PyAutoInsight dashboard

Find your next Insight

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Read the prompt

Use PyAutoInsight as the home for all inference work in this chat. Read PyAutoInsight/AGENTS.md and CHECKIN.md, then campaigns.yaml, the linked tasks and current project campaign ledgers. Check every open campaign and task for updates since the last check-in: results, jobs, PRs, releases, blockers and the next bounded step. Distinguish verified updates from stale or unavailable evidence; do not infer success from missing data. Give me one concise campaign-by-campaign summary and a proposed priority order. Apply any campaign direction or ideas I supply before or after this prompt; otherwise cover everything. Keep the overall check-in even when I focus one campaign. Update the Insight ledger with verified facts and dated source links, regenerate the board, and use the repository workflow to persist changes. Use Cortex for scientific observations and human conclusions, and the existing Brain samplers faculty for optional advice and project drivers for execution. Do not launch new compute, change defaults or baselines, or bypass a human/release gate merely to check in. Continue managing subsequent inference requests in this chat. Optional direction: [leave blank, name a campaign, or suggest an idea].

Work on GitHub:
- PyAutoInsight: https://github.com/PyAutoLabs/PyAutoInsight
- autolens_inference: https://github.com/PyAutoLabs/autolens_inference

Last check-in: not recorded yet.

Active campaigns

Campaign	Status	Open tasks	Recent progress	Blockers	Job status	Next step	Reviewed
HST SLaM base backend parity	active	1	Project and Cortex ledgers retain the 24 September rerun submissions; published rows require coverage reconciliation.	Live RAL status and output/archive availability unverified.	unknown — live scheduler not queried; historical ledger states are not current job evidence	Reconcile all seeds and stages with current project rows and Cortex before proposing another run.	2026-10-04
HST SLaM Delaunay variant	active	0	Delaunay is a separate target/recipe; pre-speedup runs are archived, reruns recorded on 24 September.	Do not merge the Delaunay target with rectangular comparisons; current job status unknown.	unknown — live scheduler not queried; historical ledger states are not current job evidence	Retrieve or account for every rerun, failed seed and missing stage; preserve the archived comparison context.	2026-10-04
Point-source sampler admission	needs-decision	1	2 October project record reports five Nautilus seeds; no gradient-sampler admission measurement.	Gradient cost share and sampler admission remain unmeasured; Pulse owns likelihood optimisation.	unknown — live scheduler not queried; historical ledger states are not current job evidence	Assess a bounded gradient-sampler admission proposal with the human; no new job is authorized.	2026-10-04
Graphical and EP inference coordination	needs-slicing	3	Mind campaign map and two scoping contracts preserved verbatim; implementation work remains in Mind.	Old scoping contains completed phases and decision gates; not a bulk runnable queue.	unknown — live scheduler not queried; historical ledger states are not current job evidence	Reconcile current Cortex observations and shipped fixes, then select one bounded phase.	2026-10-04
Analytic Gaussian ensemble and control calibration	blocked	0	Cortex records accepted wave-1 baseline and 30 September independent-review caveats.	N=25 stays unsubmitted until control/threshold diagnostic is resolved.	unknown — live scheduler not queried; historical ledger states are not current job evidence	Use Cortex planned diagnostic on passing, edge and worst seeds; retain the human conclusion there.	2026-10-04
N=50 NUTS versus three EP repeats	needs-decision	0	Cortex records failed wave 1 (EMFILE/OOM), wave-2 preparation and no submission.	Explicit human go; sample entry/export and resource settings must be verified.	unknown — live scheduler not queried; historical ledger states are not current job evidence	Present the existing wave-2 proposal with current dependency evidence for decision.	2026-10-04
Hierarchical slope recovery at scale	blocked	0	Cortex retains graphical baseline, post-processing OOM and stale EP hierarchical factor; Mind records later moments fix.	Summary/sample retrieval and release/RAL mirror reconciliation outstanding; no reclassification from stale prose.	unknown — live scheduler not queried; historical ledger states are not current job evidence	Verify the moments fix release and project mirror; recover missing summaries from existing samples before a proposed rerun.	2026-10-04
IC50 EP and graphical scale ladder	blocked	0	Cortex records N=5/10/25 results, failed N=50 EP rung and width-interpretation caveat.	Projection fix and mean-field width reporting require reconciliation before scientific comparison.	unknown — live scheduler not queried; historical ledger states are not current job evidence	Check implementation close-outs, then propose a seeded ladder with appropriate output and mean-field diagnostics.	2026-10-04

Active tasks

Task	Campaign	Status	Priority	Next step
Drop the 1e-3 prior centring for shear / multipole / ell_comps in the benchmark	slam-hst-base	blocked	normal	Verify the release containing Galaxy#634 and Lens#754 before changing priors; retain zero-centre gradient witness.
EP campaign — phase map for the 2026 Q3 graphical/EP push	graphical-ep	needs-decision	high	Reconcile current Cortex records and human gates; this campaign map is never issued or bulk scheduled.
Expectation Propagation Scale-Up — Scoping	graphical-ep	needs-slicing	high	Reconcile completed wrapper work and Pulse profiling ownership before selecting a bounded remaining inference phase.
Graphical Model Scale-Up — Scoping	graphical-ep	needs-slicing	high	Reconcile current Cortex scale results and library dependencies; select one bounded inference phase with a witness.
NUTS/HMC trial on validated likelihoods	point-source-admission	needs-decision	normal	An unscoped idea, not permission to submit: reconcile point-source admission with imaging and weak-lensing candidate targets.

Ledger

Inference evidence

Execution completion is separate from convergence and scientific acceptance. Cortex retains scientific conclusions. Evidence remains in project storage.

autolens_inference

Integrity: ok · Freshness: freshness policy unspecified · evidence time unknown · Scientific qualification: 0/56 accepted by producer; remaining assessments shown below

Captured source branch: main. Revision: e81d296bff98687c33fdc5ec57e36342e502a241. Capture time: 2026-10-06T14:44:00Z. Latest attempt: 2026-10-06T14:44:00Z.

Scope: inference. Producer revision: 4ead1799b05b2218a59fca062e3419891c71c82c. Generated: 2026-10-04T07:41:04Z. Source commit timestamp; not a measurement or check-in time

Project dashboard · Ingest receipt

Coverage and limitations

{"excluded": [], "expected": {"reason": "No complete expected-run manifest; unrecorded jobs cannot be enumerated", "runs": null}, "observed": {"archived_records": 50, "execution_complete": 55, "execution_stopped_early": 1, "records": 56, "runs": 15}}

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

Current results

Target	Stage	Sampler	Configuration	Seed	Execution	Convergence / acceptance	Sampler clock (s)	Fit call (s)	Diagnostics	Samples	Evidence
simple/source_plane_solved/seed0	single search	nautilus	hpc_a100_jax_cpu_dense_fp64	0	complete	not_assessed / not_assessed	56.56000781059265	65.21035292901797	available	unknown	result
simple/source_plane_solved/seed1	single search	nautilus	hpc_a100_jax_cpu_dense_fp64	1	complete	not_assessed / not_assessed	54.18134164810181	62.80253079999238	available	unknown	result
simple/source_plane_solved/seed2	single search	nautilus	hpc_a100_jax_cpu_dense_fp64	2	complete	not_assessed / not_assessed	53.764665603637695	62.157571617048234	available	unknown	result
simple/source_plane_solved/seed3	single search	nautilus	hpc_a100_jax_cpu_dense_fp64	3	complete	not_assessed / not_assessed	50.38304305076599	58.97957983799279	available	unknown	result
simple/source_plane_solved/seed4	single search	nautilus	hpc_a100_jax_cpu_dense_fp64	4	complete	not_assessed / not_assessed	58.50750803947449	67.16032414801884	available	unknown	result
simple/source_plane_solved/seed0	single search	nautilus	local_jax_cpu_dense_fp64	0	complete	not_assessed / not_assessed	60.43147277832031	69.44111120000161	available	unknown	result

Historical project results

Target	Stage	Sampler	Configuration	Seed	Execution	Convergence / acceptance	Sampler clock (s)	Fit call (s)	Diagnostics	Samples	Evidence
hst/slam5_delaunay_1250/seed0	pipeline parent	unknown	hpc_a100_jax_gpu_dense_fp64	0	complete	not_assessed / not_assessed	unknown	unknown	missing	unknown	result
hst/slam5_delaunay_1250/seed0	source_lp[1]	unknown	hpc_a100_jax_gpu_dense_fp64	0	complete	not_assessed / not_assessed	820.3699300289154	965.2785516558215	available	unknown	result
hst/slam5_delaunay_1250/seed0	source_pix[1]	unknown	hpc_a100_jax_gpu_dense_fp64	0	complete	not_assessed / not_assessed	2047.43035531044	2128.72460657591	available	unknown	result
hst/slam5_delaunay_1250/seed0	source_pix[2]	unknown	hpc_a100_jax_gpu_dense_fp64	0	complete	not_assessed / not_assessed	111.54320764541626	176.4244288089685	available	unknown	result
hst/slam5_delaunay_1250/seed0	light[1]	unknown	hpc_a100_jax_gpu_dense_fp64	0	complete	not_assessed / not_assessed	406.49094557762146	472.91616048291326	available	unknown	result
hst/slam5_delaunay_1250/seed0	mass_total[1]	unknown	hpc_a100_jax_gpu_dense_fp64	0	complete	not_assessed / not_assessed	1383.843026638031	1475.3449251349084	available	unknown	result
hst/slam5_delaunay_1250/seed1	pipeline parent	unknown	hpc_a100_jax_gpu_dense_fp64	1	complete	not_assessed / not_assessed	unknown	unknown	missing	unknown	result
hst/slam5_delaunay_1250/seed1	source_lp[1]	unknown	hpc_a100_jax_gpu_dense_fp64	1	complete	not_assessed / not_assessed	882.9330096244812	1023.6260516527109	available	unknown	result
hst/slam5_delaunay_1250/seed1	source_pix[1]	unknown	hpc_a100_jax_gpu_dense_fp64	1	complete	not_assessed / not_assessed	2589.473468542099	2668.5737252449617	available	unknown	result
hst/slam5_delaunay_1250/seed1	source_pix[2]	unknown	hpc_a100_jax_gpu_dense_fp64	1	complete	not_assessed / not_assessed	116.28890442848206	176.19057126017287	available	unknown	result
hst/slam5_delaunay_1250/seed1	light[1]	unknown	hpc_a100_jax_gpu_dense_fp64	1	complete	not_assessed / not_assessed	457.26988673210144	530.5928531419486	available	unknown	result
hst/slam5_delaunay_1250/seed1	mass_total[1]	unknown	hpc_a100_jax_gpu_dense_fp64	1	complete	not_assessed / not_assessed	1048.9292471408844	1138.162050106097	available	unknown	result
hst/slam5_delaunay_1250/seed0	pipeline parent	unknown	hpc_a100_jax_gpu_sparse_fp64	0	complete	not_assessed / not_assessed	unknown	unknown	missing	unknown	result
hst/slam5_delaunay_1250/seed0	source_lp[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	0	complete	not_assessed / not_assessed	749.7595109939575	888.2430416657589	available	unknown	result
hst/slam5_delaunay_1250/seed0	source_pix[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	0	complete	not_assessed / not_assessed	6124.670238494873	6221.422692308202	available	unknown	result
hst/slam5_delaunay_1250/seed0	source_pix[2]	unknown	hpc_a100_jax_gpu_sparse_fp64	0	complete	not_assessed / not_assessed	112.84573483467102	178.6054911534302	available	unknown	result
hst/slam5_delaunay_1250/seed0	light[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	0	complete	not_assessed / not_assessed	353.50146985054016	426.6312530930154	available	unknown	result
hst/slam5_delaunay_1250/seed0	mass_total[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	0	complete	not_assessed / not_assessed	1771.1247885227203	1861.7668606671505	available	unknown	result
hst/slam5_delaunay_1250/seed1	pipeline parent	unknown	hpc_a100_jax_gpu_sparse_fp64	1	complete	not_assessed / not_assessed	unknown	unknown	missing	unknown	result
hst/slam5_delaunay_1250/seed1	source_lp[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	1	complete	not_assessed / not_assessed	831.8062770366669	973.6843929146416	available	unknown	result
hst/slam5_delaunay_1250/seed1	source_pix[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	1	complete	not_assessed / not_assessed	5258.141222238541	5348.343995480798	available	unknown	result
hst/slam5_delaunay_1250/seed1	source_pix[2]	unknown	hpc_a100_jax_gpu_sparse_fp64	1	complete	not_assessed / not_assessed	115.64004683494568	182.61417358601466	available	unknown	result
hst/slam5_delaunay_1250/seed1	light[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	1	complete	not_assessed / not_assessed	379.8856680393219	453.2077537388541	available	unknown	result
hst/slam5_delaunay_1250/seed1	mass_total[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	1	complete	not_assessed / not_assessed	1900.1771788597107	1995.9051318671554	available	unknown	result
hst/slam5/seed0	pipeline parent	unknown	hpc_a100_jax_gpu_dense_fp64	0	complete	not_assessed / not_assessed	unknown	unknown	missing	unknown	result
hst/slam5/seed0	source_lp[1]	unknown	hpc_a100_jax_gpu_dense_fp64	0	complete	not_assessed / not_assessed	923.2988793849945	1110.2745820698328	available	unknown	result
hst/slam5/seed0	source_pix[1]	unknown	hpc_a100_jax_gpu_dense_fp64	0	complete	not_assessed / not_assessed	761.8690450191498	1096.6811571302824	available	unknown	result
hst/slam5/seed0	source_pix[2]	unknown	hpc_a100_jax_gpu_dense_fp64	0	complete	not_assessed / not_assessed	131.4924976825714	457.5962234721519	available	unknown	result
hst/slam5/seed0	light[1]	unknown	hpc_a100_jax_gpu_dense_fp64	0	complete	not_assessed / not_assessed	237.3431966304779	585.0465070647188	available	unknown	result
hst/slam5/seed0	mass_total[1]	unknown	hpc_a100_jax_gpu_dense_fp64	0	complete	not_assessed / not_assessed	516.6248600482941	894.5935196429491	available	unknown	result
hst/slam5/seed1	pipeline parent	unknown	hpc_a100_jax_gpu_dense_fp64	1	complete	not_assessed / not_assessed	unknown	unknown	missing	unknown	result
hst/slam5/seed1	source_lp[1]	unknown	hpc_a100_jax_gpu_dense_fp64	1	complete	not_assessed / not_assessed	834.8256509304047	1005.474559458904	available	unknown	result
hst/slam5/seed1	source_pix[1]	unknown	hpc_a100_jax_gpu_dense_fp64	1	complete	not_assessed / not_assessed	748.7339024543762	1097.2968472116627	available	unknown	result
hst/slam5/seed1	source_pix[2]	unknown	hpc_a100_jax_gpu_dense_fp64	1	complete	not_assessed / not_assessed	362.2842011451721	719.2182216290385	available	unknown	result
hst/slam5/seed1	light[1]	unknown	hpc_a100_jax_gpu_dense_fp64	1	complete	not_assessed / not_assessed	267.35919713974	618.7239170190878	available	unknown	result
hst/slam5/seed1	mass_total[1]	unknown	hpc_a100_jax_gpu_dense_fp64	1	complete	not_assessed / not_assessed	650.228832244873	1043.753492906224	available	unknown	result
hst/slam5/seed0	pipeline parent	unknown	hpc_a100_jax_gpu_dense_fp64	0	stopped_early	not_assessed / not_assessed	unknown	unknown	missing	unknown	result
hst/slam5/seed0	source_lp[1]	unknown	hpc_a100_jax_gpu_dense_fp64	0	complete	not_assessed / not_assessed	855.3723487854004	1041.4455565372482	available	unknown	result
hst/slam5/seed0	pipeline parent	unknown	hpc_a100_jax_gpu_sparse_fp64	0	complete	not_assessed / not_assessed	unknown	unknown	missing	unknown	result
hst/slam5/seed0	source_lp[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	0	complete	not_assessed / not_assessed	808.1857154369354	960.966922598891	available	unknown	result
hst/slam5/seed0	source_pix[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	0	complete	not_assessed / not_assessed	1930.764386177063	2279.775213385001	available	unknown	result
hst/slam5/seed0	source_pix[2]	unknown	hpc_a100_jax_gpu_sparse_fp64	0	complete	not_assessed / not_assessed	178.61591696739197	535.9517216398381	available	unknown	result
hst/slam5/seed0	light[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	0	complete	not_assessed / not_assessed	267.51912546157837	621.3747416636907	available	unknown	result
hst/slam5/seed0	mass_total[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	0	complete	not_assessed / not_assessed	800.279230594635	1168.8711764230393	available	unknown	result
hst/slam5/seed1	pipeline parent	unknown	hpc_a100_jax_gpu_sparse_fp64	1	complete	not_assessed / not_assessed	unknown	unknown	missing	unknown	result
hst/slam5/seed1	source_lp[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	1	complete	not_assessed / not_assessed	798.179591178894	944.8778721541166	available	unknown	result
hst/slam5/seed1	source_pix[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	1	complete	not_assessed / not_assessed	1904.31116771698	2245.7180267861113	available	unknown	result
hst/slam5/seed1	source_pix[2]	unknown	hpc_a100_jax_gpu_sparse_fp64	1	complete	not_assessed / not_assessed	187.7734875679016	523.5104860081337	available	unknown	result
hst/slam5/seed1	light[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	1	complete	not_assessed / not_assessed	253.89728569984436	606.7501009167172	available	unknown	result
hst/slam5/seed1	mass_total[1]	unknown	hpc_a100_jax_gpu_sparse_fp64	1	complete	not_assessed / not_assessed	868.1189360618591	1255.2648063716479	available	unknown	result

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.

Diagnostics, timing definitions and provenance

results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/delaunay_1250/hpc_a100_jax_gpu_dense_fp64/stages_seed0.json

parent_run_id

null

stage

null

target

"hst/slam5_delaunay_1250/seed0"

dataset

{"class": "imaging", "id": null, "instrument": "hst"}

model

null

pipeline

"slam"

sampler

null

configuration

{"config_name": "hpc_a100_jax_gpu_dense_fp64", "cores": 8, "image_mesh": "hilbert", "image_mesh_edge_points": 30, "image_mesh_weight_floor": 0.01, "image_mesh_weight_power": 3.5, "inversion": "dense", "memo": "off", "mesh": "delaunay", "mesh_areas_factor": 0.5, "mesh_pixels": 1250, "mesh_shape": null, "mesh_zeroed_pixels": 30, "rect_mesh": "bilinear", "regularization": "adapt_split", "stages_requested": null, "test_mode": false, "use_jax": true, "variant": "delaunay_1250"}

backend

"jax_gpu"

hardware

{"cores": 8, "device": {"backend": "gpu", "cpu_count": 124, "device": "cuda:0", "nvidia_smi": "NVIDIA A100 80GB PCIe, 37549 MiB, 81920 MiB", "omp_num_threads": null, "xla_flags": "--xla_disable_hlo_passes=constant_folding --xla_gpu_autotune_level=0 --xla_gpu_enable_triton_gemm=false"}}

precision

"fp64"

seed

dependency_revisions

{}

library_version

"2026.8.17.1"

execution

{"completed": null, "reason": null, "status": "complete"}

scientific

{"acceptance": "not_assessed", "convergence": "not_assessed", "reason": "Exporter does not make scientific rulings; consult Cortex"}

timings

{"compile_s": null, "definitions": {"compile_s": "Pipeline aggregate not measured; stage clocks may overlap and are never summed", "sampling_s": "Pipeline aggregate not measured; stage clocks may overlap and are never summed", "setup_s": "Pipeline aggregate not measured; stage clocks may overlap and are never summed", "total_s": "Pipeline aggregate not measured; stage clocks may overlap and are never summed"}, "sampling_s": null, "setup_s": null, "total_s": null}

diagnostics

{"status": "missing", "values": {}}

comparison

{"declared_target": "hst/slam5_delaunay_1250/seed0", "group": null, "note": "Declared target is not a verified comparison group; no ranking"}

samples

{"access": "project-storage-not-published", "availability": "unknown", "note": "Committed results do not verify current archive/sample availability; unsafe absolute paths omitted", "path": null}

measured_at

null

unknown_reasons

{"dataset.id": "Dataset content identity not recorded", "dependency_revisions": "Dependency revisions not recorded", "execution.completed": "No pipeline-wide completion marker is recorded", "measured_at": "Not recorded in source result", "model": "Not recorded in source result", "sampler": "Not recorded in source result", "timings": "Pipeline aggregate not measured; stage clocks may overlap and are never summed"}

results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/delaunay_1250/hpc_a100_jax_gpu_dense_fp64/stages_seed0.json#stage-9b14006556621cdb

parent_run_id

"results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/delaunay_1250/hpc_a100_jax_gpu_dense_fp64/stages_seed0.json"

stage

"source_lp[1]"

target

"hst/slam5_delaunay_1250/seed0"

dataset

{"class": "imaging", "id": null, "instrument": "hst"}

model

null

pipeline

"slam"

sampler

null

configuration

{"config_name": "hpc_a100_jax_gpu_dense_fp64", "cores": 8, "free_parameters": 17, "image_mesh": "hilbert", "image_mesh_edge_points": 30, "image_mesh_weight_floor": 0.01, "image_mesh_weight_power": 3.5, "inversion": "dense", "memo": "off", "mesh": "delaunay", "mesh_areas_factor": 0.5, "mesh_pixels": 1250, "mesh_shape": null, "mesh_zeroed_pixels": 30, "n_batch": 50, "n_live": 200, "rect_mesh": "bilinear", "regularization": "adapt_split", "resumed": false, "stages_requested": null, "test_mode": false, "use_jax": true, "variant": "delaunay_1250"}

backend

"jax_gpu"

hardware

{"cores": 8, "device": {"backend": "gpu", "cpu_count": 124, "device": "cuda:0", "nvidia_smi": "NVIDIA A100 80GB PCIe, 37549 MiB, 81920 MiB", "omp_num_threads": null, "xla_flags": "--xla_disable_hlo_passes=constant_folding --xla_gpu_autotune_level=0 --xla_gpu_enable_triton_gemm=false"}}

precision

"fp64"

seed

dependency_revisions

{}

library_version

"2026.8.17.1"

execution

{"completed": true, "reason": null, "status": "complete"}

scientific

{"acceptance": "not_assessed", "convergence": "not_assessed", "reason": "Exporter does not make scientific rulings; consult Cortex"}

timings

{"compile_s": 11.454642791766673, "definitions": {"compile_s": "Separate likelihood warm-up probe; not added to total_s", "sampling_s": "wall_s: sampler clock from samples_info.json; includes sampler overhead", "setup_s": "Not measured separately; unknown, not total minus sampling", "total_s": "total_wall_s: elapsed search.fit call; excludes prior compile probe and dataset/model setup"}, "sampling_s": 820.3699300289154, "setup_s": null, "total_s": 965.2785516558215}

diagnostics

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comparison

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samples

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measured_at

null

unknown_reasons

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comparison

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measured_at

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unknown_reasons

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results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/delaunay_1250/hpc_a100_jax_gpu_dense_fp64/stages_seed1.json

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measured_at

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comparison

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samples

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measured_at

null

unknown_reasons

{"dataset.id": "Dataset content identity not recorded", "dependency_revisions": "Dependency revisions not recorded", "measured_at": "Not recorded in source result", "model": "Not recorded in source result", "sampler": "Not recorded in source result"}

results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/delaunay_1250/hpc_a100_jax_gpu_dense_fp64/stages_seed1.json#stage-03dd03936a025726

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stage

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scientific

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comparison

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samples

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measured_at

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results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/delaunay_1250/hpc_a100_jax_gpu_sparse_fp64/stages_seed0.json

parent_run_id

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measured_at

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results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/delaunay_1250/hpc_a100_jax_gpu_sparse_fp64/stages_seed0.json#stage-9b14006556621cdb

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scientific

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diagnostics

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samples

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measured_at

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results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/delaunay_1250/hpc_a100_jax_gpu_sparse_fp64/stages_seed0.json#stage-1ad2b0be53ac3cb8

parent_run_id

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measured_at

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scientific

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comparison

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samples

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measured_at

null

unknown_reasons

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parent_run_id

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stage

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null

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{"completed": true, "reason": null, "status": "complete"}

scientific

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diagnostics

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comparison

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samples

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measured_at

null

unknown_reasons

{"dataset.id": "Dataset content identity not recorded", "dependency_revisions": "Dependency revisions not recorded", "measured_at": "Not recorded in source result", "model": "Not recorded in source result", "sampler": "Not recorded in source result"}

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parent_run_id

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null

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scientific

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diagnostics

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comparison

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samples

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measured_at

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unknown_reasons

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results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/delaunay_1250/hpc_a100_jax_gpu_sparse_fp64/stages_seed1.json

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configuration

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scientific

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measured_at

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parent_run_id

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pipeline

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comparison

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samples

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measured_at

null

unknown_reasons

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measured_at

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diagnostics

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measured_at

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measured_at

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results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/slam_base/hpc_a100_jax_gpu_dense_fp64__rate_probe_342695/stages_seed0.json

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{"class": "imaging", "id": null, "instrument": "hst"}

model

null

pipeline

"slam"

sampler

null

configuration

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backend

"jax_gpu"

hardware

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precision

"fp64"

seed

dependency_revisions

{}

library_version

"2026.8.17.1"

execution

{"completed": true, "reason": null, "status": "complete"}

scientific

{"acceptance": "not_assessed", "convergence": "not_assessed", "reason": "Exporter does not make scientific rulings; consult Cortex"}

timings

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diagnostics

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comparison

{"declared_target": "hst/slam5/seed0", "group": null, "note": "Declared target is not a verified comparison group; no ranking"}

samples

{"access": "project-storage-not-published", "availability": "unknown", "note": "Committed results do not verify current archive/sample availability; unsafe absolute paths omitted", "path": null}

measured_at

null

unknown_reasons

{"dataset.id": "Dataset content identity not recorded", "dependency_revisions": "Dependency revisions not recorded", "measured_at": "Not recorded in source result", "model": "Not recorded in source result", "sampler": "Not recorded in source result"}

results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/slam_base/hpc_a100_jax_gpu_sparse_fp64/stages_seed0.json#stage-1ad2b0be53ac3cb8

parent_run_id

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stage

"source_pix[1]"

target

"hst/slam5/seed0"

dataset

{"class": "imaging", "id": null, "instrument": "hst"}

model

null

pipeline

"slam"

sampler

null

configuration

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backend

"jax_gpu"

hardware

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precision

"fp64"

seed

dependency_revisions

{}

library_version

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execution

{"completed": true, "reason": null, "status": "complete"}

scientific

{"acceptance": "not_assessed", "convergence": "not_assessed", "reason": "Exporter does not make scientific rulings; consult Cortex"}

timings

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diagnostics

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comparison

{"declared_target": "hst/slam5/seed0", "group": null, "note": "Declared target is not a verified comparison group; no ranking"}

samples

{"access": "project-storage-not-published", "availability": "unknown", "note": "Committed results do not verify current archive/sample availability; unsafe absolute paths omitted", "path": null}

measured_at

null

unknown_reasons

{"dataset.id": "Dataset content identity not recorded", "dependency_revisions": "Dependency revisions not recorded", "measured_at": "Not recorded in source result", "model": "Not recorded in source result", "sampler": "Not recorded in source result"}

results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/slam_base/hpc_a100_jax_gpu_sparse_fp64/stages_seed0.json#stage-122202734335fe14

parent_run_id

"results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/slam_base/hpc_a100_jax_gpu_sparse_fp64/stages_seed0.json"

stage

"source_pix[2]"

target

"hst/slam5/seed0"

dataset

{"class": "imaging", "id": null, "instrument": "hst"}

model

null

pipeline

"slam"

sampler

null

configuration

{"config_name": "hpc_a100_jax_gpu_sparse_fp64", "cores": 4, "free_parameters": 5, "inversion": "sparse", "memo": "off", "mesh_shape": [28, 28], "n_batch": 20, "n_live": 75, "rect_mesh": "bilinear", "resumed": false, "stages_requested": null, "test_mode": false, "use_jax": true}

backend

"jax_gpu"

hardware

{"cores": 4, "device": {"backend": "gpu", "cpu_count": 124, "device": "cuda:0", "nvidia_smi": "NVIDIA A100 80GB PCIe, 8903 MiB, 81920 MiB", "omp_num_threads": null, "xla_flags": "--xla_disable_hlo_passes=constant_folding --xla_gpu_autotune_level=0 --xla_gpu_enable_triton_gemm=false"}}

precision

"fp64"

seed

dependency_revisions

{}

library_version

"2026.8.17.1"

execution

{"completed": true, "reason": null, "status": "complete"}

scientific

{"acceptance": "not_assessed", "convergence": "not_assessed", "reason": "Exporter does not make scientific rulings; consult Cortex"}

timings

{"compile_s": 9.113326458726078, "definitions": {"compile_s": "Separate likelihood warm-up probe; not added to total_s", "sampling_s": "wall_s: sampler clock from samples_info.json; includes sampler overhead", "setup_s": "Not measured separately; unknown, not total minus sampling", "total_s": "total_wall_s: elapsed search.fit call; excludes prior compile probe and dataset/model setup"}, "sampling_s": 178.61591696739197, "setup_s": null, "total_s": 535.9517216398381}

diagnostics

{"status": "available", "values": {"inversion_applies": true, "likelihood_evals": 3260, "log_evidence": 31615.926126596125, "log_evidence_err_note": "nautilus 1.0.5 exposes no log_z_err; samples_info carries only log_evidence, total_samples, time and number_live_points.", "max_log_likelihood": 31633.55600511511, "positions_info_present": true, "posterior": {"inner_coefficient": {"lower_1": 5.026005634838336e-06, "median": 0.00016106495551258316, "sigma": 0.00197283679409024, "upper_1": 0.003950699593815318}, "outer_coefficient": {"lower_1": 34.136668837510854, "median": 38.10496820415385, "sigma": 3.1530491777730703, "upper_1": 40.442767193056994}, "signal_scale": {"lower_1": 0.07495627913991262, "median": 0.0807987228191902, "sigma": 0.008216000056908576, "upper_1": 0.09138827925372978}, "weight_floor": {"lower_1": 6.398493879092095e-05, "median": 0.0012804808023735756, "sigma": 0.012466578435110561, "upper_1": 0.024997141809012042}, "weight_power": {"lower_1": 4.1082101473022785, "median": 4.191938733518657, "sigma": 0.06508183735499928, "upper_1": 4.238373822012277}}, "truth_delta_sigma": {}}}

comparison

{"declared_target": "hst/slam5/seed0", "group": null, "note": "Declared target is not a verified comparison group; no ranking"}

samples

{"access": "project-storage-not-published", "availability": "unknown", "note": "Committed results do not verify current archive/sample availability; unsafe absolute paths omitted", "path": null}

measured_at

null

unknown_reasons

{"dataset.id": "Dataset content identity not recorded", "dependency_revisions": "Dependency revisions not recorded", "measured_at": "Not recorded in source result", "model": "Not recorded in source result", "sampler": "Not recorded in source result"}

results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/slam_base/hpc_a100_jax_gpu_sparse_fp64/stages_seed0.json#stage-7f695c3cdb0cdedb

parent_run_id

"results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/slam_base/hpc_a100_jax_gpu_sparse_fp64/stages_seed0.json"

stage

"light[1]"

target

"hst/slam5/seed0"

dataset

{"class": "imaging", "id": null, "instrument": "hst"}

model

null

pipeline

"slam"

sampler

null

configuration

{"config_name": "hpc_a100_jax_gpu_sparse_fp64", "cores": 4, "free_parameters": 6, "inversion": "sparse", "memo": "off", "mesh_shape": [28, 28], "n_batch": 20, "n_live": 150, "rect_mesh": "bilinear", "resumed": false, "stages_requested": null, "test_mode": false, "use_jax": true}

backend

"jax_gpu"

hardware

{"cores": 4, "device": {"backend": "gpu", "cpu_count": 124, "device": "cuda:0", "nvidia_smi": "NVIDIA A100 80GB PCIe, 8903 MiB, 81920 MiB", "omp_num_threads": null, "xla_flags": "--xla_disable_hlo_passes=constant_folding --xla_gpu_autotune_level=0 --xla_gpu_enable_triton_gemm=false"}}

precision

"fp64"

seed

dependency_revisions

{}

library_version

"2026.8.17.1"

execution

{"completed": true, "reason": null, "status": "complete"}

scientific

{"acceptance": "not_assessed", "convergence": "not_assessed", "reason": "Exporter does not make scientific rulings; consult Cortex"}

timings

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diagnostics

{"status": "available", "values": {"inversion_applies": true, "likelihood_evals": 11320, "log_evidence": 31608.94089884179, "log_evidence_err_note": "nautilus 1.0.5 exposes no log_z_err; samples_info carries only log_evidence, total_samples, time and number_live_points.", "max_log_likelihood": 31634.26514523622, "positions_info_present": true, "posterior": {"centre_0": {"lower_1": -0.00011563944795123819, "median": 0.00012396700120934176, "sigma": 0.00023273824106364847, "upper_1": 0.00034983703417605877}, "centre_1": {"lower_1": -0.0002659617612300783, "median": -5.023608410604068e-05, "sigma": 0.00022967040388825044, "upper_1": 0.00019337904654642257}, "galaxies.lens.bulge.profile_list.0.ell_comps_0": {"lower_1": 0.04887110577592829, "median": 0.05246100226581214, "sigma": 0.003856888671661004, "upper_1": 0.0565848831192503}, "galaxies.lens.bulge.profile_list.0.ell_comps_1": {"lower_1": -0.00854416018292672, "median": -0.0017662915936733998, "sigma": 0.0068333635309879865, "upper_1": 0.005122566879049255}, "galaxies.lens.bulge.profile_list.20.ell_comps_0": {"lower_1": -0.09647005672837743, "median": 0.04246240903637811, "sigma": 0.1086211887880496, "upper_1": 0.1207723208477218}, "galaxies.lens.bulge.profile_list.20.ell_comps_1": {"lower_1": -0.09029748925515409, "median": 0.04647722589085967, "sigma": 0.13055809477954863, "upper_1": 0.1708187003039432}}, "truth_delta_sigma": {}}}

comparison

{"declared_target": "hst/slam5/seed0", "group": null, "note": "Declared target is not a verified comparison group; no ranking"}

samples

{"access": "project-storage-not-published", "availability": "unknown", "note": "Committed results do not verify current archive/sample availability; unsafe absolute paths omitted", "path": null}

measured_at

null

unknown_reasons

{"dataset.id": "Dataset content identity not recorded", "dependency_revisions": "Dependency revisions not recorded", "measured_at": "Not recorded in source result", "model": "Not recorded in source result", "sampler": "Not recorded in source result"}

results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/slam_base/hpc_a100_jax_gpu_sparse_fp64/stages_seed0.json#stage-03dd03936a025726

parent_run_id

"results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/slam_base/hpc_a100_jax_gpu_sparse_fp64/stages_seed0.json"

stage

"mass_total[1]"

target

"hst/slam5/seed0"

dataset

{"class": "imaging", "id": null, "instrument": "hst"}

model

null

pipeline

"slam"

sampler

null

configuration

{"config_name": "hpc_a100_jax_gpu_sparse_fp64", "cores": 4, "free_parameters": 8, "inversion": "sparse", "memo": "off", "mesh_shape": [28, 28], "n_batch": 20, "n_live": 150, "rect_mesh": "bilinear", "resumed": false, "stages_requested": null, "test_mode": false, "use_jax": true}

backend

"jax_gpu"

hardware

{"cores": 4, "device": {"backend": "gpu", "cpu_count": 124, "device": "cuda:0", "nvidia_smi": "NVIDIA A100 80GB PCIe, 8903 MiB, 81920 MiB", "omp_num_threads": null, "xla_flags": "--xla_disable_hlo_passes=constant_folding --xla_gpu_autotune_level=0 --xla_gpu_enable_triton_gemm=false"}}

precision

"fp64"

seed

dependency_revisions

{}

library_version

"2026.8.17.1"

execution

{"completed": true, "reason": null, "status": "complete"}

scientific

{"acceptance": "not_assessed", "convergence": "not_assessed", "reason": "Exporter does not make scientific rulings; consult Cortex"}

timings

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diagnostics

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results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/slam_base/hpc_a100_jax_gpu_sparse_fp64/stages_seed1.json

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samples

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measured_at

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diagnostics

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comparison

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samples

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measured_at

null

unknown_reasons

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results/archive/2026-09-24_pre_likelihood_speedup/slam/imaging/hst/slam_base/hpc_a100_jax_gpu_sparse_fp64/stages_seed1.json#stage-03dd03936a025726

parent_run_id

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"mass_total[1]"

target

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{"class": "imaging", "id": null, "instrument": "hst"}

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null

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null

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{}

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{"completed": true, "reason": null, "status": "complete"}

scientific

{"acceptance": "not_assessed", "convergence": "not_assessed", "reason": "Exporter does not make scientific rulings; consult Cortex"}

timings

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comparison

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samples

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measured_at

null

unknown_reasons

{"dataset.id": "Dataset content identity not recorded", "dependency_revisions": "Dependency revisions not recorded", "measured_at": "Not recorded in source result", "model": "Not recorded in source result", "sampler": "Not recorded in source result"}

results/searches/point_source/nautilus/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed0.json

parent_run_id

null

stage

null

target

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pipeline

null

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backend

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hardware

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precision

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library_version

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scientific

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timings

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comparison

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samples

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measured_at

null

unknown_reasons

{"dataset.id": "Dataset content identity not recorded", "measured_at": "Not recorded in source result"}

results/searches/point_source/nautilus/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed1.json

parent_run_id

null

stage

null

target

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model

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null

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backend

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hardware

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precision

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seed

dependency_revisions

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library_version

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scientific

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timings

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diagnostics

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comparison

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samples

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measured_at

null

unknown_reasons

{"dataset.id": "Dataset content identity not recorded", "measured_at": "Not recorded in source result"}

results/searches/point_source/nautilus/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed2.json

parent_run_id

null

stage

null

target

"simple/source_plane_solved/seed2"

dataset

{"class": "point_source", "id": null, "instrument": "simple"}

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"L5: Isothermal (5 free) + PointSolved source"

pipeline

null

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configuration

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backend

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hardware

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precision

"fp64"

seed

dependency_revisions

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library_version

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execution

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scientific

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timings

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diagnostics

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comparison

{"declared_target": "simple/source_plane_solved/seed2", "group": null, "note": "Declared target is not a verified comparison group; no ranking"}

samples

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measured_at

null

unknown_reasons

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results/searches/point_source/nautilus/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed3.json

parent_run_id

null

stage

null

target

"simple/source_plane_solved/seed3"

dataset

{"class": "point_source", "id": null, "instrument": "simple"}

model

"L5: Isothermal (5 free) + PointSolved source"

pipeline

null

sampler

"nautilus"

configuration

{"config_name": "hpc_a100_jax_cpu_dense_fp64", "cores": 8, "fit_positions_cls": "FitPositionsSourceSolved", "free_parameters": 5, "inversion": "dense", "n_batch": 50, "n_live": 100, "priors": {"einstein_radius": "U(0.5, 4.0)", "others": "library-default Isothermal priors"}, "resumed": false, "test_mode": false, "use_jax": true, "variant": "source_plane_solved"}

backend

"jax_cpu"

hardware

{"cores": 8, "device": {"backend": "cpu", "cpu_count": 124, "device": "cpu:0", "omp_num_threads": null, "xla_flags": "--xla_disable_hlo_passes=constant_folding --xla_gpu_autotune_level=0 --xla_gpu_enable_triton_gemm=false"}, "host": "euclid-ral-gpu-2", "slurm_array_job_id": "367140", "slurm_array_task_id": "3", "slurm_job_id": "367446"}

precision

"fp64"

seed

dependency_revisions

{"autoarray": "9428eca2", "autofit": "404b3e5f7", "autogalaxy": "c9609825", "autolens": "21b520be4", "autonerves": "bf10410"}

library_version

"2026.8.17.1"

execution

{"completed": true, "reason": null, "status": "complete"}

scientific

{"acceptance": "not_assessed", "convergence": "not_assessed", "reason": "Exporter does not make scientific rulings; consult Cortex"}

timings

{"compile_s": 1.9380113480146974, "definitions": {"compile_s": "Separate likelihood warm-up probe; not added to total_s", "sampling_s": "wall_s: sampler clock from samples_info.json; includes sampler overhead", "setup_s": "Not measured separately; unknown, not total minus sampling", "total_s": "total_wall_s: elapsed search.fit call; excludes prior compile probe and dataset/model setup"}, "sampling_s": 50.38304305076599, "setup_s": null, "total_s": 58.97957983799279}

diagnostics

{"status": "available", "values": {"inversion_applies": false, "likelihood_evals": 4700, "likelihood_share": 0.0004284008831123949, "log_evidence": -7.1422108149915955, "log_evidence_err_note": "nautilus 1.0.5 exposes no log_z_err; samples_info carries only log_evidence, total_samples, time and number_live_points.", "log_likelihood_at_truth": 15.902398430038737, "max_log_likelihood": 16.442962159403347, "per_call_s": 4.592370241880417e-06, "positions_info_present": false, "posterior": {"centre_0": {"lower_1": -0.04391072851853559, "median": -0.014527938015443267, "sigma": 0.02547875767253761, "upper_1": 0.0070467868265396295}, "centre_1": {"lower_1": -0.043816453308936715, "median": -0.016769753132973745, "sigma": 0.02505543764174138, "upper_1": 0.006294421974546041}, "einstein_radius": {"lower_1": 1.5951467730554156, "median": 1.6048231816592944, "sigma": 0.011000225562784238, "upper_1": 1.617147224180984}, "ell_comps_0": {"lower_1": 0.04876829937658942, "median": 0.06453071192811381, "sigma": 0.01728396333033107, "upper_1": 0.08333622603725156}, "ell_comps_1": {"lower_1": -0.00020965181380705589, "median": 2.039972265406487e-05, "sigma": 0.0002217830213759653, "upper_1": 0.0002339142289448747}}, "timing": {"batched": {"median_s": 0.00022961851209402084, "min_s": 0.00017524900613352656, "n": 200, "p16_s": 0.00020891905296593904, "p84_s": 0.00025858799926936626, "warmup": 10}, "compile_s": 1.9380113480146974, "compile_single_s": 1.3268661400070414, "single": {"median_s": 0.0002172240347135812, "min_s": 0.00016806903295218945, "n": 200, "p16_s": 0.00020077801309525967, "p84_s": 0.00023928796872496605, "warmup": 10}, "vector": [0.0, 0.0, 0.0, 0.0, 2.25]}, "truth_delta_sigma": {"centre_0": -0.5701980529098665, "centre_1": -0.6693059356119964, "einstein_radius": 0.4384620689608398, "ell_comps_0": 0.6884493303607047, "ell_comps_1": 0.09198054263802348}, "truths": {"centre_0": 0.0, "centre_1": 0.0, "einstein_radius": 1.6, "ell_comps_0": 0.05263157894736841, "ell_comps_1": 3.2227547345982974e-18}}}

comparison

{"declared_target": "simple/source_plane_solved/seed3", "group": null, "note": "Declared target is not a verified comparison group; no ranking"}

samples

{"access": "project-storage-not-published", "availability": "unknown", "note": "Committed results do not verify current archive/sample availability; unsafe absolute paths omitted", "path": "output/searches/point_source/nautilus/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/seed_3/nautilus/bfcfe9793f8b2cfa915170d57974952f"}

measured_at

null

unknown_reasons

{"dataset.id": "Dataset content identity not recorded", "measured_at": "Not recorded in source result"}

results/searches/point_source/nautilus/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/search_seed4.json

parent_run_id

null

stage

null

target

"simple/source_plane_solved/seed4"

dataset

{"class": "point_source", "id": null, "instrument": "simple"}

model

"L5: Isothermal (5 free) + PointSolved source"

pipeline

null

sampler

"nautilus"

configuration

{"config_name": "hpc_a100_jax_cpu_dense_fp64", "cores": 8, "fit_positions_cls": "FitPositionsSourceSolved", "free_parameters": 5, "inversion": "dense", "n_batch": 50, "n_live": 100, "priors": {"einstein_radius": "U(0.5, 4.0)", "others": "library-default Isothermal priors"}, "resumed": false, "test_mode": false, "use_jax": true, "variant": "source_plane_solved"}

backend

"jax_cpu"

hardware

{"cores": 8, "device": {"backend": "cpu", "cpu_count": 124, "device": "cpu:0", "omp_num_threads": null, "xla_flags": "--xla_disable_hlo_passes=constant_folding --xla_gpu_autotune_level=0 --xla_gpu_enable_triton_gemm=false"}, "host": "euclid-ral-gpu-2", "slurm_array_job_id": "367140", "slurm_array_task_id": "4", "slurm_job_id": "367140"}

precision

"fp64"

seed

dependency_revisions

{"autoarray": "9428eca2", "autofit": "404b3e5f7", "autogalaxy": "c9609825", "autolens": "21b520be4", "autonerves": "bf10410"}

library_version

"2026.8.17.1"

execution

{"completed": true, "reason": null, "status": "complete"}

scientific

{"acceptance": "not_assessed", "convergence": "not_assessed", "reason": "Exporter does not make scientific rulings; consult Cortex"}

timings

{"compile_s": 1.940513722016476, "definitions": {"compile_s": "Separate likelihood warm-up probe; not added to total_s", "sampling_s": "wall_s: sampler clock from samples_info.json; includes sampler overhead", "setup_s": "Not measured separately; unknown, not total minus sampling", "total_s": "total_wall_s: elapsed search.fit call; excludes prior compile probe and dataset/model setup"}, "sampling_s": 58.50750803947449, "setup_s": null, "total_s": 67.16032414801884}

diagnostics

{"status": "available", "values": {"inversion_applies": false, "likelihood_evals": 4750, "likelihood_share": 0.0004068701458214967, "log_evidence": -7.171363991071475, "log_evidence_err_note": "nautilus 1.0.5 exposes no log_z_err; samples_info carries only log_evidence, total_samples, time and number_live_points.", "log_likelihood_at_truth": 15.902398430038737, "max_log_likelihood": 16.46678997877629, "per_call_s": 5.011570174247026e-06, "positions_info_present": false, "posterior": {"centre_0": {"lower_1": -0.04204305304460868, "median": -0.015202703809942616, "sigma": 0.025313908068376127, "upper_1": 0.008584763092143573}, "centre_1": {"lower_1": -0.04385515716199128, "median": -0.015818560715543373, "sigma": 0.02594592273742021, "upper_1": 0.008036688312849143}, "einstein_radius": {"lower_1": 1.5948994050053367, "median": 1.6047485261323444, "sigma": 0.010872921797065671, "upper_1": 1.616645248599468}, "ell_comps_0": {"lower_1": 0.04857850833216588, "median": 0.06434333621231575, "sigma": 0.017004965660044506, "upper_1": 0.08258843965225489}, "ell_comps_1": {"lower_1": -0.0001812031602880165, "median": 2.3331858448681895e-05, "sigma": 0.00022295095800914236, "upper_1": 0.00026469875573026825}}, "timing": {"batched": {"median_s": 0.0002505785087123513, "min_s": 0.00020097801461815834, "n": 200, "p16_s": 0.00023126800078898668, "p84_s": 0.0002849379670806229, "warmup": 10}, "compile_s": 1.940513722016476, "compile_single_s": 1.3289996769744903, "single": {"median_s": 0.0002128235064446926, "min_s": 0.00017350801499560475, "n": 200, "p16_s": 0.0001968390424735844, "p84_s": 0.00023722898913547397, "warmup": 10}, "vector": [0.0, 0.0, 0.0, 0.0, 2.25]}, "truth_delta_sigma": {"centre_0": -0.6005672363539504, "centre_1": -0.60967423959562, "einstein_radius": 0.4367295397660122, "ell_comps_0": 0.6887257227731847, "ell_comps_1": 0.10465018252005862}, "truths": {"centre_0": 0.0, "centre_1": 0.0, "einstein_radius": 1.6, "ell_comps_0": 0.05263157894736841, "ell_comps_1": 3.2227547345982974e-18}}}

comparison

{"declared_target": "simple/source_plane_solved/seed4", "group": null, "note": "Declared target is not a verified comparison group; no ranking"}

samples

{"access": "project-storage-not-published", "availability": "unknown", "note": "Committed results do not verify current archive/sample availability; unsafe absolute paths omitted", "path": "output/searches/point_source/nautilus/simple/source_plane_solved/hpc_a100_jax_cpu_dense_fp64/seed_4/nautilus/a7d8d84b055356df0f0dbb3151d46885"}

measured_at

null

unknown_reasons

{"dataset.id": "Dataset content identity not recorded", "measured_at": "Not recorded in source result"}

results/searches/point_source/nautilus/simple/source_plane_solved/local_jax_cpu_dense_fp64/search_seed0.json

parent_run_id

null

stage

null

target

"simple/source_plane_solved/seed0"

dataset

{"class": "point_source", "id": null, "instrument": "simple"}

model

"L5: Isothermal (5 free) + PointSolved source"

pipeline

null

sampler

"nautilus"

configuration

{"config_name": "local_jax_cpu_dense_fp64", "cores": 8, "fit_positions_cls": "FitPositionsSourceSolved", "free_parameters": 5, "inversion": "dense", "n_batch": 50, "n_live": 100, "priors": {"einstein_radius": "U(0.5, 4.0)", "others": "library-default Isothermal priors"}, "resumed": false, "test_mode": false, "use_jax": true, "variant": "source_plane_solved"}

backend

"jax_cpu"

hardware

{"cores": 8, "device": {"backend": "cpu", "cpu_count": 8, "device": "cpu:0", "omp_num_threads": "8", "xla_flags": "--xla_disable_hlo_passes=constant_folding --xla_gpu_autotune_level=0 --xla_gpu_enable_triton_gemm=false"}, "host": "DESKTOP-H143S82", "slurm_array_job_id": null, "slurm_array_task_id": null, "slurm_job_id": null}

precision

"fp64"

seed

dependency_revisions

{"autoarray": "9428eca2", "autofit": "404b3e5f7", "autogalaxy": "c9609825", "autolens": "21b520be4", "autonerves": "0747524"}

library_version

"2026.8.17.1"

execution

{"completed": true, "reason": null, "status": "complete"}

scientific

{"acceptance": "not_assessed", "convergence": "not_assessed", "reason": "Exporter does not make scientific rulings; consult Cortex"}

timings

{"compile_s": 2.3335995999987063, "definitions": {"compile_s": "Separate likelihood warm-up probe; not added to total_s", "sampling_s": "wall_s: sampler clock from samples_info.json; includes sampler overhead", "setup_s": "Not measured separately; unknown, not total minus sampling", "total_s": "total_wall_s: elapsed search.fit call; excludes prior compile probe and dataset/model setup"}, "sampling_s": 60.43147277832031, "setup_s": null, "total_s": 69.44111120000161}

diagnostics

{"status": "available", "values": {"inversion_applies": false, "likelihood_evals": 4850, "likelihood_share": 0.0005765604992410397, "log_evidence": -7.15393737152383, "log_evidence_err_note": "nautilus 1.0.5 exposes no log_z_err; samples_info carries only log_evidence, total_samples, time and number_live_points.", "log_likelihood_at_truth": 15.902398430038737, "max_log_likelihood": 16.48568552789147, "per_call_s": 7.1840000236988995e-06, "positions_info_present": false, "posterior": {"centre_0": {"lower_1": -0.042168162458740985, "median": -0.01745342426499831, "sigma": 0.025797484788372165, "upper_1": 0.009426807118003344}, "centre_1": {"lower_1": -0.04336377661022215, "median": -0.018067299498348146, "sigma": 0.025791414665263825, "upper_1": 0.008219052720305502}, "einstein_radius": {"lower_1": 1.5945063508229387, "median": 1.6056260743312727, "sigma": 0.01115243788494824, "upper_1": 1.6168112265928352}, "ell_comps_0": {"lower_1": 0.047688746799381704, "median": 0.06559594956905983, "sigma": 0.01762818058418965, "upper_1": 0.082945107967761}, "ell_comps_1": {"lower_1": -0.00019838121507798325, "median": 2.4804878302780604e-05, "sigma": 0.00022114345613303174, "upper_1": 0.00024390569718808023}}, "timing": {"batched": {"median_s": 0.000359200001184945, "min_s": 0.0003099999994446989, "n": 200, "p16_s": 0.00033690000054775737, "p84_s": 0.000389000000723172, "warmup": 10}, "compile_s": 2.3335995999987063, "compile_single_s": 1.8172457000000577, "single": {"median_s": 0.0002923499996541068, "min_s": 0.0002471000007062685, "n": 200, "p16_s": 0.0002716999988479074, "p84_s": 0.0003206000001227949, "warmup": 10}, "vector": [0.0, 0.0, 0.0, 0.0, 2.25]}, "truth_delta_sigma": {"centre_0": -0.676555269173574, "centre_1": -0.7005160334489675, "einstein_radius": 0.5044703578995735, "ell_comps_0": 0.7354344119505386, "ell_comps_1": 0.11216645853565607}, "truths": {"centre_0": 0.0, "centre_1": 0.0, "einstein_radius": 1.6, "ell_comps_0": 0.05263157894736841, "ell_comps_1": 3.2227547345982974e-18}}}

comparison

{"declared_target": "simple/source_plane_solved/seed0", "group": null, "note": "Declared target is not a verified comparison group; no ranking"}

samples

{"access": "project-storage-not-published", "availability": "unknown", "note": "Committed results do not verify current archive/sample availability; unsafe absolute paths omitted", "path": "output/searches/point_source/nautilus/simple/source_plane_solved/local_jax_cpu_dense_fp64/seed_0/nautilus/b39f17cc6d57dba03e090e4d9682ce2b"}

measured_at

null

unknown_reasons

{"dataset.id": "Dataset content identity not recorded", "measured_at": "Not recorded in source result"}