Skip to content

results: NNLS warm-start memo diagnostic, 32-cell lens-model robustness matrix, post-#453/#497 baseline (PyAutoArray#498) #184

New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Merged
Jammy2211 merged 3 commits into from
Aug 28, 2026
Merged

results: NNLS warm-start memo diagnostic, 32-cell lens-model robustness matrix, post-#453/#497 baseline (PyAutoArray#498) #184

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
3 commits
Select commit Hold shift + click to select a range
26cbfef
results: NNLS warm-start memo diagnostic (PyAutoArray#498 phase 3a) +…
Jammy2211 Aug 28, 2026
2ebf80b
results: NNLS warm-start memo robustness matrix (11 lens-model varian…
Jammy2211 Aug 28, 2026
decd06d
results: regenerate README timing tables for the new NNLS/baseline ar…
Jammy2211 Aug 28, 2026
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
4 changes: 2 additions & 2 deletions README.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -61,8 +61,8 @@ Results are framed by **astronomy instrument** (HST, Euclid, JWST, …) rather t
| `imaging/delaunay` | hst | hpc_a100_fp64 | sparse (w-tilde) | 98.0 ms | v2026.7.6.649 |
| `imaging/delaunay` | hst | hpc_a100_mp | dense (mapping) | 96.8 ms | v2026.7.6.649 |
| `imaging/delaunay` | hst | hpc_a100_mp | sparse (w-tilde) | 95.5 ms | v2026.7.6.649 |
| `imaging/delaunay_numba` | euclid | local_cpu_fp64 | sparse (numba) | 4.84 s | v2026.8.17.1 |
| `imaging/delaunay_numba` | hst | local_cpu_fp64 | sparse (numba) | 4.48 s | v2026.8.17.1 |
| `imaging/delaunay_numba` | euclid | local_cpu_fp64 | sparse (numba) | 1.19 s | v2026.8.17.1 |
| `imaging/delaunay_numba` | hst | local_cpu_fp64 | sparse (numba) | 3.22 s | v2026.8.17.1 |
| `imaging/mge` | hst | local_cpu_fp64 | dense (mapping) | 179.5 ms | v2026.7.6.649 |
| `imaging/mge` | hst | hpc_a100_fp64 | dense (mapping) | 7.8 ms | v2026.7.6.649 |
| `imaging/pixelization` | hst | local_cpu_fp64 | dense (mapping) | 8.65 s | v2026.7.6.649 |
Expand Down
2 changes: 1 addition & 1 deletion results/README.md
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -16,7 +16,7 @@ packages; the dashboard tables in every README are rendered from this tree by
| `quick_update/` | [`quick_update/`](../scripts/misc/quick_update/README.md) | Unversioned fast re-profiling snapshots (scratch tier) |
| `delaunay_nn/` | [`delaunay_nn/`](../scripts/misc/delaunay_nn/README.md) | Versioned full-mapper cap and runtime benchmarks |
| `hazards/` | [`hazards/`](../scripts/misc/hazards/README.md) | Semantic finding records, reproducer plots, generated seed summary, and consumer index |
| `notes/` | humans + agents | Narrative findings and design notes (e.g. [`design_lock_in.md`](./notes/design_lock_in.md)) |
| `notes/` | humans + agents | Narrative findings and design notes (e.g. [`design_lock_in.md`](./notes/design_lock_in.md), [`nnls_solver_ledger.md`](./notes/nnls_solver_ledger.md), [`nnls_warm_start_memo.md`](./notes/nnls_warm_start_memo.md), [`nnls_warm_start_memo_matrix.md`](./notes/nnls_warm_start_memo_matrix.md)) |
| `baselines/` | campaign snapshots | Named, frozen baselines (e.g. `PreOptimizationTimes/`) — see below |

## Performance artifact shapes
Expand Down
48 changes: 24 additions & 24 deletions results/breakdown/imaging/delaunay_numba_breakdown_euclid_v2026.8.17.1.json
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -5,7 +5,7 @@
"device": "cpu:0",
"xla_flags": "--xla_disable_hlo_passes=constant_folding --xla_gpu_autotune_level=0",
"omp_num_threads": "1",
"cpu_count": 4
"cpu_count": 8
},
"instrument": "euclid",
"configuration": {
Expand All @@ -25,29 +25,29 @@
"omp_num_threads": "1"
},
"steps": {
"FitImaging construct": 0.00013836129999731384,
"Blurred image (FFT convolve)": 0.01630020360000799,
"Profile subtracted image": 5.2616499993973774e-05,
"Inversion build (trace+Delaunay+mapper)": 0.021611292699992644,
"PSF-weighted data [numba]": 0.0034058456999900956,
"MGE operated mapping matrix (60 funcs)": 0.560158383999999,
"Mapper sparse triplets": 0.014768384199993535,
"Data vector D [numba]": 0.0015318015000104878,
"Curvature matrix F [numba sparse-op]": 0.29001415160000193,
"Regularization matrix H (ConstantSplit)": 0.09172119199999998,
"F + H": 0.0031295566000096643,
"Reconstruction solve (BLAS)": 3.6148581532000037,
"Mapped reconstruction [numba+FFT]": 0.00954050639999764,
"Model data + chi^2": 0.009341346800005113,
"log det (F+H) [Cholesky]": 0.05571201360000373,
"log det H [Cholesky]": 0.045085756200006696,
"Regularization term s'Hs": 0.001553125199995975,
"Log evidence (figure of merit)": 0.10032829029999561
"FitImaging construct": 8.208000008380623e-05,
"Blurred image (FFT convolve)": 0.008638289999908011,
"Profile subtracted image": 4.433999993125326e-05,
"Inversion build (trace+Delaunay+mapper)": 0.022416690000000017,
"PSF-weighted data [numba]": 0.003058889999965686,
"MGE operated mapping matrix (60 funcs)": 0.14983798000002935,
"Mapper sparse triplets": 0.017052480000074866,
"Data vector D [numba]": 0.0014287400000284833,
"Curvature matrix F [numba sparse-op]": 0.2916402800000014,
"Regularization matrix H (ConstantSplit)": 0.09061346000003141,
"F + H": 0.002813830000013695,
"Reconstruction solve (BLAS)": 0.47000207000000954,
"Mapped reconstruction [numba+FFT]": 0.0017286499999954684,
"Model data + chi^2": 0.0018000400000346417,
"log det (F+H) [Cholesky]": 0.03419463000004726,
"log det H [Cholesky]": 0.031532190000007176,
"Regularization term s'Hs": 0.000812050000013187,
"Log evidence (figure of merit)": 0.061450309999963794
},
"total_step_by_step": 4.839250981400005,
"direct_log_likelihood_function_per_call": 4.994904638500003,
"warmup_incl_numba_compile_s": 7.218259176000004,
"log_likelihood": 7215.3687893658935,
"pinned_expected": null,
"total_step_by_step": 1.1891470000001392,
"direct_log_likelihood_function_per_call": 1.2646348100000069,
"warmup_incl_numba_compile_s": 3.253364899999724,
"log_likelihood": 7215.369093236955,
"pinned_expected": 7215.3687893658935,
"pinned_drift": []
}
Binary file modified results/breakdown/imaging/delaunay_numba_breakdown_euclid_v2026.8.17.1.png
View file
Open in desktop
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
48 changes: 24 additions & 24 deletions results/breakdown/imaging/delaunay_numba_breakdown_hst_v2026.8.17.1.json
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -5,7 +5,7 @@
"device": "cpu:0",
"xla_flags": "--xla_disable_hlo_passes=constant_folding --xla_gpu_autotune_level=0",
"omp_num_threads": "1",
"cpu_count": 4
"cpu_count": 8
},
"instrument": "hst",
"configuration": {
Expand All @@ -25,29 +25,29 @@
"omp_num_threads": "1"
},
"steps": {
"FitImaging construct": 0.00015594309999187317,
"Blurred image (FFT convolve)": 0.030774156100028448,
"Profile subtracted image": 0.00011517150001054688,
"Inversion build (trace+Delaunay+mapper)": 0.03938092059999008,
"PSF-weighted data [numba]": 0.011929086600002848,
"MGE operated mapping matrix (60 funcs)": 1.1724747234000006,
"Mapper sparse triplets": 0.026465198999994756,
"Data vector D [numba]": 0.008720781399983935,
"Curvature matrix F [numba sparse-op]": 1.4052928210000004,
"Regularization matrix H (ConstantSplit)": 0.10681075329999885,
"F + H": 0.004605925099986053,
"Reconstruction solve (BLAS)": 1.4235228239000093,
"Mapped reconstruction [numba+FFT]": 0.01963783639999974,
"Model data + chi^2": 0.019632536799986156,
"log det (F+H) [Cholesky]": 0.05760797249998859,
"log det H [Cholesky]": 0.04742895750000571,
"Regularization term s'Hs": 0.0014776729999880444,
"Log evidence (figure of merit)": 0.102019350400019
"FitImaging construct": 0.00010670000006030023,
"Blurred image (FFT convolve)": 0.019015520000039032,
"Profile subtracted image": 0.00010823000002346816,
"Inversion build (trace+Delaunay+mapper)": 0.05277517000004082,
"PSF-weighted data [numba]": 0.01558175999998639,
"MGE operated mapping matrix (60 funcs)": 0.4349745199998779,
"Mapper sparse triplets": 0.030901940000103423,
"Data vector D [numba]": 0.008124649999899702,
"Curvature matrix F [numba sparse-op]": 1.7725606600000448,
"Regularization matrix H (ConstantSplit)": 0.13839846999994734,
"F + H": 0.003469200000108685,
"Reconstruction solve (BLAS)": 0.5417054600000938,
"Mapped reconstruction [numba+FFT]": 0.006093289999989792,
"Model data + chi^2": 0.006790640000008352,
"log det (F+H) [Cholesky]": 0.050793790000079754,
"log det H [Cholesky]": 0.04692912999998953,
"Regularization term s'Hs": 0.0011736499999642548,
"Log evidence (figure of merit)": 0.0934743499999513
},
"total_step_by_step": 4.478052631599984,
"direct_log_likelihood_function_per_call": 4.05626313570001,
"warmup_incl_numba_compile_s": 8.269797903999915,
"log_likelihood": 29090.527192303925,
"pinned_expected": null,
"total_step_by_step": 3.222977130000208,
"direct_log_likelihood_function_per_call": 3.664489109999977,
"warmup_incl_numba_compile_s": 5.48075499999959,
"log_likelihood": 29090.52721044813,
"pinned_expected": 29090.527192092646,
"pinned_drift": []
}
Binary file modified results/breakdown/imaging/delaunay_numba_breakdown_hst_v2026.8.17.1.png
View file
Open in desktop
Loading
Sorry, something went wrong. Reload?
Sorry, we cannot display this file.
Sorry, this file is invalid so it cannot be displayed.
Loading
Loading