pulse: register autolens_inference wall-time validation (lens-walltime)

badge.json

@@ -1,6 +1,6 @@
 {
   "schemaVersion": 1,
   "label": "pulse",
-  "message": "2 projects \u00b7 143 records \u00b7 0 cached",
+  "message": "3 projects \u00b7 199 records \u00b7 0 cached",
   "color": "yellow"
 }

dashboard.md

@@ -328,6 +328,96 @@ Project `autofit_profiling`, scope `pyautofit-profiling`, read from [PyAutoLabs/
 - No temporal comparisons: one baseline per setup.
 </details>
 
+<details><summary>autolens_inference — wall-time validation</summary>
+
+Full-fit measurements: one sampler run per row. Every derived number is the producer's; Pulse computes no ratio and never reads a full-fit time as a per-likelihood measurement.
+
+| Likelihood | Instrument | Setup | Hardware class | Model variant | Sampler | Seed | Cores | Wall s | Likelihood evals | Implied ms/eval | Predicted ms/eval | Measured/predicted | Parallel efficiency | Parity | Reference runtime record | Release |
+|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
+| imaging/delaunay | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:mass_total[1] | 1 | 8 | 8648.197281122208 | 38660 | 223.69884327786363 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/delaunay | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:source_pix[2] | 1 | 8 | 453.9056279659271 | 2120 | 214.1064282858147 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/delaunay | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:source_pix[1] | 1 | 8 | 12609.190230846405 | 53920 | 233.84996718928795 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/delaunay | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:light[1] | 1 | 8 | 2269.41446018219 | 10180 | 222.928728898054 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/delaunay | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | light_fixed | nautilus:mass_total[1] | 1 | 8 | 4563.577402114868 | 34060 | 133.98641814782349 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:mass_total[1] | 0 | 8 | 32440.87102484703 | 30400 | 1067.1339152910207 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[2] | 0 | 8 | 5783.566254377365 | 5560 | 1040.2097579815406 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[1] | 0 | 8 | 38212.712732076645 | 34540 | 1106.3321578481946 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:light[1] | 0 | 8 | 5446.4585750103 | 11080 | 491.5576331236732 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:source_lp[1] | 0 | 8 | 3367.1460740566254 | 92550 | 36.38191327992032 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:mass_total[1] | 1 | 8 | 24129.204991340637 | 22020 | 1095.7858760826812 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[2] | 1 | 8 | 4042.287693500519 | 3720 | 1086.6364767474513 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[1] | 1 | 8 | 38641.76520562172 | 34180 | 1130.5373085319404 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:light[1] | 1 | 8 | 5703.012356042862 | 10620 | 537.0068131867101 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | default | nautilus:source_lp[1] | 1 | 8 | 3410.500566005707 | 91250 | 37.375348668555695 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_sparse_fp64 | hpc_a100 | default | nautilus:mass_total[1] | 0 | 8 | 36050.4700050354 | 21720 | 1659.78222859279 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_sparse_fp64 | hpc_a100 | default | nautilus:source_pix[2] | 0 | 8 | 6332.766473293304 | 3820 | 1657.7922704956293 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_sparse_fp64 | hpc_a100 | default | nautilus:source_pix[1] | 0 | 8 | 83132.6692700386 | 34540 | 2406.852034453926 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_sparse_fp64 | hpc_a100 | default | nautilus:light[1] | 0 | 8 | 3972.188988685608 | 10880 | 365.0908996953684 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_sparse_fp64 | hpc_a100 | default | nautilus:source_lp[1] | 0 | 8 | 3471.9577021598816 | 92550 | 37.51439980723805 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:mass_total[1] | 0 | 4 | 558.6179111003876 | 23680 | 23.590283407955553 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[2] | 0 | 4 | 181.06282258033752 | 7800 | 23.21318238209455 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[1] | 0 | 4 | 700.8667027950287 | 33020 | 21.225520981072947 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:light[1] | 0 | 4 | 234.4628677368164 | 11600 | 20.21231618420831 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:source_lp[1] | 0 | 4 | 714.9393587112427 | 92550 | 7.724898527404027 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:mass_total[1] | 1 | 4 | 524.995144367218 | 21640 | 24.26040408351285 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[2] | 1 | 4 | 130.3421642780304 | 5000 | 26.06843285560608 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:source_pix[1] | 1 | 4 | 732.5671072006226 | 34520 | 21.22152685980946 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:light[1] | 1 | 4 | 219.77784371376038 | 10100 | 21.76018254591687 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | default | nautilus:source_lp[1] | 1 | 4 | 712.3624505996704 | 87700 | 8.122718935001943 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:mass_total[1] | 0 | 4 | 826.8618957996368 | 23060 | 35.85697726798078 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:source_pix[2] | 0 | 4 | 298.14068365097046 | 8140 | 36.62661961314134 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:source_pix[1] | 0 | 4 | 1786.1555726528168 | 32820 | 54.42277796017114 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:light[1] | 0 | 4 | 221.9318356513977 | 11100 | 19.993859067693485 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:source_lp[1] | 0 | 4 | 714.965235710144 | 92550 | 7.725178127608256 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:mass_total[1] | 1 | 4 | 811.5136122703552 | 22980 | 35.31390827982399 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:source_pix[2] | 1 | 4 | 226.34285354614258 | 6000 | 37.723808924357094 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:source_pix[1] | 1 | 4 | 1648.602859735489 | 30360 | 54.30180697415971 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:light[1] | 1 | 4 | 196.74390411376953 | 9200 | 21.385206968887992 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | default | nautilus:source_lp[1] | 1 | 4 | 719.88591837883 | 87700 | 8.208505340693614 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:mass_total[1] | 0 | 8 | 2605.161903142929 | 22920 | 113.66325929942973 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:source_pix[2] | 0 | 8 | 579.7866718769073 | 5660 | 102.43580775210377 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:source_pix[1] | 0 | 8 | 4961.520958900452 | 33660 | 147.40109800654935 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:light[1] | 0 | 8 | 1275.32878780365 | 10520 | 121.22897222468156 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:mass_total[1] | 1 | 8 | 2562.1093657016754 | 22240 | 115.20275924917605 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:source_pix[2] | 1 | 8 | 939.1733293533325 | 9460 | 99.278364625088 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:source_pix[1] | 1 | 8 | 4867.771735191345 | 33200 | 146.61963057805258 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | default | nautilus:light[1] | 1 | 8 | 1478.9101498126984 | 12000 | 123.24251248439153 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | light_fixed | nautilus:mass_total[1] | 0 | 8 | 21738.99609732628 | 23780 | 914.1714086344103 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_cpu_dense_fp64 | hpc_a100 | light_fixed | nautilus:mass_total[1] | 1 | 8 | 20092.072603940964 | 20940 | 959.506810121345 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | light_fixed | nautilus:mass_total[1] | 0 | 4 | 490.45253920555115 | 22820 | 21.492223453354562 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_dense_fp64 | hpc_a100 | light_fixed | nautilus:mass_total[1] | 1 | 4 | 449.70745611190796 | 20780 | 21.64135977439403 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | light_fixed | nautilus:mass_total[1] | 0 | 4 | 1624.8536005020142 | 48700 | 33.36455031831651 | — | — | — | diverged | — | 2026.10.17.1 |
+| imaging/rectangular | hst | jax_gpu_sparse_fp64 | hpc_a100 | light_fixed | nautilus:mass_total[1] | 1 | 4 | 1396.915834903717 | 41880 | 33.35520140648799 | — | — | — | diverged | — | 2026.10.17.1 |
+| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | light_fixed | nautilus:mass_total[1] | 0 | 8 | 2329.3615324497223 | 24340 | 95.70096682209213 | — | — | — | not_assessed | — | 2026.10.17.1 |
+| imaging/rectangular | hst | numba_cpu_sparse_fp64 | hpc_ral_cpu | light_fixed | nautilus:mass_total[1] | 1 | 8 | 2076.24631023407 | 21960 | 94.54673543870992 | — | — | — | not_assessed | — | 2026.10.17.1 |
+
+</details>
+
+<details><summary>Capture, qualification and legacy diagnostics</summary>
+
+
+## lens-walltime
+
+<!-- pulse:instance name=lens-walltime receipt=bdc8b2dcba590a5cbc0ce0898b55102a4b10ae6d outcome=ok shown=bdc8b2dcba590a5cbc0ce0898b55102a4b10ae6d -->
+
+Project `autolens_inference`, scope `None`, read from [PyAutoLabs/autolens_inference](https://github.com/PyAutoLabs/autolens_inference) `dashboard/walltime_validation.json` at [`bdc8b2dc`](https://github.com/PyAutoLabs/autolens_inference/tree/bdc8b2dcba590a5cbc0ce0898b55102a4b10ae6d); producer revision `8f9bd55b`; generated 2026-10-21T18:47:10Z; comparison policy `None`. [Project dashboard](https://pyautolabs.github.io/autolens_inference/) · [receipt](https://github.com/PyAutoLabs/PyAutoPulse/blob/main/receipts/lens-walltime.json).
+
+- **Integrity:** ok
+- **Freshness:** freshness policy unspecified · evidence time unknown (evidence unknown (no reason given))
+- **Qualification:** 56 full-fit records (walltime-validation carries no qualification flag)
+
+### lens-walltime / limitations
+
+- Full-fit measurements: one Nautilus stage of one SLaM chain per record, never a per-likelihood cost; the sampler is <sampler>:<stage> because the key has no stage
+- wall_s is the sampler clock (samples_info.json) and includes sampler overhead; implied_ms_per_eval = wall_s / likelihood_evals * 1000 is therefore an upper bound on the per-evaluation cost
+- parallel_efficiency is null: no 1-core row of any key exists yet
+- parity_status is not_assessed unless a declared ruling of record names the run (parity_basis); the exporter computes no parity verdict
+- 56 of 56 records have no Pulse runtime reference: the lens snapshot's runtime records do not determine the operator (dense/sparse) or match the instrument and mesh, so reference_runtime_record_id and predicted_ms_per_eval are null until the lens pin moves to profiling-summary@3
+- 17 CPU-backend record(s) keep host_class hpc_a100 from their config prefix: the row records no host that proves a RAL CPU node
+- 6 stage(s) omitted: stages loaded from another config (--stages-from) are not this run's fit
+- 33 stage(s) omitted: non-default model-variant stages identical to the default run's (one --lens-light both job, one fit) are listed once, under default
+</details>
+
 
 <!-- decision-history:731ca0edc0c01337b75841f88d79bd1838b31ba05910928a6353dc43150ca0ea -->
 ## Decision History

receipts/fit.json

@@ -13,5 +13,5 @@
   "record_count": 31,
   "errors": [],
   "cached_from": null,
-  "refreshed_at": "2026-10-21T18:12:22Z"
+  "refreshed_at": "2026-10-21T19:11:13Z"
 }

receipts/lens-walltime.json

@@ -0,0 +1,17 @@
+{
+  "instance": "lens-walltime",
+  "repo": "autolens_inference",
+  "github": "PyAutoLabs/autolens_inference",
+  "branch": "main",
+  "resolved_commit": "bdc8b2dcba590a5cbc0ce0898b55102a4b10ae6d",
+  "summary_path": "dashboard/walltime_validation.json",
+  "source": "remote",
+  "fetched_at": "2026-10-21T19:08:40Z",
+  "outcome": "ok",
+  "schema": "walltime-validation",
+  "version": 1,
+  "record_count": 56,
+  "errors": [],
+  "cached_from": null,
+  "refreshed_at": "2026-10-21T19:11:14Z"
+}

receipts/lens.json

@@ -13,5 +13,5 @@
   "record_count": 112,
   "errors": [],
   "cached_from": null,
-  "refreshed_at": "2026-10-21T18:12:20Z"
+  "refreshed_at": "2026-10-21T19:11:12Z"
 }

registry.yaml

@@ -19,3 +19,10 @@ instances:
     dashboard_url: https://pyautolabs.github.io/autofit_profiling/
     library_refs: [PyAutoFit]
     cortex_project: null
+  - instance: lens-walltime
+    repo: autolens_inference
+    summary_path: dashboard/walltime_validation.json
+    supported_schema: walltime-validation@1
+    dashboard_url: https://pyautolabs.github.io/autolens_inference/
+    library_refs: [PyAutoLens, PyAutoGalaxy, PyAutoArray, PyAutoFit]
+    cortex_project: autolens_inference