| Campaign | Status | Links |
|---|---|---|
Setup baseline collection and scientific acceptance2 tasks · next stepReview the Pulse collection choices (candidate input hashes and 31-worker resource plan verified without execution) alongside project correctness audit #417. Resolve data origin/suitability, named host/stack/full settings, witness/tolerances and background-load method. No freeze, compute or acceptance authorized. Active tasksFreeze the setup baseline specification, then collect and review evidence↗HST/MGE raw fixed-parameter CPU runner merged in #416; Pulse handoff #55 merged and Mind implementation closed. Resolve exact production host/stack/data, full settings, independent correctness witness/tolerances and background-load method. No collection, campaign freeze or acceptance authorized; global compile dispatch remains unavailable. Prepare and review the HST/MGE fp64 CPU pilot↗Review the Pulse collection choices (candidate input hashes and 31-worker resource plan verified without execution) alongside project correctness audit #417. Resolve data origin/suitability, named host/stack/full settings, witness/tolerances and background-load method. No freeze, compute or acceptance authorized. | needs-decision | |
Point-source image plane · CPU1 task · next stepNo new committed campaign measurements. Phases 1–4 remain shipped; epic closure is a human decision. Carried leftovers remain pending. RAL queue empty at review, but transfer preview timed out: cleanup folders and unpulled results unverified. Select one owed cleanup/measurement phase only after review. Active tasksPoint-source (single-source) CPU campaign — carried leftovers and completion evidence↗No new committed campaign measurements. Phases 1–4 remain shipped; epic closure is a human decision. Carried leftovers remain pending. RAL queue empty at review, but transfer preview timed out: cleanup folders and unpulled results unverified. Select one owed cleanup/measurement phase only after review. | active | |
Point-source image plane · A1001 task · next stepNo new image-plane fit measurement found. Correctness fix #768 remains shipped; current libraries now have release 2026.10.12.1, not a measured performance baseline. Image-plane admission measurement still needs authorization. #411 merged 2026-10-13, recording the paired-round MDI reinterpretation; no new measurement. Active tasksPoint-source A100 speed-up campaign: profile and optimize with the shared breakdown↗No new image-plane fit measurement found. Correctness fix #768 remains shipped; current libraries now have release 2026.10.12.1, not a measured performance baseline. Image-plane admission measurement still needs authorization. #411 merged 2026-10-13, recording the paired-round MDI reinterpretation; no new measurement. | needs-decision | |
Point-source source plane2 tasks · next stepCore remains parked; autolens_inference#21 reorganized setup evidence but added no point-source gradient admission measurement. #408 merged median fields into 11 runtime cells; #412 merged 2026-10-13, completing headline/repeat support. No new runtime sweep; keep Blackjax parked. Active tasksRuntime cells' A100 `single_jit` includes the post-compile warm-up — source-plane 0.642 ms vs a steady 0.267 ms on the same node↗#408 merged 2026-10-09: median headline fields now wired into 11 runtime cells, superseding the old imaging-not-wired note. #412 merged 2026-10-13 with remaining headline/repeat support. No new runtime sweep; fresh median evidence still missing. Point-source source-plane chi-squared speed-up campaign — remaining candidates (phases 1–2e shipped)Still blocked on a point-source gradient-sampler admission measurement. Inference #21 is setup organization, not that measurement. Keep parked. | parked | |
Cluster PointSolver robustness and performance2 tasks · next stepNo campaign wiki/results change or new matching implementation claim found. Representative cluster baseline and observable-overflow policy remain unstarted. Choose one bounded phase; inherited single-source results do not qualify a representative cluster baseline. Active tasksCluster PointSolver — robustness, analysis settings and performanceUnissued, no claim. Pick one bounded phase per Mind epics.md: observable-overflow invalid-result policy + CI witness, or a representative-data baseline cell. PointSolver profiling cells: lensed quasar → cluster runtime tier → single/multi-source → multiplaneUnissued, no claim. Candidate first cell: a representative-data cluster likelihood_runtime baseline (single-source preset). | active | |
Interferometer likelihood and streaming5 tasks · next stepThree PyAutoArray tasks filed 2026-10-15 from the Aris 512×512 profiling (PyAutoPulse#62): #626 sparse data vector memory (active, --auto), #627 AdaptSplit log-det backend parity and #628 numba route-gate cost model (queued behind the PyAutoArray claim). Streaming 1e8 CPU/A100 rows and the #332 memo after-measurement still need authorization; curvature preload needs the fixed-mapper science decision; FFT levers remain unstarted. Active tasksInterferometer fixed-mapper searches: reuse the W~ curvature matrix across likelihood calls via `preloads.curvature_matrix`Phase 1 Mind draft (2026-10-04) still unstarted; run it through start_dev. Human science call first - no production SLaM stage holds the mapper fixed today. fnnls warm-start memo: stop it slowing scattered evaluation streams (interferometer CPU, autolens_profiling#332)↗Library half shipped: PyAutoArray#615 (closes #613) merged 2026-10-06, in 2026.10.7.1. Local solver-only witness (n=576): iid memo on/off 1.49x → 1.17x; walk 0.18x unchanged. Owed: re-run the autolens_profiling#332 ALMA Delaunay 2.17x after-measurement (needs compute authorization). Campaign: interferometer streaming (array-free) vs in-memory — memory and time scaling to 2e8 visibilities↗Phase 1 CPU cells + results/streaming_scaling rows merged (autolens_profiling#375, 2026-10-04); wiki/campaigns/interferometer_streaming.md. Optional: 1e8 CPU row and A100 rows (compute authorization). Library candidate unfiled: chunk transformer.image_from in apply_sparse_operator (memory). Interferometer large-mask likelihood (Aris 512×512): sparse data-vector memory, AdaptSplit log-det backend parity, numba route-gate cost model↗PyAutoArray#626 active under --auto (worktree interferometer-sparse-data-vector; witness 7.2 GB -> <= ~3.5 GB at 5,746 vertices); #627 and #628 queued in Mind planned.md behind the PyAutoArray claim, in that order. Record each before/after witness table in the task file at close-out. Interferometer W~ curvature matrix is FFT-bound on the mask extent: pruned padded FFT and real-space pixel scale on the A100Unstarted (no PR/issue/branch/results, 2026-10-04). Select one bounded step when prioritised. | active | |
Linear-solver accuracy and cost0 tasks · next stepRetain the 2026-10-08 human decision: Jacobi for Mapper, raw+polish for MGE-only, no default change. Project wiki still says decision pending (stale). No new solver measurements after the recorded phase-5 results; release 2026.10.12.1 does not supply a rerun. Wide-prior/interferometer gaps remain evidence gaps, not authorized tasks. Active tasksNo open tasks. | active | |
Production imaging and likelihood breakdown3 tasks · next stepNo new production-over-sampling or post-certified measurements. #408 now adds median headline fields to runtime cells; #412 merged 2026-10-13 and extends remaining headline surfaces. Production presets, memo-blind harness, cumulative MGE steps and quick-update costs remain separate pending work. Scope production-preset phase 1 (CPU smoke only); A100 measurement separately authorized. Active tasksProfile imaging pixelizations at production over-samplingPhase 1 (workspace-only): --instrument euclid|hst presets for the JAX Delaunay runtime/breakdown cells, keeping flat-1 selectable; CPU smoke only. A100 re-measure is a separate compute-authorized phase. Assess remaining likelihood bottlenecks after certified solver integration on CPU and GPUsBlocked-by is stale: resolved 2026-09-27 (PyAutoArray#567 in 2026.9.26.1). Unissued; scope one bounded phase from the full task contract. Quick-update plotting cost — minutes per update, and it is not JAX compileUnchanged; targets PyAutoLens/PyAutoGalaxy (PyAutoLens#680 closed 2026-07-31, no follow-up issue). Select one bounded step when prioritised. | active | |
Measurement reliability and profiling tools8 tasks · next stepTiming audit #410–#412 and raw HST/MGE pilot producer #416 merged; implementation issues #362/#415 closed. No fresh production measurements or scientific acceptance. C1/C11 repeat counts, C5 estimator policy, memo interpretation, fresh runtime repeats and other tools remain pending. Active tasksMGE likelihood_breakdown steps are cumulative and `linear_gaussians` is reported as 0Unchanged and unissued (no GitHub refs, 2026-10-04). Select one bounded step when measurement-tools is prioritised. A gradient-cost probe: forward vs `value_and_grad` ms/eval and a strict FD check, on any registry cellUnissued. New context 2026-10-07: Heart unit-test timing flagged PyAutoLens forward-gradient tests +150%/+96% after PyAutoLens#768 rewrote that test file; not a controlled comparison, and this probe is the right instrument. Select one bounded step when prioritised. Numba breakdown harness: perturb the instance so the operated-matrix memo cannot hide a stepUnchanged and unissued (PyAutoArray#496 closed 2026-08-27). Select one bounded step when prioritised. Search settings-estimation + profiling infrastructure (n_starts / batch_size / n_batch)Unchanged and unissued (autolens_profiling#82 closed 2026-08-18). Select one bounded step when prioritised. jax_compile/probe.py lost its cell builder with the searches tier — give profiling its ownManual HST/MGE fp64 jit builder #414 and separate raw pilot runner #416 merged. Bounded Mind implementations complete; wider builder coverage/global compile dispatch still unavailable. Agree a next capability or separately authorize a qualified pilot; no production compute authorized. profile_lens_aggregator.py cannot run from the autolens_workspace_developer root: no config/ directoryUnchanged: workspace_developer main still has no root config/ (bug presumed live, not re-run). Select one bounded step when prioritised. jax_profiling/gradient/imaging/pixelization.py: 3.2% of its pin move is unattributedUnchanged and unissued (PyAutoArray#490 merged 2026-08-26). Select one bounded step when prioritised. Pair JAX/XLA env vars with measured compile and run times, per backendUnchanged and unissued. Context: the jax-version policy is now released (2026.10.7.1 libraries require Nerves with the JAX deadlock exclusions). Select one bounded step when prioritised. | active | |
PyAutoFit profiling bootstrap1 task · next stepB4a merged (autofit_profiling#3, Pulse#60); B4b at PR (issue autofit_profiling#4) ports the EP / graphical N3/N10/N30 baselines and the analytic parity cell (runtime + memory records, same laptop host as B4a). Truth logL sums and both N30 sanity FAILs reproduce exactly; every wall is faster than the committed developer baseline beyond 2x (improved). Receipt/snapshot refresh after its Pages deploy. Epic 2 not opened. Active tasksautofit_profiling: bootstrap the repo + general PyAutoFit profiling epicB4a merged (autofit_profiling#3, Pulse#60); B4b at PR (issue autofit_profiling#4) ports the EP / graphical N3/N10/N30 baselines and the analytic parity cell (runtime + memory records, same laptop host as B4a). Truth logL sums and both N30 sanity FAILs reproduce exactly; every wall is faster than the committed developer baseline beyond 2x (improved). Receipt/snapshot refresh after its Pages deploy. Epic 2 not opened. | active | |
Critical curves and evaluation grids0 tasks · next stepNo new campaign measurement. Phase 3b cap fix remains shipped; project wiki still incorrectly says #646 awaits merge/release. Seed coverage and path completion remain unresolved; retain marching-squares decision and ask the human whether to scope the next phase. Active tasksNo open tasks. | needs-decision | |
Certified positive solver0 tasks · next stepParked unchanged. No new campaign evidence; existing C2/library/workspace drafts remain pending. Do not infer admission from solver timing, and do not change default or restart the campaign. Active tasksNo open tasks. | parked |