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| og:image:alt | feat(python): add GUNTAM Python-callable seeding example
Add a PythonCallable seeding mode that allows reconstruction seeding to be
provided by a Python function.
Expose the event-data bindings nee... |
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| Full contents | https://acts-herald.app.cern.ch/view/acts-project/acts/7816610780 |
| Particles fatras | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/simulation/particles_fatras.html |
| Particles geant4 | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/simulation/particles_geant4.html |
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| Vertices ttbar | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/simulation/vertices_ttbar.html |
| Truth tracking (KF) | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfitting_kf/performance_trackfitting.html |
| Truth tracking (GSF) | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfitting_gsf/performance_trackfitting.html |
| Truth tracking (GX2F) | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfitting_gx2f/performance_trackfitting.html |
| Truth tracking (KF refit) | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackrefitting_kf/performance_trackrefitting.html |
| Truth tracking (GSF refit) | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackrefitting_gsf/performance_trackrefitting.html |
| CKF finding performance | trackfinding | single muon | truth smeared seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_1muon/truth_smeared/performance_finding_ckf.html |
| CKF fitting performance | trackfinding | single muon | truth smeared seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_1muon/truth_smeared/performance_fitting_ckf.html |
| CKF track summary | trackfinding | single muon | truth smeared seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_1muon/truth_smeared/tracksummary_ckf.html |
| Seeding trackfinding | single muon | truth estimated seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_1muon/truth_estimated/performance_seeding.html |
| CKF finding performance | trackfinding | single muon | truth estimated seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_1muon/truth_estimated/performance_finding_ckf.html |
| CKF fitting performance | trackfinding | single muon | truth estimated seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_1muon/truth_estimated/performance_fitting_ckf.html |
| CKF track summary | trackfinding | single muon | truth estimated seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_1muon/truth_estimated/tracksummary_ckf.html |
| Seeding trackfinding | single muon | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_1muon/seeded/performance_seeding.html |
| CKF finding performance | trackfinding | single muon | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_1muon/seeded/performance_finding_ckf.html |
| CKF fitting performance | trackfinding | single muon | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_1muon/seeded/performance_fitting_ckf.html |
| CKF track summary | trackfinding | single muon | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_1muon/seeded/tracksummary_ckf.html |
| Seeding trackfinding | single muon | orthogonal seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_1muon/orthogonal/performance_seeding.html |
| CKF finding performance | trackfinding | single muon | orthogonal seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_1muon/orthogonal/performance_finding_ckf.html |
| CKF fitting performance | trackfinding | single muon | orthogonal seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_1muon/orthogonal/performance_fitting_ckf.html |
| CKF track summary | trackfinding | single muon | orthogonal seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_1muon/orthogonal/tracksummary_ckf.html |
| Seeding trackfinding | 4 muon x 50 vertices | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_4muon_50vertices/performance_seeding.html |
| CKF finding performance | trackfinding | 4 muon x 50 vertices | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_4muon_50vertices/performance_finding_ckf.html |
| CKF fitting performance | trackfinding | 4 muon x 50 vertices | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_4muon_50vertices/performance_fitting_ckf.html |
| CKF track summary | trackfinding | 4 muon x 50 vertices | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_4muon_50vertices/tracksummary_ckf.html |
| Ambisolver finding performance | trackfinding | 4 muon x 50 vertices | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_4muon_50vertices/performance_finding_ckf_ambi.html |
| IVF notime | trackfinding | 4 muon x 50 vertices | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_4muon_50vertices/performance_vertexing_ivf_notime.html |
| AMVF gauss notime | trackfinding | 4 muon x 50 vertices | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_4muon_50vertices/performance_vertexing_amvf_gauss_notime.html |
| AMVF grid time | trackfinding | 4 muon x 50 vertices | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_4muon_50vertices/performance_vertexing_amvf_grid_time.html |
| Seeding trackfinding | ttbar with 200 pileup | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_ttbar_pu200/performance_seeding.html |
| CKF finding performance | trackfinding | ttbar with 200 pileup | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_ttbar_pu200/performance_finding_ckf.html |
| CKF fitting performance | trackfinding | ttbar with 200 pileup | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_ttbar_pu200/performance_fitting_ckf.html |
| CKF track summary | trackfinding | ttbar with 200 pileup | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_ttbar_pu200/tracksummary_ckf.html |
| Ambisolver finding performance | trackfinding | ttbar with 200 pileup | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_ttbar_pu200/performance_finding_ckf_ambi.html |
| ML Ambisolver | trackfinding | ttbar with 200 pileup | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_ttbar_pu200/performance_finding_ckf_ml_solver.html |
| AMVF gauss notime | trackfinding | ttbar with 200 pileup | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_ttbar_pu200/performance_vertexing_amvf_gauss_notime.html |
| AMVF grid time | trackfinding | ttbar with 200 pileup | default seeding | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfinding_ttbar_pu200/performance_vertexing_amvf_grid_time.html |
| Comparison - Truth tracking (GX2F vs KF) | https://acts-herald.app.cern.ch/view/acts-project/acts/runs/28013591606/artifacts/physmon/html/trackfitting_gx2f_vs_kf/performance_trackfitting.html |
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| Examples/Scripts/Python/guntam_transformer_seeder.py | https://github.com/acts-project/acts/pull/5551/files#diff-7c3776282dce92cef6b0ff63ff28a59186a466d05ec7a87b7a51b9ff15365def |
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View reviewed changes
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| EliMe5 | https://github.com/EliMe5 |
| force-pushed | https://github.com/acts-project/acts/compare/f6426a78eb8a8199888ae00db1297d1e71efeb58..54aa262d81070b317a406015dcb4b9f7fe5a660c |
| f6426a7 | https://github.com/acts-project/acts/commit/f6426a78eb8a8199888ae00db1297d1e71efeb58 |
| 54aa262 | https://github.com/acts-project/acts/commit/54aa262d81070b317a406015dcb4b9f7fe5a660c |
|
Compare
| https://github.com/acts-project/acts/compare/f6426a78eb8a8199888ae00db1297d1e71efeb58..54aa262d81070b317a406015dcb4b9f7fe5a660c |
| June 10, 2026 15:35 | https://github.com/acts-project/acts/pull/5551#event-26582265716 |
| https://github.com/andiwand |
| andiwand | https://github.com/andiwand |
| June 11, 2026 08:09 | https://github.com/acts-project/acts/pull/5551#event-26614527452 |
| https://github.com/andiwand |
| andiwand | https://github.com/andiwand |
| Jun 11, 2026 | https://github.com/acts-project/acts/pull/5551#issuecomment-4678532795 |
| #5571 | https://github.com/acts-project/acts/pull/5571 |
| Please reload this page | https://github.com/acts-project/acts/pull/5551 |
| https://github.com/benjaminhuth |
| benjaminhuth | https://github.com/benjaminhuth |
| Jun 11, 2026 | https://github.com/acts-project/acts/pull/5551#issuecomment-4678771733 |
| @EliMe5 | https://github.com/EliMe5 |
| #5571 | https://github.com/acts-project/acts/pull/5571 |
| Please reload this page | https://github.com/acts-project/acts/pull/5551 |
| https://github.com/EliMe5 |
| EliMe5 | https://github.com/EliMe5 |
| Jun 11, 2026 | https://github.com/acts-project/acts/pull/5551#issuecomment-4678963011 |
| @EliMe5 | https://github.com/EliMe5 |
| #5571 | https://github.com/acts-project/acts/pull/5571 |
| @benjaminhuth | https://github.com/benjaminhuth |
| Please reload this page | https://github.com/acts-project/acts/pull/5551 |
| EliMe5 | https://github.com/EliMe5 |
| June 23, 2026 10:03 | https://github.com/acts-project/acts/pull/5551#commits-pushed-e20d50c |
|
| https://github.com/EliMe5 |
| feat(python): add PythonCallable option to reconstruction seeding | https://github.com/acts-project/acts/pull/5551/commits/e20d50c96b0b4450fd26858f9fd64240b80f7939 |
| e20d50c | https://github.com/acts-project/acts/pull/5551/commits/e20d50c96b0b4450fd26858f9fd64240b80f7939 |
|
| https://github.com/EliMe5 |
| feat(examples): add ONNX PythonCallable seeding example | https://github.com/acts-project/acts/pull/5551/commits/8504f1f471bcc7ff58d7e1431c537e05194a9ec8 |
| 8504f1f | https://github.com/acts-project/acts/pull/5551/commits/8504f1f471bcc7ff58d7e1431c537e05194a9ec8 |
|
| https://github.com/EliMe5 |
| style: apply pre-commit formatting | https://github.com/acts-project/acts/pull/5551/commits/3cba9922bbfdfa1f1f34e95a42842e9de29db30f |
| 3cba992 | https://github.com/acts-project/acts/pull/5551/commits/3cba9922bbfdfa1f1f34e95a42842e9de29db30f |
|
| https://github.com/EliMe5 |
| feat(python): parametrise GUNTAM seeder acceptance and add score filter | https://github.com/acts-project/acts/pull/5551/commits/ecc719cfde122491b2874a1b1bb7628d1b015475 |
| ecc719c | https://github.com/acts-project/acts/pull/5551/commits/ecc719cfde122491b2874a1b1bb7628d1b015475 |
|
| https://github.com/EliMe5 |
| feat(python): add --gpu flag to onnx_seeding for CUDA inference | https://github.com/acts-project/acts/pull/5551/commits/e7eb6c20016fcdb4cb3373388f460938ddec58d4 |
| e7eb6c2 | https://github.com/acts-project/acts/pull/5551/commits/e7eb6c20016fcdb4cb3373388f460938ddec58d4 |
|
| https://github.com/EliMe5 |
| refactor(python): vectorise seed index remapping with numpy fancy ind… | https://github.com/acts-project/acts/pull/5551/commits/a81406b9c11aa733dfbc1eeed75e8386c126f364 |
| a81406b | https://github.com/acts-project/acts/pull/5551/commits/a81406b9c11aa733dfbc1eeed75e8386c126f364 |
|
| https://github.com/EliMe5 |
| fix(python): use uint32 for orig_idx to match SpacePointIndex2 | https://github.com/acts-project/acts/pull/5551/commits/4b3ca8b489e65a82aed7625d8434c24e3d437898 |
| 4b3ca8b | https://github.com/acts-project/acts/pull/5551/commits/4b3ca8b489e65a82aed7625d8434c24e3d437898 |
|
| https://github.com/EliMe5 |
| fix(python): add CKF crash guard for degenerate GUNTAM seeds | https://github.com/acts-project/acts/pull/5551/commits/aa2dcacf089ef2c6b99e15c926674aae60944acd |
| aa2dcac | https://github.com/acts-project/acts/pull/5551/commits/aa2dcacf089ef2c6b99e15c926674aae60944acd |
| https://github.com/EliMe5 |
| EliMe5 | https://github.com/EliMe5 |
| force-pushed | https://github.com/acts-project/acts/compare/54aa262d81070b317a406015dcb4b9f7fe5a660c..aa2dcacf089ef2c6b99e15c926674aae60944acd |
| 54aa262 | https://github.com/acts-project/acts/commit/54aa262d81070b317a406015dcb4b9f7fe5a660c |
| aa2dcac | https://github.com/acts-project/acts/commit/aa2dcacf089ef2c6b99e15c926674aae60944acd |
|
Compare
| https://github.com/acts-project/acts/compare/54aa262d81070b317a406015dcb4b9f7fe5a660c..aa2dcacf089ef2c6b99e15c926674aae60944acd |
| June 23, 2026 08:39 | https://github.com/acts-project/acts/pull/5551#event-27082910433 |
| https://github.com/apps/sonarqubecloud |
| sonarqubecloud | https://github.com/apps/sonarqubecloud |
| Jun 23, 2026 | https://github.com/acts-project/acts/pull/5551#issuecomment-4778246201 |
| https://sonarcloud.io/dashboard?id=acts-project_acts&pullRequest=5551 |
| https://camo.githubusercontent.com/6cc27951a82703bd6a32deed62ec92af84fc495762ca86bc7af5a3ac490c7bda/68747470733a2f2f736f6e6172736f757263652e6769746875622e696f2f736f6e6172636c6f75642d6769746875622d7374617469632d7265736f75726365732f76322f636f6d6d6f6e2f7061737365642d313670782e706e67 |
| 0 New issues | https://sonarcloud.io/project/issues?id=acts-project_acts&pullRequest=5551&issueStatuses=OPEN,CONFIRMED&sinceLeakPeriod=true |
| https://camo.githubusercontent.com/5ad34d7e6f2a5aa0d644209f46bb24fba00f31f704923ce46fe8434f94917f73/68747470733a2f2f736f6e6172736f757263652e6769746875622e696f2f736f6e6172636c6f75642d6769746875622d7374617469632d7265736f75726365732f76322f636f6d6d6f6e2f61636365707465642d313670782e706e67 |
| 0 Accepted issues | https://sonarcloud.io/project/issues?id=acts-project_acts&pullRequest=5551&issueStatuses=ACCEPTED |
| https://camo.githubusercontent.com/6cc27951a82703bd6a32deed62ec92af84fc495762ca86bc7af5a3ac490c7bda/68747470733a2f2f736f6e6172736f757263652e6769746875622e696f2f736f6e6172636c6f75642d6769746875622d7374617469632d7265736f75726365732f76322f636f6d6d6f6e2f7061737365642d313670782e706e67 |
| 0 Security Hotspots | https://sonarcloud.io/project/security_hotspots?id=acts-project_acts&pullRequest=5551&issueStatuses=OPEN,CONFIRMED&sinceLeakPeriod=true |
| https://camo.githubusercontent.com/6cc27951a82703bd6a32deed62ec92af84fc495762ca86bc7af5a3ac490c7bda/68747470733a2f2f736f6e6172736f757263652e6769746875622e696f2f736f6e6172636c6f75642d6769746875622d7374617469632d7265736f75726365732f76322f636f6d6d6f6e2f7061737365642d313670782e706e67 |
| 0.0% Coverage on New Code | https://sonarcloud.io/component_measures?id=acts-project_acts&pullRequest=5551&metric=new_coverage&view=list |
| https://camo.githubusercontent.com/6cc27951a82703bd6a32deed62ec92af84fc495762ca86bc7af5a3ac490c7bda/68747470733a2f2f736f6e6172736f757263652e6769746875622e696f2f736f6e6172636c6f75642d6769746875622d7374617469632d7265736f75726365732f76322f636f6d6d6f6e2f7061737365642d313670782e706e67 |
| 0.0% Duplication on New Code | https://sonarcloud.io/component_measures?id=acts-project_acts&pullRequest=5551&metric=new_duplicated_lines_density&view=list |
| See analysis details on SonarQube Cloud | https://sonarcloud.io/dashboard?id=acts-project_acts&pullRequest=5551 |
| Please reload this page | https://github.com/acts-project/acts/pull/5551 |
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| EliMe5 | https://github.com/EliMe5 |
| June 23, 2026 11:32 | https://github.com/acts-project/acts/pull/5551#event-27090545460 |
| https://github.com/benjaminhuth |
| benjaminhuth | https://github.com/benjaminhuth |
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Jun 24, 2026
| https://github.com/acts-project/acts/pull/5551#pullrequestreview-4560134100 |
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View reviewed changes
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benjaminhuth
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Corentin-Allaire
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