Registro públicoBueno
Informe de salud del softwareesquema 0.27.0 · métricas 1.13.0 · 2026-07-26 09:25 UTC
kozistr / pytorch_optimizer
optimizer & lr scheduler & loss function collections in PyTorch
kozistr/pytorch_optimizer tiene un índice de salud de 75 sobre 100, lo que lo sitúa en la banda Bueno. Su puntuación más alta es Vitality (86/100) y la más baja, Sustainability & Governance (67/100). Se actualizó por última vez hace 1 día. Una sola persona concentra la mayor parte del trabajo reciente.
75
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.
75
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
Hyeongchan KimCuenta personal
178 seguidores37 repositorios públicosdesde oct 2015
Este repositorio pertenece a una cuenta personal. Un proyecto con un único propietario conlleva más riesgo de continuidad que uno respaldado por una organización.
Ecosistemas de paquetes
Métricas por categoría
Vitalidad
¿Está vivo el proyecto: se escribe código y se publican versiones?
86
Actividad de desarrollo
77Bueno
Cómo se puntúa
| 36/36 | Recencia de push — último push hace 1 días |
| 15.9/36 | Cadencia de commits — 23/52 semanas con commits |
| 17.6/18 | Volumen de commits — 89 commits en el último año |
| 0/10 | OpenSSF Scorecard: Maintained — sin datos |
Datos de entrada utilizados
| commits_last_year | 89 |
| human_commit_share | 1 |
| days_since_last_push | 1 |
| active_weeks_last_year | 23 |
Disciplina de publicación
100Excelente
Cómo se puntúa
| 27/27 | Publica versiones — 92 versiones publicadas |
| 36/36 | Recencia de las versiones — última versión hace 63 días |
| 27/27 | Cadencia de publicación — una versión cada ~43,5 días |
| 0/10 | OpenSSF Scorecard: Signed-Releases — sin datos |
Datos de entrada utilizados
| releases_count | 92 |
| latest_release_tag | v3.10.1 |
| releases_from_tags | no |
| days_since_latest_release | 63 |
| mean_days_between_releases | 43,5 |
Comunidad y Adopción
¿Tiene el proyecto usuarios, descargas, atención y unas condiciones acogedoras para quienes contribuyen?
75
Popularidad y adopción
60Moderado
Cómo se puntúa
| 42.6/60 | Estrellas — 421 estrellas |
| 13.4/25 | Forks — 42 forks |
| 3.9/15 | Observadores — 6 observadores |
Datos de entrada utilizados
| forks | 42 |
| stars | 421 |
| watchers | 6 |
| 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 (Apache-2.0) |
| 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 |
Sostenibilidad y Gobernanza
¿Sobrevivirá el proyecto a sus personas: factor bus, capacidad de respuesta, quién lo respalda y mantenimiento del paquete?
67
Cómo se puntúa
| 9/54 | Factor bus — la mitad de los commits recae en 1 contribuyente(s) |
| 0.2/22.5 | Distribución de commits — el principal contribuyente firma el 99% de los commits |
| 13.5/13.5 | Amplitud de contribuyentes — 15 contribuyentes |
| 0/10 | OpenSSF Scorecard: Contributors — sin datos |
Datos de entrada utilizados
| bus_factor | 1 |
| contributors_sampled | 15 |
| top_contributor_share | 0,992 |
Capacidad de respuesta a issues y PR
95Excelente
Cómo se puntúa
| 44.4/46.8 | Resolución de issues — 95% de issues cerradas |
| 36.1/38.3 | Aceptación de PR — 350/371 PR decididos fusionados |
| 0/15 | OpenSSF Scorecard: Code-Review — sin datos |
Datos de entrada utilizados
| merged_prs | 350 |
| open_issues | 7 |
| closed_issues | 133 |
| issue_closed_ratio | 0,95 |
| closed_unmerged_prs | 21 |
Propiedad y custodia
62Moderado
Cómo se puntúa
| 10/30 | Respaldo de la propiedad — cuenta personal (usuario) |
| 0/20 | Dominio verificado — no aplicable a cuentas de usuario |
| 16.2/25 | Alcance del propietario — 178 seguidores de kozistr |
| 23.5/25 | Trayectoria — 37 repos públicos, cuenta de ~10 años |
Datos de entrada utilizados
| followers | 178 |
| owner_type | User |
| is_verified | — |
| owner_login | kozistr |
| public_repos | 37 |
| account_age_days | 3924 |
Excluidos de la puntuación (sin datos o no aplicable): Dominio verificado. Los pesos restantes se han renormalizado.
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 63 días |
| 20/20 | Historial de versiones — 91 versiones en el registro |
| 20/20 | No obsoleto — activo, ni obsoleto ni retirado |
Datos de entrada utilizados
| packages | pytorch_optimizer |
| ecosystems | pypi |
| any_deprecated | no |
| min_days_since_publish | 63 |
Calidad de Ingeniería
¿Existen unas prácticas mínimas de ingeniería y documentación?
72
Prácticas de ingeniería
60Moderado
Cómo se puntúa
| 24/24 | Flujos de trabajo de CI — 7 flujo(s) de trabajo |
| 24/24 | Pruebas presentes |
| 0/16 | Configuración de linter |
| 0/9.6 | Hooks de pre-commit |
| 0/6.4 | .editorconfig |
| 0/20 | OpenSSF Scorecard: CI-Tests — sin datos |
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 — https://pytorch-optimizers.readthedocs.io/en/latest/ |
| 10/10 | Descripción del repositorio |
| 10/10 | Topics — 19 topics |
| 0/10 | Wiki |
Datos de entrada utilizados
| topics | optimizer, pytorch, ranger, adamp, radam, madgrad, adabelief, sam, lookahead, deep-learning, diffgrad, adan, gradient-centralization, adai, learning-rate-scheduling, loss-functions, ademamix, muon, scion |
| has_wiki | no |
| homepage | https://pytorch-optimizers.readthedocs.io/en/latest/ |
| 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?
74
Postura de seguridad
67Moderado
Cómo se puntúa
| 30/30 | Política de seguridad (SECURITY.md) |
| 0/25 | Configuración de Dependabot |
| 0/25 | Lockfiles de dependencias — biblioteca publicada — los lockfiles son cosa de las aplicaciones, no se esperan aquí |
| 20/20 | Flujo de trabajo de CodeQL |
Datos de entrada utilizados
| source | file_signals |
| lockfiles | uv.lock |
| manifests | pyproject.toml, requirements-docs.txt |
| has_codeql_workflow | sí |
| has_security_policy | sí |
| has_dependabot_config | no |
Excluidos de la puntuación (sin datos o no aplicable): Lockfiles de dependencias. 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 | 2 |
| 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:pytorch_optimizer@3.10.1 —lo que arrastra la instalación del paquete publicado—: 2 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.
71
Contexto y guía para agentes
85Excelente
Cómo se puntúa
| 45/45 | Instrucciones para agentes — CLAUDE.md |
| 0/15 | Documentación legible por máquinas (llms.txt) |
| 40/40 | Historial de commits legible — 100 de 100 commits humanos declaran su intención (asunto estructurado o cuerpo explicativo) |
Datos de entrada utilizados
| has_llms_txt | no |
| legible_history_share | 1 |
| agent_instruction_files | CLAUDE.md |
| agent_instruction_max_bytes | 4881 |
Cómo se puntúa
| 18/18 | Arranque con un solo comando — Makefile |
| 22/22 | Pruebas automatizadas |
| 0/11 | Configuración de lint / formato |
| 11/11 | Verificación estática de tipos — pytorch_optimizer/py.typed |
| 10/10 | Entorno reproducible — lockfile |
| 0/10 | Práctica demostrada con agentes — ningún commit con autoría de agente entre los últimos 100 |
| 0/8 | Mantenimiento automatizado — no se observan actualizaciones automáticas de dependencias |
| 0/10 | OpenSSF Scorecard: Pinned-Dependencies — sin datos |
Datos de entrada utilizados
| has_nix | no |
| has_tests | sí |
| lockfiles | uv.lock |
| has_dockerfile | no |
| typed_language | no |
| bootstrap_files | Makefile |
| has_devcontainer | no |
| has_linter_config | no |
| typecheck_configs | pytorch_optimizer/py.typed |
| agent_commit_share | 0 |
| toolchain_manifests | — |
| dependency_bot_commit_share | 0 |
Cómo se puntúa
| 27/45 | Código verificable por tipos — Python con configuración de verificación de tipos (pytorch_optimizer/py.typed) |
| 55/55 | Tamaños de archivo manejables — 0/159 archivos fuente de más de 60 KB |
Datos de entrada utilizados
| primary_language | Python |
| largest_source_bytes | 35.314 |
| source_files_sampled | 159 |
| oversized_source_files | 0 |
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
421estrellas de GitHub
15contribuidores
89commits en los últimos 12 meses
1días desde el último push
92versiones publicadas
1factor bus
7issues abiertas
PyPIecosistemas de paquetes
Advertencias de recopilación de datos
- Star history unavailable: GitHub GraphQL error: Resource not accessible by personal access token
- OpenSSF Scorecard did not return a usable result (exit code -9); skipping Scorecard checks
Más detalle
Historial de estrellas y forks 0 ★ / 42 ⇿
0Estrellas
42Forks
80Versiones
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 3Menor 30Parche 47
Cada punto abarca 5 días.
Dependencias directas 5
| Registro | Paquete | Restricción de versión | Manifiesto |
|---|---|---|---|
| PyPI | numpy | >1.24.4 | pyproject.toml |
| PyPI | numpy | <=1.24.4 | pyproject.toml |
| PyPI | torch | >=1.10,<2.5 | pyproject.toml |
| PyPI | torch | >=1.10,<2.9 | pyproject.toml |
| PyPI | torch | >=1.10 | pyproject.toml |
Todas las dependencias 41
Conjunto completo de dependencias resueltas según el grafo de dependencias de GitHub: 3 paquetes directos y 38 indirectos (transitivos). El cierre transitivo es completo cuando el repositorio incluye un lockfile.
| Registro | Paquete | Versión | Relación |
|---|---|---|---|
| PyPI | numpy | — | directa |
| PyPI | numpy | 1.24.4 | directa |
| PyPI | torch | 2.4.1 | directa |
| PyPI | black | 24.8.0 | indirecta |
| PyPI | click | 8.1.8 | indirecta |
| PyPI | colorama | 0.4.6 | indirecta |
| PyPI | coverage | 7.6.1 | indirecta |
| PyPI | exceptiongroup | 1.3.1 | indirecta |
| PyPI | filelock | 3.16.1 | indirecta |
| PyPI | fsspec | 2025.3.0 | indirecta |
| PyPI | hatchling | — | indirecta |
| PyPI | iniconfig | 2.1.0 | indirecta |
| PyPI | jinja2 | 3.1.6 | indirecta |
| PyPI | markdown-include | 0.8.1 | indirecta |
| PyPI | markupsafe | 2.1.5 | indirecta |
| PyPI | mdx-truly-sane-lists | 1.3 | indirecta |
| PyPI | mkdocs | 1.6.1 | indirecta |
| PyPI | mkdocs-awesome-nav | 3.3.0 | indirecta |
| PyPI | mkdocs-git-revision-date-localized-plugin | 1.5.1 | indirecta |
| PyPI | mkdocs-material | 9.7.6 | indirecta |
| PyPI | mkdocstrings-python | 2.0.3 | indirecta |
| PyPI | mpmath | 1.3.0 | indirecta |
| PyPI | mypy-extensions | 1.1.0 | indirecta |
| PyPI | networkx | 3.1 | indirecta |
| PyPI | nodeenv | 1.10.0 | indirecta |
| PyPI | packaging | 26.0 | indirecta |
| PyPI | pathspec | 0.12.1 | indirecta |
| PyPI | platformdirs | 4.3.6 | indirecta |
| PyPI | pluggy | 1.5.0 | indirecta |
| PyPI | pygments | 2.19.2 | indirecta |
| PyPI | pymdown-extensions | 10.21.2 | indirecta |
| PyPI | pyright | 1.1.408 | indirecta |
| PyPI | pytest | 8.3.5 | indirecta |
| PyPI | pytest-cov | 5.0.0 | indirecta |
| PyPI | pytokens | 0.4.1 | indirecta |
| PyPI | pytorch-optimizer | 3.10.1 | indirecta |
| PyPI | ruff | 0.15.4 | indirecta |
| PyPI | setuptools | 82.0.0 | indirecta |
| PyPI | sympy | 1.13.3 | indirecta |
| PyPI | tomli | 2.4.0 | indirecta |
| PyPI | typing-extensions | 4.13.2 | indirecta |
Avisos de dependencias 0
Instalar pypi:pytorch_optimizer@3.10.1 arrastra 2 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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"body": "* refactor: pyproject\n\n* build(deps): uv\n\n* build(ci): uv\n\n* chore: Makefile\n\n* build(ci): global\n\n* build(ci): global\n\n* build(deps): python>=3.8\n\n* build(deps): requirements.txt\n\n* build(ci): install from requirements\n\n* build(ci): install from requirements\n\n* build(ci): back to sync\n\n* chore: pyt\n[…]\n(ci): fix typo\n\n* style: ignore pyright rule\n\n* build(ci): fix typo\n\n* build(ci): --no-editable\n\n* build(ci): cache\n\n* build(ci): cache\n\n* build(ci): disable pruning\n\n* build(ci): OMP_NUM_THREADS to 8",
"is_bot": false,
"headline": "[Refactor] yet another try to use `uv` (#473)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-26T08:38:23Z",
"body_truncated": true,
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"body": "* refactor: test cases\n\n* refactor: tests\n\n* refactor: tests\n\n* refactor: tests\n\n* refactor: tests",
"is_bot": false,
"headline": "[Refactor] tests (#471)",
"author_name": "Hyeongchan Kim",
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"body": null,
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"headline": "build(ci): fix release title (#470)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-21T06:44:34Z",
"body_truncated": false,
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"body": null,
"is_bot": false,
"headline": "[skip ci] docs: prepend changelog for v3.9.0 (#469)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
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"body_truncated": false,
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"oid": "0716b25d680f21aa97b1694d4f9a7a47f7fffba6",
"body": null,
"is_bot": false,
"headline": "update: codes (#468)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-21T06:36:37Z",
"body_truncated": false,
"is_coding_agent": false
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"body": "* build(deps): dev-deps\n\n* build(version): v3.9.0\n\n* docs: v3.9.0 changelog\n\n* docs: README\n\n* docs: v3.9.0 changelog\n\n* docs: CLAUDE.md\n\n* docs: v3.9.0 changelog\n\n* [skip ci] docs: update index.md\n\n* build(ci): remove [skip-ci] prefix\n\n* docs: paper link\n\n* docs: update index.md\n\n* docs: v3.9.0 changelog\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Release] v3.9.0 (#467)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-21T05:56:25Z",
"body_truncated": false,
"is_coding_agent": false
},
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"body": "* docs: README\n\n* feature: Ano optimizer\n\n* update: Ano optimizer\n\n* update: test cases\n\n* [skip ci] docs: update index.md\n\n* ci: trigger condition\n\n* [skip ci] docs: update documentation\n\n* update: optimize the code\n\n* style: format\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement Ano optimizer (#466)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-20T19:00:41Z",
"body_truncated": false,
"is_coding_agent": false
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"body": "…ter groups (#465)\n\n* update: code\n\n* docs: v3.9.0 changelog\n\n* fix: potentially access to the wrong key",
"is_bot": false,
"headline": "[Fix] Potentially access the wrong key when there are multiple parame…",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
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"body_truncated": false,
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"is_bot": false,
"headline": "[Feature] Update the documentation automatically (#464)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-20T12:55:03Z",
"body_truncated": false,
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"body": "… when `Dropout` is enabled in `Kohya-ss` (#463)\n\n* docs: v3.9.0 changelog\n\n* build(deps): dev-deps\n\n* refactor: init_group\n\n* refactor: codes\n\n* style: ignore PLC0415",
"is_bot": false,
"headline": "[Fix] Call `init_group` every time to resolve the LoRA training issue…",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-20T12:21:20Z",
"body_truncated": false,
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"is_bot": false,
"headline": "[Update] Bump Emo-series optimizer to the latest version (#461)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-12-06T12:35:41Z",
"body_truncated": false,
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"is_bot": false,
"headline": "[Feature] Implement Cautious Weight Decay (#460)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-11-24T12:21:23Z",
"body_truncated": false,
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"headline": "docs: fix typo (#459)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
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"body_truncated": false,
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"body": "* docs: v3.9.0 changelog\n\n* chore: keyword\n\n* docs: README\n\n* feature: implement BCOS optimizer\n\n* update: BCOS optimizer\n\n* update: test cases\n\n* docs: BCOS optimizer\n\n* refactor: codes\n\n* build(ci): pyright rules\n\n* [skip ci] docs: update index.md\n\n* docs: visualization\n\n* add: BCOS visualizations\n\n* update: test_get_global_gradient_norm\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement BCOS optimizer (#458)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-11-23T11:33:32Z",
"body_truncated": false,
"is_coding_agent": false
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"body": "* update: codes\n\n* update: codes\n\n* build(deps): packages\n\n* update: codes\n\n* build(ci): pyright version\n\n* build(ci): pyright rules\n\n* update: codes\n\n* update: visualizations\n\n* update: visualizations\n\n* update: codes\n\n* update: visualizations\n\n* update: codes\n\n* update: visualizations\n\n* update: v\n[…]\nrequirements-docs.txt\n\n* update: visualizations\n\n* chore: remove duplicated works\n\n* update: visualizations\n\n* update: visualizations\n\n* chore: name\n\n* update: visualizations\n\n* update: visualizations",
"is_bot": false,
"headline": "[Update] Stuff (#457)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-11-23T09:31:08Z",
"body_truncated": true,
"is_coding_agent": false
},
{
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"body": "* build(ci): github actions\n\n* build(ci/cd): fix typo",
"is_bot": false,
"headline": "[CI/CD] Update the gh action version to the latest (#452)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-26T06:36:56Z",
"body_truncated": false,
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"body": null,
"is_bot": false,
"headline": "[skip ci] docs: prepend changelog for v3.8.2 (#451)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-26T05:57:44Z",
"body_truncated": false,
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"body": "* build(version): v3.8.2\n\n* docs: v3.8.2 changelog\n\n* docs: v3.8.2 changelog",
"is_bot": false,
"headline": "[Release] v3.8.2 (#450)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-26T05:56:32Z",
"body_truncated": false,
"is_coding_agent": false
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{
"oid": "baa2fd2d1204f31a5c3d02a721b0ae2f13fc8665",
"body": "* docs: google-style docstring\n\n* build(docs): google-style docstring\n\n* build(deps): mkdocstrings-python\n\n* docs: google-style docstring\n\n* docs: google-style docstring\n\n* docs: google-style docstring\n\n* docs: google-style docstring\n\n* docs: v3.8.2 changelog\n\n* docs: docstring\n\n* docs: docstring\n\n* update: test cases\n\n* docs: docstring",
"is_bot": false,
"headline": "[Docs] Convert to google-style docstring (#449)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-25T17:52:47Z",
"body_truncated": false,
"is_coding_agent": false
},
{
"oid": "0283cf58f7b0d6cfdc7043fe6c54ce9c8c5efc16",
"body": "* update: codes\n\n* build(deps): dev deps\n\n* docs: v3.8.2 changelog\n\n* chore: disable warnings for pytest\n\n* build(ci): split tasks\n\n* fix: TypeAlias\n\n* update: Parameters type\n\n* build(deps): pytorch\n\n* update: test_version_utils\n\n* build(deps): pytorch\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* update: test cases\n\n* build(ci): refactor publish script\n\n* fix: test_version_utils\n\n* build(ci): remove `check lint`",
"is_bot": false,
"headline": "[Update] Lots of stuff (#448)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-25T14:39:26Z",
"body_truncated": false,
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"body": null,
"is_bot": false,
"headline": "[skip ci] docs: prepend changelog for v3.8.1 (#447)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-18T10:44:17Z",
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"body": null,
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"headline": "build(version): v3.8.1 (#446)",
"author_name": "Hyeongchan Kim",
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"committed_at": "2025-10-18T10:42:44Z",
"body_truncated": false,
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},
{
"oid": "56c2be089c97b0a201ed6a41b1282cc64fda7e35",
"body": "…arams of the `Conda` optimizer (#444)\n\n* build(deps): dev deps\n\n* update: expose Galore parameters\n\n* docs: v3.8.1 changelog",
"is_bot": false,
"headline": "[Update] Expose the parameters of the `GaloreProjector` to the init p…",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-18T10:33:46Z",
"body_truncated": false,
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"body": "* docs: v3.8.1 changelog\n\n* docs: README\n\n* feature: Conda optimizer\n\n* update: test cases\n\n* update: condition\n\n* update: condition\n\n* [skip ci] docs: update index.md\n\n* docs: Conda optimizer\n\n* chore: keyword\n\n* build(deps): dev deps\n\n* ci: bump pyright to 1.1.406\n\n* update: test_galore_projection_type\n\n* update: test_galore_methods\n\n* update: test_galore_methods\n\n* update: test_galore_methods\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement `Conda` optimizer (#441)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-10-03T08:26:04Z",
"body_truncated": false,
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},
{
"oid": "aa70cc97e9dbb5f5951a7647c2561108f3acc178",
"body": "* build(deps): dev deps\n\n* style: fix RUF059\n\n* update: EmoNavi v3 optimizer\n\n* style: fix RUF059\n\n* update: EmoNavi series\n\n* update: recipes\n\n* update: code\n\n* update: recipe\n\n* docs: v3.8.1 changelog\n\n* update: visualize_optimizers\n\n* update: visualizations\n\n* update: visualizations",
"is_bot": false,
"headline": "[Update] EmoNavi optimizer to the latest version (#439)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-09-21T06:22:28Z",
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{
"oid": "0c0f48f1d5c8c92c1ea06b4887896c8165b2a620",
"body": "…rom EXAdam (#438)\n\nRemoved numpy dependency and adjusted step size calculation based on the latest update of the EXAdam paper https://arxiv.org/abs/2412.20302",
"is_bot": false,
"headline": "[Update] Eliminate numpy usage and update learning rate application f…",
"author_name": "Ahmed Mostafa",
"author_login": "AhmedMostafa16",
"committed_at": "2025-09-20T16:28:50Z",
"body_truncated": false,
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{
"oid": "9dd83d08adb1811074f04a16895654b27f5f5388",
"body": "* docs: README\n\n* docs: v3.8.1. changelog\n\n* feature: implement AdaGO optimizer\n\n* update: AdaGO optimizer\n\n* docs: AdaGO optimizer\n\n* update: recipe\n\n* update: recipes\n\n* update: recipes\n\n* [skip ci] docs: update index.md\n\n* docs: v3.8.1 changelog\n\n* update: test_muon_use_muon_param\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement `AdaGO` optimizer (#437)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-09-04T15:16:40Z",
"body_truncated": false,
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{
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"body": "* ci(pyright): add rules\n\n* style: fix pyright errors\n\n* ci(pyright): excludes\n\n* style: fix pyright errors\n\n* ci(pyright): add more rules\n\n* ci(pyright): add more rules\n\n* style: fix pyright errors\n\n* chore: remove init recipe\n\n* ci: update name\n\n* ci: static analysis\n\n* ci: rename to Type Checker\n\n[…]\nortPrivateImportUsage to false\n\n* [skip ci] docs: update index.md\n\n* chore: check recipe\n\n* ci(pyright): update includes\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Update] Introduce `pyright` for type checking (#435)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-31T08:05:31Z",
"body_truncated": true,
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{
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"body": "* feature: implement FriendlySAM optimizer\n\n* build(deps): dev deps\n\n* update: FriendlySAM optimizer\n\n* update: number of optimizers\n\n* docs: README\n\n* chore: keyword\n\n* docs: v3.8.1 changelog\n\n* fix: value to weight\n\n* update: recipes\n\n* update: recipes\n\n* docs: FriendlySAM optimizer\n\n* [skip ci] docs: update index.md\n\n* docs: FriendlySAM docstring\n\n* update: test_sam_family_methods\n\n---------\n\nCo-authored-by: kozistr <15344796+kozistr@users.noreply.github.com>",
"is_bot": false,
"headline": "[Feature] Implement `FriendlySAM` optimizer (#434)",
"author_name": "Hyeongchan Kim",
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"committed_at": "2025-08-31T03:52:41Z",
"body_truncated": false,
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{
"oid": "45e00ec031a963c3e478776539eceeb85b2a7210",
"body": "1. Using `torch.linalg.norm` instaed of `torch.norm`\r\ntorch.norm is deprecated and may be removed in a future PyTorch release.\r\n\r\n2. Grad_norm maybe zero. There is no need to update param for such situation.",
"is_bot": false,
"headline": "Update spam.py (#431)",
"author_name": "liveck",
"author_login": "liveck",
"committed_at": "2025-08-19T12:06:38Z",
"body_truncated": false,
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"body": "* chore: remove isort\n\n* build(deps): remove isort",
"is_bot": false,
"headline": "[Dependency] Remove `isort` (#429)",
"author_name": "Hyeongchan Kim",
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"committed_at": "2025-08-15T08:47:35Z",
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"body": "* build(deps): mkdocs-git-revision-date-localized-plugin\n\n* docs: mkdocs configuration\n\n* docs: v3.8.1 changelog\n\n* ci: only run automerge when `automerge` label is assigned\n\n* ci: remove log",
"is_bot": false,
"headline": "[Docs] Upgrade the documentation page (#428)",
"author_name": "Hyeongchan Kim",
"author_login": "kozistr",
"committed_at": "2025-08-14T14:37:31Z",
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},
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"body": null,
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"headline": "ci: refactor GITHUB_OUTPUT",
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"headline": "ci: remove prepend_changelog",
"author_name": "kozistr",
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"headline": "[skip ci] docs: prepend changelog for v3.8.0 (#427)",
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"headline": "ci: automerge",
"author_name": "kozistr",
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"is_bot": false,
"headline": "[Release] v3.8.0 (#419)",
"author_name": "Hyeongchan Kim",
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"is_bot": false,
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"author_name": "Aidin",
"author_login": "AidinHamedi",
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"is_bot": false,
"headline": "[Feature] Implement `Refined Schedule-Free AdamW` optimizer (#414)",
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"committed_at": "2025-08-09T15:49:25Z",
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"headline": "[CI] Add `pr_labeler` github action (#413)",
"author_name": "Hyeongchan Kim",
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"body_truncated": false,
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"is_bot": false,
"headline": "[Feature] Prepend the changelog automatically (#411)",
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"is_bot": false,
"headline": "[Update] Re-implement `Muon` and `AdaMuon` optimizers (#410)",
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"body": "Hi! Just checking out your project and I've noticed that you claim to support `>= 3.8`, but you never check other versions except 3.12 in CI.\r\n\r\nhttps://github.com/kozistr/pytorch_optimizer/blob/3c02a48389c065f060a26e5486f7e702ff9fd17c/pyproject.toml#L33-L39\r\n\r\nI think that it is important to be sure all version work :)\r\nThey can have different bugs.",
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"is_bot": false,
"headline": "[Fix] Use a smaller `eps` value when adding to `exp_avg_sq` in `apply…",
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"is_bot": false,
"headline": "[Feature] Implement `AdaMuon` optimizer (#395)",
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"headline": "[Feature] Implement AdamC optimizer (#390)",
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"headline": "[Feature] Implment more cooldown types for WSD lr scheduler (#386)",
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"headline": "Merge pull request #385 from kozistr/fix/scion-optimizer",
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},
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}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.