Delaunay (Numba) (opens in a new tab)Rectangular (JAX) (opens in a new tab)Rectangular (Numba) (opens in a new tab)
Point Source
Simple (JAX) (opens in a new tab)
PyAutoFit

Integrity: ok · Freshness: freshness policy unspecified · evidence 2026-10-15T16:38:44Z · Scientific qualification: 5129/12973 accepted by producer; remaining assessments shown below

Project dashboard · Ingest receipt

Record shards

inference-summary@3: the records are held in one file per protocol and leg, each verified against the index's sha256 at the captured commit. Counts are the producer's assertions, shown without ranking; each shard file holds every record's diagnostics, timings and provenance.

ProtocolShardRecordsExecutionConvergenceAcceptanceEvidence
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 2, failed 8not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/bfgs/default/local_numpy_fp6410failed 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2failed 2not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 1, failed 1not_converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 1, failed 9not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/lbfgs/default/local_numpy_fp6410complete 2, failed 8not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10not_assessed 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_200/local_numpy_fp642complete 1, failed 1converged 1, not_converged 1accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/smc/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2not_assessed 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1not_assessed 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_blend/zeus/walkers_50_steps_2000/local_numpy_fp642complete 1, failed 1not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/bfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/local_jax_cpu_fp64_cache_warm1complete 1not_converged 1accepted 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_dynamic/default/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_jax_cpu_fp64_cache_warm2complete 2not_assessed 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/dynesty_static/nlive_200/local_numpy_fp642complete 2not_assessed 2accepted 1, rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm2complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/emcee/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2rejected 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/lbfgs/default/local_numpy_fp6410complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10rejected 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/local_jax_cpu_fp64_cache_warm10complete 10not_assessed 10accepted 10records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_100/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_200/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_jax_cpu_fp64_cache_warm2complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/nautilus/n_live_400/local_numpy_fp642complete 2converged 2accepted 2records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/smc/default/local_jax_cpu_fp64_cache_warm1complete 1not_assessed 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_jax_cpu_fp64_cache_warm1failed 1not_converged 1rejected 1records
gaussian_x3@1gaussian_x3@1/gaussian_x3_separated/zeus/walkers_50_steps_2000/local_numpy_fp642complete 2not_converged 2accepted 2records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_jax_cpu_fp64_cache_warm250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/bfgs/default/ral_numpy_fp64250failed 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250failed 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 59, rejected 191records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 36, rejected 214records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/lbfgs/default/ral_numpy_fp64250complete 40, failed 210not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 152, rejected 98records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 158, rejected 92records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_blend/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/bfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/blackjax_nuts_warm/warmup_200_samples_500/ral_jax_cpu_fp64_cache_warm250complete 250converged 21, not_converged 229accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_dynamic/default/ral_numpy_fp64250complete 250not_assessed 250accepted 145, rejected 105records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/dynesty_static/nlive_200/ral_numpy_fp64250complete 250not_assessed 250accepted 103, rejected 147records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/emcee/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/lbfgs/default/ral_numpy_fp64250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adabelief/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_adam/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_lion/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/multi_start_prodigy/starts_48_steps_300/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_100/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_200/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_jax_cpu_fp64_cache_warm250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nautilus/n_live_400/ral_numpy_fp64250complete 250converged 250accepted 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/nss/n_live_200_mcmc_steps_50/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250accepted 210, rejected 40records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/smc/default/ral_jax_cpu_fp64_cache_warm250complete 250not_assessed 250rejected 250records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_jax_cpu_fp64_cache_warm250complete 250not_converged 250accepted 190, rejected 60records
gaussian_x3@2gaussian_x3@2/gaussian_x3_separated/zeus/walkers_50_steps_2000/ral_numpy_fp64250complete 250not_converged 250accepted 198, rejected 52records

Comparisons and parity groups

Targets, seeds and stages are retained. No best-seed selection, cross-target ranking or automatic convergence threshold. Declared groups do not themselves certify parity.

No certified comparison pairs supplied by this producer.

Decision History

Drop the numba_cpu dense leg from the HST clean-slate campaign

Sampler candidates

Literature expectations, not measured PyAuto recommendations. Review a candidate and copy its investigation prompt.

dynesty

dynamic nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior baseline with adjustable effort allocation.

Limitations

  • Prior transforms and likelihood-contour exploration need validation; no universal dimensional scaling advantage.

Integration: integrated: DynestyStatic and DynestyDynamic

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt
Nautilus

neural-network importance nested sampling · reviewed 2026-10-08

Paper ↗ · Official code ↗

Expected uses

  • Evidence and posterior estimation for expensive gradient-free likelihoods.

Limitations

  • Learned proposal coverage and importance-weight stability need checking on unseen modes.

Integration: integrated: Nautilus

Benchmark evidence: not_assessed: this literature review establishes no benchmark result

Investigation prompt