autolens_inference

Non-linear search and inference benchmarking for strong lensing with PyAutoLens — the proving ground for which search finds the right lens model, how reliably, and at what cost, across gradient-free and gradient-based samplers, on CPU and on A100 GPUs.

It is the sibling of autolens_profiling, which owns likelihood timing. This repo owns everything downstream of one likelihood call: samplers, pipelines, convergence, reliability, and the wall-clock price of an answer.

Rulings of record live in PyAutoCortex (projects.yaml, row autolens_inference) — see CORTEX.md. The project ledger is wiki/project/state.md.

Vision

Fitting a lens is not one likelihood call; it is tens of thousands of them, arranged by a search that may or may not find the right answer. This repo measures that arrangement.

What is measured:

• Pipelines — the SLaM chains as they are actually run for science, end to end, stage by stage.
• Searches — one sampler on one model: Nautilus first, then the gradient-based optimisers and samplers, then whatever earns a place next to them.
• Reliability — not "did it finish" but "did it find the right answer, from a cold start, more often than not".

Configurations covered. Every run carries a --config-name from one grammar:

{local,hpc_a100,hpc_ral}_{jax_cpu,numba_cpu,jax_gpu}_{dense,sparse,na}_{fp64,mp}[_{nufft,wtilde}]

A parity row is a set of runs sharing one target — same dataset, same model, same pipeline, same seed — that differ only in the config name. The backend is a column, never a reason to split a table.

Dataset framing. Results are framed by astronomy instrument (HST first, then Euclid, ALMA, …) rather than by raw pixel counts, so the headline numbers map onto a real observing programme. The instrument is a --instrument flag, never a directory.

Where this project is

Born 2026-09-10. Nothing is inherited from the retired inference_programme: no baselines, no notes, no result JSONs. The first science task is the base run — the 5-stage HST SLaM chain under numba-CPU, JAX-CPU and A100, dense and sparse — which is what everything later is improvement against.

The driver that runs it landed 2026-09-11 (phase 3): scripts/imaging/rectangular/validation/baseline_slam.py, one leaf over one chain, switched by --backend and --inversion, with six SLURM submits behind it. The first four legs came back on 2026-09-14 — A100, dense and sparse, seeds 0 and 1, all five stages — and are the rows in the table below. They are one backend of the parity row: the CPU legs have not run, so there is still nothing to compare them to. scripts/misc/wall/rates.py still holds only the two source_lp[1] rates the submits had to be sized against, because a completed wall on one cell is not a step rate for another. A run variant level now sits between the instrument and the config name (slam_base, slam_delaunay) so that a second mesh is a second experiment rather than a seventh column. The ledger is wiki/project/state.md.

Pipeline runs

Target	Variant	Light	Stage	Config	Seed	Wall	Evals	log Z	Version
cluster/image_plane/simple/modeling_image_plane/seed0	modeling_image_plane	linear	modeling[1]	hpc_a100_jax_gpu_na_fp64	0	318.2 s	20,550	-3.05	2026.8.17.1
cluster/image_plane/simple/modeling_image_plane/seed0	modeling_image_plane	linear	modeling[1]	hpc_ral_jax_cpu_na_fp64	0	597.7 s	20,550	-3.05	2026.8.17.1
cluster/image_plane/simple/modeling_image_plane/seed1	modeling_image_plane	linear	modeling[1]	hpc_a100_jax_gpu_na_fp64	1	334.9 s	21,900	-2.84	2026.8.17.1
cluster/image_plane/simple/modeling_image_plane/seed1	modeling_image_plane	linear	modeling[1]	hpc_ral_jax_cpu_na_fp64	1	330.2 s	21,900	-2.84	2026.8.17.1
cluster/source_plane/simple/modeling_source_plane/seed0	modeling_source_plane	linear	modeling[1]	hpc_a100_jax_gpu_na_fp64	0	140.2 s	20,700	5.73	2026.8.17.1
cluster/source_plane/simple/modeling_source_plane/seed0	modeling_source_plane	linear	modeling[1]	hpc_ral_jax_cpu_na_fp64	0	119.2 s	20,700	5.73	2026.8.17.1
cluster/source_plane/simple/modeling_source_plane/seed1	modeling_source_plane	linear	modeling[1]	hpc_a100_jax_gpu_na_fp64	1	165.3 s	24,300	5.62	2026.8.17.1
cluster/source_plane/simple/modeling_source_plane/seed1	modeling_source_plane	linear	modeling[1]	hpc_ral_jax_cpu_na_fp64	1	145.6 s	23,850	5.87	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed0	slam_delaunay	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	318.4 s	36,500	32,540.96	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed0	slam_delaunay	linear	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	0	1.21 h	37,000	32,540.93	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed0	slam_delaunay	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	1979.1 s	43,140	32,120.97	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed0	slam_delaunay	linear	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	0	3.14 h	38,740	32,148.00	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed0	slam_delaunay	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	82.3 s	2,020	32,182.59	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed0	slam_delaunay	linear	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	0	455.3 s	1,900	32,169.62	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed0	slam_delaunay	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	0	1752.5 s	58,540	32,908.68	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed0	slam_delaunay	linear	light[1]	hpc_ral_numba_cpu_sparse_fp64	0	4.18 h	52,060	32,884.94	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed0	slam_delaunay	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	2168.9 s	47,260	32,950.75	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed0	slam_delaunay	linear	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	0	2.89 h	39,200	32,932.97	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed0	slam_delaunay	linear	source_lp[0]	hpc_a100_jax_gpu_dense_fp64	0	481.7 s	45,500	-134,831.39	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed0	slam_delaunay	linear	source_lp[0]	hpc_ral_numba_cpu_sparse_fp64	0	1.14 h	45,500	-134,831.39	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed1	slam_delaunay	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	319.0 s	37,350	32,510.62	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed1	slam_delaunay	linear	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	1	1.22 h	37,450	32,555.82	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed1	slam_delaunay	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	1974.2 s	44,060	32,121.56	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed1	slam_delaunay	linear	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	1	3.17 h	38,860	32,136.61	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed1	slam_delaunay	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	411.3 s	21,020	32,160.41	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed1	slam_delaunay	linear	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	1	462.1 s	1,920	32,186.57	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed1	slam_delaunay	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	1	1557.6 s	51,700	32,900.43	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed1	slam_delaunay	linear	light[1]	hpc_ral_numba_cpu_sparse_fp64	1	4.17 h	51,400	32,897.03	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed1	slam_delaunay	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	1521.2 s	33,500	32,951.98	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed1	slam_delaunay	linear	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	1	3.00 h	42,260	32,932.41	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed1	slam_delaunay	linear	source_lp[0]	hpc_a100_jax_gpu_dense_fp64	1	439.9 s	39,550	-134,831.38	2026.8.17.1
group/delaunay/euclid/slam_delaunay/seed1	slam_delaunay	linear	source_lp[0]	hpc_ral_numba_cpu_sparse_fp64	1	1.08 h	42,650	-134,831.35	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	318.4 s	36,500	32,540.96	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	0	1.21 h	37,000	32,540.93	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	1979.1 s	43,140	32,120.97	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	0	3.14 h	38,740	32,148.00	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	82.3 s	2,020	32,182.59	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	0	455.3 s	1,900	32,169.62	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	0	1752.5 s	58,540	32,908.68	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	light[1]	hpc_ral_numba_cpu_sparse_fp64	0	4.18 h	52,060	32,884.94	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	1771.8 s	46,760	32,943.29	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	0	2.25 h	47,880	32,919.75	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_lp[0]	hpc_a100_jax_gpu_dense_fp64	0	481.7 s	45,500	-134,831.39	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_lp[0]	hpc_ral_numba_cpu_sparse_fp64	0	1.14 h	45,500	-134,831.39	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	319.0 s	37,350	32,510.62	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	1	1.22 h	37,450	32,555.82	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	1974.2 s	44,060	32,121.56	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	1	3.17 h	38,860	32,136.61	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	411.3 s	21,020	32,160.41	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	1	462.1 s	1,920	32,186.57	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	1	1557.6 s	51,700	32,900.43	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	light[1]	hpc_ral_numba_cpu_sparse_fp64	1	4.17 h	51,400	32,897.03	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	1125.7 s	29,800	32,940.57	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	1	1.97 h	41,580	32,924.38	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_lp[0]	hpc_a100_jax_gpu_dense_fp64	1	439.9 s	39,550	-134,831.38	2026.8.17.1
group/delaunay/euclid/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_lp[0]	hpc_ral_numba_cpu_sparse_fp64	1	1.08 h	42,650	-134,831.35	2026.8.17.1
group/mge/euclid/slam_mge/seed0	slam_mge	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	768.6 s	93,950	33,451.76	2026.8.17.1
group/mge/euclid/slam_mge/seed0	slam_mge	linear	source_lp[1]	hpc_ral_jax_cpu_dense_fp64	0	1.40 h	94,100	33,451.77	2026.8.17.1
group/mge/euclid/slam_mge/seed0	slam_mge	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	0	143.1 s	12,100	33,527.39	2026.8.17.1
group/mge/euclid/slam_mge/seed0	slam_mge	linear	light[1]	hpc_ral_jax_cpu_dense_fp64	0	460.0 s	12,140	33,526.90	2026.8.17.1
group/mge/euclid/slam_mge/seed0	slam_mge	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	411.3 s	47,460	33,489.66	2026.8.17.1
group/mge/euclid/slam_mge/seed0	slam_mge	linear	mass_total[1]	hpc_ral_jax_cpu_dense_fp64	0	1684.2 s	48,940	33,489.64	2026.8.17.1
group/mge/euclid/slam_mge/seed1	slam_mge	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	750.7 s	93,250	33,451.81	2026.8.17.1
group/mge/euclid/slam_mge/seed1	slam_mge	linear	source_lp[1]	hpc_ral_jax_cpu_dense_fp64	1	1.39 h	94,150	33,451.80	2026.8.17.1
group/mge/euclid/slam_mge/seed1	slam_mge	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	1	138.2 s	12,220	33,527.81	2026.8.17.1
group/mge/euclid/slam_mge/seed1	slam_mge	linear	light[1]	hpc_ral_jax_cpu_dense_fp64	1	457.1 s	12,160	33,527.55	2026.8.17.1
group/mge/euclid/slam_mge/seed1	slam_mge	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	430.9 s	49,420	33,489.64	2026.8.17.1
group/mge/euclid/slam_mge/seed1	slam_mge	linear	mass_total[1]	hpc_ral_jax_cpu_dense_fp64	1	1737.1 s	50,480	33,489.75	2026.8.17.1
group/mge/euclid/slam_mge_light_fixed/seed0	slam_mge_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	768.6 s	93,950	33,451.76	2026.8.17.1
group/mge/euclid/slam_mge_light_fixed/seed0	slam_mge_light_fixed	fixed	source_lp[1]	hpc_ral_jax_cpu_dense_fp64	0	1.40 h	94,100	33,451.77	2026.8.17.1
group/mge/euclid/slam_mge_light_fixed/seed0	slam_mge_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	0	143.1 s	12,100	33,527.39	2026.8.17.1
group/mge/euclid/slam_mge_light_fixed/seed0	slam_mge_light_fixed	fixed	light[1]	hpc_ral_jax_cpu_dense_fp64	0	460.0 s	12,140	33,526.90	2026.8.17.1
group/mge/euclid/slam_mge_light_fixed/seed0	slam_mge_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	407.5 s	49,000	33,488.52	2026.8.17.1
group/mge/euclid/slam_mge_light_fixed/seed0	slam_mge_light_fixed	fixed	mass_total[1]	hpc_ral_jax_cpu_dense_fp64	0	1619.5 s	51,480	33,488.53	2026.8.17.1
group/mge/euclid/slam_mge_light_fixed/seed1	slam_mge_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	750.7 s	93,250	33,451.81	2026.8.17.1
group/mge/euclid/slam_mge_light_fixed/seed1	slam_mge_light_fixed	fixed	source_lp[1]	hpc_ral_jax_cpu_dense_fp64	1	1.39 h	94,150	33,451.80	2026.8.17.1
group/mge/euclid/slam_mge_light_fixed/seed1	slam_mge_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	1	138.2 s	12,220	33,527.81	2026.8.17.1
group/mge/euclid/slam_mge_light_fixed/seed1	slam_mge_light_fixed	fixed	light[1]	hpc_ral_jax_cpu_dense_fp64	1	457.1 s	12,160	33,527.55	2026.8.17.1
group/mge/euclid/slam_mge_light_fixed/seed1	slam_mge_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	417.9 s	49,920	33,488.58	2026.8.17.1
group/mge/euclid/slam_mge_light_fixed/seed1	slam_mge_light_fixed	fixed	mass_total[1]	hpc_ral_jax_cpu_dense_fp64	1	1495.5 s	47,360	33,488.73	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed0	slam_rectangular	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	338.1 s	36,500	32,540.96	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed0	slam_rectangular	linear	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	0	1.21 h	37,000	32,540.93	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed0	slam_rectangular	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	1304.7 s	33,480	32,236.93	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed0	slam_rectangular	linear	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	0	3.09 h	32,840	32,236.68	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed0	slam_rectangular	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	159.2 s	3,280	32,270.28	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed0	slam_rectangular	linear	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	0	979.5 s	3,480	32,272.43	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed0	slam_rectangular	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	0	929.2 s	34,060	32,994.26	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed0	slam_rectangular	linear	light[1]	hpc_ral_numba_cpu_sparse_fp64	0	3.44 h	36,000	32,999.04	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed0	slam_rectangular	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	866.5 s	22,060	33,047.94	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed0	slam_rectangular	linear	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	0	1.96 h	22,460	33,050.82	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed0	slam_rectangular	linear	source_lp[0]	hpc_a100_jax_gpu_dense_fp64	0	478.4 s	45,500	-134,831.39	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed0	slam_rectangular	linear	source_lp[0]	hpc_ral_numba_cpu_sparse_fp64	0	1.14 h	45,500	-134,831.39	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed1	slam_rectangular	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	332.3 s	37,350	32,510.62	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed1	slam_rectangular	linear	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	1	1.43 h	37,450	32,555.82	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed1	slam_rectangular	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	1292.0 s	33,260	32,212.93	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed1	slam_rectangular	linear	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	1	3.84 h	33,820	32,248.84	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed1	slam_rectangular	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	153.2 s	3,120	32,246.32	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed1	slam_rectangular	linear	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	1	1334.8 s	3,700	32,282.21	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed1	slam_rectangular	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	1	931.5 s	34,480	33,000.17	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed1	slam_rectangular	linear	light[1]	hpc_ral_numba_cpu_sparse_fp64	1	4.17 h	34,100	32,999.65	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed1	slam_rectangular	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	889.9 s	22,600	33,049.03	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed1	slam_rectangular	linear	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	1	2.27 h	22,200	33,047.11	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed1	slam_rectangular	linear	source_lp[0]	hpc_a100_jax_gpu_dense_fp64	1	447.7 s	39,550	-134,831.38	2026.8.17.1
group/rectangular/euclid/slam_rectangular/seed1	slam_rectangular	linear	source_lp[0]	hpc_ral_numba_cpu_sparse_fp64	1	1.29 h	42,650	-134,831.35	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	338.1 s	36,500	32,540.96	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	0	1.21 h	37,000	32,540.93	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	1304.7 s	33,480	32,236.93	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	0	3.09 h	32,840	32,236.68	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	159.2 s	3,280	32,270.28	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	0	979.5 s	3,480	32,272.43	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	0	929.2 s	34,060	32,994.26	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	light[1]	hpc_ral_numba_cpu_sparse_fp64	0	3.44 h	36,000	32,999.04	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	773.0 s	22,660	33,037.03	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	0	1.02 h	21,820	33,038.85	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	source_lp[0]	hpc_a100_jax_gpu_dense_fp64	0	478.4 s	45,500	-134,831.39	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	source_lp[0]	hpc_ral_numba_cpu_sparse_fp64	0	1.14 h	45,500	-134,831.39	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	332.3 s	37,350	32,510.62	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	1	1.43 h	37,450	32,555.82	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	1292.0 s	33,260	32,212.93	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	1	3.84 h	33,820	32,248.84	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	153.2 s	3,120	32,246.32	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	1	1334.8 s	3,700	32,282.21	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	1	931.5 s	34,480	33,000.17	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	light[1]	hpc_ral_numba_cpu_sparse_fp64	1	4.17 h	34,100	32,999.65	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	767.4 s	22,300	33,038.45	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	1	1.13 h	22,180	33,036.50	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	source_lp[0]	hpc_a100_jax_gpu_dense_fp64	1	447.7 s	39,550	-134,831.38	2026.8.17.1
group/rectangular/euclid/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	source_lp[0]	hpc_ral_numba_cpu_sparse_fp64	1	1.29 h	42,650	-134,831.35	2026.8.17.1
hst/slam5/seed0	slam_base	linear	source_lp[1]	hpc_a100_jax_cpu_dense_fp64	0	3367.1 s	92,550	31,968.38	2026.8.17.1
hst/slam5/seed0	slam_base	linear	source_lp[1]	hpc_a100_jax_cpu_sparse_fp64	0	3472.0 s	92,550	31,968.38	2026.8.17.1
hst/slam5/seed0	slam_base	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	714.9 s	92,550	31,968.56	2026.8.17.1
hst/slam5/seed0	slam_base	linear	source_lp[1]	hpc_a100_jax_gpu_sparse_fp64	0	715.0 s	92,550	31,968.56	2026.8.17.1
hst/slam5/seed0	slam_base	linear	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	0	shared from hpc_a100_jax_cpu_dense_fp64	92,550	31,968.38	2026.8.17.1
hst/slam5/seed0	slam_base	linear	source_pix[1]	hpc_a100_jax_cpu_dense_fp64	0	10.61 h	34,540	31,432.71	2026.8.17.1
hst/slam5/seed0	slam_base	linear	source_pix[1]	hpc_a100_jax_cpu_sparse_fp64	0	23.09 h	34,540	31,432.71	2026.8.17.1
hst/slam5/seed0	slam_base	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	700.9 s	33,020	31,430.46	2026.8.17.1
hst/slam5/seed0	slam_base	linear	source_pix[1]	hpc_a100_jax_gpu_sparse_fp64	0	1786.2 s	32,820	31,430.63	2026.8.17.1
hst/slam5/seed0	slam_base	linear	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	0	1.38 h	33,660	31,432.41	2026.8.17.1
hst/slam5/seed0	slam_base	linear	source_pix[2]	hpc_a100_jax_cpu_dense_fp64	0	1.61 h	5,560	31,625.61	2026.8.17.1
hst/slam5/seed0	slam_base	linear	source_pix[2]	hpc_a100_jax_cpu_sparse_fp64	0	1.76 h	3,820	31,621.63	2026.8.17.1
hst/slam5/seed0	slam_base	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	181.1 s	7,800	31,623.71	2026.8.17.1
hst/slam5/seed0	slam_base	linear	source_pix[2]	hpc_a100_jax_gpu_sparse_fp64	0	298.1 s	8,140	31,619.29	2026.8.17.1
hst/slam5/seed0	slam_base	linear	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	0	579.8 s	5,660	31,620.87	2026.8.17.1
hst/slam5/seed0	slam_base	linear	light[1]	hpc_a100_jax_cpu_dense_fp64	0	1.51 h	11,080	31,620.87	2026.8.17.1
hst/slam5/seed0	slam_base	linear	light[1]	hpc_a100_jax_cpu_sparse_fp64	0	1.10 h	10,880	31,614.34	2026.8.17.1
hst/slam5/seed0	slam_base	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	0	234.5 s	11,600	31,620.71	2026.8.17.1
hst/slam5/seed0	slam_base	linear	light[1]	hpc_a100_jax_gpu_sparse_fp64	0	221.9 s	11,100	31,617.94	2026.8.17.1
hst/slam5/seed0	slam_base	linear	light[1]	hpc_ral_numba_cpu_sparse_fp64	0	1275.3 s	10,520	31,617.29	2026.8.17.1
hst/slam5/seed0	slam_base	linear	mass_total[1]	hpc_a100_jax_cpu_dense_fp64	0	9.01 h	30,400	31,596.30	2026.8.17.1
hst/slam5/seed0	slam_base	linear	mass_total[1]	hpc_a100_jax_cpu_sparse_fp64	0	10.01 h	21,720	31,594.55	2026.8.17.1
hst/slam5/seed0	slam_base	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	558.6 s	23,680	31,601.91	2026.8.17.1
hst/slam5/seed0	slam_base	linear	mass_total[1]	hpc_a100_jax_gpu_sparse_fp64	0	826.9 s	23,060	31,596.51	2026.8.17.1
hst/slam5/seed0	slam_base	linear	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	0	2605.2 s	22,920	31,599.97	2026.8.17.1
hst/slam5/seed1	slam_base	linear	source_lp[1]	hpc_a100_jax_cpu_dense_fp64	1	3410.5 s	91,250	31,968.23	2026.8.17.1
hst/slam5/seed1	slam_base	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	712.4 s	87,700	31,968.14	2026.8.17.1
hst/slam5/seed1	slam_base	linear	source_lp[1]	hpc_a100_jax_gpu_sparse_fp64	1	719.9 s	87,700	31,968.14	2026.8.17.1
hst/slam5/seed1	slam_base	linear	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	1	shared from hpc_a100_jax_cpu_dense_fp64	91,250	31,968.23	2026.8.17.1
hst/slam5/seed1	slam_base	linear	source_pix[1]	hpc_a100_jax_cpu_dense_fp64	1	10.73 h	34,180	31,424.34	2026.8.17.1
hst/slam5/seed1	slam_base	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	732.6 s	34,520	31,416.54	2026.8.17.1
hst/slam5/seed1	slam_base	linear	source_pix[1]	hpc_a100_jax_gpu_sparse_fp64	1	1648.6 s	30,360	31,416.66	2026.8.17.1
hst/slam5/seed1	slam_base	linear	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	1	1.35 h	33,200	31,424.34	2026.8.17.1
hst/slam5/seed1	slam_base	linear	source_pix[2]	hpc_a100_jax_cpu_dense_fp64	1	1.12 h	3,720	31,619.06	2026.8.17.1
hst/slam5/seed1	slam_base	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	130.3 s	5,000	31,619.36	2026.8.17.1
hst/slam5/seed1	slam_base	linear	source_pix[2]	hpc_a100_jax_gpu_sparse_fp64	1	226.3 s	6,000	31,625.54	2026.8.17.1
hst/slam5/seed1	slam_base	linear	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	1	939.2 s	9,460	31,617.40	2026.8.17.1
hst/slam5/seed1	slam_base	linear	light[1]	hpc_a100_jax_cpu_dense_fp64	1	1.58 h	10,620	31,613.51	2026.8.17.1
hst/slam5/seed1	slam_base	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	1	219.8 s	10,100	31,612.66	2026.8.17.1
hst/slam5/seed1	slam_base	linear	light[1]	hpc_a100_jax_gpu_sparse_fp64	1	196.7 s	9,200	31,621.46	2026.8.17.1
hst/slam5/seed1	slam_base	linear	light[1]	hpc_ral_numba_cpu_sparse_fp64	1	1478.9 s	12,000	31,616.15	2026.8.17.1
hst/slam5/seed1	slam_base	linear	mass_total[1]	hpc_a100_jax_cpu_dense_fp64	1	6.70 h	22,020	31,592.95	2026.8.17.1
hst/slam5/seed1	slam_base	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	525.0 s	21,640	31,591.75	2026.8.17.1
hst/slam5/seed1	slam_base	linear	mass_total[1]	hpc_a100_jax_gpu_sparse_fp64	1	811.5 s	22,980	31,598.45	2026.8.17.1
hst/slam5/seed1	slam_base	linear	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	1	2562.1 s	22,240	31,596.13	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	source_lp[1]	hpc_a100_jax_cpu_dense_fp64	0	3367.1 s	92,550	31,968.38	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	714.9 s	92,550	31,968.56	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_sparse_fp64	0	715.0 s	92,550	31,968.56	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	0	shared from hpc_a100_jax_cpu_dense_fp64	92,550	31,968.38	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	source_pix[1]	hpc_a100_jax_cpu_dense_fp64	0	10.61 h	34,540	31,432.71	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	700.9 s	33,020	31,430.46	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_sparse_fp64	0	1786.2 s	32,820	31,430.63	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	0	1.38 h	33,660	31,432.41	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	source_pix[2]	hpc_a100_jax_cpu_dense_fp64	0	1.61 h	5,560	31,625.61	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	181.1 s	7,800	31,623.71	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_sparse_fp64	0	298.1 s	8,140	31,619.29	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	0	579.8 s	5,660	31,620.87	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	light[1]	hpc_a100_jax_cpu_dense_fp64	0	1.51 h	11,080	31,620.87	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	0	234.5 s	11,600	31,620.71	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_sparse_fp64	0	221.9 s	11,100	31,617.94	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	light[1]	hpc_ral_numba_cpu_sparse_fp64	0	1275.3 s	10,520	31,617.29	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	mass_total[1]	hpc_a100_jax_cpu_dense_fp64	0	6.04 h	23,780	31,597.63	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	490.5 s	22,820	31,600.99	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_sparse_fp64	0	1624.9 s	48,700	-43,567.08	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed0	slam_base_light_fixed	fixed	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	0	2329.4 s	24,340	31,598.85	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	source_lp[1]	hpc_a100_jax_cpu_dense_fp64	1	3410.5 s	91,250	31,968.23	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	712.4 s	87,700	31,968.14	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_sparse_fp64	1	719.9 s	87,700	31,968.14	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	1	shared from hpc_a100_jax_cpu_dense_fp64	91,250	31,968.23	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	source_pix[1]	hpc_a100_jax_cpu_dense_fp64	1	10.73 h	34,180	31,424.34	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	732.6 s	34,520	31,416.54	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_sparse_fp64	1	1648.6 s	30,360	31,416.66	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	1	1.35 h	33,200	31,424.34	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	source_pix[2]	hpc_a100_jax_cpu_dense_fp64	1	1.12 h	3,720	31,619.06	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	130.3 s	5,000	31,619.36	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_sparse_fp64	1	226.3 s	6,000	31,625.54	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	1	939.2 s	9,460	31,617.40	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	light[1]	hpc_a100_jax_cpu_dense_fp64	1	1.58 h	10,620	31,613.51	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	1	219.8 s	10,100	31,612.66	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_sparse_fp64	1	196.7 s	9,200	31,621.46	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	light[1]	hpc_ral_numba_cpu_sparse_fp64	1	1478.9 s	12,000	31,616.15	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	mass_total[1]	hpc_a100_jax_cpu_dense_fp64	1	5.58 h	20,940	31,592.62	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	449.7 s	20,780	31,592.66	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_sparse_fp64	1	1396.9 s	41,880	-43,201.59	2026.8.17.1
hst/slam5_slam_base_light_fixed/seed1	slam_base_light_fixed	fixed	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	1	2076.2 s	21,960	31,595.85	2026.8.17.1
hst/slam5_slam_delaunay/seed0	slam_delaunay	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	shared from hpc_a100_jax_cpu_dense_fp64	92,550	31,968.38	2026.8.17.1
hst/slam5_slam_delaunay/seed0	slam_delaunay	linear	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	0	shared from hpc_a100_jax_cpu_dense_fp64	92,550	31,968.38	2026.8.17.1
hst/slam5_slam_delaunay/seed0	slam_delaunay	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	2064.6 s	50,480	31,566.58	2026.8.17.1
hst/slam5_slam_delaunay/seed0	slam_delaunay	linear	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	0	3.35 h	53,240	31,561.94	2026.8.17.1
hst/slam5_slam_delaunay/seed0	slam_delaunay	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	80.0 s	2,120	31,497.84	2026.8.17.1
hst/slam5_slam_delaunay/seed0	slam_delaunay	linear	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	0	490.5 s	2,180	31,454.88	2026.8.17.1
hst/slam5_slam_delaunay/seed0	slam_delaunay	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	0	374.8 s	12,080	31,486.76	2026.8.17.1
hst/slam5_slam_delaunay/seed0	slam_delaunay	linear	light[1]	hpc_ral_numba_cpu_sparse_fp64	0	2888.1 s	11,920	31,443.70	2026.8.17.1
hst/slam5_slam_delaunay/seed0	slam_delaunay	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	1274.3 s	31,480	31,471.39	2026.8.17.1
hst/slam5_slam_delaunay/seed0	slam_delaunay	linear	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	0	1.93 h	31,360	31,426.95	2026.8.17.1
hst/slam5_slam_delaunay/seed1	slam_delaunay	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	shared from hpc_a100_jax_cpu_dense_fp64	91,250	31,968.23	2026.8.17.1
hst/slam5_slam_delaunay/seed1	slam_delaunay	linear	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	1	shared from hpc_a100_jax_cpu_dense_fp64	91,250	31,968.23	2026.8.17.1
hst/slam5_slam_delaunay/seed1	slam_delaunay	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	2464.9 s	58,380	31,552.86	2026.8.17.1
hst/slam5_slam_delaunay/seed1	slam_delaunay	linear	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	1	3.50 h	53,920	31,552.29	2026.8.17.1
hst/slam5_slam_delaunay/seed1	slam_delaunay	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	84.6 s	2,200	31,493.17	2026.8.17.1
hst/slam5_slam_delaunay/seed1	slam_delaunay	linear	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	1	453.9 s	2,120	31,584.21	2026.8.17.1
hst/slam5_slam_delaunay/seed1	slam_delaunay	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	1	387.9 s	12,260	31,483.48	2026.8.17.1
hst/slam5_slam_delaunay/seed1	slam_delaunay	linear	light[1]	hpc_ral_numba_cpu_sparse_fp64	1	2269.4 s	10,180	31,573.79	2026.8.17.1
hst/slam5_slam_delaunay/seed1	slam_delaunay	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	1048.4 s	25,180	31,472.18	2026.8.17.1
hst/slam5_slam_delaunay/seed1	slam_delaunay	linear	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	1	2.40 h	38,660	31,554.38	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	shared from hpc_a100_jax_cpu_dense_fp64	92,550	31,968.38	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	0	shared from hpc_a100_jax_cpu_dense_fp64	92,550	31,968.38	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	2064.6 s	50,480	31,566.58	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	0	3.35 h	53,240	31,561.94	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	80.0 s	2,120	31,497.84	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	0	490.5 s	2,180	31,454.88	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	0	374.8 s	12,080	31,486.76	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	light[1]	hpc_ral_numba_cpu_sparse_fp64	0	2888.1 s	11,920	31,443.70	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	963.3 s	26,620	31,471.75	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	0	1.18 h	31,140	31,426.86	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	shared from hpc_a100_jax_cpu_dense_fp64	91,250	31,968.23	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	1	shared from hpc_a100_jax_cpu_dense_fp64	91,250	31,968.23	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	2464.9 s	58,380	31,552.86	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	1	3.50 h	53,920	31,552.29	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	84.6 s	2,200	31,493.17	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	1	453.9 s	2,120	31,584.21	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	1	387.9 s	12,260	31,483.48	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	light[1]	hpc_ral_numba_cpu_sparse_fp64	1	2269.4 s	10,180	31,573.79	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	820.1 s	23,020	31,472.48	2026.8.17.1
hst/slam5_slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	1	1.27 h	34,060	31,557.08	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed0	slam_delaunay_nn	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	shared from hpc_a100_jax_cpu_dense_fp64	92,550	31,968.38	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed0	slam_delaunay_nn	linear	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	0	shared from hpc_a100_jax_cpu_dense_fp64	92,550	31,968.38	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed0	slam_delaunay_nn	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	2205.9 s	38,320	31,505.77	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed0	slam_delaunay_nn	linear	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	0	3.82 h	36,780	31,507.15	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed0	slam_delaunay_nn	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	92.0 s	2,280	31,391.04	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed0	slam_delaunay_nn	linear	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	0	597.4 s	2,100	31,449.61	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed0	slam_delaunay_nn	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	0	379.5 s	11,440	31,380.25	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed0	slam_delaunay_nn	linear	light[1]	hpc_ral_numba_cpu_sparse_fp64	0	3176.2 s	10,660	31,438.76	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed0	slam_delaunay_nn	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	1083.4 s	21,620	31,400.21	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed0	slam_delaunay_nn	linear	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	0	2.00 h	24,100	31,451.57	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed1	slam_delaunay_nn	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	shared from hpc_a100_jax_cpu_dense_fp64	91,250	31,968.23	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed1	slam_delaunay_nn	linear	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	1	shared from hpc_a100_jax_cpu_dense_fp64	91,250	31,968.23	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed1	slam_delaunay_nn	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	1876.1 s	32,280	31,480.96	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed1	slam_delaunay_nn	linear	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	1	3.48 h	31,880	31,481.08	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed1	slam_delaunay_nn	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	88.8 s	2,260	31,399.09	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed1	slam_delaunay_nn	linear	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	1	669.9 s	2,200	31,460.77	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed1	slam_delaunay_nn	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	1	452.2 s	13,080	31,388.80	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed1	slam_delaunay_nn	linear	light[1]	hpc_ral_numba_cpu_sparse_fp64	1	3054.3 s	10,140	31,450.64	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed1	slam_delaunay_nn	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	1073.0 s	21,340	31,382.31	2026.8.17.1
hst/slam5_slam_delaunay_nn/seed1	slam_delaunay_nn	linear	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	1	1.78 h	22,920	31,460.08	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed0	slam_delaunay_nn_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	shared from hpc_a100_jax_cpu_dense_fp64	92,550	31,968.38	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed0	slam_delaunay_nn_light_fixed	fixed	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	0	shared from hpc_a100_jax_cpu_dense_fp64	92,550	31,968.38	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed0	slam_delaunay_nn_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	2205.9 s	38,320	31,505.77	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed0	slam_delaunay_nn_light_fixed	fixed	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	0	3.82 h	36,780	31,507.15	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed0	slam_delaunay_nn_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	92.0 s	2,280	31,391.04	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed0	slam_delaunay_nn_light_fixed	fixed	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	0	597.4 s	2,100	31,449.61	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed0	slam_delaunay_nn_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	0	379.5 s	11,440	31,380.25	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed0	slam_delaunay_nn_light_fixed	fixed	light[1]	hpc_ral_numba_cpu_sparse_fp64	0	3176.2 s	10,660	31,438.76	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed0	slam_delaunay_nn_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	873.8 s	20,100	31,399.81	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed0	slam_delaunay_nn_light_fixed	fixed	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	0	1.05 h	21,860	31,448.01	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed1	slam_delaunay_nn_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	shared from hpc_a100_jax_cpu_dense_fp64	91,250	31,968.23	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed1	slam_delaunay_nn_light_fixed	fixed	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	1	shared from hpc_a100_jax_cpu_dense_fp64	91,250	31,968.23	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed1	slam_delaunay_nn_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	1876.1 s	32,280	31,480.96	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed1	slam_delaunay_nn_light_fixed	fixed	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	1	3.48 h	31,880	31,481.08	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed1	slam_delaunay_nn_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	88.8 s	2,260	31,399.09	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed1	slam_delaunay_nn_light_fixed	fixed	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	1	669.9 s	2,200	31,460.77	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed1	slam_delaunay_nn_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	1	452.2 s	13,080	31,388.80	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed1	slam_delaunay_nn_light_fixed	fixed	light[1]	hpc_ral_numba_cpu_sparse_fp64	1	3054.3 s	10,140	31,450.64	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed1	slam_delaunay_nn_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	850.4 s	19,580	31,380.77	2026.8.17.1
hst/slam5_slam_delaunay_nn_light_fixed/seed1	slam_delaunay_nn_light_fixed	fixed	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	1	1.04 h	20,760	31,457.24	2026.8.17.1
imaging/mge/hst/slam_mge/seed0	slam_mge	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	477.9 s	61,900	31,965.17	2026.8.17.1
imaging/mge/hst/slam_mge/seed0	slam_mge	linear	source_lp[1]	hpc_ral_jax_cpu_dense_fp64	0	2163.7 s	61,750	31,965.15	2026.8.17.1
imaging/mge/hst/slam_mge/seed0	slam_mge	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	0	66.5 s	6,320	32,038.12	2026.8.17.1
imaging/mge/hst/slam_mge/seed0	slam_mge	linear	light[1]	hpc_ral_jax_cpu_dense_fp64	0	135.8 s	6,120	32,038.30	2026.8.17.1
imaging/mge/hst/slam_mge/seed0	slam_mge	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	402.2 s	45,800	31,986.24	2026.8.17.1
imaging/mge/hst/slam_mge/seed0	slam_mge	linear	mass_total[1]	hpc_ral_jax_cpu_dense_fp64	0	1374.0 s	44,980	31,986.32	2026.8.17.1
imaging/mge/hst/slam_mge/seed1	slam_mge	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	480.5 s	63,500	31,965.14	2026.8.17.1
imaging/mge/hst/slam_mge/seed1	slam_mge	linear	source_lp[1]	hpc_ral_jax_cpu_dense_fp64	1	2225.3 s	63,450	31,965.14	2026.8.17.1
imaging/mge/hst/slam_mge/seed1	slam_mge	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	1	71.4 s	6,200	32,038.33	2026.8.17.1
imaging/mge/hst/slam_mge/seed1	slam_mge	linear	light[1]	hpc_ral_jax_cpu_dense_fp64	1	137.1 s	6,180	32,037.83	2026.8.17.1
imaging/mge/hst/slam_mge/seed1	slam_mge	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	451.7 s	48,760	31,985.97	2026.8.17.1
imaging/mge/hst/slam_mge/seed1	slam_mge	linear	mass_total[1]	hpc_ral_jax_cpu_dense_fp64	1	1451.1 s	47,480	31,986.43	2026.8.17.1
imaging/mge/hst/slam_mge_light_fixed/seed0	slam_mge_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	477.9 s	61,900	31,965.17	2026.8.17.1
imaging/mge/hst/slam_mge_light_fixed/seed0	slam_mge_light_fixed	fixed	source_lp[1]	hpc_ral_jax_cpu_dense_fp64	0	2163.7 s	61,750	31,965.15	2026.8.17.1
imaging/mge/hst/slam_mge_light_fixed/seed0	slam_mge_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	0	66.5 s	6,320	32,038.12	2026.8.17.1
imaging/mge/hst/slam_mge_light_fixed/seed0	slam_mge_light_fixed	fixed	light[1]	hpc_ral_jax_cpu_dense_fp64	0	135.8 s	6,120	32,038.30	2026.8.17.1
imaging/mge/hst/slam_mge_light_fixed/seed0	slam_mge_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	434.9 s	48,020	31,985.88	2026.8.17.1
imaging/mge/hst/slam_mge_light_fixed/seed0	slam_mge_light_fixed	fixed	mass_total[1]	hpc_ral_jax_cpu_dense_fp64	0	1388.8 s	47,700	31,986.04	2026.8.17.1
imaging/mge/hst/slam_mge_light_fixed/seed1	slam_mge_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	480.5 s	63,500	31,965.14	2026.8.17.1
imaging/mge/hst/slam_mge_light_fixed/seed1	slam_mge_light_fixed	fixed	source_lp[1]	hpc_ral_jax_cpu_dense_fp64	1	2225.3 s	63,450	31,965.14	2026.8.17.1
imaging/mge/hst/slam_mge_light_fixed/seed1	slam_mge_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	1	71.4 s	6,200	32,038.33	2026.8.17.1
imaging/mge/hst/slam_mge_light_fixed/seed1	slam_mge_light_fixed	fixed	light[1]	hpc_ral_jax_cpu_dense_fp64	1	137.1 s	6,180	32,037.83	2026.8.17.1
imaging/mge/hst/slam_mge_light_fixed/seed1	slam_mge_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	372.3 s	43,080	31,985.98	2026.8.17.1
imaging/mge/hst/slam_mge_light_fixed/seed1	slam_mge_light_fixed	fixed	mass_total[1]	hpc_ral_jax_cpu_dense_fp64	1	1302.7 s	44,480	31,985.98	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed0	slam_delaunay	linear	source_lp[1]	hpc_a100_jax_gpu_sparse_fp64_wtilde	0	43.8 s	4,300	-3,154.28	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed0	slam_delaunay	linear	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64_wtilde	0	77.5 s	4,150	-3,154.29	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed0	slam_delaunay	linear	source_pix[1]	hpc_a100_jax_gpu_sparse_fp64_wtilde	0	185.7 s	6,660	-3,163.82	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed0	slam_delaunay	linear	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64_wtilde	0	1206.6 s	14,380	-3,174.89	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed0	slam_delaunay	linear	source_pix[2]	hpc_a100_jax_gpu_sparse_fp64_wtilde	0	34.4 s	1,660	-3,157.30	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed0	slam_delaunay	linear	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64_wtilde	0	573.0 s	8,040	-3,158.39	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed0	slam_delaunay	linear	mass_total[1]	hpc_a100_jax_gpu_sparse_fp64_wtilde	0	164.4 s	6,900	-3,163.72	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed0	slam_delaunay	linear	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64_wtilde	0	333.3 s	5,280	-3,162.72	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed1	slam_delaunay	linear	source_lp[1]	hpc_a100_jax_gpu_sparse_fp64_wtilde	1	34.5 s	4,000	-3,154.27	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed1	slam_delaunay	linear	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64_wtilde	1	78.8 s	4,200	-3,154.31	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed1	slam_delaunay	linear	source_pix[1]	hpc_a100_jax_gpu_sparse_fp64_wtilde	1	205.8 s	7,800	-3,164.25	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed1	slam_delaunay	linear	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64_wtilde	1	1553.8 s	15,340	-3,164.99	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed1	slam_delaunay	linear	source_pix[2]	hpc_a100_jax_gpu_sparse_fp64_wtilde	1	32.0 s	1,660	-3,156.96	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed1	slam_delaunay	linear	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64_wtilde	1	1004.9 s	12,560	-3,158.28	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed1	slam_delaunay	linear	mass_total[1]	hpc_a100_jax_gpu_sparse_fp64_wtilde	1	220.3 s	8,560	-3,164.82	2026.8.17.1
interferometer/delaunay/sma/slam_delaunay/seed1	slam_delaunay	linear	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64_wtilde	1	1994.4 s	21,960	-3,164.46	2026.8.17.1
interferometer/mge/sma/slam_mge/seed0	slam_mge	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64_nufft	0	49.9 s	5,150	-3,153.94	2026.8.17.1
interferometer/mge/sma/slam_mge/seed0	slam_mge	linear	source_lp[1]	hpc_ral_jax_cpu_dense_fp64_nufft	0	736.6 s	5,150	-3,153.94	2026.8.17.1
interferometer/mge/sma/slam_mge/seed0	slam_mge	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64_nufft	0	38.5 s	3,960	-3,154.04	2026.8.17.1
interferometer/mge/sma/slam_mge/seed0	slam_mge	linear	mass_total[1]	hpc_ral_jax_cpu_dense_fp64_nufft	0	562.5 s	3,960	-3,154.07	2026.8.17.1
interferometer/mge/sma/slam_mge/seed1	slam_mge	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64_nufft	1	42.6 s	4,900	-3,153.93	2026.8.17.1
interferometer/mge/sma/slam_mge/seed1	slam_mge	linear	source_lp[1]	hpc_ral_jax_cpu_dense_fp64_nufft	1	693.0 s	4,900	-3,153.93	2026.8.17.1
interferometer/mge/sma/slam_mge/seed1	slam_mge	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64_nufft	1	44.5 s	4,580	-3,154.02	2026.8.17.1
interferometer/mge/sma/slam_mge/seed1	slam_mge	linear	mass_total[1]	hpc_ral_jax_cpu_dense_fp64_nufft	1	598.4 s	4,200	-3,154.06	2026.8.17.1
interferometer/rectangular/sma/slam_rectangular/seed0	slam_rectangular	linear	source_lp[1]	hpc_a100_jax_gpu_sparse_fp64_wtilde	0	39.2 s	4,300	-3,154.28	2026.8.17.1
interferometer/rectangular/sma/slam_rectangular/seed0	slam_rectangular	linear	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64_wtilde	0	78.7 s	4,150	-3,154.29	2026.8.17.1
interferometer/rectangular/sma/slam_rectangular/seed0	slam_rectangular	linear	source_pix[1]	hpc_a100_jax_gpu_sparse_fp64_wtilde	0	169.2 s	9,400	-3,164.42	2026.8.17.1
interferometer/rectangular/sma/slam_rectangular/seed0	slam_rectangular	linear	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64_wtilde	0	2354.7 s	26,920	-3,175.18	2026.8.17.1
interferometer/rectangular/sma/slam_rectangular/seed0	slam_rectangular	linear	source_pix[2]	hpc_a100_jax_gpu_sparse_fp64_wtilde	0	50.2 s	2,760	-3,157.75	2026.8.17.1
interferometer/rectangular/sma/slam_rectangular/seed0	slam_rectangular	linear	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64_wtilde	0	2700.6 s	36,620	-3,157.79	2026.8.17.1
interferometer/rectangular/sma/slam_rectangular/seed0	slam_rectangular	linear	mass_total[1]	hpc_a100_jax_gpu_sparse_fp64_wtilde	0	182.2 s	9,500	-3,163.04	2026.8.17.1
interferometer/rectangular/sma/slam_rectangular/seed0	slam_rectangular	linear	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64_wtilde	0	1371.2 s	12,240	-3,160.50	2026.8.17.1
interferometer/rectangular/sma/slam_rectangular/seed1	slam_rectangular	linear	source_lp[1]	hpc_a100_jax_gpu_sparse_fp64_wtilde	1	35.8 s	4,000	-3,154.27	2026.8.17.1
interferometer/rectangular/sma/slam_rectangular/seed1	slam_rectangular	linear	source_pix[1]	hpc_a100_jax_gpu_sparse_fp64_wtilde	1	199.9 s	11,580	-3,164.94	2026.8.17.1
interferometer/rectangular/sma/slam_rectangular/seed1	slam_rectangular	linear	source_pix[2]	hpc_a100_jax_gpu_sparse_fp64_wtilde	1	33.3 s	1,800	-3,157.57	2026.8.17.1
interferometer/rectangular/sma/slam_rectangular/seed1	slam_rectangular	linear	mass_total[1]	hpc_a100_jax_gpu_sparse_fp64_wtilde	1	198.8 s	11,260	-3,163.93	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay/seed0	slam_delaunay	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	875.8 s	103,700	74,675.42	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay/seed0	slam_delaunay	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	2.52 h	124,660	73,810.01	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay/seed0	slam_delaunay	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	695.5 s	11,100	73,570.74	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay/seed0	slam_delaunay	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	0	2919.7 s	44,060	73,587.77	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay/seed0	slam_delaunay	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	1.32 h	60,400	73,578.25	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay/seed1	slam_delaunay	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	841.3 s	96,500	74,676.07	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay/seed1	slam_delaunay	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	2.23 h	109,720	73,778.18	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay/seed1	slam_delaunay	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	679.9 s	10,960	73,741.14	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay/seed1	slam_delaunay	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	1	2228.0 s	33,760	73,742.87	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay/seed1	slam_delaunay	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	3504.1 s	46,580	73,755.28	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	875.8 s	103,700	74,675.42	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	2.52 h	124,660	73,810.01	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	695.5 s	11,100	73,570.74	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	0	2919.7 s	44,060	73,587.77	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	3577.4 s	56,840	73,584.32	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	841.3 s	96,500	74,676.07	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	2.23 h	109,720	73,778.18	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	679.9 s	10,960	73,741.14	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	1	2228.0 s	33,760	73,742.87	2026.8.17.1
multi_dataset/delaunay/hst/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	3064.3 s	48,080	73,753.31	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay/seed0	slam_delaunay	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	1777.9 s	249,950	7,984.56	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay/seed0	slam_delaunay	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	3161.0 s	82,540	11,653.16	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay/seed0	slam_delaunay	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	99.1 s	2,380	11,778.23	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay/seed0	slam_delaunay	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	0	1431.5 s	46,820	11,774.48	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay/seed0	slam_delaunay	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	1.10 h	98,140	11,765.14	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay/seed1	slam_delaunay	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	1910.5 s	258,100	7,984.71	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay/seed1	slam_delaunay	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	1.07 h	99,200	11,654.72	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay/seed1	slam_delaunay	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	101.3 s	2,520	11,781.43	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay/seed1	slam_delaunay	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	1	1449.5 s	47,100	11,776.13	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay/seed1	slam_delaunay	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	3213.7 s	79,180	11,767.79	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	1777.9 s	249,950	7,984.56	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	3161.0 s	82,540	11,653.16	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	99.1 s	2,380	11,778.23	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	0	1431.5 s	46,820	11,774.48	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay_light_fixed/seed0	slam_delaunay_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	3494.6 s	103,000	11,763.28	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	1910.5 s	258,100	7,984.71	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	1.07 h	99,200	11,654.72	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	101.3 s	2,520	11,781.43	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	1	1449.5 s	47,100	11,776.13	2026.8.17.1
multi_galaxy/delaunay/hst/slam_delaunay_light_fixed/seed1	slam_delaunay_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	2630.3 s	76,200	11,763.92	2026.8.17.1
multi_galaxy/mge/hst/slam_mge/seed0	slam_mge	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	1774.3 s	249,950	7,984.56	2026.8.17.1
multi_galaxy/mge/hst/slam_mge/seed0	slam_mge	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	0	644.2 s	65,520	8,064.36	2026.8.17.1
multi_galaxy/mge/hst/slam_mge/seed0	slam_mge	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	1294.8 s	131,460	12,413.52	2026.8.17.1
multi_galaxy/mge/hst/slam_mge/seed1	slam_mge	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	1873.1 s	258,100	7,984.71	2026.8.17.1
multi_galaxy/mge/hst/slam_mge/seed1	slam_mge	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	1	731.7 s	73,040	8,066.34	2026.8.17.1
multi_galaxy/mge/hst/slam_mge/seed1	slam_mge	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	1306.9 s	133,340	12,410.22	2026.8.17.1
multi_galaxy/mge/hst/slam_mge_light_fixed/seed0	slam_mge_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	1774.3 s	249,950	7,984.56	2026.8.17.1
multi_galaxy/mge/hst/slam_mge_light_fixed/seed0	slam_mge_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	0	644.2 s	65,520	8,064.36	2026.8.17.1
multi_galaxy/mge/hst/slam_mge_light_fixed/seed0	slam_mge_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	1287.3 s	133,980	11,850.03	2026.8.17.1
multi_galaxy/mge/hst/slam_mge_light_fixed/seed1	slam_mge_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	1873.1 s	258,100	7,984.71	2026.8.17.1
multi_galaxy/mge/hst/slam_mge_light_fixed/seed1	slam_mge_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	1	731.7 s	73,040	8,066.34	2026.8.17.1
multi_galaxy/mge/hst/slam_mge_light_fixed/seed1	slam_mge_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	1231.2 s	132,420	11,848.18	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed0	slam_rectangular	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	1783.0 s	249,950	7,984.56	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed0	slam_rectangular	linear	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	0	4.85 h	245,300	7,984.57	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed0	slam_rectangular	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	2084.6 s	68,240	11,660.07	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed0	slam_rectangular	linear	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	0	4.98 h	69,680	11,661.67	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed0	slam_rectangular	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	174.1 s	4,000	11,857.81	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed0	slam_rectangular	linear	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	0	732.8 s	3,760	11,858.79	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed0	slam_rectangular	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	0	1359.3 s	52,100	11,857.87	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed0	slam_rectangular	linear	light[1]	hpc_ral_numba_cpu_sparse_fp64	0	3.46 h	47,840	11,860.56	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed0	slam_rectangular	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	2152.2 s	66,960	11,844.66	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed0	slam_rectangular	linear	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	0	4.90 h	68,400	11,844.64	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed1	slam_rectangular	linear	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	1884.7 s	258,100	7,984.71	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed1	slam_rectangular	linear	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	1	5.64 h	284,750	7,984.54	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed1	slam_rectangular	linear	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	2183.5 s	69,320	11,654.38	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed1	slam_rectangular	linear	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	1	4.81 h	68,660	11,656.30	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed1	slam_rectangular	linear	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	145.4 s	3,540	11,859.32	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed1	slam_rectangular	linear	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	1	749.9 s	3,840	11,853.63	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed1	slam_rectangular	linear	light[1]	hpc_a100_jax_gpu_dense_fp64	1	1106.2 s	42,000	11,860.67	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed1	slam_rectangular	linear	light[1]	hpc_ral_numba_cpu_sparse_fp64	1	3.84 h	53,640	11,858.41	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed1	slam_rectangular	linear	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	2053.2 s	64,180	11,843.35	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular/seed1	slam_rectangular	linear	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	1	4.67 h	65,860	11,842.98	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	0	1783.0 s	249,950	7,984.56	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	0	4.85 h	245,300	7,984.57	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	0	2084.6 s	68,240	11,660.07	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	0	4.98 h	69,680	11,661.67	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	0	174.1 s	4,000	11,857.81	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	0	732.8 s	3,760	11,858.79	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	0	1359.3 s	52,100	11,857.87	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	light[1]	hpc_ral_numba_cpu_sparse_fp64	0	3.46 h	47,840	11,860.56	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	0	1873.1 s	65,460	11,841.73	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed0	slam_rectangular_light_fixed	fixed	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	0	2.34 h	64,640	11,842.64	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	source_lp[1]	hpc_a100_jax_gpu_dense_fp64	1	1884.7 s	258,100	7,984.71	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	source_lp[1]	hpc_ral_numba_cpu_sparse_fp64	1	5.64 h	284,750	7,984.54	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	source_pix[1]	hpc_a100_jax_gpu_dense_fp64	1	2183.5 s	69,320	11,654.38	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	source_pix[1]	hpc_ral_numba_cpu_sparse_fp64	1	4.81 h	68,660	11,656.30	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	source_pix[2]	hpc_a100_jax_gpu_dense_fp64	1	145.4 s	3,540	11,859.32	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	source_pix[2]	hpc_ral_numba_cpu_sparse_fp64	1	749.9 s	3,840	11,853.63	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	light[1]	hpc_a100_jax_gpu_dense_fp64	1	1106.2 s	42,000	11,860.67	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	light[1]	hpc_ral_numba_cpu_sparse_fp64	1	3.84 h	53,640	11,858.41	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	mass_total[1]	hpc_a100_jax_gpu_dense_fp64	1	1867.5 s	66,000	11,841.69	2026.8.17.1
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed1	slam_rectangular_light_fixed	fixed	mass_total[1]	hpc_ral_numba_cpu_sparse_fp64	1	2.41 h	65,160	11,840.81	2026.8.17.1
point_source_image/image_plane/simple/modeling_image_plane/seed0	modeling_image_plane	linear	modeling[1]	hpc_a100_jax_gpu_na_fp64	0	58.5 s	5,250	4.29	2026.8.17.1
point_source_image/image_plane/simple/modeling_image_plane/seed0	modeling_image_plane	linear	modeling[1]	hpc_ral_jax_cpu_na_fp64	0	55.5 s	5,250	4.29	2026.8.17.1
point_source_image/image_plane/simple/modeling_image_plane/seed1	modeling_image_plane	linear	modeling[1]	hpc_a100_jax_gpu_na_fp64	1	49.0 s	5,000	4.31	2026.8.17.1
point_source_image/image_plane/simple/modeling_image_plane/seed1	modeling_image_plane	linear	modeling[1]	hpc_ral_jax_cpu_na_fp64	1	50.5 s	5,000	4.31	2026.8.17.1
point_source_source/source_plane/simple/modeling_source_plane/seed0	modeling_source_plane	linear	modeling[1]	hpc_a100_jax_gpu_na_fp64	0	43.1 s	4,850	-7.15	2026.8.17.1
point_source_source/source_plane/simple/modeling_source_plane/seed0	modeling_source_plane	linear	modeling[1]	hpc_ral_jax_cpu_na_fp64	0	34.9 s	4,850	-7.15	2026.8.17.1
point_source_source/source_plane/simple/modeling_source_plane/seed1	modeling_source_plane	linear	modeling[1]	hpc_a100_jax_gpu_na_fp64	1	43.8 s	4,850	-7.16	2026.8.17.1
point_source_source/source_plane/simple/modeling_source_plane/seed1	modeling_source_plane	linear	modeling[1]	hpc_ral_jax_cpu_na_fp64	1	42.8 s	4,850	-7.16	2026.8.17.1
weak/isothermal/simple/modeling_isothermal/seed0	modeling_isothermal	linear	modeling[1]	hpc_a100_jax_gpu_dense_fp64	0	13.6 s	2,500	-93.00	2026.8.17.1
weak/isothermal/simple/modeling_isothermal/seed0	modeling_isothermal	linear	modeling[1]	hpc_ral_jax_cpu_dense_fp64	0	12.4 s	2,500	-93.00	2026.8.17.1
weak/isothermal/simple/modeling_isothermal/seed1	modeling_isothermal	linear	modeling[1]	hpc_a100_jax_gpu_dense_fp64	1	12.9 s	2,500	-93.01	2026.8.17.1
weak/isothermal/simple/modeling_isothermal/seed1	modeling_isothermal	linear	modeling[1]	hpc_ral_jax_cpu_dense_fp64	1	12.0 s	2,500	-93.01	2026.8.17.1

Parity — group/delaunay/euclid/slam_delaunay/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	4.004 ± 0.0014	+1.65σ
slope	1.961 ± 0.022	-0.67σ
shear_magnitude	0.0008326 ± 0.00051	+0.37σ
centre_0	0.0002312 ± 0.002	+1.08σ
centre_1	0.003683 ± 0.0018	+1.29σ
ell_comps_0	-0.001887 ± 0.0012	+0.99σ
ell_comps_1	-0.0004373 ± 0.00096	-0.56σ
extra_galaxies.0.mass.sigma	208.3 ± 2.1	-0.96σ
extra_galaxies.1.mass.sigma	233.6 ± 2.4	-0.20σ
gamma_1	-0.0002491 ± 0.00052	-0.49σ
gamma_2	-0.0005764 ± 0.00053	+2.19σ

Parity — group/delaunay/euclid/slam_delaunay/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	4.007 ± 0.0028	+0.99σ
slope	1.922 ± 0.022	+1.61σ
shear_magnitude	0.001204 ± 0.00072	+0.02σ
centre_0	0.003536 ± 0.003	+1.44σ
centre_1	0.005473 ± 0.0025	+0.89σ
ell_comps_0	-0.0007128 ± 0.0024	+1.20σ
ell_comps_1	-0.0001486 ± 0.0012	-0.36σ
extra_galaxies.0.mass.sigma	204 ± 2.2	+1.25σ
extra_galaxies.1.mass.sigma	230.8 ± 2.7	+1.05σ
gamma_1	-3.61e-05 ± 0.00063	-0.05σ
gamma_2	0.0009342 ± 0.001	+0.09σ

Parity — group/delaunay/euclid/slam_delaunay_light_fixed/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	4.004 ± 0.0013	+2.10σ
slope	2 ± 0.0094	-1.25σ
shear_magnitude	0.001575 ± 0.00046	-1.87σ
centre_0	0.002941 ± 0.0014	+1.87σ
centre_1	0.007127 ± 0.0013	+0.99σ
ell_comps_0	-0.005308 ± 0.0013	+1.49σ
ell_comps_1	-0.0006308 ± 0.00079	+0.67σ
extra_galaxies.0.mass.sigma	211.8 ± 0.87	-2.00σ
extra_galaxies.1.mass.sigma	238.3 ± 0.93	+0.30σ
gamma_1	-0.0004478 ± 0.0004	+0.91σ
gamma_2	-0.001459 ± 0.00048	+3.38σ

Parity — group/delaunay/euclid/slam_delaunay_light_fixed/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	4.007 ± 0.0024	+0.96σ
slope	1.96 ± 0.016	+0.44σ
shear_magnitude	0.0009331 ± 0.00053	+0.27σ
centre_0	0.006002 ± 0.0023	+0.82σ
centre_1	0.008065 ± 0.0022	+0.94σ
ell_comps_0	-0.002918 ± 0.0016	+0.63σ
ell_comps_1	-1.185e-05 ± 0.0011	-0.69σ
extra_galaxies.0.mass.sigma	207.5 ± 1.7	+0.13σ
extra_galaxies.1.mass.sigma	235.7 ± 1.6	+0.25σ
gamma_1	1.333e-05 ± 0.0006	-0.54σ
gamma_2	0.000515 ± 0.00082	+0.40σ

Parity — group/mge/euclid/slam_mge/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_jax_cpu_dense_fp64
einstein_radius	4.003 ± 0.002	-0.03σ
slope	1.982 ± 0.02	+0.00σ
shear_magnitude	0.0008174 ± 0.00044	+0.02σ
extra_galaxies.0.mass.sigma	210.1 ± 1.9	+0.01σ
extra_galaxies.1.mass.sigma	235.8 ± 2.2	+0.04σ
galaxies.lens_0.mass.centre_0	0.0005103 ± 0.0021	+0.03σ
galaxies.lens_0.mass.centre_1	0.001409 ± 0.002	+0.04σ
galaxies.lens_0.mass.ell_comps_0	0.001539 ± 0.0016	-0.05σ
galaxies.lens_0.mass.ell_comps_1	0.0008521 ± 0.0009	-0.02σ
galaxies.source.bulge.profile_list.0.centre_0	0.004873 ± 0.0026	-0.00σ
galaxies.source.bulge.profile_list.0.centre_1	0.1034 ± 0.0032	-0.00σ
galaxies.source.bulge.profile_list.0.ell_comps_0	0.09435 ± 0.0024	-0.05σ
galaxies.source.bulge.profile_list.0.ell_comps_1	-0.05753 ± 0.0018	+0.06σ
gamma_1	0.000485 ± 0.00046	-0.06σ
gamma_2	0.000131 ± 0.0007	+0.01σ

Parity — group/mge/euclid/slam_mge/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_jax_cpu_dense_fp64
einstein_radius	4.003 ± 0.002	+0.01σ
slope	1.98 ± 0.019	+0.09σ
shear_magnitude	0.0008271 ± 0.00045	+0.01σ
extra_galaxies.0.mass.sigma	209.9 ± 1.8	+0.09σ
extra_galaxies.1.mass.sigma	235.6 ± 2.1	+0.09σ
galaxies.lens_0.mass.centre_0	0.0004088 ± 0.002	+0.03σ
galaxies.lens_0.mass.centre_1	0.001535 ± 0.0021	-0.03σ
galaxies.lens_0.mass.ell_comps_0	0.001591 ± 0.0015	-0.06σ
galaxies.lens_0.mass.ell_comps_1	0.0008676 ± 0.00089	-0.04σ
galaxies.source.bulge.profile_list.0.centre_0	0.00479 ± 0.0027	+0.04σ
galaxies.source.bulge.profile_list.0.centre_1	0.1033 ± 0.0033	+0.06σ
galaxies.source.bulge.profile_list.0.ell_comps_0	0.09418 ± 0.0024	+0.06σ
galaxies.source.bulge.profile_list.0.ell_comps_1	-0.05745 ± 0.0018	-0.02σ
gamma_1	0.0004752 ± 0.00046	-0.03σ
gamma_2	0.0001694 ± 0.0007	-0.05σ

Parity — group/mge/euclid/slam_mge_light_fixed/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_jax_cpu_dense_fp64
einstein_radius	4.003 ± 0.002	+0.03σ
slope	1.992 ± 0.015	-0.31σ
shear_magnitude	0.0008338 ± 0.00044	-0.04σ
extra_galaxies.0.mass.sigma	210.9 ± 1.4	-0.28σ
extra_galaxies.1.mass.sigma	237 ± 1.6	-0.35σ
galaxies.lens_0.mass.centre_0	0.0006196 ± 0.002	+0.00σ
galaxies.lens_0.mass.centre_1	0.001496 ± 0.002	-0.01σ
galaxies.lens_0.mass.ell_comps_0	0.001428 ± 0.0015	-0.00σ
galaxies.lens_0.mass.ell_comps_1	0.000923 ± 0.00094	-0.08σ
galaxies.source.bulge.profile_list.0.centre_0	0.004565 ± 0.0024	+0.02σ
galaxies.source.bulge.profile_list.0.centre_1	0.1039 ± 0.0031	-0.11σ
galaxies.source.bulge.profile_list.0.ell_comps_0	0.09487 ± 0.0022	-0.17σ
galaxies.source.bulge.profile_list.0.ell_comps_1	-0.05763 ± 0.0018	+0.12σ
gamma_1	0.000492 ± 0.00048	-0.06σ
gamma_2	7.74e-05 ± 0.00068	-0.02σ

Parity — group/mge/euclid/slam_mge_light_fixed/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_jax_cpu_dense_fp64
einstein_radius	4.003 ± 0.0019	-0.08σ
slope	1.988 ± 0.015	-0.21σ
shear_magnitude	0.0007921 ± 0.00044	+0.02σ
extra_galaxies.0.mass.sigma	210.6 ± 1.4	-0.15σ
extra_galaxies.1.mass.sigma	236.5 ± 1.5	-0.25σ
galaxies.lens_0.mass.centre_0	0.0004156 ± 0.002	+0.06σ
galaxies.lens_0.mass.centre_1	0.001316 ± 0.002	+0.17σ
galaxies.lens_0.mass.ell_comps_0	0.001401 ± 0.0015	-0.07σ
galaxies.lens_0.mass.ell_comps_1	0.0008249 ± 0.00091	-0.02σ
galaxies.source.bulge.profile_list.0.centre_0	0.004774 ± 0.0025	+0.11σ
galaxies.source.bulge.profile_list.0.centre_1	0.1037 ± 0.0032	+0.05σ
galaxies.source.bulge.profile_list.0.ell_comps_0	0.0948 ± 0.0022	-0.09σ
galaxies.source.bulge.profile_list.0.ell_comps_1	-0.0575 ± 0.0017	+0.06σ
gamma_1	0.0004531 ± 0.00048	-0.00σ
gamma_2	3.016e-05 ± 0.00069	-0.03σ

Parity — group/rectangular/euclid/slam_rectangular/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	4.005 ± 0.0023	+0.07σ
slope	1.961 ± 0.023	-0.42σ
shear_magnitude	0.0009027 ± 0.00055	-0.07σ
centre_0	0.001978 ± 0.0023	-0.19σ
centre_1	0.003747 ± 0.0023	-0.21σ
ell_comps_0	-0.0009967 ± 0.0022	+0.20σ
ell_comps_1	-0.0005639 ± 0.0011	+0.17σ
extra_galaxies.0.mass.sigma	207.9 ± 2.3	-0.36σ
extra_galaxies.1.mass.sigma	233.8 ± 2.6	-0.38σ
gamma_1	-0.0002393 ± 0.00061	+0.13σ
gamma_2	-0.0003147 ± 0.0009	+0.26σ

Parity — group/rectangular/euclid/slam_rectangular/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	4.005 ± 0.0023	+0.19σ
slope	1.953 ± 0.023	-0.07σ
shear_magnitude	0.000846 ± 0.00053	+0.01σ
centre_0	0.002024 ± 0.0024	-0.04σ
centre_1	0.003478 ± 0.0024	+0.13σ
ell_comps_0	-0.0005751 ± 0.002	-0.03σ
ell_comps_1	-0.0002569 ± 0.0012	-0.16σ
extra_galaxies.0.mass.sigma	207.2 ± 2.2	-0.12σ
extra_galaxies.1.mass.sigma	233 ± 2.7	-0.07σ
gamma_1	-9.592e-05 ± 0.00061	-0.15σ
gamma_2	-0.0001165 ± 0.00086	+0.07σ

Parity — group/rectangular/euclid/slam_rectangular_light_fixed/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	4.004 ± 0.002	-0.02σ
slope	2.007 ± 0.014	-0.37σ
shear_magnitude	0.001147 ± 0.00058	-0.14σ
centre_0	0.004406 ± 0.0023	-0.22σ
centre_1	0.007315 ± 0.0022	-0.06σ
ell_comps_0	-0.004186 ± 0.0017	+0.19σ
ell_comps_1	-0.0005593 ± 0.0011	+0.17σ
extra_galaxies.0.mass.sigma	212.3 ± 1.3	-0.35σ
extra_galaxies.1.mass.sigma	239.5 ± 1.6	-0.32σ
gamma_1	-0.0002535 ± 0.00053	+0.09σ
gamma_2	-0.0009665 ± 0.00065	+0.22σ

Parity — group/rectangular/euclid/slam_rectangular_light_fixed/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	4.005 ± 0.0021	+0.18σ
slope	2.003 ± 0.014	+0.00σ
shear_magnitude	0.001035 ± 0.00056	-0.05σ
centre_0	0.004597 ± 0.0025	+0.05σ
centre_1	0.00691 ± 0.0023	+0.27σ
ell_comps_0	-0.003508 ± 0.0019	-0.05σ
ell_comps_1	-0.0004864 ± 0.0011	+0.03σ
extra_galaxies.0.mass.sigma	211.8 ± 1.4	-0.03σ
extra_galaxies.1.mass.sigma	239.1 ± 1.6	+0.02σ
gamma_1	-0.0002202 ± 0.00055	-0.00σ
gamma_2	-0.0007857 ± 0.00074	+0.00σ

Parity — hst/slam5/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_cpu_dense_fp64 (ref)	hpc_a100_jax_cpu_sparse_fp64	hpc_a100_jax_gpu_dense_fp64	hpc_a100_jax_gpu_sparse_fp64	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	1.609 ± 0.0026	-0.75σ	-4.36σ	-1.94σ	-2.40σ
slope	2.101 ± 0.032	-0.81σ	-4.30σ	-1.92σ	-2.41σ
shear_magnitude	0.07639 ± 0.0016	-1.50σ	-4.11σ	-2.29σ	-2.77σ
centre_0	-0.0007246 ± 0.00032	+1.77σ	-0.58σ	-0.31σ	+0.19σ
centre_1	-0.0003957 ± 0.00035	-0.65σ	+0.30σ	-0.46σ	+0.22σ
ell_comps_0	0.05729 ± 0.0019	-0.57σ	-2.83σ	-1.78σ	-1.83σ
ell_comps_1	0.003949 ± 0.0036	-1.35σ	-0.58σ	-0.87σ	-1.01σ
gamma_1	0.05615 ± 0.0016	-2.04σ	-4.62σ	-2.47σ	-3.18σ
gamma_2	0.05177 ± 0.00077	-0.21σ	-2.62σ	-1.61σ	-1.57σ

Parity — hst/slam5/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_cpu_dense_fp64 (ref)	hpc_a100_jax_gpu_dense_fp64	hpc_a100_jax_gpu_sparse_fp64	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	1.604 ± 0.0034	+1.03σ	-0.28σ	-0.42σ
slope	2.047 ± 0.043	+1.00σ	-0.23σ	-0.42σ
shear_magnitude	0.07246 ± 0.0023	+1.07σ	-0.01σ	-0.14σ
centre_0	-0.000236 ± 0.00047	-0.25σ	-1.39σ	-0.93σ
centre_1	-0.0004575 ± 0.00045	-0.41σ	-0.10σ	+0.37σ
ell_comps_0	0.05453 ± 0.0024	+1.06σ	-0.34σ	-0.17σ
ell_comps_1	-0.0008996 ± 0.001	+0.22σ	+1.70σ	+1.01σ
gamma_1	0.05156 ± 0.0023	+1.02σ	+0.22σ	-0.07σ
gamma_2	0.05091 ± 0.001	+1.02σ	-0.51σ	-0.23σ

Parity — hst/slam5_slam_base_light_fixed/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_cpu_dense_fp64 (ref)	hpc_a100_jax_gpu_dense_fp64	hpc_a100_jax_gpu_sparse_fp64	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	1.603 ± 0.0033	-0.89σ	+273.72σ	+0.23σ
slope	2.027 ± 0.042	-0.85σ	+22.37σ	+0.25σ
shear_magnitude	0.07349 ± 0.0025	-0.94σ	+16.24σ	-0.33σ
centre_0	-0.0005266 ± 0.00049	-0.68σ	-0.05σ	-0.23σ
centre_1	-0.0004655 ± 0.00039	+0.18σ	-0.38σ	+0.33σ
ell_comps_0	0.05394 ± 0.0019	-0.45σ	+276.16σ	+0.29σ
ell_comps_1	0.00415 ± 0.0041	-0.51σ	-0.85σ	-0.96σ
gamma_1	0.0534 ± 0.0029	-1.05σ	+16.04σ	-0.55σ
gamma_2	0.05039 ± 0.0008	-0.26σ	+6.56σ	+0.59σ

Parity — hst/slam5_slam_base_light_fixed/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_cpu_dense_fp64 (ref)	hpc_a100_jax_gpu_dense_fp64	hpc_a100_jax_gpu_sparse_fp64	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	1.603 ± 0.0029	-0.62σ	+285.82σ	-0.40σ
slope	2.031 ± 0.037	-0.63σ	+25.02σ	-0.37σ
shear_magnitude	0.07168 ± 0.002	-0.49σ	+21.03σ	-0.03σ
centre_0	-0.0001717 ± 0.0005	-0.07σ	-5.06σ	-1.00σ
centre_1	-0.000415 ± 0.00045	-0.04σ	+3.46σ	+0.38σ
ell_comps_0	0.05365 ± 0.0022	-0.26σ	+234.12σ	-0.09σ
ell_comps_1	-0.0009049 ± 0.001	+0.03σ	+5.51σ	+1.06σ
gamma_1	0.05087 ± 0.002	-0.61σ	+24.13σ	-0.02σ
gamma_2	0.05052 ± 0.00098	-0.20σ	+4.14σ	-0.13σ

Parity — hst/slam5_slam_delaunay/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	1.603 ± 0.00063	+20.11σ
slope	2.015 ± 0.0079	+21.77σ
shear_magnitude	0.07251 ± 0.00042	+16.92σ
centre_0	-0.0004431 ± 0.00036	+0.11σ
centre_1	-0.0006257 ± 0.00035	+1.69σ
ell_comps_0	0.05526 ± 0.00067	+8.77σ
ell_comps_1	0.00236 ± 0.00082	-1.77σ
gamma_1	0.05122 ± 0.00057	+14.35σ
gamma_2	0.05131 ± 0.00034	+4.82σ

Parity — hst/slam5_slam_delaunay/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	1.603 ± 0.00097	+5.84σ
slope	2.027 ± 0.013	+5.09σ
shear_magnitude	0.07231 ± 0.00078	+5.56σ
centre_0	-0.0007392 ± 0.00045	+0.08σ
centre_1	2.525e-05 ± 0.00038	+1.74σ
ell_comps_0	0.05435 ± 0.00093	+5.52σ
ell_comps_1	0.0006525 ± 0.0013	+1.25σ
gamma_1	0.05131 ± 0.00091	+4.24σ
gamma_2	0.0509 ± 0.00047	+4.97σ

Parity — hst/slam5_slam_delaunay_light_fixed/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	1.602 ± 0.0016	+0.20σ
slope	2.011 ± 0.019	+0.34σ
shear_magnitude	0.07233 ± 0.00088	-0.20σ
centre_0	-0.0004888 ± 0.00041	+0.78σ
centre_1	-0.0006013 ± 0.00042	+1.09σ
ell_comps_0	0.05506 ± 0.00093	-0.60σ
ell_comps_1	0.002423 ± 0.00094	-1.77σ
gamma_1	0.05102 ± 0.0011	+0.00σ
gamma_2	0.05122 ± 0.00045	-0.43σ

Parity — hst/slam5_slam_delaunay_light_fixed/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	1.596 ± 0.0029	+1.91σ
slope	1.943 ± 0.036	+2.01σ
shear_magnitude	0.06894 ± 0.0015	+2.72σ
centre_0	-0.0006218 ± 0.00045	+0.31σ
centre_1	-0.0002107 ± 0.00042	+1.61σ
ell_comps_0	0.05213 ± 0.0013	+3.23σ
ell_comps_1	0.001058 ± 0.0012	+0.92σ
gamma_1	0.04741 ± 0.0017	+2.35σ
gamma_2	0.05007 ± 0.00063	+3.03σ

Parity — hst/slam5_slam_delaunay_nn/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	1.6 ± 0.0031	-4.00σ
slope	1.981 ± 0.036	-3.77σ
shear_magnitude	0.07369 ± 0.0016	-5.58σ
centre_0	-0.0001885 ± 0.00033	-1.44σ
centre_1	-0.0007094 ± 0.00029	+3.87σ
ell_comps_0	0.05514 ± 0.0015	-3.59σ
ell_comps_1	0.01016 ± 0.00088	-11.82σ
gamma_1	0.05303 ± 0.0017	-6.31σ
gamma_2	0.05121 ± 0.00065	-3.48σ

Parity — hst/slam5_slam_delaunay_nn/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	1.595 ± 0.0025	-1.94σ
slope	1.932 ± 0.031	-1.70σ
shear_magnitude	0.06704 ± 0.0014	+0.49σ
centre_0	-0.0003469 ± 0.00054	-1.07σ
centre_1	4.752e-05 ± 0.00045	+0.15σ
ell_comps_0	0.05033 ± 0.0016	+2.01σ
ell_comps_1	-0.001695 ± 0.00083	+6.02σ
gamma_1	0.04561 ± 0.0015	-0.53σ
gamma_2	0.04911 ± 0.00087	+1.89σ

Parity — hst/slam5_slam_delaunay_nn_light_fixed/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	1.596 ± 0.0031	-1.57σ
slope	1.944 ± 0.035	-1.56σ
shear_magnitude	0.07207 ± 0.0017	-3.02σ
centre_0	-0.00017 ± 0.0004	-1.26σ
centre_1	-0.0006182 ± 0.00037	+2.71σ
ell_comps_0	0.05397 ± 0.0015	-1.74σ
ell_comps_1	0.009738 ± 0.0012	-7.34σ
gamma_1	0.05118 ± 0.0018	-3.55σ
gamma_2	0.0507 ± 0.00071	-1.28σ

Parity — hst/slam5_slam_delaunay_nn_light_fixed/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
einstein_radius	1.597 ± 0.0022	-1.01σ
slope	1.95 ± 0.028	-0.98σ
shear_magnitude	0.06794 ± 0.0014	+1.30σ
centre_0	-0.0004413 ± 0.00051	-1.09σ
centre_1	0.0001632 ± 0.00049	-0.12σ
ell_comps_0	0.05103 ± 0.0016	+2.45σ
ell_comps_1	-0.001646 ± 0.00089	+5.97σ
gamma_1	0.0466 ± 0.0014	+0.40σ
gamma_2	0.04947 ± 0.00086	+2.21σ

Parity — imaging/mge/hst/slam_mge/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_jax_cpu_dense_fp64
einstein_radius	1.598 ± 0.0035	-0.08σ
slope	1.971 ± 0.043	-0.10σ
shear_magnitude	0.06956 ± 0.002	-0.09σ
galaxies.lens.mass.centre_0	-7.512e-05 ± 0.00028	+0.06σ
galaxies.lens.mass.centre_1	-0.0001886 ± 0.00027	-0.05σ
galaxies.lens.mass.ell_comps_0	0.05185 ± 0.0015	-0.03σ
galaxies.lens.mass.ell_comps_1	0.0005038 ± 0.00098	-0.07σ
galaxies.source.bulge.profile_list.0.centre_0	-0.0002939 ± 0.00024	+0.01σ
galaxies.source.bulge.profile_list.0.centre_1	-0.0002679 ± 0.00021	-0.03σ
galaxies.source.bulge.profile_list.0.ell_comps_0	0.09798 ± 0.0022	+0.04σ
galaxies.source.bulge.profile_list.0.ell_comps_1	-0.05594 ± 0.0023	+0.03σ
gamma_1	0.04855 ± 0.0022	-0.09σ
gamma_2	0.04973 ± 0.00069	-0.02σ

Parity — imaging/mge/hst/slam_mge/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_jax_cpu_dense_fp64
einstein_radius	1.598 ± 0.0035	-0.36σ
slope	1.975 ± 0.043	-0.34σ
shear_magnitude	0.06974 ± 0.0019	-0.34σ
galaxies.lens.mass.centre_0	-5.97e-05 ± 0.00028	-0.06σ
galaxies.lens.mass.centre_1	-0.0002031 ± 0.00027	-0.06σ
galaxies.lens.mass.ell_comps_0	0.05204 ± 0.0015	-0.28σ
galaxies.lens.mass.ell_comps_1	0.0004953 ± 0.00088	-0.06σ
galaxies.source.bulge.profile_list.0.centre_0	-0.0002845 ± 0.00023	-0.04σ
galaxies.source.bulge.profile_list.0.centre_1	-0.0002585 ± 0.0002	-0.07σ
galaxies.source.bulge.profile_list.0.ell_comps_0	0.09796 ± 0.002	+0.05σ
galaxies.source.bulge.profile_list.0.ell_comps_1	-0.05619 ± 0.0022	+0.27σ
gamma_1	0.04877 ± 0.0022	-0.34σ
gamma_2	0.0498 ± 0.00068	-0.27σ

Parity — imaging/mge/hst/slam_mge_light_fixed/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_jax_cpu_dense_fp64
einstein_radius	1.599 ± 0.0029	-0.29σ
slope	1.98 ± 0.036	-0.29σ
shear_magnitude	0.06992 ± 0.0017	-0.23σ
galaxies.lens.mass.centre_0	-6.688e-05 ± 0.00033	-0.02σ
galaxies.lens.mass.centre_1	-0.000212 ± 0.00029	-0.02σ
galaxies.lens.mass.ell_comps_0	0.05218 ± 0.0014	-0.19σ
galaxies.lens.mass.ell_comps_1	0.0004292 ± 0.00097	+0.03σ
galaxies.source.bulge.profile_list.0.centre_0	-0.0002977 ± 0.00025	+0.01σ
galaxies.source.bulge.profile_list.0.centre_1	-0.0002712 ± 0.00021	+0.03σ
galaxies.source.bulge.profile_list.0.ell_comps_0	0.09795 ± 0.0023	+0.07σ
galaxies.source.bulge.profile_list.0.ell_comps_1	-0.05615 ± 0.0023	+0.11σ
gamma_1	0.04901 ± 0.0018	-0.25σ
gamma_2	0.04986 ± 0.00064	-0.16σ

Parity — imaging/mge/hst/slam_mge_light_fixed/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_jax_cpu_dense_fp64
einstein_radius	1.598 ± 0.003	+0.13σ
slope	1.972 ± 0.037	+0.13σ
shear_magnitude	0.06962 ± 0.0017	+0.08σ
galaxies.lens.mass.centre_0	-6.294e-05 ± 0.00031	-0.01σ
galaxies.lens.mass.centre_1	-0.0001983 ± 0.00028	-0.09σ
galaxies.lens.mass.ell_comps_0	0.05197 ± 0.0014	+0.10σ
galaxies.lens.mass.ell_comps_1	0.0004826 ± 0.00098	-0.02σ
galaxies.source.bulge.profile_list.0.centre_0	-0.0002994 ± 0.00024	-0.00σ
galaxies.source.bulge.profile_list.0.centre_1	-0.0002634 ± 0.00022	-0.07σ
galaxies.source.bulge.profile_list.0.ell_comps_0	0.09811 ± 0.0022	-0.04σ
galaxies.source.bulge.profile_list.0.ell_comps_1	-0.05604 ± 0.0022	-0.07σ
gamma_1	0.0487 ± 0.0019	+0.10σ
gamma_2	0.04978 ± 0.00063	+0.06σ

Parity — interferometer/delaunay/sma/slam_delaunay/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_sparse_fp64_wtilde (ref)	hpc_ral_numba_cpu_sparse_fp64_wtilde
einstein_radius	0.8883 ± 0.078	+28.92σ
slope	1.783 ± 0.26	-0.05σ
shear_magnitude	0.2033 ± 0.084	-0.33σ
centre_0	-0.0407 ± 0.088	+0.55σ
centre_1	0.01821 ± 0.089	-0.01σ
ell_comps_0	0.006612 ± 0.17	-0.35σ
ell_comps_1	-0.0008865 ± 0.18	-0.38σ
gamma_1	0.06409 ± 0.15	-1.30σ
gamma_2	-0.1303 ± 0.12	+0.40σ

Parity — interferometer/delaunay/sma/slam_delaunay/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_sparse_fp64_wtilde (ref)	hpc_ral_numba_cpu_sparse_fp64_wtilde
einstein_radius	0.8044 ± 0.092	+4.97σ
slope	1.692 ± 0.23	+0.02σ
shear_magnitude	0.2056 ± 0.08	+0.03σ
centre_0	0.02432 ± 0.061	-0.61σ
centre_1	-0.01798 ± 0.079	+0.24σ
ell_comps_0	0.04965 ± 0.19	-0.03σ
ell_comps_1	-0.01326 ± 0.2	+0.03σ
gamma_1	0.03461 ± 0.13	+0.13σ
gamma_2	-0.1433 ± 0.14	+0.78σ

Parity — interferometer/mge/sma/slam_mge/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64_nufft (ref)	hpc_ral_jax_cpu_dense_fp64_nufft
einstein_radius	1.247 ± 2.5	-0.03σ
slope	2.255 ± 0.52	+0.06σ
shear_magnitude	0.2365 ± 0.091	+0.00σ
galaxies.lens.mass.centre_0	0.004494 ± 0.093	-0.03σ
galaxies.lens.mass.centre_1	0.01022 ± 0.093	-0.05σ
galaxies.lens.mass.ell_comps_0	-0.0052 ± 0.31	+0.01σ
galaxies.lens.mass.ell_comps_1	0.01363 ± 0.29	+0.01σ
galaxies.source.bulge.profile_list.0.centre_0	0.04969 ± 0.28	-0.01σ
galaxies.source.bulge.profile_list.0.centre_1	-0.04825 ± 0.3	-0.00σ
galaxies.source.bulge.profile_list.0.ell_comps_0	-0.02361 ± 0.27	-0.01σ
galaxies.source.bulge.profile_list.0.ell_comps_1	-0.01323 ± 0.31	-0.02σ
gamma_1	0.009352 ± 0.21	+0.00σ
gamma_2	-0.03953 ± 0.19	-0.00σ

Parity — interferometer/mge/sma/slam_mge/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64_nufft (ref)	hpc_ral_jax_cpu_dense_fp64_nufft
einstein_radius	1.367 ± 2.5	+0.02σ
slope	2.239 ± 0.5	+0.01σ
shear_magnitude	0.2403 ± 0.09	+0.01σ
galaxies.lens.mass.centre_0	-8.37e-05 ± 0.096	-0.02σ
galaxies.lens.mass.centre_1	0.0001432 ± 0.1	+0.00σ
galaxies.lens.mass.ell_comps_0	-0.01638 ± 0.29	-0.00σ
galaxies.lens.mass.ell_comps_1	0.007863 ± 0.29	-0.03σ
galaxies.source.bulge.profile_list.0.centre_0	0.0228 ± 0.28	-0.02σ
galaxies.source.bulge.profile_list.0.centre_1	-0.04258 ± 0.31	+0.02σ
galaxies.source.bulge.profile_list.0.ell_comps_0	-0.05468 ± 0.29	-0.01σ
galaxies.source.bulge.profile_list.0.ell_comps_1	-0.03139 ± 0.29	-0.02σ
gamma_1	0.00813 ± 0.21	-0.03σ
gamma_2	-0.01867 ± 0.2	-0.01σ

Parity — interferometer/rectangular/sma/slam_rectangular/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_sparse_fp64_wtilde (ref)	hpc_ral_numba_cpu_sparse_fp64_wtilde
einstein_radius	0.8889 ± 0.2	+7.96σ
slope	1.949 ± 0.33	-0.95σ
shear_magnitude	0.213 ± 0.089	+0.69σ
centre_0	0.006164 ± 0.074	+0.34σ
centre_1	-0.01853 ± 0.093	+0.27σ
ell_comps_0	-0.03681 ± 0.22	-0.33σ
ell_comps_1	0.06292 ± 0.24	-0.13σ
gamma_1	0.04248 ± 0.19	-1.20σ
gamma_2	-0.05376 ± 0.17	-0.80σ

Parity — interferometer/rectangular/sma/slam_rectangular/seed1 (seed 1), mass_total[1]

Only one config has run for this target and seed — a parity view needs at least two legs.

Parity — multi_dataset/delaunay/hst/slam_delaunay/seed0 (seed 0), mass_total[1]

Only one config has run for this target and seed — a parity view needs at least two legs.

Parity — multi_dataset/delaunay/hst/slam_delaunay/seed1 (seed 1), mass_total[1]

Only one config has run for this target and seed — a parity view needs at least two legs.

Parity — multi_dataset/delaunay/hst/slam_delaunay_light_fixed/seed0 (seed 0), mass_total[1]

Only one config has run for this target and seed — a parity view needs at least two legs.

Parity — multi_dataset/delaunay/hst/slam_delaunay_light_fixed/seed1 (seed 1), mass_total[1]

Only one config has run for this target and seed — a parity view needs at least two legs.

Parity — multi_galaxy/delaunay/hst/slam_delaunay/seed0 (seed 0), mass_total[1]

Only one config has run for this target and seed — a parity view needs at least two legs.

Parity — multi_galaxy/delaunay/hst/slam_delaunay/seed1 (seed 1), mass_total[1]

Only one config has run for this target and seed — a parity view needs at least two legs.

Parity — multi_galaxy/delaunay/hst/slam_delaunay_light_fixed/seed0 (seed 0), mass_total[1]

Only one config has run for this target and seed — a parity view needs at least two legs.

Parity — multi_galaxy/delaunay/hst/slam_delaunay_light_fixed/seed1 (seed 1), mass_total[1]

Only one config has run for this target and seed — a parity view needs at least two legs.

Parity — multi_galaxy/mge/hst/slam_mge/seed0 (seed 0), mass_total[1]

Only one config has run for this target and seed — a parity view needs at least two legs.

Parity — multi_galaxy/mge/hst/slam_mge/seed1 (seed 1), mass_total[1]

Only one config has run for this target and seed — a parity view needs at least two legs.

Parity — multi_galaxy/mge/hst/slam_mge_light_fixed/seed0 (seed 0), mass_total[1]

Only one config has run for this target and seed — a parity view needs at least two legs.

Parity — multi_galaxy/mge/hst/slam_mge_light_fixed/seed1 (seed 1), mass_total[1]

Only one config has run for this target and seed — a parity view needs at least two legs.

Parity — multi_galaxy/rectangular/hst/slam_rectangular/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
shear_magnitude	0.069 ± 0.0011	-0.06σ
galaxies.lens_0.mass.centre_0	0.2994 ± 0.003	-0.28σ
galaxies.lens_0.mass.centre_1	0.2837 ± 0.0033	+0.28σ
galaxies.lens_0.mass.einstein_radius	0.9885 ± 0.0087	-0.07σ
galaxies.lens_0.mass.ell_comps_0	0.08078 ± 0.0026	+0.43σ
galaxies.lens_0.mass.ell_comps_1	0.0008899 ± 0.0026	-0.33σ
galaxies.lens_0.mass.slope	1.984 ± 0.012	+0.35σ
galaxies.lens_1.mass.centre_0	-0.308 ± 0.0037	+0.53σ
galaxies.lens_1.mass.centre_1	-0.2229 ± 0.0036	-0.10σ
galaxies.lens_1.mass.einstein_radius	0.7882 ± 0.0094	+0.26σ
galaxies.lens_1.mass.ell_comps_0	-0.09527 ± 0.0029	+0.21σ
galaxies.lens_1.mass.ell_comps_1	-0.05728 ± 0.0024	-0.09σ
galaxies.lens_1.mass.slope	1.982 ± 0.01	-0.15σ
gamma_1	0.04843 ± 0.001	-0.20σ
gamma_2	0.04906 ± 0.0011	+0.16σ

Parity — multi_galaxy/rectangular/hst/slam_rectangular/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
shear_magnitude	0.06901 ± 0.001	-0.25σ
galaxies.lens_0.mass.centre_0	0.2995 ± 0.0027	-0.07σ
galaxies.lens_0.mass.centre_1	0.2849 ± 0.0031	+0.16σ
galaxies.lens_0.mass.einstein_radius	0.9861 ± 0.009	-0.23σ
galaxies.lens_0.mass.ell_comps_0	0.08174 ± 0.0024	+0.02σ
galaxies.lens_0.mass.ell_comps_1	0.0005105 ± 0.0025	-0.15σ
galaxies.lens_0.mass.slope	1.99 ± 0.011	-0.24σ
galaxies.lens_1.mass.centre_0	-0.3061 ± 0.0037	+0.17σ
galaxies.lens_1.mass.centre_1	-0.2223 ± 0.0033	-0.13σ
galaxies.lens_1.mass.einstein_radius	0.7933 ± 0.0085	-0.21σ
galaxies.lens_1.mass.ell_comps_0	-0.09397 ± 0.003	+0.08σ
galaxies.lens_1.mass.ell_comps_1	-0.0569 ± 0.0022	-0.05σ
galaxies.lens_1.mass.slope	1.98 ± 0.01	-0.30σ
gamma_1	0.04842 ± 0.00097	-0.34σ
gamma_2	0.04914 ± 0.00094	-0.04σ

Parity — multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed0 (seed 0), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
shear_magnitude	0.06953 ± 0.00091	-0.29σ
galaxies.lens_0.mass.centre_0	0.3003 ± 0.0025	-0.57σ
galaxies.lens_0.mass.centre_1	0.2835 ± 0.0027	+0.30σ
galaxies.lens_0.mass.einstein_radius	0.9916 ± 0.0075	-0.11σ
galaxies.lens_0.mass.ell_comps_0	0.08111 ± 0.0023	+0.33σ
galaxies.lens_0.mass.ell_comps_1	0.00131 ± 0.0025	-0.41σ
galaxies.lens_0.mass.slope	1.995 ± 0.01	-0.03σ
galaxies.lens_1.mass.centre_0	-0.3081 ± 0.0036	+0.53σ
galaxies.lens_1.mass.centre_1	-0.222 ± 0.0034	-0.26σ
galaxies.lens_1.mass.einstein_radius	0.7961 ± 0.0075	-0.12σ
galaxies.lens_1.mass.ell_comps_0	-0.09544 ± 0.0028	+0.18σ
galaxies.lens_1.mass.ell_comps_1	-0.05679 ± 0.0023	-0.28σ
galaxies.lens_1.mass.slope	1.987 ± 0.0091	-0.22σ
gamma_1	0.04921 ± 0.00099	-0.53σ
gamma_2	0.04907 ± 0.00086	+0.21σ

Parity — multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed1 (seed 1), mass_total[1]

Parameter	hpc_a100_jax_gpu_dense_fp64 (ref)	hpc_ral_numba_cpu_sparse_fp64
shear_magnitude	0.06916 ± 0.00087	-0.14σ
galaxies.lens_0.mass.centre_0	0.2997 ± 0.0023	-0.20σ
galaxies.lens_0.mass.centre_1	0.2851 ± 0.0025	+0.01σ
galaxies.lens_0.mass.einstein_radius	0.9883 ± 0.0077	-0.13σ
galaxies.lens_0.mass.ell_comps_0	0.08135 ± 0.0024	+0.18σ
galaxies.lens_0.mass.ell_comps_1	0.0004321 ± 0.0023	-0.06σ
galaxies.lens_0.mass.slope	1.996 ± 0.0097	-0.29σ
galaxies.lens_1.mass.centre_0	-0.3062 ± 0.0034	+0.13σ
galaxies.lens_1.mass.centre_1	-0.2223 ± 0.0032	-0.09σ
galaxies.lens_1.mass.einstein_radius	0.797 ± 0.0073	-0.29σ
galaxies.lens_1.mass.ell_comps_0	-0.09433 ± 0.0028	+0.03σ
galaxies.lens_1.mass.ell_comps_1	-0.05673 ± 0.0021	-0.19σ
galaxies.lens_1.mass.slope	1.983 ± 0.0089	-0.23σ
gamma_1	0.04877 ± 0.0009	-0.33σ
gamma_2	0.04902 ± 0.00084	+0.12σ

Chain walls (fitted stages only)

Target	Seed	Config	Chain wall	Excludes
cluster/image_plane/simple/modeling_image_plane/seed0	0	hpc_a100_jax_gpu_na_fp64	318.2 s	all stages fitted
cluster/image_plane/simple/modeling_image_plane/seed0	0	hpc_ral_jax_cpu_na_fp64	597.7 s	all stages fitted
cluster/image_plane/simple/modeling_image_plane/seed1	1	hpc_a100_jax_gpu_na_fp64	334.9 s	all stages fitted
cluster/image_plane/simple/modeling_image_plane/seed1	1	hpc_ral_jax_cpu_na_fp64	330.2 s	all stages fitted
cluster/source_plane/simple/modeling_source_plane/seed0	0	hpc_a100_jax_gpu_na_fp64	140.2 s	all stages fitted
cluster/source_plane/simple/modeling_source_plane/seed0	0	hpc_ral_jax_cpu_na_fp64	119.2 s	all stages fitted
cluster/source_plane/simple/modeling_source_plane/seed1	1	hpc_a100_jax_gpu_na_fp64	165.3 s	all stages fitted
cluster/source_plane/simple/modeling_source_plane/seed1	1	hpc_ral_jax_cpu_na_fp64	145.6 s	all stages fitted
group/delaunay/euclid/slam_delaunay/seed0	0	hpc_a100_jax_gpu_dense_fp64	1.88 h	all stages fitted
group/delaunay/euclid/slam_delaunay/seed0	0	hpc_ral_numba_cpu_sparse_fp64	12.69 h	all stages fitted
group/delaunay/euclid/slam_delaunay/seed1	1	hpc_a100_jax_gpu_dense_fp64	1.73 h	all stages fitted
group/delaunay/euclid/slam_delaunay/seed1	1	hpc_ral_numba_cpu_sparse_fp64	12.76 h	all stages fitted
group/delaunay/euclid/slam_delaunay_light_fixed/seed0	0	hpc_a100_jax_gpu_dense_fp64	1.77 h	all stages fitted
group/delaunay/euclid/slam_delaunay_light_fixed/seed0	0	hpc_ral_numba_cpu_sparse_fp64	12.05 h	all stages fitted
group/delaunay/euclid/slam_delaunay_light_fixed/seed1	1	hpc_a100_jax_gpu_dense_fp64	1.62 h	all stages fitted
group/delaunay/euclid/slam_delaunay_light_fixed/seed1	1	hpc_ral_numba_cpu_sparse_fp64	11.73 h	all stages fitted
group/mge/euclid/slam_mge/seed0	0	hpc_a100_jax_gpu_dense_fp64	1323.0 s	all stages fitted
group/mge/euclid/slam_mge/seed0	0	hpc_ral_jax_cpu_dense_fp64	1.99 h	all stages fitted
group/mge/euclid/slam_mge/seed1	1	hpc_a100_jax_gpu_dense_fp64	1319.8 s	all stages fitted
group/mge/euclid/slam_mge/seed1	1	hpc_ral_jax_cpu_dense_fp64	2.00 h	all stages fitted
group/mge/euclid/slam_mge_light_fixed/seed0	0	hpc_a100_jax_gpu_dense_fp64	1319.2 s	all stages fitted
group/mge/euclid/slam_mge_light_fixed/seed0	0	hpc_ral_jax_cpu_dense_fp64	1.98 h	all stages fitted
group/mge/euclid/slam_mge_light_fixed/seed1	1	hpc_a100_jax_gpu_dense_fp64	1306.7 s	all stages fitted
group/mge/euclid/slam_mge_light_fixed/seed1	1	hpc_ral_jax_cpu_dense_fp64	1.93 h	all stages fitted
group/rectangular/euclid/slam_rectangular/seed0	0	hpc_a100_jax_gpu_dense_fp64	1.13 h	all stages fitted
group/rectangular/euclid/slam_rectangular/seed0	0	hpc_ral_numba_cpu_sparse_fp64	11.11 h	all stages fitted
group/rectangular/euclid/slam_rectangular/seed1	1	hpc_a100_jax_gpu_dense_fp64	1.12 h	all stages fitted
group/rectangular/euclid/slam_rectangular/seed1	1	hpc_ral_numba_cpu_sparse_fp64	13.38 h	all stages fitted
group/rectangular/euclid/slam_rectangular_light_fixed/seed0	0	hpc_a100_jax_gpu_dense_fp64	1.11 h	all stages fitted
group/rectangular/euclid/slam_rectangular_light_fixed/seed0	0	hpc_ral_numba_cpu_sparse_fp64	10.17 h	all stages fitted
group/rectangular/euclid/slam_rectangular_light_fixed/seed1	1	hpc_a100_jax_gpu_dense_fp64	1.09 h	all stages fitted
group/rectangular/euclid/slam_rectangular_light_fixed/seed1	1	hpc_ral_numba_cpu_sparse_fp64	12.24 h	all stages fitted
hst/slam5/seed0	0	hpc_ral_numba_cpu_sparse_fp64	2.62 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5/seed1	1	hpc_ral_numba_cpu_sparse_fp64	2.74 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_base_light_fixed/seed0	0	hpc_ral_numba_cpu_sparse_fp64	2.54 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_base_light_fixed/seed1	1	hpc_ral_numba_cpu_sparse_fp64	2.60 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay/seed0	0	hpc_a100_jax_gpu_dense_fp64	1.05 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay/seed0	0	hpc_ral_numba_cpu_sparse_fp64	6.21 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay/seed1	1	hpc_a100_jax_gpu_dense_fp64	1.11 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay/seed1	1	hpc_ral_numba_cpu_sparse_fp64	6.66 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay_light_fixed/seed0	0	hpc_a100_jax_gpu_dense_fp64	3482.7 s	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay_light_fixed/seed0	0	hpc_ral_numba_cpu_sparse_fp64	5.47 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay_light_fixed/seed1	1	hpc_a100_jax_gpu_dense_fp64	1.04 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay_light_fixed/seed1	1	hpc_ral_numba_cpu_sparse_fp64	5.53 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay_nn/seed0	0	hpc_a100_jax_gpu_dense_fp64	1.04 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay_nn/seed0	0	hpc_ral_numba_cpu_sparse_fp64	6.88 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay_nn/seed1	1	hpc_a100_jax_gpu_dense_fp64	3490.1 s	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay_nn/seed1	1	hpc_ral_numba_cpu_sparse_fp64	6.29 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay_nn_light_fixed/seed0	0	hpc_a100_jax_gpu_dense_fp64	3551.2 s	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay_nn_light_fixed/seed0	0	hpc_ral_numba_cpu_sparse_fp64	5.93 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay_nn_light_fixed/seed1	1	hpc_a100_jax_gpu_dense_fp64	3267.4 s	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
hst/slam5_slam_delaunay_nn_light_fixed/seed1	1	hpc_ral_numba_cpu_sparse_fp64	5.55 h	excludes source_lp[1] (shared from hpc_a100_jax_cpu_dense_fp64)
imaging/mge/hst/slam_mge/seed0	0	hpc_a100_jax_gpu_dense_fp64	946.6 s	all stages fitted
imaging/mge/hst/slam_mge/seed0	0	hpc_ral_jax_cpu_dense_fp64	1.02 h	all stages fitted
imaging/mge/hst/slam_mge/seed1	1	hpc_a100_jax_gpu_dense_fp64	1003.5 s	all stages fitted
imaging/mge/hst/slam_mge/seed1	1	hpc_ral_jax_cpu_dense_fp64	1.06 h	all stages fitted
imaging/mge/hst/slam_mge_light_fixed/seed0	0	hpc_a100_jax_gpu_dense_fp64	979.3 s	all stages fitted
imaging/mge/hst/slam_mge_light_fixed/seed0	0	hpc_ral_jax_cpu_dense_fp64	1.02 h	all stages fitted
imaging/mge/hst/slam_mge_light_fixed/seed1	1	hpc_a100_jax_gpu_dense_fp64	924.1 s	all stages fitted
imaging/mge/hst/slam_mge_light_fixed/seed1	1	hpc_ral_jax_cpu_dense_fp64	1.02 h	all stages fitted
interferometer/delaunay/sma/slam_delaunay/seed0	0	hpc_a100_jax_gpu_sparse_fp64_wtilde	428.3 s	all stages fitted
interferometer/delaunay/sma/slam_delaunay/seed0	0	hpc_ral_numba_cpu_sparse_fp64_wtilde	2190.4 s	all stages fitted
interferometer/delaunay/sma/slam_delaunay/seed1	1	hpc_a100_jax_gpu_sparse_fp64_wtilde	492.7 s	all stages fitted
interferometer/delaunay/sma/slam_delaunay/seed1	1	hpc_ral_numba_cpu_sparse_fp64_wtilde	1.29 h	all stages fitted
interferometer/mge/sma/slam_mge/seed0	0	hpc_a100_jax_gpu_dense_fp64_nufft	88.4 s	all stages fitted
interferometer/mge/sma/slam_mge/seed0	0	hpc_ral_jax_cpu_dense_fp64_nufft	1299.1 s	all stages fitted
interferometer/mge/sma/slam_mge/seed1	1	hpc_a100_jax_gpu_dense_fp64_nufft	87.0 s	all stages fitted
interferometer/mge/sma/slam_mge/seed1	1	hpc_ral_jax_cpu_dense_fp64_nufft	1291.4 s	all stages fitted
interferometer/rectangular/sma/slam_rectangular/seed0	0	hpc_a100_jax_gpu_sparse_fp64_wtilde	440.7 s	all stages fitted
interferometer/rectangular/sma/slam_rectangular/seed0	0	hpc_ral_numba_cpu_sparse_fp64_wtilde	1.81 h	all stages fitted
interferometer/rectangular/sma/slam_rectangular/seed1	1	hpc_a100_jax_gpu_sparse_fp64_wtilde	467.7 s	all stages fitted
multi_dataset/delaunay/hst/slam_delaunay/seed0	0	hpc_a100_jax_gpu_dense_fp64	5.09 h	all stages fitted
multi_dataset/delaunay/hst/slam_delaunay/seed1	1	hpc_a100_jax_gpu_dense_fp64	4.24 h	all stages fitted
multi_dataset/delaunay/hst/slam_delaunay_light_fixed/seed0	0	hpc_a100_jax_gpu_dense_fp64	4.76 h	all stages fitted
multi_dataset/delaunay/hst/slam_delaunay_light_fixed/seed1	1	hpc_a100_jax_gpu_dense_fp64	4.12 h	all stages fitted
multi_galaxy/delaunay/hst/slam_delaunay/seed0	0	hpc_a100_jax_gpu_dense_fp64	2.89 h	all stages fitted
multi_galaxy/delaunay/hst/slam_delaunay/seed1	1	hpc_a100_jax_gpu_dense_fp64	2.92 h	all stages fitted
multi_galaxy/delaunay/hst/slam_delaunay_light_fixed/seed0	0	hpc_a100_jax_gpu_dense_fp64	2.77 h	all stages fitted
multi_galaxy/delaunay/hst/slam_delaunay_light_fixed/seed1	1	hpc_a100_jax_gpu_dense_fp64	2.76 h	all stages fitted
multi_galaxy/mge/hst/slam_mge/seed0	0	hpc_a100_jax_gpu_dense_fp64	1.03 h	all stages fitted
multi_galaxy/mge/hst/slam_mge/seed1	1	hpc_a100_jax_gpu_dense_fp64	1.09 h	all stages fitted
multi_galaxy/mge/hst/slam_mge_light_fixed/seed0	0	hpc_a100_jax_gpu_dense_fp64	1.03 h	all stages fitted
multi_galaxy/mge/hst/slam_mge_light_fixed/seed1	1	hpc_a100_jax_gpu_dense_fp64	1.07 h	all stages fitted
multi_galaxy/rectangular/hst/slam_rectangular/seed0	0	hpc_a100_jax_gpu_dense_fp64	2.10 h	all stages fitted
multi_galaxy/rectangular/hst/slam_rectangular/seed0	0	hpc_ral_numba_cpu_sparse_fp64	18.39 h	all stages fitted
multi_galaxy/rectangular/hst/slam_rectangular/seed1	1	hpc_a100_jax_gpu_dense_fp64	2.05 h	all stages fitted
multi_galaxy/rectangular/hst/slam_rectangular/seed1	1	hpc_ral_numba_cpu_sparse_fp64	19.17 h	all stages fitted
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed0	0	hpc_a100_jax_gpu_dense_fp64	2.02 h	all stages fitted
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed0	0	hpc_ral_numba_cpu_sparse_fp64	15.83 h	all stages fitted
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed1	1	hpc_a100_jax_gpu_dense_fp64	2.00 h	all stages fitted
multi_galaxy/rectangular/hst/slam_rectangular_light_fixed/seed1	1	hpc_ral_numba_cpu_sparse_fp64	16.92 h	all stages fitted
point_source_image/image_plane/simple/modeling_image_plane/seed0	0	hpc_a100_jax_gpu_na_fp64	58.5 s	all stages fitted
point_source_image/image_plane/simple/modeling_image_plane/seed0	0	hpc_ral_jax_cpu_na_fp64	55.5 s	all stages fitted
point_source_image/image_plane/simple/modeling_image_plane/seed1	1	hpc_a100_jax_gpu_na_fp64	49.0 s	all stages fitted
point_source_image/image_plane/simple/modeling_image_plane/seed1	1	hpc_ral_jax_cpu_na_fp64	50.5 s	all stages fitted
point_source_source/source_plane/simple/modeling_source_plane/seed0	0	hpc_a100_jax_gpu_na_fp64	43.1 s	all stages fitted
point_source_source/source_plane/simple/modeling_source_plane/seed0	0	hpc_ral_jax_cpu_na_fp64	34.9 s	all stages fitted
point_source_source/source_plane/simple/modeling_source_plane/seed1	1	hpc_a100_jax_gpu_na_fp64	43.8 s	all stages fitted
point_source_source/source_plane/simple/modeling_source_plane/seed1	1	hpc_ral_jax_cpu_na_fp64	42.8 s	all stages fitted
weak/isothermal/simple/modeling_isothermal/seed0	0	hpc_a100_jax_gpu_dense_fp64	13.6 s	all stages fitted
weak/isothermal/simple/modeling_isothermal/seed0	0	hpc_ral_jax_cpu_dense_fp64	12.4 s	all stages fitted
weak/isothermal/simple/modeling_isothermal/seed1	1	hpc_a100_jax_gpu_dense_fp64	12.9 s	all stages fitted
weak/isothermal/simple/modeling_isothermal/seed1	1	hpc_ral_jax_cpu_dense_fp64	12.0 s	all stages fitted

Search runs

Target	Sampler	Instrument	Config	Seed	Wall	Evals	Per call	Share	Log evidence	Version
simple/source_plane_solved/seed0	multi_start_adam	simple	hpc_a100_jax_cpu_dense_fp64	0	9.3 s	14,400	5.2 µs	0.8%	—	2026.10.17.1
simple/source_plane_solved/seed1	multi_start_adam	simple	hpc_a100_jax_cpu_dense_fp64	1	9.2 s	14,400	5.2 µs	0.8%	—	2026.10.17.1
simple/source_plane_solved/seed2	multi_start_adam	simple	hpc_a100_jax_cpu_dense_fp64	2	7.5 s	14,400	5.1 µs	1.0%	—	2026.10.17.1
simple/source_plane_solved/seed3	multi_start_adam	simple	hpc_a100_jax_cpu_dense_fp64	3	7.6 s	14,400	4.7 µs	0.9%	—	2026.10.17.1
simple/source_plane_solved/seed4	multi_start_adam	simple	hpc_a100_jax_cpu_dense_fp64	4	7.1 s	12,432	5.1 µs	0.9%	—	2026.10.17.1
simple/source_plane_solved/seed0	multi_start_adam	simple	hpc_a100_jax_gpu_dense_fp64	0	37.0 s	14,400	8.3 µs	0.3%	—	2026.10.17.1
simple/source_plane_solved/seed1	multi_start_adam	simple	hpc_a100_jax_gpu_dense_fp64	1	19.2 s	14,400	7.6 µs	0.6%	—	2026.10.17.1
simple/source_plane_solved/seed2	multi_start_adam	simple	hpc_a100_jax_gpu_dense_fp64	2	19.5 s	14,400	7.1 µs	0.5%	—	2026.10.17.1
simple/source_plane_solved/seed3	multi_start_adam	simple	hpc_a100_jax_gpu_dense_fp64	3	20.3 s	14,400	7.1 µs	0.5%	—	2026.10.17.1
simple/source_plane_solved/seed4	multi_start_adam	simple	hpc_a100_jax_gpu_dense_fp64	4	18.6 s	12,432	7.3 µs	0.5%	—	2026.10.17.1
simple/source_plane_solved/seed0	multi_start_adam_n3000	simple	hpc_a100_jax_cpu_dense_fp64	0	7.8 s	33,792	5.0 µs	2.2%	—	2026.10.17.1
simple/source_plane_solved/seed1	multi_start_adam_n3000	simple	hpc_a100_jax_cpu_dense_fp64	1	8.8 s	52,848	5.0 µs	3.0%	—	2026.10.17.1
simple/source_plane_solved/seed2	multi_start_adam_n3000	simple	hpc_a100_jax_cpu_dense_fp64	2	9.4 s	68,736	5.1 µs	3.7%	—	2026.10.17.1
simple/source_plane_solved/seed3	multi_start_adam_n3000	simple	hpc_a100_jax_cpu_dense_fp64	3	8.8 s	61,488	5.1 µs	3.6%	—	2026.10.17.1
simple/source_plane_solved/seed4	multi_start_adam_n3000	simple	hpc_a100_jax_cpu_dense_fp64	4	7.4 s	12,432	4.8 µs	0.8%	—	2026.10.17.1
simple/source_plane_solved/seed0	multi_start_adam_n3000	simple	hpc_a100_jax_gpu_dense_fp64	0	20.7 s	33,792	7.2 µs	1.2%	—	2026.10.17.1
simple/source_plane_solved/seed1	multi_start_adam_n3000	simple	hpc_a100_jax_gpu_dense_fp64	1	22.0 s	52,848	7.3 µs	1.8%	—	2026.10.17.1
simple/source_plane_solved/seed2	multi_start_adam_n3000	simple	hpc_a100_jax_gpu_dense_fp64	2	24.2 s	68,736	8.0 µs	2.3%	—	2026.10.17.1
simple/source_plane_solved/seed3	multi_start_adam_n3000	simple	hpc_a100_jax_gpu_dense_fp64	3	23.5 s	61,488	7.0 µs	1.8%	—	2026.10.17.1
simple/source_plane_solved/seed4	multi_start_adam_n3000	simple	hpc_a100_jax_gpu_dense_fp64	4	19.1 s	12,432	7.9 µs	0.5%	—	2026.10.17.1
simple/source_plane_solved/seed0	nautilus	simple	hpc_a100_jax_cpu_dense_fp64	0	56.6 s	4,850	4.7 µs	0.041%	-7.15	2026.8.17.1
simple/source_plane_solved/seed1	nautilus	simple	hpc_a100_jax_cpu_dense_fp64	1	54.2 s	4,850	5.0 µs	0.045%	-7.16	2026.8.17.1
simple/source_plane_solved/seed2	nautilus	simple	hpc_a100_jax_cpu_dense_fp64	2	53.8 s	4,800	4.8 µs	0.043%	-7.13	2026.8.17.1
simple/source_plane_solved/seed3	nautilus	simple	hpc_a100_jax_cpu_dense_fp64	3	50.4 s	4,700	4.6 µs	0.043%	-7.14	2026.8.17.1
simple/source_plane_solved/seed4	nautilus	simple	hpc_a100_jax_cpu_dense_fp64	4	58.5 s	4,750	5.0 µs	0.041%	-7.17	2026.8.17.1
simple/source_plane_solved/seed0	nautilus	simple	local_jax_cpu_dense_fp64	0	60.4 s	4,850	7.2 µs	0.058%	-7.15	2026.8.17.1

The tables above are auto-generated by scripts/misc/tooling/build_readme.py from the result rows under results/ — never edit them by hand. Run python scripts/misc/tooling/build_readme.py after committing a result and commit the refreshed table; CI checks idempotence with --check.

A pipeline row is one stage of one leg, because a SLaM chain that agrees on its final answer while disagreeing at source_pix[2] has not agreed. Under the stage table, slam also renders a parity view per (target, seed): the mass_total[1] posterior of every config side by side, each cell the difference from the alphabetically-first config of that seed in units of that reference leg's 1σ. It is the table the base-run question is actually asked in — a backend is a column, and a column that drifts by more than a fraction of a sigma is either a real numerical difference worth naming or a bug in one leg.

Layout

scripts/<dataset_class>/<task>/<leaf>.py   imaging|interferometer|point_source × slam|searches
scripts/misc/                              shared framework: simulators, tooling, wall, test
_inference_cli.py                          shared CLI / JSON / auto-simulate helper
instruments/                               instrument presets (pixel scale, shape)
config/                                    PyAutoConf overrides — outputs are KEPT here
hpc/                                       hpc/sync (RAL driver) + SLURM templates
results/{slam,searches}/                   committed result rows
wiki/project/state.md                      the Cortex ledger

Running

source activate.sh                                    # on RAL; locally use the workspace env
python scripts/misc/simulators/imaging.py --instrument hst

Operational detail — backend facts, the config grammar, the RAL story, the testing gate — is in AGENTS.md. RAL specifics are in hpc/README.md.

Setup catalogue

dashboard/catalogue.json publishes inference-summary@2 alongside the retained v1 summary. Stable setup IDs identify HST rectangular, HST Delaunay and simple point-source families independently of runnable paths. Original record IDs, archived results and output directories are preserved. No historical initialization, frozen priors or scientific acceptance is inferred.

Runnable baselines now live at:

• scripts/imaging/rectangular/validation/baseline_slam.py
• scripts/imaging/delaunay/validation/baseline_slam.py
• scripts/point_source_source/source_plane/samplers/baseline.py

The wall gate maps these leaves to their existing measured cell identities; this migration creates no measurements or new timing justification. Run python scripts/misc/tooling/export_inference_summary.py to regenerate both feeds. Baseline export writes portable manifest metadata under tracked prepared/<problem-id>/manifest.json alongside local bulk snapshots in output/autolens/prepared/. Commit that metadata with the result rows so CI and fresh clones retain the problem declaration. These manifests attach exact dataset/model/prior identities to their source baseline; unpublished artifact paths do not promise publicly downloadable samples.

Export the completed baseline's frozen mass_total[1] problem with --export-prepared output/autolens/prepared/hst-rectangular on the rectangular baseline command. Then investigate its shared problem with:

python scripts/misc/experiments/run.py --prepared output/autolens/prepared/hst-rectangular/manifest.json --problem-id <manifest-id> --run-id hst-rectangular-nautilus-cold-seed0 --sampler nautilus --start cold --hardware-id laptop-cpu-8cores-single-process

Replace <manifest-id> with the manifest's exact id field and set --hardware-id to the actual host/device, allocated resources and concurrency. Each imaging setup folder also provides nautilus.py, emcee.py, nuts.py and smc.py investigation leaves. They bind the shared runner to the named setup family and sampler and refuse a mismatched prepared problem. For example, a prepared JAX Delaunay baseline can be investigated with:

python scripts/imaging/delaunay/samplers/smc.py --prepared output/autolens/prepared/hst-delaunay/manifest.json --problem-id <manifest-id> --run-id hst-delaunay-smc-cold-seed0 --start cold --hardware-id laptop-cpu-8cores-single-process

Use python scripts/misc/experiments/run.py --help for supported start modes and samplers. Cold/warm/resume sampler initialization is recorded independently of compilation and cache conditions. Frozen priors are never narrowed to create a warm start. Executors verify manifest identities and artifact hashes before reuse; unavailable historical artifacts remain unknown.