Open-weight model
well-production-event-causal
by Sankalp Thakur sankalpsthakur/well-production-event-causal
well-production-event-causal is an open-weight model from Sankalp Thakur, released under MIT License. Its published files total 358.3 MB.
Compact causal detectors for production events in real offshore well recordings from Petrobras 3W 2.0, tested on well groups they never saw during training. These are research models with their failures published. None is ready for deployment.
Parameters—
Context—
Weights19.8 MB
Licensemit
AccessOpen weights
Monthly Downloads—
Model Card
By Sankalp Thakur, published under mit, revision ea7b875b5d88.
Compact causal detectors for production events in real offshore well recordings from Petrobras 3W 2.0, tested on well groups they never saw during training. These are research models with their failures published. None is ready for deployment. The validation-selected primary is a 36-parameter logistic model. Two causal TCNs have 4,961 parameters each. Twenty-one of the covered episodes already had an alarm running when they began. In a later 15-method validation comparison, the selected logistic model caught 13 of 24 onsets within 300 s, 11 of them from one recording group. IBM's pretrained TSPulse caught none. - Every trained candidate and reference method, with the full report and…
Read Sankalp Thakur's full model card
Well production-event detectors (Petrobras 3W)
Compact causal detectors for production events in real offshore well recordings from Petrobras 3W 2.0, tested on well groups they never saw during training. These are research models with their failures published. None is ready for deployment.
Results on unseen well groups
The validation-selected primary is a 36-parameter logistic model. Two causal TCNs have 4,961 parameters each.
| Measure | Result | Budget |
|---|---|---|
| Episodes covered | 24 of 55 | |
| Known onsets caught within 300 s | 3 of 12 | |
| False alarms | 42 over 9.124 normal days | 1 per day |
| Normal time spent in alarm | 64.392% | 1% |
| Normal time with usable inputs | 59.812% |
Twenty-one of the covered episodes already had an alarm running when they began. In a later 15-method validation comparison, the selected logistic model caught 13 of 24 onsets within 300 s, 11 of them from one recording group. IBM's pretrained TSPulse caught none.
What's here
- Every trained candidate and reference method, with the full report and deployment assessment
- The 15-method validation comparison and the TSPulse causal preflight
- Streaming replay and timing: median 3.46 and 3.35 ms per packet for the two TCNs on the observed Linux CPU, excluding file decoding and acquisition. This is not a target-device latency.
- Audit tables in the 3W audit dataset, and a live explorer
Reproduce
From the repository root, at a fixed revision:
uv run --no-project --python 3.12 --with numpy==2.2.6 --with torch==2.8.0 python tools/replay_well_checkpoints.py --artifacts artifacts --receipt replay.json
This checks every artifact hash and reloads all eight learned checkpoints. It does no training.
Limits
- Scores rank classes. They are not calibrated failure probabilities.
- Target hardware, site calibration and field acceptance are untested. Eight held-out well groups are kept unopened for a future fresh test.
- The input checks for malformed, stale or wrong-unit packets are not connected to these classifiers.
License
Authored code and weights are MIT. Data derived from Petrobras 3W keeps CC BY 4.0; see ATTRIBUTION.md. The TSPulse weights and code in the preflight kit keep Apache 2.0.
The full development log, including every recovered failure, is in HISTORY.md.
Identity and Version
- Repository
- sankalpsthakur/well-production-event-causal
- Publisher
- Sankalp Thakur
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- Not stated by the source
- Languages
- Not stated by the source
- Revision
- ea7b875b5d88196d5bc3d50b77f267dad8186133
- First published
- 2026-10-04
- Last updated
- 2026-10-07
Files and Weights
438 files, 358.3 MB in total. The weights are 48 files totalling 19.8 MB in npz.
Weights48 files · 19.8 MB
Configuration279 files · 34.2 MB
Documentation39 files · 177.7 KB
Other71 files · 304.2 MB
Repository1 file · 2.0 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| artifacts/causal_tcn_seed29.npz | Weights | 22.2 KB | ea1756f830cb |
| artifacts/causal_tcn_seed7.npz | Weights | 22.2 KB | 83190a798819 |
| artifacts/checkpoint-reload-inputs.npz | Weights | 39.5 KB | 6bde8f111b2d |
| artifacts/confirmation-traces.npz | Weights | 1.2 MB | a9e36eda434a |
| artifacts/missingness_logistic_C0.1.npz | Weights | 475 B | 33ea12ffd937 |
| artifacts/missingness_logistic_C1.0.npz | Weights | 473 B | ef0113aa5424 |
| artifacts/missingness_logistic_C10.0.npz | Weights | 474 B | 1852c6399a83 |
| artifacts/reference-reload-inputs.npz | Weights | 3.8 MB | 1798c750c380 |
| artifacts/signal_logistic_C0.1.npz | Weights | 713 B | d9eac1023d4c |
| artifacts/signal_logistic_C1.0.npz | Weights | 714 B | e637778f2382 |
| artifacts/signal_logistic_C10.0.npz | Weights | 714 B | f7faa8eed57f |
| artifacts/training-window-selection.npz | Weights | 108.1 KB | b72664cc59af |
| artifacts/validation-traces.npz | Weights | 3.0 MB | 73919eadd166 |
| foundation-validation/foundation_review/actual-v2-collected/causal_tcn_seed29-actual-replay.npz | Weights | 1.5 KB | 533881950034 |
| foundation-validation/foundation_review/actual-v2-collected/causal_tcn_seed7-actual-replay.npz | Weights | 1.6 KB | 195ab1a9af8f |
| foundation-validation/foundation_review/actual-v2-collected/extra_trees_depth8-actual-replay.npz | Weights | 1.1 KB | 901c1c112e7d |
| foundation-validation/foundation_review/actual-v2-collected/extra_trees_depthNone-actual-replay.npz | Weights | 1.8 KB | 992311b1bade |
| foundation-validation/foundation_review/actual-v2-collected/missingness_logistic_C0.1-actual-replay.npz | Weights | 657 B | 7f6560363d6b |
| foundation-validation/foundation_review/actual-v2-collected/missingness_logistic_C1.0-actual-replay.npz | Weights | 657 B | 2319a47ba404 |
| foundation-validation/foundation_review/actual-v2-collected/missingness_logistic_C10.0-actual-replay.npz | Weights | 657 B | 0611d561554d |
| foundation-validation/foundation_review/actual-v2-collected/normal_isolation_forest-actual-replay.npz | Weights | 2.1 KB | f2d977e95995 |
| foundation-validation/foundation_review/actual-v2-collected/normal_residual_cusum_k0.5-actual-replay.npz | Weights | 16.5 KB | 9dea5dedfd3b |
| foundation-validation/foundation_review/actual-v2-collected/normal_residual_cusum_k1.0-actual-replay.npz | Weights | 26.2 KB | 3b87b5cf5518 |
| foundation-validation/foundation_review/actual-v2-collected/normal_residual_max-actual-replay.npz | Weights | 5.7 KB | 0eb41fddef32 |
| foundation-validation/foundation_review/actual-v2-collected/signal_logistic_C0.1-actual-replay.npz | Weights | 2.6 KB | ed56509f41ef |
| foundation-validation/foundation_review/actual-v2-collected/signal_logistic_C1.0-actual-replay.npz | Weights | 2.6 KB | 8b3248da836e |
| foundation-validation/foundation_review/actual-v2-collected/signal_logistic_C10.0-actual-replay.npz | Weights | 2.6 KB | 53973e46536b |
| foundation-validation/foundation_review/actual-v2-collected/tspulse_endwindow-actual-replay.npz | Weights | 7.3 KB | 3078d826043b |
| foundation-validation/outputs/causal_tcn_seed29.npz | Weights | 35.7 KB | bc8d6fadc08c |
| foundation-validation/outputs/causal_tcn_seed7.npz | Weights | 35.8 KB | 55c22bbd941d |
| foundation-validation/outputs/extra_trees_depth8.npz | Weights | 397.5 KB | 429b793a47f3 |
| foundation-validation/outputs/extra_trees_depthNone.npz | Weights | 799.5 KB | c110ca8e701a |
| foundation-validation/outputs/missingness_logistic_C0.1.npz | Weights | 534 B | 4e4da21b231d |
| foundation-validation/outputs/missingness_logistic_C1.0.npz | Weights | 535 B | bb353760e665 |
| foundation-validation/outputs/missingness_logistic_C10.0.npz | Weights | 534 B | 34567bd79aa1 |
| foundation-validation/outputs/normal_isolation_forest.npz | Weights | 264.8 KB | 9da0554785ff |
| foundation-validation/outputs/signal_logistic_C0.1.npz | Weights | 833 B | bdaa7c9848a7 |
| foundation-validation/outputs/signal_logistic_C1.0.npz | Weights | 833 B | 4430654c65ca |
| foundation-validation/outputs/signal_logistic_C10.0.npz | Weights | 832 B | 26b78f1804a2 |
| foundation-validation/outputs/training-feature-probes.npz | Weights | 78.5 KB | ab8ff7456b4d |
| foundation-validation/outputs/training-selection.npz | Weights | 109.1 KB | b0b7d8f692bd |
| foundation-validation/outputs/tspulse-batch-timings.npz | Weights | 66.4 KB | d82f0278adfc |
| foundation-validation/outputs/validation-feature-probes.npz | Weights | 41.5 KB | 9c314cc96b51 |
| foundation-validation/outputs/validation-reference-inputs.npz | Weights | 3.0 MB | efe91918762f |
| foundation-validation/outputs/validation-traces.npz | Weights | 6.2 MB | fc306f8685e3 |
| foundation-validation/outputs/validation-tspulse-probes.npz | Weights | 87.7 KB | 71291f8e1a1b |
| foundation-validation/tcn_replay_diagnostic/results/mac-v1/all-experiments.npz | Weights | 110.4 KB | 454c222cfb24 |
| tcn-linux-diagnostic/results/linux-v1/all-linux-experiments.npz | Weights | 200.6 KB | 2d46c6897362 |
| PUBLICATION-MANIFEST.json | Configuration | 11.4 KB | — |
| artifacts/artifact-manifest.json | Configuration | 2.6 KB | — |
| artifacts/benchmark-result.json | Configuration | 649.1 KB | — |
| artifacts/confirmation-record-index.json | Configuration | 26.5 KB | — |
| artifacts/scalers.json | Configuration | 2.5 KB | — |
| artifacts/selection-before-confirmation.json | Configuration | 374.1 KB | — |
| artifacts/training.json | Configuration | 6.5 KB | — |
| artifacts/validation-record-index.json | Configuration | 6.3 KB | — |
| foundation-validation/browser-evidence/LOCAL-BROWSER-FAILURE-1.json | Configuration | 573 B | — |
| foundation-validation/browser-evidence/LOCAL-BROWSER-FAILURE-2.json | Configuration | 582 B | — |
| foundation-validation/browser-evidence/local-cases.json | Configuration | 486.8 KB | — |
| foundation-validation/browser-evidence/local-layout.json | Configuration | 844 B | — |
| foundation-validation/foundation_review/REPLAY-COLLECTION-REVIEW.json | Configuration | 1.2 KB | — |
| foundation-validation/foundation_review/actual-v1/REVIEW.json | Configuration | 5.3 KB | — |
| foundation-validation/foundation_review/actual-v2-collected/REVIEW.json | Configuration | 13.0 KB | — |
| foundation-validation/foundation_review/actual-v2-collected/SAVED-MODEL-REPLAY.json | Configuration | 7.1 KB | — |
| foundation-validation/foundation_review/arithmetic.py | Configuration | 13.2 KB | — |
| foundation-validation/foundation_review/audit_result.py | Configuration | 16.8 KB | — |
| foundation-validation/foundation_review/bundle.py | Configuration | 17.0 KB | — |
| foundation-validation/foundation_review/provider-v1/OBSERVATION.json | Configuration | 919 B | — |
| foundation-validation/foundation_review/provider-v1/provider-metadata.json | Configuration | 755 B | — |
| foundation-validation/foundation_review/provider-v1/provider-receipt.json | Configuration | 3.0 KB | — |
| foundation-validation/foundation_review/provider-v1/provider-source.py | Configuration | 154.6 KB | — |
| foundation-validation/foundation_review/test_review.py | Configuration | 22.8 KB | — |
| foundation-validation/foundation_study/CLOUD-SUBMISSION.json | Configuration | 1.7 KB | — |
| foundation-validation/foundation_study/PROTOCOL.json | Configuration | 11.3 KB | — |
| foundation-validation/foundation_study/SOURCE-FREEZE.json | Configuration | 2.4 KB | — |
| foundation-validation/outputs/ARTIFACTS.json | Configuration | 4.4 KB | — |
| foundation-validation/outputs/PROGRESS.json | Configuration | 203 B | — |
| foundation-validation/outputs/RUN.json | Configuration | 1.7 KB | — |
| foundation-validation/outputs/SELECTION.json | Configuration | 936.9 KB | — |
| foundation-validation/outputs/VALIDATION.json | Configuration | 639.6 KB | — |
| foundation-validation/outputs/causal_tcn_seed29-history.json | Configuration | 840 B | — |
| foundation-validation/outputs/causal_tcn_seed7-history.json | Configuration | 840 B | — |
| foundation-validation/outputs/scalers.json | Configuration | 3.5 KB | — |
| foundation-validation/outputs/training-progress.json | Configuration | 10.0 KB | — |
| foundation-validation/outputs/training.json | Configuration | 10.2 KB | — |
| foundation-validation/outputs/tspulse-reload.json | Configuration | 1.8 KB | — |
| foundation-validation/outputs/tspulse-scoring-progress.json | Configuration | 110 B | — |
| foundation-validation/outputs/validation-records.json | Configuration | 337.0 KB | — |
| foundation-validation/presentation.json | Configuration | 691.3 KB | — |
| foundation-validation/publication-receipts/ANONYMOUS-ARRAY-COMPARISON.json | Configuration | 513 B | — |
| foundation-validation/publication-receipts/BROWSER-QA.json | Configuration | 2.0 KB | — |
| foundation-validation/publication-receipts/HUB-PACKAGING-DELTA.json | Configuration | 909 B | — |
| foundation-validation/publication-receipts/MODEL-ANONYMOUS-VERIFICATION-V2.json | Configuration | 23.2 KB | — |
| foundation-validation/publication-receipts/MODEL-ANONYMOUS-VERIFICATION.json | Configuration | 661 B | — |
| foundation-validation/publication-receipts/MODEL-CONTENT-PUBLICATION.json | Configuration | 16.5 KB | — |
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| foundation-validation/publication-receipts/SPACE-CONTENT-PUBLICATION.json | Configuration | 1.5 KB | — |
| foundation-validation/publication-receipts/browser/live-cases.json | Configuration | 486.8 KB | — |
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| foundation-validation/publication-receipts/browser/live-navigation.json | Configuration | 400 B | — |
| foundation-validation/publication-receipts/browser/live-source-check-observed.json | Configuration | 4.1 KB | — |
| foundation-validation/publication-receipts/browser/live-source-check-v2.json | Configuration | 2.4 KB | — |
| foundation-validation/publication-receipts/browser/local-navigation.json | Configuration | 315 B | — |
| foundation-validation/publication-receipts/verify_public.py | Configuration | 9.2 KB | — |
| foundation-validation/publication.json | Configuration | 1.8 KB | — |
| foundation-validation/source-corpus-audit.json | Configuration | 24.3 MB | de221eed3ddc |
| foundation-validation/tcn_replay_diagnostic/PROTOCOL.json | Configuration | 1.9 KB | — |
| foundation-validation/tcn_replay_diagnostic/results/mac-v1/RESULT.json | Configuration | 32.4 KB | — |
| foundation-validation/tcn_replay_diagnostic/run.py | Configuration | 7.4 KB | — |
| incremental-well-validation/ANONYMOUS-KIT-REPLAY.json | Configuration | 848 B | — |
| incremental-well-validation/CLOUD-RESULT.json | Configuration | 4.9 KB | — |
| incremental-well-validation/CONTENT-AND-LIVE-RECEIPTS.json | Configuration | 10.0 KB | — |
| incremental-well-validation/CONTENT-MANIFEST.json | Configuration | 9.9 KB | — |
| incremental-well-validation/DEPENDENCIES.json | Configuration | 10.1 KB | — |
| incremental-well-validation/LIVE-SOURCE-VERIFICATION.json | Configuration | 3.7 KB | — |
| incremental-well-validation/LOCAL-LOG-DERIVATIONS.json | Configuration | 1.0 KB | — |
| incremental-well-validation/MODEL-ANONYMOUS-VERIFICATION.json | Configuration | 16.2 KB | — |
| incremental-well-validation/NULL-DECODER-FIX.json | Configuration | 951 B | — |
| incremental-well-validation/NULL-DECODER-REPRODUCTION.json | Configuration | 680 B | — |
| incremental-well-validation/PRE-PRIVACY-PACKAGING-REVIEW.json | Configuration | 13.7 KB | — |
| incremental-well-validation/SOURCE-FREEZE.json | Configuration | 3.4 KB | — |
| incremental-well-validation/SPACE-ANONYMOUS-VERIFICATION.json | Configuration | 2.1 KB | — |
| incremental-well-validation/accepted-original-provider-source.py | Configuration | 8.4 KB | — |
| incremental-well-validation/accepted-recovery-provider-source.py | Configuration | 8.9 KB | — |
| incremental-well-validation/anonymous_replay.py | Configuration | 4.5 KB | — |
| incremental-well-validation/finalize_privacy_review.py | Configuration | 3.3 KB | — |
| incremental-well-validation/method/NULL-DECODER-RECOVERY-PROTOCOL.json | Configuration | 4.5 KB | — |
| incremental-well-validation/method/PROTOCOL.json | Configuration | 25.5 KB | — |
| incremental-well-validation/method/REFERENCE-BINDING.json | Configuration | 1.2 KB | — |
| incremental-well-validation/method/REVIEW-PROTOCOL.json | Configuration | 2.3 KB | — |
| incremental-well-validation/method/TIMING-ADDENDUM.json | Configuration | 2.3 KB | — |
| incremental-well-validation/method/array_storage.py | Configuration | 3.9 KB | — |
| incremental-well-validation/method/contracts.py | Configuration | 4.8 KB | — |
| incremental-well-validation/method/input_reader.py | Configuration | 13.6 KB | — |
| incremental-well-validation/method/reference/features.py | Configuration | 6.4 KB | — |
| incremental-well-validation/method/reference/metrics.py | Configuration | 10.9 KB | — |
| incremental-well-validation/method/review.py | Configuration | 21.9 KB | — |
| incremental-well-validation/method/run.py | Configuration | 30.8 KB | — |
| incremental-well-validation/method/test_input_reader.py | Configuration | 14.4 KB | — |
| incremental-well-validation/method/test_pipeline.py | Configuration | 16.0 KB | — |
| incremental-well-validation/null_decoder_recovery_v2/CLOUD-ATTEMPT.json | Configuration | 2.6 KB | — |
| incremental-well-validation/null_decoder_recovery_v2/CLOUD-RESULT.json | Configuration | 6.9 KB | — |
| incremental-well-validation/null_decoder_recovery_v2/CLOUD-SUBMISSION.json | Configuration | 2.2 KB | — |
| incremental-well-validation/null_decoder_recovery_v2/DATASET-READBACK.json | Configuration | 2.0 KB | — |
| incremental-well-validation/null_decoder_recovery_v2/LIVE-OBSERVATION.json | Configuration | 1.7 KB | — |
| incremental-well-validation/null_decoder_recovery_v2/PACKAGED-CHECKS.json | Configuration | 769 B | — |
| incremental-well-validation/null_decoder_recovery_v2/RECOVERY-PROTOCOL.json | Configuration | 4.5 KB | — |
| incremental-well-validation/null_decoder_recovery_v2/RESULT-REVIEW.json | Configuration | 84.8 KB | — |
| incremental-well-validation/null_decoder_recovery_v2/RESULT.json | Configuration | 509.2 KB | — |
| incremental-well-validation/null_decoder_recovery_v2/SOURCE-FREEZE.json | Configuration | 4.3 KB | — |
| incremental-well-validation/null_decoder_recovery_v2/SUMMARY.json | Configuration | 7.1 KB | — |
| incremental-well-validation/null_decoder_recovery_v2/TERMINAL-OBSERVATION.json | Configuration | 1.1 KB | — |
| incremental-well-validation/original-results/provider-receipt.json | Configuration | 5.3 KB | — |
| incremental-well-validation/prepare_publication.py | Configuration | 10.6 KB | — |
| incremental-well-validation/prepare_receipts.py | Configuration | 5.9 KB | — |
| incremental-well-validation/publish.py | Configuration | 3.2 KB | — |
| incremental-well-validation/receipt_followup.py | Configuration | 11.4 KB | — |
| incremental-well-validation/recovery-results/provider-receipt.json | Configuration | 540.1 KB | — |
| incremental-well-validation/summarize_saved.py | Configuration | 4.5 KB | — |
| incremental-well-validation/verify_live.py | Configuration | 4.1 KB | — |
| incremental-well-validation/verify_public.py | Configuration | 5.3 KB | — |
| research/industrial-readiness-live.json | Configuration | 1.1 KB | — |
| tcn-linux-diagnostic/BROWSER-QA.json | Configuration | 973 B | — |
| tcn-linux-diagnostic/CLOUD-SUBMISSION.json | Configuration | 1.9 KB | — |
| tcn-linux-diagnostic/CONTENT-MANIFEST.json | Configuration | 4.1 KB | — |
| tcn-linux-diagnostic/DATASET-CREATION.json | Configuration | 658 B | — |
| tcn-linux-diagnostic/DEPENDENCIES.json | Configuration | 10.1 KB | — |
| tcn-linux-diagnostic/MODEL-ANONYMOUS-VERIFICATION.json | Configuration | 8.1 KB | — |
| tcn-linux-diagnostic/MODEL-CONTENT-PUBLICATION.json | Configuration | 6.1 KB | — |
| tcn-linux-diagnostic/MODEL-PUBLICATION-REVIEW.json | Configuration | 6.4 KB | — |
| tcn-linux-diagnostic/MODEL-RECEIPT-PUBLICATION.json | Configuration | 4.5 KB | — |
| tcn-linux-diagnostic/MODEL-RECEIPT-VERIFICATION-V2.json | Configuration | 1.1 KB | — |
| tcn-linux-diagnostic/PREPARATION-FAILED-SOURCE-1.py | Configuration | 6.1 KB | — |
| tcn-linux-diagnostic/PREPARATION-FAILURE-1.json | Configuration | 606 B | — |
| tcn-linux-diagnostic/PROTOCOL.json | Configuration | 3.3 KB | — |
| tcn-linux-diagnostic/RECEIPT-PACKAGING-OBSERVATION.json | Configuration | 653 B | — |
| tcn-linux-diagnostic/RESULT-REVIEW.json | Configuration | 7.3 KB | — |
| tcn-linux-diagnostic/SOURCE-FREEZE.json | Configuration | 1.9 KB | — |
| tcn-linux-diagnostic/SOURCE-KIT-VERIFICATION.json | Configuration | 1.1 KB | — |
| tcn-linux-diagnostic/SPACE-ANONYMOUS-VERIFICATION.json | Configuration | 1.4 KB | — |
| tcn-linux-diagnostic/SPACE-CONTENT-PUBLICATION.json | Configuration | 1.1 KB | — |
| tcn-linux-diagnostic/SPACE-PUBLICATION-REVIEW.json | Configuration | 1.9 KB | — |
| tcn-linux-diagnostic/accepted-provider-metadata.json | Configuration | 707 B | — |
| tcn-linux-diagnostic/accepted-provider-source.py | Configuration | 6.2 KB | — |
| tcn-linux-diagnostic/content-publication.json | Configuration | 2.2 KB | — |
| tcn-linux-diagnostic/evidence/live-checks.json | Configuration | 3.9 KB | — |
| tcn-linux-diagnostic/evidence/live-initial-check-observation.json | Configuration | 529 B | — |
| tcn-linux-diagnostic/evidence/live-source-check.json | Configuration | 963 B | — |
| tcn-linux-diagnostic/evidence/local-checks.json | Configuration | 3.8 KB | — |
| tcn-linux-diagnostic/evidence/local-link-click-observation.json | Configuration | 484 B | — |
| tcn-linux-diagnostic/prepare_cloud.py | Configuration | 10.0 KB | — |
| tcn-linux-diagnostic/prepare_publication.py | Configuration | 6.3 KB | — |
| tcn-linux-diagnostic/prepare_space.py | Configuration | 5.4 KB | — |
| tcn-linux-diagnostic/publish.py | Configuration | 3.0 KB | — |
| tcn-linux-diagnostic/publish_receipt_recovery.py | Configuration | 5.1 KB | — |
| tcn-linux-diagnostic/publish_receipts.py | Configuration | 7.5 KB | — |
| tcn-linux-diagnostic/results/linux-v1/RESULT.json | Configuration | 81.4 KB | — |
| tcn-linux-diagnostic/results/linux-v1/provider-receipt.json | Configuration | 86.9 KB | — |
| tcn-linux-diagnostic/review.py | Configuration | 7.6 KB | — |
| tcn-linux-diagnostic/run.py | Configuration | 10.9 KB | — |
| tcn-linux-diagnostic/test_input_boundary.py | Configuration | 2.5 KB | — |
| tcn-linux-diagnostic/verify_model_receipts_v2.py | Configuration | 4.2 KB | — |
| tcn-linux-diagnostic/verify_public.py | Configuration | 8.9 KB | — |
| tcn-stream-replay/ACQUISITION.json | Configuration | 14.4 KB | — |
| tcn-stream-replay/ANONYMOUS-KIT-REPLAY.json | Configuration | 813 B | — |
| tcn-stream-replay/ANONYMOUS-REPLAY-REVIEW.json | Configuration | 4.6 KB | — |
| tcn-stream-replay/CLOUD-RESULT.json | Configuration | 3.6 KB | — |
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| tcn-stream-replay/CONTENT-AND-LIVE-RECEIPTS.json | Configuration | 3.8 KB | — |
| tcn-stream-replay/CONTENT-MANIFEST.json | Configuration | 4.8 KB | — |
| tcn-stream-replay/DATASET-CREATION.json | Configuration | 580 B | — |
| tcn-stream-replay/DATASET-READY.json | Configuration | 1.0 KB | — |
| tcn-stream-replay/DEPENDENCIES.json | Configuration | 10.1 KB | — |
| tcn-stream-replay/LIVE-SOURCE-VERIFICATION.json | Configuration | 3.1 KB | — |
| tcn-stream-replay/LOCAL-BROWSER-CHECK-FAILURE-1.json | Configuration | 632 B | — |
| tcn-stream-replay/MODEL-ANONYMOUS-VERIFICATION.json | Configuration | 8.4 KB | — |
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| tcn-stream-replay/MODEL-PUBLICATION-REVIEW.json | Configuration | 7.4 KB | — |
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| tools/audit_tspulse_causal_helpers.py | Configuration | 6.7 KB | — |
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| tools/replay_well_checkpoints.py | Configuration | 5.1 KB | — |
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| well_health/evidence/tspulse-causal-helper-review.json | Configuration | 2.7 KB | — |
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| well_health/replay_stream.py | Configuration | 5.8 KB | — |
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| well_health/tspulse_preflight/PACKAGING-RECOVERY-PROTOCOL.json | Configuration | 1.4 KB | — |
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| well_health/tspulse_preflight/evidence/provider-source/recovery-v2/kernel-metadata.json | Configuration | 563 B | — |
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License and Download
- License
- mit
- Access
- Open weights, no gate
- Download size
- 19.8 MB
Download from Sankalp Thakur
Released by Sankalp Thakur through its official repository on Hugging Face. Read the license.
Built From
- Trained on (disclosed) sankalpsthakur/3w-causal-real-group-audit
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 19.8 MB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About well-production-event-causal
Can I use well-production-event-causal commercially?
Yes. well-production-event-causal is released under MIT License. The MIT License is a short permissive license. It permits commercial use, modification and redistribution, provided the copyright notice and permission notice are included.