Registro públicoBueno
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-26 22:11 UTC
deepinv / deepinv
DeepInverse: a PyTorch library for solving imaging inverse problems using deep learning
deepinv/deepinv tiene un índice de salud de 77 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Vitality (93/100) y la más baja, AI Readiness (43/100). Se actualizó por última vez hace 2 días. 2 personas concentran la mayor parte del trabajo reciente.
77
global / 100Índice de salud del software
Las métricas se agrupan en categorías ponderadas sobre una escala de 1 a 100. El resultado global parte de su media; cuando la evidencia pública activa la Política de Jurisdicciones de Alto Riesgo, la calificación se ajusta y recibe el límite 49 (En riesgo). Preparación para IA queda fuera.
77
Excelente85-100Ejemplar; cumple prácticamente todos los criterios evaluados
Bueno70-84Saludable; carencias menores
Moderado50-69Aceptable con carencias notables; se recomienda revisión
En riesgo30-49Debilidades significativas; su adopción exige cautela
Crítico1-29Problemas graves (proyecto abandonado, un solo mantenedor, sin higiene)
Perfil de puntuación
Cada eje es una categoría. La forma importa más que la media: un proyecto sano llena toda la figura, mientras que un perfil de picos y cráteres indica que la fortaleza en una dimensión enmascara el riesgo en otra.
Titularidad
deepinvOrganización
46 seguidores4 repositorios públicosdesde feb 2023
Este repositorio está respaldado por una organización: una custodia compartida y responsable que puede sobrevivir a cualquier mantenedor individual.
Ecosistemas de paquetes
| Registro | Paquete | Versión | Descargas / mes | Versiones | Última publicación |
|---|---|---|---|---|---|
| PyPI | deepinv | 0.4.1 | 4843 | 17 | hace 50 días |
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
93
Actividad de desarrollo
99Excelente
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 2 días |
| 34.6/36 | Cadencia de commits — 50/52 semanas con commits |
| 18/18 | Volumen de commits — 317 commits en el último año |
| 10/10 | OpenSSF Scorecard: Maintained — 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10 |
Datos de entrada utilizados
| commits_last_year | 317 |
| human_commit_share | 0,98 |
| days_since_last_push | 2 |
| active_weeks_last_year | 50 |
Disciplina de publicación
83Bueno
Cómo se puntúa
| 27/27 | Publica versiones — 16 versiones publicadas |
| 36/36 | Recencia de las versiones — última versión hace 50 días |
| 19.8/27 | Cadencia de publicación — una versión cada ~46,6 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — Project has not signed or included provenance with any releases. |
Datos de entrada utilizados
| releases_count | 16 |
| latest_release_tag | v0.4.1 |
| releases_from_tags | no |
| days_since_latest_release | 50 |
| mean_days_between_releases | 46,6 |
Comunidad y Adopción
¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?
76
Popularidad y adopción
71Bueno
Cómo se puntúa
| 46.9/60 | Estrellas — 784 estrellas |
| 18.9/25 | Forks — 185 forks |
| 5/15 | Observadores — 9 observadores |
Datos de entrada utilizados
| forks | 185 |
| stars | 784 |
| watchers | 9 |
| growth_state | unverified |
| growth_factor_pct | 100 |
| growth_unverified_reason | no_history |
Salud de la comunidad
92Excelente
Cómo se puntúa
| 22.5/22.5 | README |
| 22.5/22.5 | Licencia — licencia reconocida (BSD-3-Clause) |
| 18/18 | Guía CONTRIBUTING |
| 13.5/13.5 | Código de conducta |
| 0/7.2 | Plantilla de issues |
| 6.3/6.3 | Plantilla de PR |
Datos de entrada utilizados
| has_readme | sí |
| has_license | sí |
| has_contributing | sí |
| has_issue_template | no |
| has_code_of_conduct | sí |
| has_pull_request_template | sí |
Adopción en el ecosistema (descargas)
61Moderado
Cómo se puntúa
| 49.1/80 | Descargas mensuales — 4843 descargas/mes en pypi |
| 0/20 | Dependientes en el registro — no lo informa este ecosistema |
Datos de entrada utilizados
| packages | deepinv |
| dependents | — |
| ecosystems | pypi |
| total_downloads | — |
| monthly_downloads | 4843 |
Excluidos de la puntuación (sin datos o no aplicable): Dependientes en el registro. Los pesos restantes se han renormalizado.
Sostenibilidad y Gobernanza
¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?
72
Resiliencia de mantenedores (factor bus)
63Moderado
Cómo se puntúa
| 25.2/54 | Factor bus — la mitad de los commits recae en 2 contribuyente(s) |
| 14.5/22.5 | Distribución de commits — el principal contribuyente firma el 35% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 64 contribuyentes |
| 10/10 | OpenSSF Scorecard: Contributors — project has 15 contributing companies or organizations |
Datos de entrada utilizados
| bus_factor | 2 |
| contributors_sampled | 64 |
| top_contributor_share | 0,354 |
Cómo se puntúa
| 33.3/46.8 | Resolución de issues — 71% de issues cerradas |
| 31.8/38.3 | Aceptación de PR — 646/778 PR decididos fusionados |
| 15/15 | OpenSSF Scorecard: Code-Review — all changesets reviewed |
Datos de entrada utilizados
| merged_prs | 646 |
| open_issues | 125 |
| closed_issues | 310 |
| issue_closed_ratio | 0,713 |
| closed_unmerged_prs | 132 |
Propiedad y custodia
54Moderado
Cómo se puntúa
| 30/30 | Respaldo de la propiedad — propiedad de una organización |
| 0/20 | Dominio verificado |
| 12/25 | Alcance del propietario — 46 seguidores de deepinv |
| 12/25 | Trayectoria — 4 repos públicos, cuenta de ~3 años |
Datos de entrada utilizados
| followers | 46 |
| owner_type | Organization |
| is_verified | — |
| owner_login | deepinv |
| public_repos | 4 |
| account_age_days | 1262 |
Mantenimiento de paquetes
100Excelente
Cómo se puntúa
| 25/25 | Publicado y resoluble — 1 paquete(s) en pypi |
| 35/35 | Recencia de publicación — última publicación hace 50 días |
| 20/20 | Historial de versiones — 17 versiones en el registro |
| 20/20 | No obsoleto — activo, ni obsoleto ni retirado |
Datos de entrada utilizados
| packages | deepinv |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 50 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
77
Prácticas de ingeniería
68Moderado
Cómo se puntúa
| 24/24 | Flujos de trabajo de CI — 11 flujo(s) de trabajo |
| 24/24 | Pruebas presentes |
| 0/16 | Configuración de linter |
| 0/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 20/20 | OpenSSF Scorecard: CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
Datos de entrada utilizados
| has_ci | sí |
| has_tests | sí |
| has_editorconfig | no |
| has_linter_config | no |
| has_precommit_config | no |
Documentación
90Excelente
Cómo se puntúa
| 30/30 | README |
| 25/25 | Directorio de documentación |
| 15/15 | Sitio de documentación / página del proyecto — http://deepinv.org/ |
| 10/10 | Descripción del repositorio |
| 10/10 | Topics — 15 topics |
| 0/10 | Wiki |
Datos de entrada utilizados
| topics | computational-imaging, deep-learning, deblurring, mri, super-resolution, diffusion-models, image-reconstruction, pytorch, denoising, medical-imaging, microscopy, plug-and-play-priors, self-supervised, tomography, unrolled-algorithms |
| has_wiki | no |
| homepage | http://deepinv.org/ |
| has_readme | sí |
| has_docs_dir | sí |
| has_description | sí |
Seguridad
¿Son sólidas las prácticas visibles de seguridad y de cadena de suministro, sin exposición jurisdiccional de alto riesgo sin resolver?
66
Postura de seguridad
57Moderado
Cómo se puntúa
| 7.5/7.5 | Binary-Artifacts — no binaries found in the repo |
| 0/7.5 | Branch-Protection — sin datos |
| 2.5/2.5 | CI-Tests — 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0/2.5 | CII-Best-Practices — no effort to earn an OpenSSF best practices badge detected |
| 7.5/7.5 | Code-Review — all changesets reviewed |
| 2.5/2.5 | Contributors — project has 15 contributing companies or organizations |
| 10/10 | Dangerous-Workflow — no dangerous workflow patterns detected |
| 0/7.5 | Dependency-Update-Tool — no update tool detected |
| 0/5 | Fuzzing — project is not fuzzed |
| 2.5/2.5 | Licencia — license file detected |
| 7.5/7.5 | Maintained — 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10 |
| 0/5 | Packaging — sin datos |
| 0/5 | Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
| 0/5 | SAST — SAST tool is not run on all commits -- score normalized to 0 |
| 5/5 | Security-Policy — security policy file detected |
| 0/7.5 | Signed-Releases — Project has not signed or included provenance with any releases. |
| 0/7.5 | Token-Permissions — detected GitHub workflow tokens with excessive permissions |
| 7.5/7.5 | Vulnerabilities — 0 existing vulnerabilities detected |
Datos de entrada utilizados
| source | openssf_scorecard |
| checks_evaluated | 16 |
| scorecard_version | v5.5.0 |
| checks_inconclusive | 2 |
| scorecard_aggregate | 5,7 |
Excluidos de la puntuación (sin datos o no aplicable): branch_protection, packaging. Los pesos restantes se han renormalizado.
Avisos de dependencias
100Excelente
Cómo se puntúa
| 35/35 | Dependencias directas libres de avisos conocidos — ninguna dependencia directa tiene un aviso conocido |
| 25/25 | Dependencias indirectas libres de avisos conocidos — ninguna dependencia indirecta tiene un aviso conocido |
| 0/40 | Sin avisos pendientes — ningún aviso tiene fecha de publicación |
Datos de entrada utilizados
| source | osv |
| advisories | 0 |
| affected_packages | 0 |
| assessed_packages | 25 |
| unassessed_packages | 0 |
| affected_by_severity | none |
| direct_affected_packages | 0 |
Excluidos de la puntuación (sin datos o no aplicable): Sin avisos pendientes. Los pesos restantes se han renormalizado. Se cotejó el cierre de dependencias en tiempo de ejecución de pypi:deepinv@0.4.1 —lo que arrastra la instalación del paquete publicado—: 25 paquetes. No se analiza la alcanzabilidad.
Preparación para IA
¿Hasta qué punto está el repositorio preparado para desarrollarse y mantenerse con agentes de codificación de IA? Es una insignia independiente y experimental — peso 0,0, de modo que se presenta por separado y no afecta a la puntuación de salud global.
43
Contexto y guía para agentes
40En riesgo
Cómo se puntúa
| 0/45 | Instrucciones para agentes — sin CLAUDE.md / AGENTS.md / reglas de editor |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 40/40 | Historial de commits legible — 97 de 98 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | 0,99 |
| agent_instruction_files | — |
| agent_instruction_max_bytes | — |
Cómo se puntúa
| 18/18 | Arranque con un solo comando — docs/Makefile |
| 22/22 | Pruebas automatizadas |
| 0/11 | Configuración de lint / formato |
| 0/11 | Verificación estática de tipos |
| 0/10 | Entorno reproducible |
| 2/10 | Práctica demostrada con agentes — 1 de los últimos 100 commits con autoría o crédito de agente |
| 0/8 | Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — dependency not pinned by hash detected -- score normalized to 0 |
Datos de entrada utilizados
| has_nix | no |
| has_tests | sí |
| lockfiles | — |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | docs/Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | — |
| agent_commit_share | 0,01 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Legibilidad del código para modelos
54Moderado
Cómo se puntúa
| 0/45 | Código verificable por tipos — Python sin configuración de verificación de tipos |
| 54/55 | Tamaños de archivo manejables — 6/330 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Python |
| largest_source_bytes | 135.874 |
| source_files_sampled | 330 |
| oversized_source_files | 6 |
Interfaces legibles por máquina
40En riesgo
Cómo se puntúa
| 0/40 | Esquema de API (OpenAPI/GraphQL/proto) |
| 0/20 | Servidor MCP |
| 40/40 | Ejemplos ejecutables — examples |
Datos de entrada utilizados
| example_dirs | examples |
| has_mcp_signal | no |
| api_schema_files | — |
Datos clave
784estrellas de GitHub
64contribuidores
317commits en los últimos 12 meses
2días desde el último push
16versiones publicadas
2factor bus
125issues abiertas
PyPIecosistemas de paquetes
Advertencias de recopilación de datos
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
Más detalle
Historial de estrellas y forks 0 ★ / 185 ⇿
0Estrellas
185Forks
16Versiones
Cuándo se añadió cada estrella y fork, recopilado de GitHub y agrupado por día. El crecimiento acumulado se sitúa justo encima de las adiciones diarias que lo componen, de modo que ambos se leen en conjunto: la acumulación orgánica sostenida no se parece en nada a un pico abrupto y efímero. Cuando esa diferencia es medible, se informa como autenticidad del crecimiento.
Mayor 0Menor 2Parche 9
Cada punto abarca 3 días.
OpenSSF Scorecard 5.7 / 10
5.7agregado
Evaluación de seguridad independiente y agnóstica en cuanto a herramientas, procedente del proyecto de código abierto OpenSSF Scorecard. Cada comprobación premia una práctica de seguridad, no la herramienta de un proveedor concreto. Las comprobaciones que Scorecard no pudo determinar se marcan como n/d y se excluyen de la puntuación de seguridad (nunca se cuentan como cero).
| 10 | Binary-Artifacts | no binaries found in the repo |
| n/d | Branch-Protection | internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md |
| 10 | CI-Tests | 30 out of 30 merged PRs checked by a CI test -- score normalized to 10 |
| 0 | CII-Best-Practices | no effort to earn an OpenSSF best practices badge detected |
| 10 | Code-Review | all changesets reviewed |
| 10 | Contributors | project has 15 contributing companies or organizations |
| 10 | Dangerous-Workflow | no dangerous workflow patterns detected |
| 0 | Dependency-Update-Tool | no update tool detected |
| 0 | Fuzzing | project is not fuzzed |
| 10 | License | license file detected |
| 10 | Maintained | 30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10 |
| n/d | Packaging | packaging workflow not detected |
| 0 | Pinned-Dependencies | dependency not pinned by hash detected -- score normalized to 0 |
| 0 | SAST | SAST tool is not run on all commits -- score normalized to 0 |
| 10 | Security-Policy | security policy file detected |
| 0 | Signed-Releases | Project has not signed or included provenance with any releases. |
| 0 | Token-Permissions | detected GitHub workflow tokens with excessive permissions |
| 10 | Vulnerabilities | 0 existing vulnerabilities detected |
Dependencias directas 10
| Registro | Paquete | Restricción de versión | Manifiesto |
|---|---|---|---|
| PyPI | numpy | — | pyproject.toml |
| PyPI | matplotlib | — | pyproject.toml |
| PyPI | tqdm | — | pyproject.toml |
| PyPI | torch | >=2.2.0 | pyproject.toml |
| PyPI | torchvision | — | pyproject.toml |
| PyPI | torchmetrics | — | pyproject.toml |
| PyPI | einops | — | pyproject.toml |
| PyPI | requests | — | pyproject.toml |
| PyPI | h5py | — | pyproject.toml |
| PyPI | natsort | — | pyproject.toml |
Todas las dependencias 8
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 1 paquetes directos y 7 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
| Registro | Paquete | Versión | Relación |
|---|---|---|---|
| PyPI | torch | — | directa |
| PyPI | astra-toolbox | — | indirecta |
| PyPI | bm4d | — | indirecta |
| PyPI | datasets | — | indirecta |
| PyPI | numba | — | indirecta |
| PyPI | setuptools | — | indirecta |
| PyPI | sphinx-sitemap | — | indirecta |
| PyPI | spyrit | — | indirecta |
Avisos de dependencias 0
Instalar pypi:deepinv@0.4.1 arrastra 25 paquetes, directos y transitivos: 0 tienen avisos conocidos, de los cuales 0 son dependencias directas.
Ningún aviso conocido afecta a las dependencias evaluadas.
Un aviso significa que la versión registrada en el grafo de dependencias cae dentro del rango afectado de un aviso. No se analiza la alcanzabilidad, y el grafo incluye fijaciones de desarrollo y prueba: un hallazgo puede referirse al utillaje y no al software distribuido.
Informe JSON sin procesar legible por máquina
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"author_name": "PAUL BERNARD",
"author_login": "PAUL-BERNARD",
"committed_at": "2026-07-15T16:20:15Z",
"body_truncated": false,
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"body": "* Add Paul & Vicky to maintainers\n\n* fix paul\n\n* add thibaut too\n\n* oops",
"is_bot": false,
"headline": "Add Paul & Vicky (& Thibaut) to maintainers (#1269)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
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"body": "* fix latex of log-poisson noise docs, and a missing - sign\n\n* missing - sign",
"is_bot": false,
"headline": "Fix latex of log-poisson noise docs (#1268)",
"author_name": "Julián Tachella",
"author_login": "tachella",
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"body": null,
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"headline": "Fix testmon flag in test-cpu and test-gpu (#1264)",
"author_name": "Romain Vo",
"author_login": "romainvo",
"committed_at": "2026-07-10T09:36:41Z",
"body_truncated": false,
"is_coding_agent": false
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"body": "…ad tiff files for microscopy + view in napari (#1249)\n\n* microscopy denoising exampel\n\n* changelog + black\n\n* fix napari\n\n* black\n\n* fix doc\n\n* temp\n\n* force ci rerun\n\n* minor\n\n* thibaut comments\n\n* fix\n\n* fix test?",
"is_bot": false,
"headline": "Example for low-intensity STED fluorescence microscopy denoising + lo…",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
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"body_truncated": false,
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"body": "* WIP RecoveryCoefficient\n\n* Fix RST formatting errors in MSE docstring\n\n* More formatting changes\n\n* Even more formatting changes\n\n* Add RecoveryCoefficient to FULL_REFERENCE_METRICS parametrized test\n\n* tried fixing the bugs lets see\n\n* added the mask missing error\n\n* added inverse metric for trai\n[…]\n\n* Fix formatting in changelog for Recovery Coefficient\n\n* Update changelog.rst\n\n* Correct contributor name in changelog\n\nUpdated contributor name for Recovery Coefficient metric and fixed formatting.",
"is_bot": false,
"headline": "RecoveryCoefficient (#1228)",
"author_name": "Kushagra Shukla",
"author_login": "Kushagra481",
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"body": "* Update condition for Codecov upload step\n\n* Update cache actions to include .coverage file, use --cov-append to update .coverage\n\n* Fix windows bug\n\n* Add flags to codecov upload for distinct full/full-cpu coverage. Add upload to codecov to gpu workflow",
"is_bot": false,
"headline": "Fix coverage not uploaded to codecov (#1254)",
"author_name": "Romain Vo",
"author_login": "romainvo",
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"body_truncated": false,
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"body": "* skip if windows\n\n* add attn and scatter\n\n* add phantom\n\n* add phantom\n\n* add phantom\n\n* fix batching attn\n\n* fix batching attn\n\n* fix batching attn\n\n* fix batching attn\n\n* clean up PET add docs\n\n* add 2D + tests + user guide + pyproject\n\n* add pixi to handle conda dependency\n\n* add pixi to handle \n[…]\n re-launch CI\n\n* fix refs wrong merge\n\n* andrews comments\n\n---------\n\nCo-authored-by: Thibaut Modrzyk <52449813+Tmodrzyk@users.noreply.github.com>\nCo-authored-by: Andrew Wang <andrew.wang27@gmail.com>",
"is_bot": false,
"headline": "Integrate non ToF PET with parallelproj (#1099)",
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"author_login": "tachella",
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"body": "* starting implementation of multicolour PSF generator\n\n* updated generation of color psfs\n\n* updated generation of color psfs\n\n* corrected a few bugs with claude\n\n* change demo\n\n* making diffraction blur generators 2D and 3D support multiple colours, test modified and passed, modifs reflected in th\n[…]\nirit.fr>\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>\nCo-authored-by: Claude Sonnet 4.6 <noreply@anthropic.com>\nCo-authored-by: mhnguyen <nguyenhai7120qh@gmail.com>",
"is_bot": false,
"headline": "Added support for chromatic diffraction PSFs (#1242)",
"author_name": "Pierre Weiss",
"author_login": "pierre-weiss",
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"body_truncated": true,
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"body": "* fix(phase retrieval): spectral_methods unconditionally convert input to torch.cfloat\n\n* fix: ptychography doesn't have a dtype\n\n* refactor(spectral_methods): remove dtype dependecny and map diag_T to x\n\n* update changlog",
"is_bot": false,
"headline": "Correct dtype conversion in spectral_methods (#1216)",
"author_name": "Zhiyuan Hu",
"author_login": "zhiyhucode",
"committed_at": "2026-06-30T19:40:32Z",
"body_truncated": false,
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"body": "* temp\n\n* LLM polic\n\n* add\n\n* fix bug, not mine\n\n* minor comment from romain and vicky\n\n* thibaut comment",
"is_bot": false,
"headline": "LLM policy + PR template tickbox (#1163)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-06-30T07:15:51Z",
"body_truncated": false,
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"body": "* Add new dependency group to pyproject.toml\n\n* Unpin pixi version\n\n* Backward compatible pyproject.toml\n\n* Update pyproject.toml\n\n* Remove torchvision from regular dependencies\n\n* Remove pixi.lock caching\n\n* Fall back to standard pixi install and update pixi.lock if --locked fails\n\n* Update test_gpu.yml\n\n* Fix pixi setup\n\n* Fix syntax error on windows\n\n* Set -x for logs",
"is_bot": false,
"headline": "Unpin pixi version (#1247)",
"author_name": "Romain Vo",
"author_login": "romainvo",
"committed_at": "2026-06-29T20:04:47Z",
"body_truncated": false,
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"body": "* add srresnet to pretrained models user guide\n\n* oops",
"is_bot": false,
"headline": "add srresnet to pretrained models user guide (#1251)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-06-29T15:55:42Z",
"body_truncated": false,
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"body": "* move to plausible\n\n* fix testmon using pixi locks only on PRs\n\n* small fix to test_tiled_product_physics_adjointness gpu errors",
"is_bot": false,
"headline": "move to plausible analytics + testmon fixes (#1248)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-06-26T14:56:05Z",
"body_truncated": false,
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"body": "* add announcement\n\n* fix newline\n\n* fix blank space",
"is_bot": false,
"headline": "Add 2026 hackathon announcement (#1241)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-06-25T16:07:01Z",
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"oid": "348b764eb04c2587f8cca1932b98f83b88e71b72",
"body": "* Use ELLIPSIS after in doctests to ignore output.\n\n* Add verbose flag instead of ELLIPSIS\n\n* Revert \"Add verbose flag instead of ELLIPSIS\"\n\nThis reverts commit c363d64e44d48d1583b914b61fdf0aa613922bdc.\n\n* add support for +IGNORE_OUTPUT\n\n* remove confusing comment\n\n* change ellipses to +IGNORE_OUTP\n[…]\ns reverts commit 6e9ceacce865eb4a3936ef02fe44f1bf127a1617.\n\n* print to stderr to avoid doctest failures\n\n* put the missing newline back\n\n---------\n\nCo-authored-by: Jérémy Scanvic <jscanvicz@gmail.com>",
"is_bot": false,
"headline": "hotfix: download_archive produces unwanted verbose in doctests (#1245)",
"author_name": "Romain Vo",
"author_login": "romainvo",
"committed_at": "2026-06-25T15:54:13Z",
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"oid": "bf7e4ea3b8d9b199a6f68d1166984a1c894e9391",
"body": "* chore: remove RandomPhaseRetrieval redundant parameters\n\n* doc(RandomPhaseRetrieval): update changelog\n\n* move changelog location\n\nRemoved redundant parameters from RandomPhaseRetrieval and updated changelog.",
"is_bot": false,
"headline": "Remove RandomPhaseRetrieval redundant parameters (#1220)",
"author_name": "Zhiyuan Hu",
"author_login": "zhiyhucode",
"committed_at": "2026-06-25T07:27:59Z",
"body_truncated": false,
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"body": null,
"is_bot": false,
"headline": "fix (#1243)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-06-24T16:50:31Z",
"body_truncated": false,
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"oid": "d61c4f925ffdfd9dc9290a69d3c0f904c8deaf75",
"body": "* prevent crawl of files irrelevant to search\n\n* filter out irrelevant URLs in the sitemap\n\n* lint\n\n* fix a small bug\n\n* Revert \"fix a small bug\"\n\nThis reverts commit b85fae299fc32c6d90fab45cc7752c887862cec4.\n\n* enforce minimum version for sphinx sitemap\n\n* filter out irrelevant html pages",
"is_bot": false,
"headline": "Improve the robots.txt and sitemap files for SEO (#1240)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-06-24T14:47:56Z",
"body_truncated": false,
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"oid": "536d13d41900bc2e45adb829a34ae5279200bb63",
"body": "…errors as warnings (#1234)\n\n* add caching of http calls\n\n* cache download_archive\n\n* cache download_archive\n\n* add skips due to network errors with warnings instead\n\n* black\n\n* refine network errors\n\n* black\n\n* fix testmon\n\n* more network errors\n\n* move from warnings to summary\n\n* improve network e\n[…]\naching to docs_cpu too\n\n* romain + thibaut's comments\n\n* romain + thibaut's comments\n\n* add changelog\n\n* add timeouts\n\n---------\n\nCo-authored-by: Romain Vo <43675867+romainvo@users.noreply.github.com>",
"is_bot": false,
"headline": "CI fixes: add caching to avoid multiple downloads, fix testmon, http …",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-06-24T11:13:55Z",
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"oid": "8753614d9e19cbdfba2722a95811f1bdd0d44919",
"body": null,
"is_bot": false,
"headline": "fix the domain name reset bug (#1239)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-06-23T15:39:19Z",
"body_truncated": false,
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"body": null,
"is_bot": false,
"headline": "solve HDF5Dataset.unsupervised warnings in CI (#1226)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-06-23T13:06:38Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "089abf1abe262c6b58383f79d3364e370070cb24",
"body": "* git ls-files -z | xargs -0 sed -i -e \"s/deepinv.github.io\\/deepinv/deepinv.org/g\"\n\n* git ls-files -z | xargs -0 sed -i -e \"s/deepinv.github.io/deepinv.org/g\"\n\n* attempt a fix\n\n* fix one of the refs\n\n* try to fix the second ref\n\n* add a missing colon\n\n* typing colons one commit at a time",
"is_bot": false,
"headline": "Migrate the domain name (#1188)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-06-22T13:22:31Z",
"body_truncated": false,
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"oid": "1b15b610a668917aeafa5f97d2d85d1c3b866511",
"body": "* Fix small typo in the docs of DecomposablePhysics\n\n* Update docstring to clarify singular value matrix\n\nClarified the description of the singular value matrix in the docstring.\n\n* Fix typo in documentation for singular value matrix",
"is_bot": false,
"headline": "Fix small typo in the docs of DecomposablePhysics (#1222)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-06-10T07:46:41Z",
"body_truncated": false,
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"body": "* remove\n\n* import\n\n* import\n\n* fixes\n\n* tests\n\n* fixes\n\n* add the breaking changes to the changelog\n\n* Jeremy comments and remove all fast= in CompressedSensing\n\n* docstring\n\n* Jeremy comments\n\n---------\n\nCo-authored-by: mh-nguyen712 <minh-hai.nguyen@irit.fr>\nCo-authored-by: Jérémy Scanvic <jscanvicz@gmail.com>",
"is_bot": false,
"headline": "Remove ALL Deprecations older than 12 months (#1210)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-06-09T16:34:18Z",
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"body": "Co-authored-by: tachella <38355592+tachella@users.noreply.github.com>",
"is_bot": true,
"headline": "Release v0.4.1 (#1218)",
"author_name": "github-actions[bot]",
"author_login": "github-actions[bot]",
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"oid": "fa6b144999ad648b112ec4a998168771870e342f",
"body": "* hotfix trainer test\n\n* hotfix trainer test\n\n* hotfix trainer test\n\n* hotfix trainer test\n\n* hotfix trainer test",
"is_bot": false,
"headline": "hotfix trainer test (#1215)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-06-05T13:46:06Z",
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"oid": "7e4a614ef6b1a5702572bb536a57db7c183aa984",
"body": "* Allow passing sigma as a dimensionless nn.Parameter\n\n* black .",
"is_bot": false,
"headline": "Allow passing sigma as a dimensionless nn.Parameter (#1214)",
"author_name": "Romain Vo",
"author_login": "romainvo",
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"body": "* add fast bm3d, reformat w black, fix ruff complain\n\n* try to fix ci fail on scipy import\n\n* fix shape mismatch, add test, loosen psnr assertion\n\n* add docstring, add to changelog\n\n* try again\n\n* Apply suggestions from code review\n\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.norepl\n[…]\n test fail\n\nSigned-off-by: Kaibo Tang <tangkaibo@gmail.com>\n\n---------\n\nSigned-off-by: Kaibo Tang <tangkaibo@gmail.com>\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>",
"is_bot": false,
"headline": "Re-implement BM3D in PyTorch (#1195)",
"author_name": "Kaibo Tang",
"author_login": "kvttt",
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"oid": "3101165954cb873815a8b24821ee29646dac9865",
"body": "…xes (#1107)\n\n* Add DEALReconstructor module and helper function\n\n* Add basic unit test for DEALReconstructor\n\n* Format DEALReconstructor files using Black\n\n* Refactor DEAL as a DeepInverse model and update test\n\n* Update DEAL model\n\n* Fix DEAL type hints for Python 3.9\n\n* Expose DEAL model in model\n[…]\n2449813+Tmodrzyk@users.noreply.github.com>\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>\nCo-authored-by: Julián Tachella <38355592+tachella@users.noreply.github.com>",
"is_bot": false,
"headline": "Re-integrate DEAL reconstruction model with improved structure and fi…",
"author_name": "Hossein Alimohammadi",
"author_login": "Holimmo7",
"committed_at": "2026-05-29T15:50:25Z",
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"body": null,
"is_bot": false,
"headline": "Fix regex pattern (#1206)",
"author_name": "Romain Vo",
"author_login": "romainvo",
"committed_at": "2026-05-28T16:18:08Z",
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"oid": "c5590a40304f47976bd68b2bee00fadc7af8c11a",
"body": "…h pretrained Gaussian denoisers (#1185)\n\n* anscombe\n\n* anscombe\n\n* robustify inverse + improve example docs\n\n* fix mini-bugs + add tests\n\n* black\n\n* fix typo in anscombe equation\n\n* add tips and notes\n\n* fix docstring\n\n* fix docstring and demo\n\n* fix docstring and demo\n\n* small fix\n\n* hai's comment\n[…]\n\n* black\n\n* re-trigger CI\n\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>",
"is_bot": false,
"headline": "Add Generalized Anscombe Transform for Poisson-Gaussian denoising wit…",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-05-27T07:35:48Z",
"body_truncated": true,
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"oid": "6a058d41432f07019f9789b8b7e7b3ce150ac77d",
"body": "* fix\n\n* adjust range\n\n* also update link in docstring",
"is_bot": false,
"headline": "Fix broken download Flickr2k (#1201)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-26T12:43:10Z",
"body_truncated": false,
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"oid": "15f6530f52c0635453605ae807b9c719e1cd9c35",
"body": null,
"is_bot": false,
"headline": "Add SRResNet (#1164)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-24T13:56:58Z",
"body_truncated": false,
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"oid": "bb9e60aca8b2b65a5086074833106d26b7c723ad",
"body": null,
"is_bot": false,
"headline": "NIQE without pyiqa (#911)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-24T11:34:15Z",
"body_truncated": false,
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"oid": "e78fd49e6f88e42e58e77966d93f302a3db6adea",
"body": "Signed-off-by: Yoshiki <yosinn1@gmail.com>",
"is_bot": false,
"headline": "docs: fix alongside spelling in contributing guide (#1202)",
"author_name": "yosinn1-blip",
"author_login": "yosinn1-blip",
"committed_at": "2026-05-24T09:11:57Z",
"body_truncated": false,
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"oid": "74b77e9ca1e209bcae1e86c1ccdcebd00ac70233",
"body": "* GMSD code\n\n* docs\n\n* tests basic\n\n* fix typo\n\n* population std\n\n* changelog\n\n* test\n\n* multichannel gmsd\n\n* other comments\n\n* improve doc, include gmsd in multichannel tests",
"is_bot": false,
"headline": "Add Gradient Magnitude Similarity Deviation metric (#1171)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-23T19:39:34Z",
"body_truncated": false,
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"body": "* restormer\n\n* temporal\n\n* phase retrieval\n\n* fconv\n\n* prior\n\n* utils/mixins\n\n* generator blur\n\n* radon\n\n* model utils\n\n* physics / radio\n\n* mri\n\n* func hist\n\n* regularizers\n\n* remote sensing\n\n* single pixel\n\n* loss scheduler\n\n* noisy datafid\n\n* model wrapper\n\n* physics forward\n\n* perceptual\n\n* diff\n[…]\nd pragma\n\n* improve error message\n\n* fix patch prior ref\n\n* fix merge\n\n* fix merge again\n\n* fix merge yet again\n\n---------\n\nCo-authored-by: Thibaut Modrzyk <52449813+Tmodrzyk@users.noreply.github.com>",
"is_bot": false,
"headline": "Assert -> error raises part 1 (#1132)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-23T14:21:33Z",
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"oid": "3831fb4864779c8160bd0120d882e97f77b15a90",
"body": "Fixed: it was not getting passed along in the construction of WaveletDenoiser.\nAdded: option 'mode' to WaveletDictDenoiser.",
"is_bot": false,
"headline": "Wavelet transform, option \"mode\" (#1162)",
"author_name": "IWalds",
"author_login": "IWalds",
"committed_at": "2026-05-21T16:12:24Z",
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"body": "* fix and refactor\n\n* fixes\n\n* fixes\n\n* latex\n\n* fixes\n\n* test\n\n* test\n\n* updates\n\n* scaling\n\n* OK\n\n* test\n\n* Samuel's comments\n\n* ref\n\n* title underline\n\n---------\n\nCo-authored-by: mh-nguyen712 <minh-hai.nguyen@irit.fr>\nCo-authored-by: Samuel Hurault <34220759+samuro95@users.noreply.github.com>",
"is_bot": false,
"headline": "Close #1124 and refactor DPS implementation (#1127)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-05-20T19:18:04Z",
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"oid": "a40d6854934ad62db6ea38482e51c3ce978d1154",
"body": "…nels is not 3 (#1192)\n\n* fix and\n\n* fix typo\n\n* add to changelog.rst",
"is_bot": false,
"headline": "Fix BM3D silently breaks for multi-channel images when number of chan…",
"author_name": "Kaibo Tang",
"author_login": "kvttt",
"committed_at": "2026-05-19T20:30:42Z",
"body_truncated": false,
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"oid": "d6a72cbf18d8f935ef67c3437a20a6b590e01518",
"body": null,
"is_bot": false,
"headline": "Fix noise model not updating int param (#1189)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-05-17T12:21:10Z",
"body_truncated": false,
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"oid": "b7074d25c9001fbce7a373f6631860058d1cc50e",
"body": "* fix bug drunet 3d\n\n* add ffdnet\n\n* add error raise for invalid norm\n\n* tests\n\n* add to docs\n\n* changelog\n\n* address comments\n\n* fix conflict with #1056\n\n* fix bib\n\n* fix\n\n* fix test_pad not triggered when dim=3 and third spatial dimension <32\n\n* tests + fix drunet for s in range[32,64] but s%8!=0\n\n* pr identifier\n\n* add torch.full too when sigma is float",
"is_bot": false,
"headline": "Add FFDNet + bugfix DRUNet forward dim==3 (#1174)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-05-16T11:16:13Z",
"body_truncated": false,
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"oid": "e05cb6a036335768e76c46cb3189d8d0c928ec04",
"body": "* hot CI fixes\n\n* fix docs\n\n* Fix deterministic setting\n\n* black .\n\n* hot fix\n\n* fix pixi install dir\n\n---------\n\nCo-authored-by: romainvo <romain.vo@hotmail.fr>",
"is_bot": false,
"headline": "hot CI fixes (#1186)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-05-08T14:59:54Z",
"body_truncated": false,
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"body": null,
"is_bot": false,
"headline": "update the ref for SEI (#1183)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-05-07T09:41:17Z",
"body_truncated": false,
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"body": "* Add ability to pass noise_level_map to DRUNet\n\n* rerun CI\n\n* Andrewwango comment\n\n* fix lint issue\n\n* Fix test PRs\n\n* Support noise map for RAM\n\n* edit changlog.rst\n\n* Add tests for noise map, fix ComplexDenoiserWrapper and bug fix ram\n\n* fix test\n\n* Tachella's comments\n\n* update docs\n\n* matthieutrs's comments\n\n* rerun CI\n\n* Andrewwango's comment\n\n* rerun CI",
"is_bot": false,
"headline": "Add ability to pass noise_level_map to DRUNet (#1056)",
"author_name": "LeRaton",
"author_login": "LeRatonLaveurSolitaire",
"committed_at": "2026-05-06T08:01:29Z",
"body_truncated": false,
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"body": "…nBlurGenerator (#1152)\n\n* add gaussian_blur_nd\n\n* move gaussian_blur_nd into functional. Add docstring\n\n* Add tests\n\n* Match old gaussian_blur method signature\n\n* fix typo\n\n* Fix tests\n\n* ruff\n\n* black .\n\n* Passing dtype properly to gaussian_blur_nd\n\n* Fix PR #1093 --> push self.cum_probs on the sp\n[…]\nur.gaussian_blur with new implem\n\n* Factorize internals of generator\n\n* Docs\n\n* Add to .rst\n\n* Add to .rst\n\n* changelog\n\n* Fix documentation\n\n* Add import torch to plot directive\n\n* Fix plot directive",
"is_bot": false,
"headline": "Add extensions of gaussian_blur to 1 and 3 dimensions and add Gaussia…",
"author_name": "Romain Vo",
"author_login": "romainvo",
"committed_at": "2026-05-05T20:30:06Z",
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"body": null,
"is_bot": false,
"headline": "Update conf.py (#1172)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-05-02T17:14:06Z",
"body_truncated": false,
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"oid": "4d880ca8f28db462bfacab3a520c01a353205c41",
"body": "* Update MICCAI tutorial date + locatio\n\n* Update community.rst",
"is_bot": false,
"headline": "Update MICCAI tutorial date + location (#1173)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-05-02T17:14:00Z",
"body_truncated": false,
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"body": "* small fixes perceptual\n\n* fix ci issue",
"is_bot": false,
"headline": "Doc + Error + Typing fixes perceptual (#1165)",
"author_name": "Vicky De Ridder",
"author_login": "nucli-vicky",
"committed_at": "2026-04-27T09:08:17Z",
"body_truncated": false,
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"oid": "1d4d6f83303632893704ff5b16aac29050585cf2",
"body": "…n-leaf tensor (#1146)\n\n* fixes\n\n* tol = 1e-4\n\n* changelog\n\n---------\n\nCo-authored-by: mh-nguyen712 <minh-hai.nguyen@irit.fr>",
"is_bot": false,
"headline": "Close #1145: fix bug in custom backward of least square solver for no…",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-04-23T20:28:16Z",
"body_truncated": false,
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"oid": "5000d427993f54faed5b30268d804fa853ef78d3",
"body": "* fix gpu install via pixi, remove conflicting FrEIA dep\n\n* fix gpu install via pixi, remove conflicting FrEIA dep\n\n* fix gpu install via pixi, remove conflicting FrEIA dep\n\n* fix gpu install via pixi, remove conflicting FrEIA dep\n\n* use device fixture in astra test, fix cuda str check\n\n* Monkeypatc\n[…]\nnx\n\n* fix glow docs\n\n* fix doctest-gpu\n\n* linting\n\n* hai final comment\n\n---------\n\nCo-authored-by: romainvo <romain.vo@hotmail.fr>\nCo-authored-by: romainvo <43675867+romainvo@users.noreply.github.com>",
"is_bot": false,
"headline": "GPU fixes + remove FrEIA dependency + fix patchNR demo (#1158)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-04-23T16:49:00Z",
"body_truncated": true,
"is_coding_agent": false
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"oid": "a18b9ae69ba9cac661a4c0846c467fb6d6390a06",
"body": "* warning + notes and docstring, asserts -> if + raise\n\n* same error handling in PoissonGaussian\n\n* Poisson-> PoissonGaussian\n\n* properly test negative input in noise\n\n* changelog",
"is_bot": false,
"headline": "BlurFFT + Poisson noise doc/error message for negative values (#1155)",
"author_name": "Thibaut Modrzyk",
"author_login": "Tmodrzyk",
"committed_at": "2026-04-22T20:16:43Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "90dd81618f1776ae960a6be101c8b9083486d89b",
"body": "* no noise last step\n\n* Revert \"no noise last step\"\n\nThis reverts commit d2af83615009d1e5e99edb3b102807fd39af5791.\n\n* patch dataset\n\n* patch dataset\n\n* cont..\n\n* refactor\n\n* refactor\n\n* functional API\n\n* lint\n\n* fices\n\n* rst\n\n* merge\n\n* lint\n\n* tests\n\n* pad\n\n* Romain's comments\n\n* tests\n\n* reuse resolve params\n\n* ruff\n\n* docs\n\n* romain\n\n---------\n\nCo-authored-by: mh-nguyen712 <minh-hai.nguyen@irit.fr>",
"is_bot": false,
"headline": "Unify patching / tiling (#1104)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-04-22T20:16:18Z",
"body_truncated": false,
"is_coding_agent": false
},
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"oid": "e1f49bdd4b5941633371b8e2a777adacdc35febb",
"body": null,
"is_bot": false,
"headline": "put all cache in /local/ (#1160)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-04-22T13:46:15Z",
"body_truncated": false,
"is_coding_agent": false
},
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"oid": "b887f0fe893df468be58a4e6c74e864d01cff1ca",
"body": "* Register probs and cum_probs as buffer to avoid device mismathc at runtime. Extend test to actually test compatible generators in GeneratorMixture.\n\n* Remove :func: markup around deepinv.utils.get_data_home in changelog.rst",
"is_bot": false,
"headline": "HOTFIX GeneratorMixture (#1156)",
"author_name": "romainvo",
"author_login": "romainvo",
"committed_at": "2026-04-20T11:50:30Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "61175605b00c1dccf045084e6202d72b3504aa24",
"body": "* types + docstring in utils\n\n* types + docstring optimizers.py\n\n* types phase retrieval\n\n* types in potential\n\n* ruff\n\n* fix docs\n\n* optim iterators typing\n\n* ruff\n\n* fix doc\n\n* prior typing\n\n* annotations top of files\n\n* Tensor to torch.Tensor\n\n* deepinv/optim/linear types + docstring\n\n* ruff\n\n* str_to_class typing\n\n* revert to torch.Tensor in optimizers\n\n* fix Tensor\n\n* torch.Tensor -> Tensor where notations are heavy\n\n* revert Torch to torch.Tensor\n\n* ruff",
"is_bot": false,
"headline": "Typing in deepinv/optim (#1117)",
"author_name": "Thibaut Modrzyk",
"author_login": "Tmodrzyk",
"committed_at": "2026-04-20T07:22:30Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "66e06b3295d44023f7040eb716b55fd33562215b",
"body": "* add DEEPINV_CACHE_DIR\n\n* revert accidentially removed eamples\n\n* refactor\n\n* fixes\n\n* fixes\n\n* fix nbu\n\n* user guide\n\n* update\n\n* fixes\n\n* fixes\n\n* fix nbu\n\n* fix kohler\n\n* get_cache_home\n\n* updates\n\n* black\n\n---------\n\nCo-authored-by: mh-nguyen712 <minh-hai.nguyen@irit.fr>",
"is_bot": false,
"headline": "add DEEPINV_CACHE_DIR (#1105)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-04-17T15:45:01Z",
"body_truncated": false,
"is_coding_agent": false
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"oid": "4b87736d8143f255f0aaa87660ae960130715703",
"body": "* add instructions related to the changelog\n\n* changelog\n\n* Update docs/source/contributing.rst\n\nCo-authored-by: Jérémy Scanvic <95454914+jscanvic@users.noreply.github.com>\n\n* Update docs/source/contributing.rst\n\nCo-authored-by: Jérémy Scanvic <95454914+jscanvic@users.noreply.github.com>\n\n---------\n\nCo-authored-by: Jérémy Scanvic <95454914+jscanvic@users.noreply.github.com>",
"is_bot": false,
"headline": "Add changelog section to the contributing instructions (#1153)",
"author_name": "Thibaut Modrzyk",
"author_login": "Tmodrzyk",
"committed_at": "2026-04-16T13:49:25Z",
"body_truncated": false,
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"oid": "61080af02e94bc135ffecca815de03d8c66d4d38",
"body": "…093)\n\n* Add device argument to GeneratorMixture\n\n* Fix test_generators.py: use fixtures from conftest, add fixture for random Generator. Add test for GeneratorMixture. Add batch sampling within GeneratorMixture when possible\n\n* changelog\n\n* Add warnings\n\n* black .\n\n* Remove unecessary arbitrary arg\n[…]\n @mh-nguyen712\n\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>\n\n* black .\n\n---------\n\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>",
"is_bot": false,
"headline": "Fix generator mixture and extend test suite in test_generators.py (#1…",
"author_name": "romainvo",
"author_login": "romainvo",
"committed_at": "2026-04-16T12:44:40Z",
"body_truncated": true,
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"oid": "a4b38e861b136caf7713578b0e33b41bb269d4fa",
"body": "* add ESLoss\n\n* add opt out reynolds averaging\n\n* use a more fitting filename\n\n* export ESLoss in deepinv.loss\n\n* use ei demo as a base for es\n\n* change EILoss to ESLoss\n\n* make the demo run\n\n* add ESLoss to the list of generic loss tests\n\n* tune the parameters a bit\n\n* reformat\n\n* move reconstructo\n[…]\nhe docs\n\n* trigger ci\n\n* prevent overlapping text\n\n* update the path\n\n* add a line for EquivariantReconstructor\n\n---------\n\nCo-authored-by: Julián Tachella <38355592+tachella@users.noreply.github.com>",
"is_bot": false,
"headline": "Add the Equivariant Splitting loss (#881)",
"author_name": "Jérémy Scanvic",
"author_login": "jscanvic",
"committed_at": "2026-04-15T16:21:27Z",
"body_truncated": true,
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"oid": "17a836043c8a8439052608af7b6e4a2eb13a362b",
"body": "* attempt to fix issue 1136\n\n* add entry in changelog\n\n* wip\n\n* Revert \"wip\"\n\nThis reverts commit 9e02e4e944c546f552451fe1d703ef2db3b3a1c1.\n\n* update changelog\n\n* correct comment\n\n* Give more detail on expected input/output shape in TomographyWithAstra. Add tests for non-cubic signal.\n\n* Apply sugge\n[…]\no-authored-by: baptiste.legouix <baptiste.legouix@external.thalesgroup.com>\nCo-authored-by: romainvo <romain.vo@hotmail.fr>\nCo-authored-by: Thibaut Modrzyk <52449813+Tmodrzyk@users.noreply.github.com>",
"is_bot": false,
"headline": "Support non-cubical 3D phantoms in TomographyWithAstra (#1137)",
"author_name": "Baptiste Legouix",
"author_login": "blegouix",
"committed_at": "2026-04-15T07:39:32Z",
"body_truncated": true,
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},
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"oid": "a7c0ea6c6bfa801990ecf3940c8e43a42f50cba6",
"body": "* references 4 demo_spc.py\n\n* update changelog\n\n* updated 2 wikipedia link",
"is_bot": false,
"headline": "update references demo single pixel (#1151)",
"author_name": "Laura Camila Diaz Delgado",
"author_login": "LauraCD2",
"committed_at": "2026-04-14T18:22:29Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "59f242512f2e71466144e3f6ad752898f536567b",
"body": "* Deprecation warning for `plot_inset`\n\n* Add plot_inset deprecation warning in changelog",
"is_bot": false,
"headline": "Add a deprecation warning for `plot_inset` (#1148)",
"author_name": "PAUL BERNARD",
"author_login": "PAUL-BERNARD",
"committed_at": "2026-04-14T14:24:37Z",
"body_truncated": false,
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{
"oid": "025e70fe9c1121d3c43340a4597b53a9425bbada",
"body": null,
"is_bot": false,
"headline": "Update miccai-2026.rst (#1133)",
"author_name": "Andrew Wang",
"author_login": "Andrewwango",
"committed_at": "2026-04-13T09:18:47Z",
"body_truncated": false,
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},
{
"oid": "d86059c1095fe22dc9459f91fd30d044de601467",
"body": "* homogeneize cpu and gpu doctest workflow\n\n* add romain as maintainer",
"is_bot": false,
"headline": "Add Romain as maintainer + small workflow fix (#1138)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-04-09T12:02:15Z",
"body_truncated": false,
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{
"oid": "272b0eaf42d1bbf95be5065cc8c371624ac39b7e",
"body": "* debug cpu docs segfault error\n\n* debug cpu docs segfault error\n\n* debug cpu docs segfault error\n\n* debug cpu docs segfault error\n\n* debug cpu docs segfault error\n\n* debug cpu docs segfault error\n\n* cache downloaded images to avoid http errors\n\n* debug segfault by running examples one by one\n\n* debug segfault by moving to python 3.12\n\n* black\n\n* fix load_degradations\n\n* try python 3.12\n\n* finish fixes",
"is_bot": false,
"headline": "fix docs workflows segfault error (#1135)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-04-08T18:19:46Z",
"body_truncated": false,
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"oid": "476c3e007430a9b81a7b26a4508a728696ef8cff",
"body": "* CI hotfixes\n\n* do codecov only with all dependencies",
"is_bot": false,
"headline": "CI hotfixes (#1134)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-04-07T10:34:48Z",
"body_truncated": false,
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"oid": "b855e55e79c3d9f300cda0dad034ea30d03156af",
"body": "* skip if windows\n\n* add attn and scatter\n\n* add phantom\n\n* add phantom\n\n* add phantom\n\n* fix batching attn\n\n* fix batching attn\n\n* fix batching attn\n\n* fix batching attn\n\n* clean up PET add docs\n\n* add 2D + tests + user guide + pyproject\n\n* add pixi to handle conda dependency\n\n* add pixi to handle \n[…]\nd hiring + move down pytorch ecosystem\n\n* fix testing\n\n---------\n\nCo-authored-by: Andrew Wang <andrew.wang27@gmail.com>\nCo-authored-by: Minh Hai Nguyen <43115712+mh-nguyen712@users.noreply.github.com>",
"is_bot": false,
"headline": "CI upgrades (#1108)",
"author_name": "Julián Tachella",
"author_login": "tachella",
"committed_at": "2026-04-06T17:45:49Z",
"body_truncated": true,
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"oid": "04e56f580b37225f7423557b925f3b4be3308c45",
"body": "* no noise last step\n\n* Revert \"no noise last step\"\n\nThis reverts commit d2af83615009d1e5e99edb3b102807fd39af5791.\n\n* fixes\n\n* annotations",
"is_bot": false,
"headline": "Fix kernel net (close #1126) (#1131)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-04-06T14:27:39Z",
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"oid": "02a2317beb4161ce4bd97fd175e929c3ad282f43",
"body": null,
"is_bot": false,
"headline": "Remove noise in last step of diffusion sampling (#1103)",
"author_name": "Minh Hai Nguyen",
"author_login": "mh-nguyen712",
"committed_at": "2026-04-06T10:43:50Z",
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"components": [
{
"key": "binary_artifacts",
"name": "Binary-Artifacts",
"detail": "no binaries found in the repo",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "branch_protection",
"name": "Branch-Protection",
"detail": "internal error: error during branchesHandler.setup: internal error: some github tokens can't read classic branch protection rules: https://github.com/ossf/scorecard-action/blob/main/docs/authentication/fine-grained-auth-token.md",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 7.5
},
{
"key": "ci_tests",
"name": "CI-Tests",
"detail": "30 out of 30 merged PRs checked by a CI test -- score normalized to 10",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "cii_best_practices",
"name": "CII-Best-Practices",
"detail": "no effort to earn an OpenSSF best practices badge detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 2.5
},
{
"key": "code_review",
"name": "Code-Review",
"detail": "all changesets reviewed",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "contributors",
"name": "Contributors",
"detail": "project has 15 contributing companies or organizations",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "dangerous_workflow",
"name": "Dangerous-Workflow",
"detail": "no dangerous workflow patterns detected",
"points": 10,
"status": "met",
"details": [],
"max_points": 10
},
{
"key": "dependency_update_tool",
"name": "Dependency-Update-Tool",
"detail": "no update tool detected",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "fuzzing",
"name": "Fuzzing",
"detail": "project is not fuzzed",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "license",
"name": "License",
"detail": "license file detected",
"points": 2.5,
"status": "met",
"details": [],
"max_points": 2.5
},
{
"key": "maintained",
"name": "Maintained",
"detail": "30 commit(s) and 16 issue activity found in the last 90 days -- score normalized to 10",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
},
{
"key": "packaging",
"name": "Packaging",
"detail": "packaging workflow not detected",
"points": 0,
"status": "excluded",
"details": [
{
"code": "no_data",
"params": {}
}
],
"max_points": 5
},
{
"key": "pinned_dependencies",
"name": "Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "sast",
"name": "SAST",
"detail": "SAST tool is not run on all commits -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 5
},
{
"key": "security_policy",
"name": "Security-Policy",
"detail": "security policy file detected",
"points": 5,
"status": "met",
"details": [],
"max_points": 5
},
{
"key": "signed_releases",
"name": "Signed-Releases",
"detail": "Project has not signed or included provenance with any releases.",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "token_permissions",
"name": "Token-Permissions",
"detail": "detected GitHub workflow tokens with excessive permissions",
"points": 0,
"status": "missed",
"details": [],
"max_points": 7.5
},
{
"key": "vulnerabilities",
"name": "Vulnerabilities",
"detail": "0 existing vulnerabilities detected",
"points": 7.5,
"status": "met",
"details": [],
"max_points": 7.5
}
]
},
{
"key": "dependency_advisories",
"band": "excellent",
"name": "Dependency advisories",
"note": "Excluded from scoring (no data or not applicable): No advisories left outstanding. Remaining weights renormalized. Matched the pypi:deepinv@0.4.1 runtime dependency closure — what installing the published package pulls in — 25 packages. Reachability is not analyzed.",
"notes": [
{
"code": "excluded_no_data",
"params": {
"components": [
"no_advisories_left_outstanding"
]
}
},
{
"code": "weights_renormalized",
"params": {}
},
{
"code": "advisories_scope_published",
"params": {
"package": "pypi:deepinv@0.4.1",
"assessed": 25
}
},
{
"code": "advisories_reachability",
"params": {}
}
],
"value": 100,
"inputs": {
"source": "osv",
"advisories": 0,
"affected_packages": 0,
"assessed_packages": 25,
"unassessed_packages": 0,
"affected_by_severity": "none",
"direct_affected_packages": 0
},
"components": [
{
"key": "direct_dependencies_free_of_known_advisories",
"name": "Direct dependencies free of known advisories",
"detail": "no direct dependency carries a known advisory",
"points": 35,
"status": "met",
"details": [
{
"code": "no_direct_advisories",
"params": {}
}
],
"max_points": 35
},
{
"key": "indirect_dependencies_free_of_known_advisories",
"name": "Indirect dependencies free of known advisories",
"detail": "no indirect dependency carries a known advisory",
"points": 25,
"status": "met",
"details": [
{
"code": "no_indirect_advisories",
"params": {}
}
],
"max_points": 25
},
{
"key": "no_advisories_left_outstanding",
"name": "No advisories left outstanding",
"detail": "no advisory carries a publication date",
"points": 0,
"status": "excluded",
"details": [
{
"code": "advisories_no_publication_date",
"params": {}
}
],
"max_points": 40
}
]
},
{
"key": "malicious_dependencies",
"band": "excellent",
"name": "Malicious dependencies",
"note": null,
"notes": [],
"value": 100,
"inputs": {
"source": "osv",
"meaning": "reported as a malicious package by the OpenSSF corpus; the remedy is removal or moving off the compromised name, never an upgrade of the same artifact. Versions the registry has since pulled are listed but not scored",
"packages": [],
"red_flag": false,
"assessed_packages": 25,
"malicious_packages": 0,
"direct_malicious_packages": 0,
"withdrawn_malicious_packages": 0,
"installable_malicious_packages": 0
},
"components": [
{
"key": "no_dependency_reported_as_a_malicious_package",
"name": "No dependency reported as a malicious package",
"detail": "no dependency is reported as a malicious package",
"points": 100,
"status": "met",
"details": [
{
"code": "no_malicious_dependencies",
"params": {}
}
],
"max_points": 100
}
]
},
{
"key": "high_risk_jurisdiction_exposure",
"band": "excellent",
"name": "High-Risk Jurisdiction Exposure",
"note": "Only high-confidence self-published location evidence affects this multiplier. Ambiguous matches are review-only; country evidence is not proof of nationality, citizenship, legal registration, malicious intent, or sanctions status.",
"notes": [
{
"code": "jurisdiction_evidence_limits",
"params": {}
}
],
"value": 100,
"inputs": {
"meaning": "self-published location evidence; not nationality or citizenship",
"red_flag": false,
"exposures": [],
"policy_countries": [
"Russia",
"Iran",
"North Korea"
],
"review_only_matches": 0,
"assessed_self_published_locations": 6
},
"components": [
{
"key": "policy_exposure_multiplier",
"name": "Policy exposure multiplier",
"detail": "no confirmed policy-scope location match",
"points": 100,
"status": "met",
"details": [
{
"code": "jurisdiction_no_match",
"params": {}
}
],
"max_points": 100
}
]
}
],
"description": "Are visible security and supply-chain practices strong, with no malicious dependency and no unresolved high-risk jurisdiction exposure?"
},
{
"key": "ai_readiness",
"band": "at_risk",
"name": "AI Readiness",
"value": 43,
"weight": 0,
"metrics": [
{
"key": "ai_agent_context",
"band": "at_risk",
"name": "Agent context & guidance",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"has_llms_txt": false,
"legible_history_share": 0.99,
"agent_instruction_files": [],
"agent_instruction_max_bytes": null
},
"components": [
{
"key": "agent_instructions",
"name": "Agent instructions",
"detail": "no CLAUDE.md / AGENTS.md / editor rules",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_agent_instructions",
"params": {}
}
],
"max_points": 45
},
{
"key": "machine_readable_docs_llms_txt",
"name": "Machine-readable docs (llms.txt)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 15
},
{
"key": "legible_commit_history",
"name": "Legible commit history",
"detail": "97 of 98 human commits state their intent (structured subject or explanatory body)",
"points": 40,
"status": "met",
"details": [
{
"code": "legible_history",
"params": {
"legible": 97,
"sampled": 98
}
}
],
"max_points": 40
}
]
},
{
"key": "ai_verify_loop",
"band": "at_risk",
"name": "Verify loop (build / test / typecheck)",
"note": null,
"notes": [],
"value": 42,
"inputs": {
"has_nix": false,
"has_tests": true,
"lockfiles": [],
"has_dockerfile": false,
"typed_language": false,
"bootstrap_files": [
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],
"has_devcontainer": false,
"has_linter_config": false,
"typecheck_configs": [],
"agent_commit_share": 0.01,
"toolchain_manifests": [],
"dependency_bot_commit_share": 0
},
"components": [
{
"key": "one_command_bootstrap",
"name": "One-command bootstrap",
"detail": "docs/Makefile",
"points": 18,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "docs/Makefile"
}
}
],
"max_points": 18
},
{
"key": "automated_tests",
"name": "Automated tests",
"detail": null,
"points": 22,
"status": "met",
"details": [],
"max_points": 22
},
{
"key": "lint_format_config",
"name": "Lint / format config",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "static_type_checking",
"name": "Static type checking",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 11
},
{
"key": "reproducible_environment",
"name": "Reproducible environment",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
},
{
"key": "demonstrated_agent_practice",
"name": "Demonstrated agent practice",
"detail": "1 of the last 100 commits agent-authored or agent-credited",
"points": 2,
"status": "partial",
"details": [
{
"code": "agent_authored_commits",
"params": {
"count": 1,
"sampled": 100
}
}
],
"max_points": 10
},
{
"key": "automated_maintenance",
"name": "Automated maintenance",
"detail": "no automated dependency updates observed",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_dependency_automation",
"params": {}
}
],
"max_points": 8
},
{
"key": "openssf_scorecard_pinned_dependencies",
"name": "OpenSSF Scorecard: Pinned-Dependencies",
"detail": "dependency not pinned by hash detected -- score normalized to 0",
"points": 0,
"status": "missed",
"details": [],
"max_points": 10
}
]
},
{
"key": "ai_code_legibility",
"band": "moderate",
"name": "Code legibility for models",
"note": null,
"notes": [],
"value": 54,
"inputs": {
"primary_language": "Python",
"largest_source_bytes": 135874,
"source_files_sampled": 330,
"oversized_source_files": 6
},
"components": [
{
"key": "type_checkable_code",
"name": "Type-checkable code",
"detail": "Python without a type-check config",
"points": 0,
"status": "missed",
"details": [
{
"code": "no_typecheck_config_language",
"params": {
"language": "Python"
}
}
],
"max_points": 45
},
{
"key": "manageable_file_sizes",
"name": "Manageable file sizes",
"detail": "6/330 source files over 60KB",
"points": 54,
"status": "partial",
"details": [
{
"code": "oversized_source_files",
"params": {
"kb": 60,
"sampled": 330,
"oversized": 6
}
}
],
"max_points": 55
}
]
},
{
"key": "ai_interfaces",
"band": "at_risk",
"name": "Machine-readable interfaces",
"note": null,
"notes": [],
"value": 40,
"inputs": {
"example_dirs": [
"examples"
],
"has_mcp_signal": false,
"api_schema_files": []
},
"components": [
{
"key": "api_schema_openapi_graphql_proto",
"name": "API schema (OpenAPI/GraphQL/proto)",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 40
},
{
"key": "mcp_server",
"name": "MCP server",
"detail": null,
"points": 0,
"status": "missed",
"details": [],
"max_points": 20
},
{
"key": "runnable_examples",
"name": "Runnable examples",
"detail": "examples",
"points": 40,
"status": "met",
"details": [
{
"code": "file_list",
"params": {
"files": "examples"
}
}
],
"max_points": 40
}
]
}
],
"description": "How well is the repo equipped to be developed and maintained with AI coding agents? An independent, experimental badge — weight 0.0, so it is surfaced on its own and does not affect the overall health score."
}
],
"metrics_version": "1.13.0"
},
"warnings": [
"Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token"
],
"report_type": "repository",
"generated_at": "2026-07-26T22:11:27.920875Z",
"schema_version": "0.27.0",
"badge_url": "https://raw.githubusercontent.com/inspect-software/badges/main/v1/d/deepinv/deepinv.svg",
"full_name": "deepinv/deepinv",
"license_state": "standard",
"license_spdx": "BSD-3-Clause"
}Las puntuaciones son señales, no garantías. Reflejan prácticas públicamente visibles en GitHub; no son una auditoría de código ni una garantía de seguridad.
Los datos ausentes se excluyen y los pesos se renormalizan; nunca se puntúan como cero. La metodología es versionada y abierta: métricas v1.13.0, esquema v0.27.0 — metodología completa · wiki de métricas.
Cómo se sitúa un resultado dentro del registro general: estadísticas agregadas — PyPI.