Measure. Trace. Compare.
| Campaign | Status | Links |
|---|---|---|
Setup baseline collection and scientific acceptance2 tasks · next stepReview the Pulse collection choices (candidate input hashes and 31-worker resource plan verified without execution) alongside project correctness audit #417. Resolve data origin/suitability, named host/stack/full settings, witness/tolerances and background-load method. No freeze, compute or acceptance authorized. Check-in 2026-10-17: no project wiki/results/issue change since 2026-10-13 beyond autolens_profiling#420/#422/#424 (interferometer only); releases 2026.10.16.1/.2 and 2026.10.17.1 supply no new measurement. Active tasksFreeze the setup baseline specification, then collect and review evidence↗HST/MGE raw fixed-parameter CPU runner merged in #416; Pulse handoff #55 merged and Mind implementation closed. Resolve exact production host/stack/data, full settings, independent correctness witness/tolerances and background-load method. No collection, campaign freeze or acceptance authorized; global compile dispatch remains unavailable. Prepare and review the HST/MGE fp64 CPU pilot↗Review the Pulse collection choices (candidate input hashes and 31-worker resource plan verified without execution) alongside project correctness audit #417. Resolve data origin/suitability, named host/stack/full settings, witness/tolerances and background-load method. No freeze, compute or acceptance authorized. | needs-decision | |
Point-source image plane · CPU1 task · next stepNo new committed campaign measurements. Phases 1–4 remain shipped; epic closure is a human decision. Carried leftovers remain pending. RAL queue empty at review, but transfer preview timed out: cleanup folders and unpulled results unverified. Select one owed cleanup/measurement phase only after review. Check-in 2026-10-17: no project wiki/results/issue change since 2026-10-13 beyond autolens_profiling#420/#422/#424 (interferometer only); releases 2026.10.16.1/.2 and 2026.10.17.1 supply no new measurement. RAL queue holds only euclid_dr1 jobs; cleanup folders and unpulled results still unverified. Active tasksPoint-source (single-source) CPU campaign — carried leftovers and completion evidence↗No new committed campaign measurements. Phases 1–4 remain shipped; epic closure is a human decision. Carried leftovers remain pending. RAL queue empty at review, but transfer preview timed out: cleanup folders and unpulled results unverified. Select one owed cleanup/measurement phase only after review. | active | |
Point-source image plane · A1001 task · next stepParked as research, human decision 2026-10-17 (chat) ("just research to file"). Reference measurement autolens_profiling#434 (issue #427, OPEN): job 412519 euclid-ral-gpu-2 exclusive A100, jax 0.10.2, fp64, 2026.10.17.1 private clone: single call 0.934 ms (pre-#768 0.910), vmap-256 0.0125 ms (0.0120), compile 6.54 s; forward gradient finite 16/16, equal to reverse to 1.6e-11; logL bit-exact; +2.7% not attributed (different node/date). A100 per-step breakdown rows unusable. Phase-2 inference fit measurement dropped; no baseline admitted. Active tasksPoint-source A100 speed-up campaign: profile and optimize with the shared breakdown↗Parked, human decision 2026-10-17 (chat). Reference A100 measurement autolens_profiling#434 (OPEN, job 412519): 0.934 ms single call, 0.0125 ms at vmap-256, forward gradient fixed; phase-2 inference fit measurement dropped. | parked | |
Cluster PointSolver robustness and performance2 tasks · next stepNo campaign wiki/results change or new matching implementation claim found. Representative cluster baseline and observable-overflow policy remain unstarted. Choose one bounded phase; inherited single-source results do not qualify a representative cluster baseline. Check-in 2026-10-17: no project wiki/results/issue change since 2026-10-13 beyond autolens_profiling#420/#422/#424 (interferometer only); releases 2026.10.16.1/.2 and 2026.10.17.1 supply no new measurement. Active tasksCluster PointSolver — robustness, analysis settings and performanceUnissued, no claim. Pick one bounded phase per Mind epics.md: observable-overflow invalid-result policy + CI witness, or a representative-data baseline cell. PointSolver profiling cells: lensed quasar → cluster runtime tier → single/multi-source → multiplaneUnissued, no claim. Candidate first cell: a representative-data cluster likelihood_runtime baseline (single-source preset). | active | |
Interferometer likelihood and streaming5 tasks · next stepEvening 2026-10-17: human decision 2026-10-17 (chat): interferometer CPU work is exhaustive and closed; curvature preload parked ("we will come back to it soon"); GPU levers "file wiki research but not make source code changes for now", so no library prompt for JAX FFT pruning. Parked at knowledge-complete. Open PRs (human's to merge or close): L2 symmetric direct_conv PyAutoArray#636 (pending-release; real Aris RAL 1.49×/1.53×/1.58× at 1,459/2,577/5,746 vertices, logL to round-off; decision record direct-conv-symmetric-gate) + record autolens_profiling#425; A100 FFT levers #433 (pruned FFT 1.08×/1.18×/1.41× whole likelihood at alma/alma_high/jvla; pixel-scale coarsening fails the 0.5-nat bar); streaming 1e8 CPU/A100 + memo after-measurement #435. Route-constant refit (RAL FFT/full direct_conv 0.68 vs 0.89 predicted) deferred. Merge #425 after #636. Six open autolens_profiling PRs (#425, #431, #432, #433, #434, #435) all regenerate the shared catalogue/dashboard: each merge after the first needs a rebase + re-render; suggested order #425, #432, #431, #433, #434, #435. #425 after PyAutoArray#636. Active tasksInterferometer fixed-mapper searches: reuse the W~ curvature matrix across likelihood calls via `preloads.curvature_matrix`Parked, human decision 2026-10-17 (chat): interferometer CPU work closed; "we will come back to it soon". Phase-1 Mind draft unstarted. fnnls warm-start memo: stop it slowing scattered evaluation streams (interferometer CPU, autolens_profiling#332)↗After-measurement at PR-open autolens_profiling#435 (issue #426, OPEN; job 412526, ral compute-10-2, load ~10, 1 thread, 6 rounds, paired bootstrap 90% CI): Delaunay iid #332 flags 1.918 [1.887,1.925] (2.17 in #332); 15 timed solves 1.018 [1.013,1.023]; Delaunay walk 0.46; rect iid 0.887/0.987; rect walk 0.15; FoM identical. Not evidence #613 is fixed. Research owed: Nautilus-replay witness, varied-seed rounds. Parked, human decision 2026-10-17 (chat). Campaign: interferometer streaming (array-free) vs in-memory — memory and time scaling to 2e8 visibilities↗Phase 2 at PR-open autolens_profiling#435 (issue #368 reopened, OPEN): from_stream chunk 65536 fp64, 1e8 vis RAL CPU 707.5 s / 1.78 GB RSS, A100 157.3 s / 1.48 GB device; compile ~3 s constant. In-memory fails at 2.5e5 (RAL 10 GB cap) and 4e6 (A100); uncapped CPU ~7.5 kB/vis. Optional 2e8 rows are research; library candidate (chunk transformer.image_from) unfiled per human decision 2026-10-17 (chat). Parked. Interferometer large-mask likelihood (Aris 512×512): sparse data-vector memory, AdaptSplit log-det backend parity, numba route-gate cost model↗L2 shipped to PR: PyAutoArray#636 (head 62a1e3ac, pending-release) + autolens_profiling#425 (results note), both OPEN, CI green. RAL real-data witness 1.49×/1.53×/1.58× at 1,459/2,577/5,746 vertices (pred 1.48×/1.50×/1.53×), logL to round-off; peak RSS 43 GB without NUFFT chunking. Decision record direct-conv-symmetric-gate added. Route-constant refit (0.68 measured vs 0.89 predicted) deferred: CPU lane closed, human decision 2026-10-17 (chat). Remaining: human merge of #636 then #425, and release. Interferometer W~ curvature matrix is FFT-bound on the mask extent: pruned padded FFT and real-space pixel scale on the A100A100 research filed at PR-open autolens_profiling#433 (issue #429, OPEN; job 412515): pruned padded FFT 1.08×/1.18×/1.41× whole likelihood at alma/alma_high/jvla, F exact to 1.7e-15; pixel-scale coarsening shifts log evidence by +1,310 to +2,757 nats (fails). No library prompt, human decision 2026-10-17 (chat). Parked. | parked | |
Linear-solver accuracy and cost0 tasks · next stepRetain the 2026-10-08 human decision: Jacobi for Mapper, raw+polish for MGE-only, no default change. Project wiki still says decision pending (stale). No new solver measurements after the recorded phase-5 results; release 2026.10.12.1 does not supply a rerun. Wide-prior/interferometer gaps remain evidence gaps, not authorized tasks. Check-in 2026-10-17: no project wiki/results/issue change since 2026-10-13 beyond autolens_profiling#420/#422/#424 (interferometer only); releases 2026.10.16.1/.2 and 2026.10.17.1 supply no new measurement. Active tasksNo open tasks. | active | |
Production imaging and likelihood breakdown3 tasks · next stepProduction over-sampling phase 1 at PR-open: autolens_profiling#431 (issue #430, OPEN, CPU smoke 8/8): --over-sampling {flat1,production} on the 4 JAX Delaunay/DelaunayNN cells, euclid/hst presets. Findings: HST flat-1 adapt_split pin fails on unmodified main (29155.000 vs 29140.296); numba cells' production threshold never reaches sub 4 for HST; rectangular JAX cells uncovered. Phase 2 (A100 production re-measure) needs-decision (human decision 2026-10-17 (chat): undecided). DelaunayNN imaging moved to the parked delaunay-nn-cpu campaign. Post-certified, quick-update plotting and other tasks unchanged. Active tasksProfile imaging pixelizations at production over-samplingPhase 1 at PR-open: autolens_profiling#431 (issue #430, OPEN, CPU smoke 8/8). Phase 2 A100 production re-measure needs-decision (human decision 2026-10-17 (chat): undecided); requires #431 merged and compute authorization. Findings: HST flat-1 adapt_split pin fails on main; numba HST threshold never reaches sub 4; rectangular JAX cells uncovered. Assess remaining likelihood bottlenecks after certified solver integration on CPU and GPUsBlocked-by is stale: resolved 2026-09-27 (PyAutoArray#567 in 2026.9.26.1). Unissued; scope one bounded phase from the full task contract. Quick-update plotting cost — minutes per update, and it is not JAX compileUnchanged; targets PyAutoLens/PyAutoGalaxy (PyAutoLens#680 closed 2026-07-31, no follow-up issue). Select one bounded step when prioritised. | active | |
DelaunayNN (Sibson) mesh at Delaunay cost on the numba/NumPy CPU path1 task · next stepCreated parked, human decision 2026-10-17 (chat): "file in research to come back to in the future". PyAutoArray#637 (issue #629, OPEN, pending-release, CI 3 legs green): RAL compute-10-4 exclusive 1 thread A-B-B-A ×2, 1,030 vertices / 15,380 px: NN sub4 0.569→0.392 s (2.20× Delaunay, was 3.00×), sub2 0.235→0.189 s (1.75×); logL bit-identical; fixes the size-0 Sibson NaN case. ~1.5× target not met; remaining cost is Sibson (~0.16 s) + wider curvature rows. Target and two hazards recorded as future work, not filed. Active tasksDelaunayNN (Sibson) imaging likelihood at close to Delaunay cost on the numba/NumPy CPU path↗Parked, human decision 2026-10-17 (chat). PyAutoArray#637 (OPEN, pending-release) at PR-open: sub4 2.20× Delaunay (was 3.00×), sub2 1.75×; logL bit-identical. Future (unfiled): ~1.5× target; hazards sub_slim_indexes_for_pix_index padding and Sibson rows with mid-row gaps. | parked | |
Measurement reliability and profiling tools8 tasks · next stepTiming audit #410–#412 and raw HST/MGE pilot producer #416 merged; implementation issues #362/#415 closed. No fresh production measurements or scientific acceptance. C1/C11 repeat counts, C5 estimator policy, memo interpretation, fresh runtime repeats and other tools remain pending. #418 and #417 open. Evening 2026-10-17 merge-order note: Six open autolens_profiling PRs (#425, #431, #432, #433, #434, #435) all regenerate the shared catalogue/dashboard: each merge after the first needs a rebase + re-render; suggested order #425, #432, #431, #433, #434, #435. #425 after PyAutoArray#636. Active tasksMGE likelihood_breakdown steps are cumulative and `linear_gaussians` is reported as 0Unchanged and unissued (no GitHub refs, 2026-10-04). Select one bounded step when measurement-tools is prioritised. A gradient-cost probe: forward vs `value_and_grad` ms/eval and a strict FD check, on any registry cellUnissued. New context 2026-10-07: Heart unit-test timing flagged PyAutoLens forward-gradient tests +150%/+96% after PyAutoLens#768 rewrote that test file; not a controlled comparison, and this probe is the right instrument. Select one bounded step when prioritised. Numba breakdown harness: perturb the instance so the operated-matrix memo cannot hide a stepUnchanged and unissued (PyAutoArray#496 closed 2026-08-27). Select one bounded step when prioritised. Search settings-estimation + profiling infrastructure (n_starts / batch_size / n_batch)Unchanged and unissued (autolens_profiling#82 closed 2026-08-18). Select one bounded step when prioritised. jax_compile/probe.py lost its cell builder with the searches tier — give profiling its ownManual HST/MGE fp64 jit builder #414 and separate raw pilot runner #416 merged. Bounded Mind implementations complete; wider builder coverage/global compile dispatch still unavailable. Agree a next capability or separately authorize a qualified pilot; no production compute authorized. Check-in 2026-10-17: autolens_profiling#418 (pilot qualification design) open since 2026-10-13 with CI green and no review; #417 open; no new measurements. profile_lens_aggregator.py cannot run from the autolens_workspace_developer root: no config/ directoryUnchanged: workspace_developer main still has no root config/ (bug presumed live, not re-run). Select one bounded step when prioritised. jax_profiling/gradient/imaging/pixelization.py: 3.2% of its pin move is unattributedUnchanged and unissued (PyAutoArray#490 merged 2026-08-26). Select one bounded step when prioritised. Pair JAX/XLA env vars with measured compile and run times, per backendUnchanged and unissued. Context: the jax-version policy is now released (2026.10.7.1 libraries require Nerves with the JAX deadlock exclusions). Select one bounded step when prioritised. | active | |
PyAutoFit profiling bootstrap1 task · next stepB4a (autofit_profiling#3) and B4b (autofit_profiling#5, issue #4 closed, merged 2026-10-15) shipped: search.fit breakdown cell, profiling-summary@2 exporter, EP/graphical N3/N10/N30 baselines and analytic parity cell; #6 repointed RAL paths to the category layout (2026-10-15). Pulse fit fixture/campaign merged (#60, #61); fit receipt ok at autofit_profiling 58e56b9 (31 records, fetched 2026-10-15T22:58Z), so the post-deploy refresh is done. Epic 2 not opened: next bounded step is a human-scoped epic-2 campaign row; B5c inference work belongs to Insight, not Pulse. Active tasksautofit_profiling: bootstrap the repo + general PyAutoFit profiling epicB4a (autofit_profiling#3) and B4b (autofit_profiling#5, issue #4 closed, merged 2026-10-15) shipped: search.fit breakdown cell, profiling-summary@2 exporter, EP/graphical N3/N10/N30 baselines and analytic parity cell; #6 repointed RAL paths to the category layout (2026-10-15). Pulse fit fixture/campaign merged (#60, #61); fit receipt ok at autofit_profiling 58e56b9 (31 records, fetched 2026-10-15T22:58Z), so the post-deploy refresh is done. Epic 2 not opened: next bounded step is a human-scoped epic-2 campaign row; B5c inference work belongs to Insight, not Pulse. | active | |
Critical curves and evaluation grids0 tasks · next stepNo new campaign measurement. Phase 3b cap fix remains shipped; project wiki still incorrectly says #646 awaits merge/release. Seed coverage and path completion remain unresolved; retain marching-squares decision and ask the human whether to scope the next phase. Check-in 2026-10-17: no project wiki/results/issue change since 2026-10-13 beyond autolens_profiling#420/#422/#424 (interferometer only); releases 2026.10.16.1/.2 and 2026.10.17.1 supply no new measurement. Active tasksNo open tasks. | needs-decision | |
Certified positive solver0 tasks · next stepParked unchanged. No new campaign evidence; existing C2/library/workspace drafts remain pending. Do not infer admission from solver timing, and do not change default or restart the campaign. Check-in 2026-10-17: no project wiki/results/issue change since 2026-10-13 beyond autolens_profiling#420/#422/#424 (interferometer only); releases 2026.10.16.1/.2 and 2026.10.17.1 supply no new measurement. Active tasksNo open tasks. | parked |
Full-fit measurements: one sampler run per row. Every derived number is the producer's; Pulse computes no ratio and never reads a full-fit time as a per-likelihood measurement.
| Likelihood | Instrument | Setup | Hardware class | Model variant | Sampler | Seed | Cores | Wall s | Likelihood evals | Implied ms/eval | Predicted ms/eval | Measured/predicted | Parallel efficiency | Parity | Reference runtime record | Release |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| imaging/delaunay | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:mass_total[1] | 1 | 8 | 8648.197281122208 | 38660 | 223.69884327786363 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/delaunay | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:source_pix[2] | 1 | 8 | 453.9056279659271 | 2120 | 214.1064282858147 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/delaunay | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:source_pix[1] | 1 | 8 | 12609.190230846405 | 53920 | 233.84996718928795 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/delaunay | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:light[1] | 1 | 8 | 2269.41446018219 | 10180 | 222.928728898054 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/delaunay | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | light_fixed | nautilus:mass_total[1] | 1 | 8 | 4563.577402114868 | 34060 | 133.98641814782349 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:mass_total[1] | 0 | 8 | 32440.87102484703 | 30400 | 1067.1339152910207 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[2] | 0 | 8 | 5783.566254377365 | 5560 | 1040.2097579815406 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[1] | 0 | 8 | 38212.712732076645 | 34540 | 1106.3321578481946 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:light[1] | 0 | 8 | 5446.4585750103 | 11080 | 491.5576331236732 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:source_lp[1] | 0 | 8 | 3367.1460740566254 | 92550 | 36.38191327992032 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:mass_total[1] | 1 | 8 | 24129.204991340637 | 22020 | 1095.7858760826812 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[2] | 1 | 8 | 4042.287693500519 | 3720 | 1086.6364767474513 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[1] | 1 | 8 | 38641.76520562172 | 34180 | 1130.5373085319404 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:light[1] | 1 | 8 | 5703.012356042862 | 10620 | 537.0068131867101 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:source_lp[1] | 1 | 8 | 3410.500566005707 | 91250 | 37.375348668555695 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_sparse_fp64 | hpc_a100 | default | nautilus:mass_total[1] | 0 | 8 | 36050.4700050354 | 21720 | 1659.78222859279 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_sparse_fp64 | hpc_a100 | default | nautilus:source_pix[2] | 0 | 8 | 6332.766473293304 | 3820 | 1657.7922704956293 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_sparse_fp64 | hpc_a100 | default | nautilus:source_pix[1] | 0 | 8 | 83132.6692700386 | 34540 | 2406.852034453926 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_sparse_fp64 | hpc_a100 | default | nautilus:light[1] | 0 | 8 | 3972.188988685608 | 10880 | 365.0908996953684 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_sparse_fp64 | hpc_a100 | default | nautilus:source_lp[1] | 0 | 8 | 3471.9577021598816 | 92550 | 37.51439980723805 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:mass_total[1] | 0 | 4 | 558.6179111003876 | 23680 | 23.590283407955553 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[2] | 0 | 4 | 181.06282258033752 | 7800 | 23.21318238209455 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[1] | 0 | 4 | 700.8667027950287 | 33020 | 21.225520981072947 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:light[1] | 0 | 4 | 234.4628677368164 | 11600 | 20.21231618420831 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:source_lp[1] | 0 | 4 | 714.9393587112427 | 92550 | 7.724898527404027 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:mass_total[1] | 1 | 4 | 524.995144367218 | 21640 | 24.26040408351285 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[2] | 1 | 4 | 130.3421642780304 | 5000 | 26.06843285560608 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[1] | 1 | 4 | 732.5671072006226 | 34520 | 21.22152685980946 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:light[1] | 1 | 4 | 219.77784371376038 | 10100 | 21.76018254591687 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:source_lp[1] | 1 | 4 | 712.3624505996704 | 87700 | 8.122718935001943 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:mass_total[1] | 0 | 4 | 826.8618957996368 | 23060 | 35.85697726798078 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:source_pix[2] | 0 | 4 | 298.14068365097046 | 8140 | 36.62661961314134 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:source_pix[1] | 0 | 4 | 1786.1555726528168 | 32820 | 54.42277796017114 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:light[1] | 0 | 4 | 221.9318356513977 | 11100 | 19.993859067693485 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:source_lp[1] | 0 | 4 | 714.965235710144 | 92550 | 7.725178127608256 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:mass_total[1] | 1 | 4 | 811.5136122703552 | 22980 | 35.31390827982399 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:source_pix[2] | 1 | 4 | 226.34285354614258 | 6000 | 37.723808924357094 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:source_pix[1] | 1 | 4 | 1648.602859735489 | 30360 | 54.30180697415971 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:light[1] | 1 | 4 | 196.74390411376953 | 9200 | 21.385206968887992 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:source_lp[1] | 1 | 4 | 719.88591837883 | 87700 | 8.208505340693614 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:mass_total[1] | 0 | 8 | 2605.161903142929 | 22920 | 113.66325929942973 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:source_pix[2] | 0 | 8 | 579.7866718769073 | 5660 | 102.43580775210377 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:source_pix[1] | 0 | 8 | 4961.520958900452 | 33660 | 147.40109800654935 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:light[1] | 0 | 8 | 1275.32878780365 | 10520 | 121.22897222468156 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:mass_total[1] | 1 | 8 | 2562.1093657016754 | 22240 | 115.20275924917605 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:source_pix[2] | 1 | 8 | 939.1733293533325 | 9460 | 99.278364625088 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:source_pix[1] | 1 | 8 | 4867.771735191345 | 33200 | 146.61963057805258 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:light[1] | 1 | 8 | 1478.9101498126984 | 12000 | 123.24251248439153 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | light_fixed | nautilus:mass_total[1] | 0 | 8 | 21738.99609732628 | 23780 | 914.1714086344103 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | light_fixed | nautilus:mass_total[1] | 1 | 8 | 20092.072603940964 | 20940 | 959.506810121345 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | light_fixed | nautilus:mass_total[1] | 0 | 4 | 490.45253920555115 | 22820 | 21.492223453354562 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | light_fixed | nautilus:mass_total[1] | 1 | 4 | 449.70745611190796 | 20780 | 21.64135977439403 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | light_fixed | nautilus:mass_total[1] | 0 | 4 | 1624.8536005020142 | 48700 | 33.36455031831651 | — | — | — | diverged | — | 2026.10.17.1 |
| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | light_fixed | nautilus:mass_total[1] | 1 | 4 | 1396.915834903717 | 41880 | 33.35520140648799 | — | — | — | diverged | — | 2026.10.17.1 |
| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | light_fixed | nautilus:mass_total[1] | 0 | 8 | 2329.3615324497223 | 24340 | 95.70096682209213 | — | — | — | not_assessed | — | 2026.10.17.1 |
| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | light_fixed | nautilus:mass_total[1] | 1 | 8 | 2076.24631023407 | 21960 | 94.54673543870992 | — | — | — | not_assessed | — | 2026.10.17.1 |