| # Development history |
|
|
| This is the previous model card, kept verbatim. |
|
|
| --- |
| title: Well Event Transfer Audit |
| emoji: 🛢️ |
| colorFrom: blue |
| colorTo: gray |
| sdk: static |
| app_file: index.html |
| license: mit |
| --- |
| # Well event transfer audit |
| |
| Free static browser interface for the frozen public 3W negative-result study. |
| All eleven candidates, group concentration, unknown-onset and abstention limits |
| are visible. No live telemetry, user upload, inference endpoint, plant connection |
| or control. No deployment admission or verified field adoption. |
| |
| Data are derived from Petrobras 3W under CC BY 4.0; authored interface is MIT. |
| Exact model/Dataset revisions and full attribution are linked from the page. |
| |
| ## Complete-checkpoint conformance |
| |
| The `tspulse-preflight.html` saved-result explorer adds actual full original |
| TSPulse weights, causal end-window author checks, unchanged cross-host probes, |
| and original failure/recovery evidence. It runs no browser inference, receives |
| no field data, and does not score any reserved well groups. Its linked replay |
| kit retains Apache 2.0 pretrained weights/code and MIT authored adaptation. |
| The eleven original candidate data and old publication manifest are preserved; |
| this methods addition has its own `TSPULSE-CONTENT-MANIFEST.json`. |
| |
| |
| ## Separate full causal foundation validation comparison |
| |
| [Inspect all fifteen retained methods](https://sankalpsthakur-well-event-transfer-audit.static.hf.space/foundation-validation.html), |
| common/native eligibility, eight filename groups, all twenty-four labelled |
| episodes and group uncertainty. The original included CPU first phase is |
| COMPLETE; the separate Mac portability audit remains FAILED on both TCNs. |
| Full pretrained TSPulse finds no new validation onset within 300 seconds at |
| its selected budget. Eleven of the primary logistic's thirteen onset discoveries |
| come from one filename group. No candidate is promoted. |
| |
| This static browser displays frozen validation results. Eight reserved groups |
| remain unopened; no live inference, plant access or command path is present. |
| Original confirmation results remain a separate unchanged study. |
| |
| [Verified foundation validation publication evidence](FOUNDATION-VALIDATION-PUBLICATION.md). Original scientific/source presentation objects are preserved. |
| |
| |
| ## Separate Linux saved-probe reproducibility controls |
| |
| [The immutable diagnostic report](https://huggingface.co/sankalpsthakur/well-production-event-causal/blob/f183a37536df3ca979ab36329be5244334c4e7ff/tcn-linux-diagnostic/REPORT.md) |
| binds one included offline CPU job and all 96 controls. Forty runs reproduce |
| all 128 original scores exactly; 56 fail the unchanged original tolerance. |
| MKLDNN-enabled tested batches 8/32/64/128/256 pass; batch 1 and all disabled |
| backend conditions fail. The original Mac aggregate audit stays FAILED. |
| No fit, retuning, reserved predictions or model promotion occurred. Complete |
| validation-stream construction and single-window inference remain unqualified. |
| The static page shows these saved results and links exact source/outputs/receipts. |
| |
| |
| The separate Linux notice has verified publication/readback evidence in [LINUX-REPLAY-PUBLICATION.md](LINUX-REPLAY-PUBLICATION.md); all original scientific UI/data bytes remain preserved. |
| |
| |
| ## Complete validation numerical replay |
| |
| The [six-profile full-stream explorer](https://sankalpsthakur-well-event-transfer-audit.static.hf.space/tcn-stream-validation.html) |
| retains both unchanged TCN checkpoints, all 121,325 eligible validation decisions, |
| eight groups and every cloud call time. Native batches and a fixed current-only |
| eight-copy adaptation reproduce every eligible score exactly; ordinary one-row |
| inference preserves both original-tolerance failures. No frozen alarm changes, |
| model promotion, new fitting/retuning, reserved predictions or device qualification. |
| The original Mac audit remains FAILED. Scientific artifact revision: d1571dbacd2d6ba499c5652253f84d7c095acfc0 . |
| |
| All source/weights/outputs and the actual anonymous saved-result replay remain in |
| [the bound research module](https://huggingface.co/sankalpsthakur/well-production-event-causal/tree/d1571dbacd2d6ba499c5652253f84d7c095acfc0/tcn-stream-replay). |
| The static explorer renders saved results; no live telemetry or model inference. |
| |
| |
| ## Complete incoming well-signal path review |
| |
| [The incremental saved-results explorer](https://sankalpsthakur-well-event-transfer-audit.static.hf.space/incremental-well-validation.html) |
| shows both complete 33-record profiles, all eight filename groups, strict feature |
| and score comparisons, current missingness and packet-to-alarm timing tails. |
| All 121,325 eligible scores/checkpoint and every rolling feature match bit for |
| bit. Included CPU recovery version 2 is COMPLETE; original version 1 stays ERROR. |
| Both checkpoints still discover zero new known onset within 300 s; no model is |
| promoted. No raw reserved prediction, fitting or retuning occurs. |
| |
| The browser displays saved evidence and receives no physical telemetry or camera |
| input. Physical source/calibration, target-device performance, commissioning, |
| field acceptance, adoption and qualified expert growth remain open. Scientific |
| content revision: bf3425c5cb26f5d53a60bdf5410deb70f0f27c3a . |
| |
